From b977e52620d7cf9d597fd690e3ab176b6cae79c5 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@uic.edu>
Date: Thu, 6 Mar 2025 13:09:17 -0600
Subject: [PATCH 001/100] properly escape quotes so commands with json will
 work.

---
 aiopslab/service/shell.py | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/aiopslab/service/shell.py b/aiopslab/service/shell.py
index 2b894caa..0ea698a7 100644
--- a/aiopslab/service/shell.py
+++ b/aiopslab/service/shell.py
@@ -22,7 +22,6 @@ def exec(command: str, input_data=None, cwd=None):
         k8s_host = config.get("k8s_host", "localhost")  # Default to localhost
 
         if k8s_host == "kind":
-            print("[INFO] Running command inside kind-control-plane Docker container.")
             return Shell.docker_exec("kind-control-plane", command)
 
         elif k8s_host == "localhost":
@@ -95,7 +94,9 @@ def ssh_exec(host: str, user: str, ssh_key_path: str, command: str):
     @staticmethod
     def docker_exec(container_name: str, command: str):
         """Execute a command inside a running Docker container."""
-        docker_command = f"docker exec {container_name} sh -c '{command}'"
+        escaped_command = command.replace('"', '\\"')
+        
+        docker_command = f'docker exec {container_name} sh -c "{escaped_command}"'
 
         try:
             out = subprocess.run(

From a39de4dfb660d3791134764732b7655c6229fd87 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@uic.edu>
Date: Thu, 6 Mar 2025 13:31:16 -0600
Subject: [PATCH 002/100] This error message isn't for actual errors, so I'm
 removing it

---
 aiopslab/service/shell.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/aiopslab/service/shell.py b/aiopslab/service/shell.py
index 0ea698a7..815589a3 100644
--- a/aiopslab/service/shell.py
+++ b/aiopslab/service/shell.py
@@ -78,7 +78,6 @@ def ssh_exec(host: str, user: str, ssh_key_path: str, command: str):
 
             if exit_status != 0:
                 error_message = stderr.read().decode("utf-8")
-                print(f"[ERROR] SSH Command execution failed: {error_message}")
                 return error_message
             else:
                 output_message = stdout.read().decode("utf-8")

From fb585e69c5506dbc3296e4117fb4f1ebf18e53bb Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@uic.edu>
Date: Thu, 6 Mar 2025 13:41:21 -0600
Subject: [PATCH 003/100] Added code for onboarding task evaluation

---
 aiopslab/evaluator.py                | 215 +++++++++++++++++++++++++++
 aiopslab/orchestrator/eval_parser.py | 170 +++++++++++++++++++++
 assessment.py                        | 132 ++++++++++++++++
 3 files changed, 517 insertions(+)
 create mode 100644 aiopslab/evaluator.py
 create mode 100644 aiopslab/orchestrator/eval_parser.py
 create mode 100644 assessment.py

diff --git a/aiopslab/evaluator.py b/aiopslab/evaluator.py
new file mode 100644
index 00000000..da0dd6fa
--- /dev/null
+++ b/aiopslab/evaluator.py
@@ -0,0 +1,215 @@
+# Copyright (c) Microsoft Corporation.
+# Licensed under the MIT License.
+
+"""Orchestrator class that interfaces with the agent and the environment."""
+
+from aiopslab.service.helm import Helm
+from aiopslab.service.kubectl import KubeCtl
+from aiopslab.session import Session
+from aiopslab.orchestrator.problems.registry import ProblemRegistry
+from aiopslab.orchestrator.eval_parser import EvalParser
+from aiopslab.utils.status import *
+from aiopslab.service.telemetry.prometheus import Prometheus
+import time
+import inspect
+import asyncio
+
+
+class Evaluator:
+    def __init__(self):
+        self.agent = None
+        self.session = None
+        self.parser = EvalParser()
+        self.probs = ProblemRegistry()
+        self.sprint = SessionPrint()
+        self.execution_start_time = None
+        self.execution_end_time = None
+        self.kubectl = KubeCtl()
+
+    def init_problem(self, problem_id: str):
+        """Initialize a problem instance for the agent to solve.
+
+        Args:
+            problem_id (str): The problem instance identifier.
+
+        Returns:
+            tuple: A tuple containing the problem description, task message, and session object.
+        """
+        # Start timer
+        self.execution_start_time = time.time()
+
+        self.session = Session()
+        print(f"Session ID: {self.session.session_id}")
+        prob = self.probs.get_problem_instance(problem_id)
+        self.session.set_problem(prob, pid=problem_id)
+        self.session.set_agent(self.agent_name)
+
+        print("Setting up OpenEBS...")
+
+        command = "kubectl get pods -n openebs"
+        result = self.kubectl.exec_command(command)
+        if "Running" in result:
+            print("OpenEBS is already running. Skipping installation.")
+        else:
+            self.kubectl.exec_command(
+                "kubectl apply -f https://openebs.github.io/charts/openebs-operator.yaml"
+            )
+            self.kubectl.exec_command(
+                "kubectl patch storageclass openebs-hostpath -p '{\"metadata\": {\"annotations\":{\"storageclass.kubernetes.io/is-default-class\":\"true\"}}}'"
+            )
+            self.kubectl.wait_for_ready("openebs")
+            print("OpenEBS setup completed.")
+
+        # Setup and deploy Prometheus
+        self.prometheus = Prometheus()
+        self.prometheus.deploy()
+
+        # deploy service
+        prob.app.delete()
+        prob.app.deploy()
+
+        # inject fault
+        prob.inject_fault()
+
+        # Check if start_workload is async or sync
+        if inspect.iscoroutinefunction(prob.start_workload):
+            asyncio.create_task(prob.start_workload())
+        else:
+            prob.start_workload()
+
+        task_desc = prob.get_task_description()
+        instructions = prob.get_instructions()
+        actions = prob.get_available_actions()
+
+        return task_desc, instructions, actions
+
+    def register_agent(self, agent, name="agent"):
+        """Register the agent for the current session.
+
+        Args:
+            agent: The agent to register.
+            name: The name of the agent (default: "agent").
+        """
+        self.agent = agent
+        self.agent_name = name
+
+    async def ask_agent(self, input):
+        """Ask the agent for the next action given the current context."""
+        assert self.session is not None
+        assert self.agent is not None
+
+        agent_response = await self.agent.get_action(input)
+        self.session.add({"role": "assistant", "content": agent_response})
+
+        return agent_response
+
+    async def ask_env(self, input):
+        """Ask the environment for the observation given the current action."""
+        assert self.session is not None
+
+        try:
+            resp = self.parser.parse(input)
+        except ResponseParsingError as e:
+            self.session.add({"role": "env", "content": str(e)})
+            return str(e)
+
+        api, args, kwargs = resp["api_name"], resp["args"], resp["kwargs"]
+
+        # special handling for submit
+        if api == "submit":
+            self.session.set_solution(args[0] if len(args) == 1 else args)
+            
+            # Use the problem's eval method to check if solution is valid
+            try:
+                # Calculate the current duration manually since session isn't ended yet
+                current_time = time.time()
+                current_duration = current_time - self.session.start_time
+                
+                # Create a temporary dict to store results
+                temp_results = self.session.problem.eval(
+                    self.session.solution, 
+                    self.session.history, 
+                    current_duration
+                )
+                
+                # Check if the solution is successful based on eval results
+                if temp_results.get("success", False):
+                    env_response = SubmissionStatus.VALID_SUBMISSION
+                else:
+                    env_response = SubmissionStatus.INVALID_SUBMISSION
+                    
+            except Exception as e:
+                print(f"Error validating submission: {e}")
+                import traceback
+                traceback.print_exc()
+                env_response = SubmissionStatus.INVALID_SUBMISSION
+        else:
+            # Regular action handling
+            try:
+                env_response = self.session.problem.perform_action(api, *args, **kwargs)
+            except InvalidActionError as e:
+                env_response = str(e)
+
+        self.session.add({"role": "env", "content": env_response})
+        return env_response
+
+    async def start_problem(self):
+        """Start the task and run until a valid submission is received.
+
+        Returns:
+            dict: The final state of the session.
+        """
+        assert self.session is not None
+        action_instr = "Please take the next action"
+        action, env_response, results = "", "", {}
+        self.session.start()
+        self.execution_start_time = time.time()
+        
+        # Initial environment response
+        env_response = await self.ask_env(action)
+        
+        while env_response != SubmissionStatus.VALID_SUBMISSION:
+            action = await self.ask_agent(action_instr)
+            self.sprint.agent(action)
+            
+            env_response = await self.ask_env(action)
+            self.sprint.service(env_response)
+            
+            if env_response == SubmissionStatus.VALID_SUBMISSION:
+                break
+            elif env_response == SubmissionStatus.INVALID_SUBMISSION:
+                action_instr = "Your submission was invalid. Please continue working on the problem."
+            else:
+                action_instr = env_response
+        
+        self.session.end()
+        
+        # Final evaluation with the valid submission
+        if env_response == SubmissionStatus.VALID_SUBMISSION:
+            results = self.session.problem.eval(
+                self.session.solution, self.session.history, self.session.get_duration()
+            )
+            self.sprint.result(results)
+        
+        self.session.set_results(results)
+        self.session.to_json()
+        self.session.problem.recover_fault()
+        
+        # App cleanup
+        self.session.problem.app.cleanup()
+        
+        self.execution_end_time = time.time()
+        total_execution_time = self.execution_end_time - self.execution_start_time
+        time_keys = ["TTD", "TTL", "TTA", "TTM"]
+        key = next((k for k in time_keys if k in results), None)
+        framework_overhead = (
+            total_execution_time - (results.get(key, 0) or 0)
+        )
+        print(f"Framework overhead: {framework_overhead}")
+        
+        return {
+            "history": self.session.history,
+            "final_state": env_response,
+            "results": results,
+            "framework_overhead": framework_overhead,
+        }
\ No newline at end of file
diff --git a/aiopslab/orchestrator/eval_parser.py b/aiopslab/orchestrator/eval_parser.py
new file mode 100644
index 00000000..3211aaf3
--- /dev/null
+++ b/aiopslab/orchestrator/eval_parser.py
@@ -0,0 +1,170 @@
+"""Custom parser for the onboarding task evaluator"""
+
+import re
+import ast
+
+from aiopslab.utils.status import ResponseParsingError
+
+class EvalParser:
+    def __init__(self):
+        # Define list of known API commands that need special handling
+        self.known_apis = ["submit"]
+        
+    def parse(self, response: str) -> dict:
+        """Parses the response string to extract the API name and arguments.
+
+        Args:
+            response (str): The response string (typically an agent's response).
+
+        Returns:
+            dict: The parsed API name and arguments.
+        """
+        code_block = self.extract_codeblock(response)
+        context = self.extract_context(response)
+        
+        # If there's no code block, check if the response itself is a command
+        if not code_block:
+            code_block = response.strip()
+            
+        # Check if the code block is a simple "submit" command without parameters
+        if code_block.strip() == "submit":
+            return {
+                "api_name": "submit",
+                "args": [None],  # Placeholder argument 
+                "kwargs": {},
+                "context": context,
+            }
+            
+        # Handle other known APIs with function call syntax
+        if any(code_block.strip().startswith(api + "(") for api in self.known_apis):
+            api_name = self.parse_api_name(code_block)
+            args, kwargs = self.parse_args(code_block)
+            return {
+                "api_name": api_name,
+                "args": args,
+                "kwargs": kwargs,
+                "context": context,
+            }
+            
+        # Default to exec_shell for unrecognized commands
+        # Strip any leading/trailing backticks if present
+        command = code_block.strip("` \n")
+        return {
+            "api_name": "exec_shell",
+            "args": [command],
+            "kwargs": {},
+            "context": context,
+        }
+
+    def extract_codeblock(self, response: str) -> str:
+        """Extract a markdown code block from a string.
+
+        Args:
+            response (str): The response string.
+
+        Returns:
+            str: The extracted code block.
+        """
+        outputlines = response.split("\n")
+        indexlines = [i for i, line in enumerate(outputlines) if "```" in line]
+        if len(indexlines) < 2:
+            return ""
+        return "\n".join(outputlines[indexlines[0] + 1 : indexlines[1]])
+
+    def extract_context(self, response: str) -> list:
+        """Extract context outside of a code block.
+
+        Args:
+            response (str): The response string.
+
+        Returns:
+            list: The extracted context.
+        """
+        pattern = r"(?:```[\s\S]*?```)|(.*?)(?:(?=```)|$)"
+        matches = re.findall(pattern, response, re.DOTALL)
+        context = [match.strip() for match in matches if match.strip()]
+
+        return context
+
+    def parse_api_name(self, response: str) -> str:
+        """Parses the API name from the response function call.
+
+        Args:
+            response (str): The response string.
+
+        Returns:
+            str: The API name.
+        """
+        first_parenthesis = response.find("(")
+        if first_parenthesis != -1:
+            return response[:first_parenthesis].strip()
+        return ""
+
+    def parse_args(self, response: str) -> tuple:
+        """Parses the arguments of a function call.
+
+        Args:
+            response (str): The response string.
+
+        Returns:
+            tuple: (args, kwargs) - Lists of positional and keyword arguments.
+        """
+        first_parenthesis = response.find("(")
+        last_parenthesis = response.rfind(")")
+
+        if first_parenthesis != -1 and last_parenthesis != -1:
+            args_str = response[first_parenthesis + 1 : last_parenthesis].strip()
+
+            # case: no arguments
+            if not args_str:
+                return [], {}
+
+            # case: positional/kwargs handled w/ ast.parse
+            try:
+                parsed = ast.parse(f"func({args_str})")
+                call = parsed.body[0].value
+                args, kwargs = [], {}
+
+                for arg in call.args:
+                    if isinstance(arg, ast.Constant):
+                        args.append(arg.value)
+                    elif isinstance(arg, (ast.List, ast.Tuple)):
+                        args.append([self.eval_ast_node(elt) for elt in arg.elts])
+                    elif isinstance(arg, ast.Dict):
+                        args.append(
+                            {
+                                self.eval_ast_node(key): self.eval_ast_node(value)
+                                for key, value in zip(arg.keys, arg.values)
+                            }
+                        )
+                    else:
+                        args.append(self.eval_ast_node(arg))
+
+                for kwarg in call.keywords:
+                    kwargs[kwarg.arg] = self.eval_ast_node(kwarg.value)
+
+                return args, kwargs
+            except Exception as e:
+                raise ResponseParsingError(f"Error parsing arguments: {str(e)}")
+
+        return [], {}
+
+    def eval_ast_node(self, node):
+        """Evaluates an AST node to its Python value."""
+        if isinstance(node, ast.Constant):
+            return node.value
+        elif isinstance(node, ast.List):
+            return [self.eval_ast_node(elt) for elt in node.elts]
+        elif isinstance(node, ast.Dict):
+            return {
+                self.eval_ast_node(key): self.eval_ast_node(value)
+                for key, value in zip(node.keys, node.values)
+            }
+        elif isinstance(node, ast.Name):
+            if node.id == "True":
+                return True
+            elif node.id == "False":
+                return False
+            elif node.id == "None":
+                return None
+        raise ValueError(f"Unsupported AST node type: {type(node)}")
\ No newline at end of file
diff --git a/assessment.py b/assessment.py
new file mode 100644
index 00000000..939ae7ff
--- /dev/null
+++ b/assessment.py
@@ -0,0 +1,132 @@
+# Copyright (c) Microsoft Corporation.
+# Licensed under the MIT License.
+
+
+"""AIOpsLab CLI client."""
+
+import asyncio
+import json
+from prompt_toolkit import PromptSession
+from prompt_toolkit.styles import Style
+from prompt_toolkit.patch_stdout import patch_stdout
+from rich.console import Console
+from rich.markdown import Markdown
+from rich.panel import Panel
+from prompt_toolkit.completion import WordCompleter
+
+from aiopslab.evaluator import Evaluator
+
+
+WELCOME = """
+# AIOpsLab
+- Type your commands or actions below.
+- Use `exit` to quit the application.
+- Use `start <problem_id>` to begin a new problem.
+"""
+
+TASK_MESSAGE = """{prob_desc}
+You are provided with the following APIs to interact with the service:
+
+{telemetry_apis}
+
+You are also provided an API to a secure terminal to the service where you can run commands:
+
+{shell_api}
+
+Finally, you will submit your solution for this task using the following API:
+
+{submit_api}
+
+At each turn think step-by-step and respond with your action.
+"""
+
+
+class HumanAgent:
+    def __init__(self, orchestrator):
+        self.session = PromptSession()
+        self.console = Console(force_terminal=True, color_system="auto")
+        self.orchestrator = orchestrator
+        self.pids = self.orchestrator.probs.get_problem_ids()
+        self.completer = WordCompleter(self.pids, ignore_case=True, match_middle=True)
+
+    def display_welcome_message(self):
+        self.console.print(Markdown(WELCOME), justify="center")
+        self.console.print()
+
+    def display_context(self, problem_desc, apis):
+        self.shell_api = self._filter_dict(apis, lambda k, _: "exec_shell" in k)
+        self.submit_api = self._filter_dict(apis, lambda k, _: "submit" in k)
+        self.telemetry_apis = self._filter_dict(
+            apis, lambda k, _: "exec_shell" not in k and "submit" not in k
+        )
+
+        stringify_apis = lambda apis: "\n\n".join(
+            [f"{k}\n{v}" for k, v in apis.items()]
+        )
+
+        self.task_message = TASK_MESSAGE.format(
+            prob_desc=problem_desc,
+            telemetry_apis=stringify_apis(self.telemetry_apis),
+            shell_api=stringify_apis(self.shell_api),
+            submit_api=stringify_apis(self.submit_api),
+        )
+
+        self.console.print(Markdown(self.task_message))
+
+    def display_env_message(self, env_input):
+        self.console.print(Panel(env_input, title="Environment", style="white on blue"))
+        self.console.print()
+
+    async def set_problem(self):
+        self.init_problem("redeploy_without_PV-mitigation-1")
+
+    async def get_action(self, env_input):
+        user_input = await self.get_user_input()
+        template = "Action:```\n{}\n```"
+        return template.format(user_input)
+
+    def init_problem(self, problem_id="misconfig-mitigation-1"):
+        problem_desc, _, apis = self.orchestrator.init_problem(problem_id)
+        self.display_context(problem_desc, apis)
+
+    async def get_user_input(self, completer=None):
+        loop = asyncio.get_running_loop()
+        style = Style.from_dict({"prompt": "ansigreen bold"})
+        prompt_text = [("class:prompt", "shell> ")]
+
+        with patch_stdout():
+            try:
+                input = await loop.run_in_executor(
+                    None,
+                    lambda: self.session.prompt(
+                        prompt_text, style=style, completer=completer
+                    ),
+                )
+
+                if input.lower() == "exit":
+                    raise SystemExit
+
+                return input
+            except (SystemExit, KeyboardInterrupt, EOFError):
+                raise SystemExit from None
+
+    def _filter_dict(self, dictionary, filter_func):
+        return {k: v for k, v in dictionary.items() if filter_func(k, v)}
+
+
+async def main():
+    orchestrator = Evaluator()
+    agent = HumanAgent(orchestrator)
+    orchestrator.register_agent(agent, name="human")
+
+    agent.display_welcome_message()
+    await agent.set_problem()
+
+    results = await orchestrator.start_problem()
+    
+    with open("results.json", "w") as f:
+        json.dump(results, f, indent=2)
+
+
+if __name__ == "__main__":
+    asyncio.run(main())

From 1952aa5fd26958c19edb43748611e0b0ec61cd22 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@uic.edu>
Date: Thu, 6 Mar 2025 13:49:12 -0600
Subject: [PATCH 004/100] Add console logs since we no longer use env

---
 aiopslab/evaluator.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/aiopslab/evaluator.py b/aiopslab/evaluator.py
index da0dd6fa..fae63fcc 100644
--- a/aiopslab/evaluator.py
+++ b/aiopslab/evaluator.py
@@ -176,9 +176,10 @@ async def start_problem(self):
             self.sprint.service(env_response)
             
             if env_response == SubmissionStatus.VALID_SUBMISSION:
+                print("Submission is correct!")
                 break
             elif env_response == SubmissionStatus.INVALID_SUBMISSION:
-                action_instr = "Your submission was invalid. Please continue working on the problem."
+                print("Your submission was invalid. Please continue working on the problem.")
             else:
                 action_instr = env_response
         

From 2d3d79a77e2882fa9eb9468450c842bea3c89d6c Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@uic.edu>
Date: Thu, 6 Mar 2025 14:00:00 -0600
Subject: [PATCH 005/100] parse results before creating json

---
 assessment.py | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/assessment.py b/assessment.py
index 939ae7ff..733e87d5 100644
--- a/assessment.py
+++ b/assessment.py
@@ -124,8 +124,14 @@ async def main():
 
     results = await orchestrator.start_problem()
     
+    session_data = orchestrator.session.to_dict()
+    
     with open("results.json", "w") as f:
-        json.dump(results, f, indent=2)
+        json.dump(session_data, f, indent=2)
+    
+    print(f"Results saved to results.json")
+    
+    return results
 
 
 if __name__ == "__main__":

From 8bcdfaaf23f0be76b84718e647072db204c50d87 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@uic.edu>
Date: Thu, 6 Mar 2025 14:08:14 -0600
Subject: [PATCH 006/100] Get name for results file

---
 assessment.py | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/assessment.py b/assessment.py
index 733e87d5..e72163b8 100644
--- a/assessment.py
+++ b/assessment.py
@@ -119,6 +119,8 @@ async def main():
     agent = HumanAgent(orchestrator)
     orchestrator.register_agent(agent, name="human")
 
+    first_name = input("What is your first name?: ")
+
     agent.display_welcome_message()
     await agent.set_problem()
 
@@ -126,10 +128,10 @@ async def main():
     
     session_data = orchestrator.session.to_dict()
     
-    with open("results.json", "w") as f:
+    with open(f"{first_name}_results.json", "w") as f:
         json.dump(session_data, f, indent=2)
     
-    print(f"Results saved to results.json")
+    print(f"Results saved to {first_name}_results.json")
     
     return results
 

From e536280d8ce43c7b8f888e77fd4b43d1ae119d17 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@uic.edu>
Date: Thu, 6 Mar 2025 14:32:56 -0600
Subject: [PATCH 007/100] typo fix

---
 aiopslab/service/apps/hotelres.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/aiopslab/service/apps/hotelres.py b/aiopslab/service/apps/hotelres.py
index f5e8e355..6ac3e21d 100644
--- a/aiopslab/service/apps/hotelres.py
+++ b/aiopslab/service/apps/hotelres.py
@@ -75,7 +75,7 @@ def deploy_without_wait(self):
         
         print(f"Deploying Kubernetes configurations in namespace: {self.namespace}")
         self.kubectl.apply_configs(self.namespace, self.k8s_deploy_path)
-        print(f"Waiting for being stable...")
+        print(f"Waiting for stability...")
         time.sleep(30)
 
     def delete(self):

From ce23d78f257edd5b09a92eb1337e0d8342277fda Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@uic.edu>
Date: Thu, 6 Mar 2025 14:33:43 -0600
Subject: [PATCH 008/100] Add task message for assessment

---
 assessment.py | 21 +++++++++------------
 1 file changed, 9 insertions(+), 12 deletions(-)

diff --git a/assessment.py b/assessment.py
index e72163b8..194fe681 100644
--- a/assessment.py
+++ b/assessment.py
@@ -18,26 +18,23 @@
 
 
 WELCOME = """
-# AIOpsLab
-- Type your commands or actions below.
-- Use `exit` to quit the application.
-- Use `start <problem_id>` to begin a new problem.
+# AIOpsLab Onboarding Assessment
 """
 
-TASK_MESSAGE = """{prob_desc}
-You are provided with the following APIs to interact with the service:
+TASK_MESSAGE = """\n\n\n\n
+There's a problem in the kubernetes cluster in the test-hotel-reservation namespace.
 
-{telemetry_apis}
+You need to fix the issue and get all the pods into a ready state.
 
-You are also provided an API to a secure terminal to the service where you can run commands:
+You have access to a shell, take whatever action you deem necessary to resolve the issue.
 
-{shell_api}
+Once you believe the incident is resolved, run the `submit` command. If your solution is incorrect, it will tell you.
 
-Finally, you will submit your solution for this task using the following API:
+You can use any resources you want to complete the assessment except for another person. However, please run all shell commands inside of the interface.
 
-{submit_api}
+Your results will be saved in a file called yourFistName_results.json, please email it to jclark58@illinois.edu
 
-At each turn think step-by-step and respond with your action.
+If you encounter a bug, send it to jclark58@illinois.edu
 """
 
 

From ccb2620760479e46787f53370661438c8c142163 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@uic.edu>
Date: Thu, 6 Mar 2025 16:42:20 -0600
Subject: [PATCH 009/100] Add hint to task message

---
 assessment.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/assessment.py b/assessment.py
index 194fe681..a513da71 100644
--- a/assessment.py
+++ b/assessment.py
@@ -24,6 +24,8 @@
 TASK_MESSAGE = """\n\n\n\n
 There's a problem in the kubernetes cluster in the test-hotel-reservation namespace.
 
+The issue is that there are unmet PersistentVolumeClaims (PVCs) because of unbound persistent volumes.
+
 You need to fix the issue and get all the pods into a ready state.
 
 You have access to a shell, take whatever action you deem necessary to resolve the issue.

From 8a53f07976389bec17f5f54f8abb3c5ba2558bd9 Mon Sep 17 00:00:00 2001
From: Yinfang Chen <yinfang3@illinois.edu>
Date: Wed, 19 Mar 2025 18:17:53 -0400
Subject: [PATCH 010/100] rename onboarding related files

---
 aiopslab/{evaluator.py => onboarding_evaluator.py}              | 2 +-
 .../orchestrator/{eval_parser.py => onboarding_eval_parser.py}  | 0
 assessment.py                                                   | 2 +-
 3 files changed, 2 insertions(+), 2 deletions(-)
 rename aiopslab/{evaluator.py => onboarding_evaluator.py} (99%)
 rename aiopslab/orchestrator/{eval_parser.py => onboarding_eval_parser.py} (100%)

diff --git a/aiopslab/evaluator.py b/aiopslab/onboarding_evaluator.py
similarity index 99%
rename from aiopslab/evaluator.py
rename to aiopslab/onboarding_evaluator.py
index fae63fcc..6eb051c6 100644
--- a/aiopslab/evaluator.py
+++ b/aiopslab/onboarding_evaluator.py
@@ -7,7 +7,7 @@
 from aiopslab.service.kubectl import KubeCtl
 from aiopslab.session import Session
 from aiopslab.orchestrator.problems.registry import ProblemRegistry
-from aiopslab.orchestrator.eval_parser import EvalParser
+from aiopslab.orchestrator.onboarding_eval_parser import EvalParser
 from aiopslab.utils.status import *
 from aiopslab.service.telemetry.prometheus import Prometheus
 import time
diff --git a/aiopslab/orchestrator/eval_parser.py b/aiopslab/orchestrator/onboarding_eval_parser.py
similarity index 100%
rename from aiopslab/orchestrator/eval_parser.py
rename to aiopslab/orchestrator/onboarding_eval_parser.py
diff --git a/assessment.py b/assessment.py
index a513da71..a39635ac 100644
--- a/assessment.py
+++ b/assessment.py
@@ -14,7 +14,7 @@
 from rich.panel import Panel
 from prompt_toolkit.completion import WordCompleter
 
-from aiopslab.evaluator import Evaluator
+from aiopslab.onboarding_evaluator import Evaluator
 
 
 WELCOME = """

From 7cb7ff389c80ba14329d58e6f7c10921bdbcee56 Mon Sep 17 00:00:00 2001
From: Jiaqi Pan <26816351+daklqw@users.noreply.github.com>
Date: Wed, 19 Mar 2025 18:18:17 -0500
Subject: [PATCH 011/100] Handle errors from get_traces&get_metrics

---
 aiopslab/orchestrator/orchestrator.py | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/aiopslab/orchestrator/orchestrator.py b/aiopslab/orchestrator/orchestrator.py
index a1938f1d..4d7d53d0 100644
--- a/aiopslab/orchestrator/orchestrator.py
+++ b/aiopslab/orchestrator/orchestrator.py
@@ -121,8 +121,15 @@ async def ask_env(self, input):
 
         try:
             env_response = self.session.problem.perform_action(api, *args, **kwargs)
+        
+            if hasattr(env_response, "error"):
+                env_response = str(env_response)
+                print("An error occurred:", env_response)
         except InvalidActionError as e:
             env_response = str(e)
+        except Exception as e:
+            env_response = str(e)
+            print("Unhandled exception:", e)
 
         self.session.add({"role": "env", "content": env_response})
 

From 9c0ef3c938d151c21012bdbb32dff4fbe4b731d1 Mon Sep 17 00:00:00 2001
From: Yinfang Chen <yinfang3@illinois.edu>
Date: Thu, 20 Mar 2025 01:11:11 -0400
Subject: [PATCH 012/100] fix the issue of getting log of the workload pod

---
 aiopslab/orchestrator/actions/base.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/aiopslab/orchestrator/actions/base.py b/aiopslab/orchestrator/actions/base.py
index b623cca5..e232b5b3 100644
--- a/aiopslab/orchestrator/actions/base.py
+++ b/aiopslab/orchestrator/actions/base.py
@@ -39,6 +39,8 @@ def get_logs(namespace: str, service: str) -> str:
                 user_service_pod = kubectl.get_pod_name(
                     namespace, f"io.kompose.service={service}"
                 )
+            elif namespace == "default" and "wrk2-job" in service:
+                user_service_pod = kubectl.get_pod_name(namespace, f"job-name=wrk2-job")
             else:
                 raise Exception
             logs = kubectl.get_pod_logs(user_service_pod, namespace)

From c7c44a362c62827c80e28fc27da8275140198c92 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 20 Mar 2025 15:46:32 -0500
Subject: [PATCH 013/100] Add helm as a requirement to README

Closes #32
---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index c78543ec..9ba4df03 100644
--- a/README.md
+++ b/README.md
@@ -28,6 +28,7 @@ Moreover, AIOpsLab provides a built-in benchmark suite with a set of problems to
 
 ### Requirements
 - Python >= 3.11
+- [Helm](https://helm.sh/docs/helm/helm_install/)
 
 Recommended installation:
 ```bash

From 32bbda8ae5b1f7480b04666400f78006f1716e46 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 20 Mar 2025 23:12:38 -0500
Subject: [PATCH 014/100] Fixed link

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 9ba4df03..2d43007c 100644
--- a/README.md
+++ b/README.md
@@ -28,7 +28,7 @@ Moreover, AIOpsLab provides a built-in benchmark suite with a set of problems to
 
 ### Requirements
 - Python >= 3.11
-- [Helm](https://helm.sh/docs/helm/helm_install/)
+- [Helm](https://helm.sh/docs/helm/helm_install/](https://helm.sh/)
 
 Recommended installation:
 ```bash

From 12db7bca559fc62d78e20b4f13b16c68d898e0c7 Mon Sep 17 00:00:00 2001
From: Yinfang Chen <yinfang3@illinois.edu>
Date: Thu, 20 Mar 2025 23:26:29 -0500
Subject: [PATCH 015/100] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 2d43007c..167a5273 100644
--- a/README.md
+++ b/README.md
@@ -28,7 +28,7 @@ Moreover, AIOpsLab provides a built-in benchmark suite with a set of problems to
 
 ### Requirements
 - Python >= 3.11
-- [Helm](https://helm.sh/docs/helm/helm_install/](https://helm.sh/)
+- [Helm](https://helm.sh/)
 
 Recommended installation:
 ```bash

From cab9e0a631d93a052f0671c41a6dacbeba5c3aa3 Mon Sep 17 00:00:00 2001
From: Yinfang Chen <yinfang3@illinois.edu>
Date: Thu, 27 Mar 2025 02:09:38 -0500
Subject: [PATCH 016/100] fix return value of read operations

---
 aiopslab/orchestrator/actions/base.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/aiopslab/orchestrator/actions/base.py b/aiopslab/orchestrator/actions/base.py
index e232b5b3..79f3d70a 100644
--- a/aiopslab/orchestrator/actions/base.py
+++ b/aiopslab/orchestrator/actions/base.py
@@ -113,7 +113,7 @@ def read_metrics(file_path: str) -> str:
             str: The requested metrics or an error message.
         """
         if not os.path.exists(file_path):
-            return {"error": f"Metrics file '{file_path}' not found."}
+            return f"error: Metrics file '{file_path}' not found."
 
         try:
             df_metrics = pd.read_csv(file_path)
@@ -163,7 +163,7 @@ def read_traces(file_path: str) -> str:
             str: The requested traces or an error message.
         """
         if not os.path.exists(file_path):
-            return {"error": f"Traces file '{file_path}' not found."}
+            return f"error: Traces file '{file_path}' not found."
 
         try:
             df_traces = pd.read_csv(file_path)

From e984ed013ceaf42c8d2dfe2d519f3e9266f51a86 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Fri, 28 Mar 2025 15:24:59 -0500
Subject: [PATCH 017/100] Update prometheus interface to use PVC everywhere

---
 aiopslab/service/telemetry/prometheus.py | 38 ++++++++++++------------
 1 file changed, 19 insertions(+), 19 deletions(-)

diff --git a/aiopslab/service/telemetry/prometheus.py b/aiopslab/service/telemetry/prometheus.py
index 6bced8e9..b4f4c22b 100644
--- a/aiopslab/service/telemetry/prometheus.py
+++ b/aiopslab/service/telemetry/prometheus.py
@@ -70,13 +70,13 @@ def deploy(self):
             print("Prometheus is already running. Skipping redeployment.")
             return
 
-        self._delete_pv()
+        self._delete_pvc()
         Helm.uninstall(**self.helm_configs)
 
         if self.pvc_config_file:
-            pv_name = self._get_pv_name_from_file(self.pvc_config_file)
-            if not self._pv_exists(pv_name):
-                self._apply_pv()
+            pvc_name = self._get_pvc_name_from_file(self.pvc_config_file)
+            if not self._pv_exists(pvc_name):
+                self._apply_pvc()
 
         Helm.install(**self.helm_configs)
         Helm.assert_if_deployed(self.namespace)
@@ -86,36 +86,36 @@ def teardown(self):
         Helm.uninstall(**self.helm_configs)
 
         if self.pvc_config_file:
-            self._delete_pv()
+            self._delete_pvc()
 
-    def _apply_pv(self):
-        """Apply the PersistentVolume configuration."""
-        print(f"Applying PersistentVolume from {self.pvc_config_file}")
+    def _apply_pvc(self):
+        """Apply the PersistentVolumeClaim configuration."""
+        print(f"Applying PersistentVolumeClaim from {self.pvc_config_file}")
         KubeCtl().exec_command(
             f"kubectl apply -f {self.pvc_config_file} -n {self.namespace}"
         )
 
-    def _delete_pv(self):
+    def _delete_pvc(self):
         """Delete the PersistentVolume and associated PersistentVolumeClaim."""
-        pv_name = self._get_pv_name_from_file(self.pvc_config_file)
-        result = KubeCtl().exec_command(f"kubectl get pv {pv_name} --ignore-not-found")
+        pvc_name = self._get_pv_name_from_file(self.pvc_config_file)
+        result = KubeCtl().exec_command(f"kubectl get pvc {pvc_name} --ignore-not-found")
 
         if result:
-            print(f"Deleting PersistentVolume {pv_name}")
-            KubeCtl().exec_command(f"kubectl delete pv {pv_name}")
-            print(f"Successfully deleted PersistentVolume from {pv_name}")
+            print(f"Deleting PersistentVolumeClaim {pvc_name}")
+            KubeCtl().exec_command(f"kubectl delete pv {pvc_name}")
+            print(f"Successfully deleted PersistentVolumeClaim from {pvc_name}")
         else:
-            print(f"PersistentVolume {pv_name} not found. Skipping deletion.")
+            print(f"PersistentVolumeClaim {pvc_name} not found. Skipping deletion.")
 
     def _get_pv_name_from_file(self, pv_config_file):
-        """Extract PV name from the configuration file."""
+        """Extract PVC name from the configuration file."""
         with open(pv_config_file, "r") as file:
             pv_config = yaml.safe_load(file)
             return pv_config["metadata"]["name"]
 
-    def _pv_exists(self, pv_name: str) -> bool:
-        """Check if the PersistentVolume exists."""
-        command = f"kubectl get pv {pv_name}"
+    def _pvc_exists(self, pv_name: str) -> bool:
+        """Check if the PersistentVolumeClaim exists."""
+        command = f"kubectl get pvc {pv_name}"
         try:
             result = KubeCtl().exec_command(command)
             if "No resources found" in result or "Error" in result:

From a858f6b3f659831c38683477d3aa1a07e47d5f1d Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Fri, 28 Mar 2025 15:25:51 -0500
Subject: [PATCH 018/100] teardown openebs and prometheus during cleanup

---
 aiopslab/orchestrator/orchestrator.py | 29 +++++++++++++++------------
 1 file changed, 16 insertions(+), 13 deletions(-)

diff --git a/aiopslab/orchestrator/orchestrator.py b/aiopslab/orchestrator/orchestrator.py
index 4d7d53d0..fcc96bed 100644
--- a/aiopslab/orchestrator/orchestrator.py
+++ b/aiopslab/orchestrator/orchestrator.py
@@ -46,19 +46,15 @@ def init_problem(self, problem_id: str):
 
         print("Setting up OpenEBS...")
 
-        command = "kubectl get pods -n openebs"
-        result = self.kubectl.exec_command(command)
-        if "Running" in result:
-            print("OpenEBS is already running. Skipping installation.")
-        else:
-            self.kubectl.exec_command(
-                "kubectl apply -f https://openebs.github.io/charts/openebs-operator.yaml"
-            )
-            self.kubectl.exec_command(
-                "kubectl patch storageclass openebs-hostpath -p '{\"metadata\": {\"annotations\":{\"storageclass.kubernetes.io/is-default-class\":\"true\"}}}'"
-            )
-            self.kubectl.wait_for_ready("openebs")
-            print("OpenEBS setup completed.")
+        # Install OpenEBS
+        self.kubectl.exec_command(
+            "kubectl apply -f https://openebs.github.io/charts/openebs-operator.yaml"
+        )
+        self.kubectl.exec_command(
+            "kubectl patch storageclass openebs-hostpath -p '{\"metadata\": {\"annotations\":{\"storageclass.kubernetes.io/is-default-class\":\"true\"}}}'"
+        )
+        self.kubectl.wait_for_ready("openebs")
+        print("OpenEBS setup completed.")
 
         # Setup and deploy Prometheus
         self.prometheus = Prometheus()
@@ -181,6 +177,13 @@ async def start_problem(self, max_steps: int):
         # But this will take more time.
         # if not self.session.problem.sys_status_after_recovery():
         self.session.problem.app.cleanup()
+        self.prometheus.teardown()
+        print("Uninstalling OpenEBS...")
+        self.kubectl.exec_command("kubectl delete sc openebs-hostpath openebs-device --ignore-not-found")
+        self.kubectl.exec_command(
+            "kubectl delete -f https://openebs.github.io/charts/openebs-operator.yaml"
+        )
+        self.kubectl.wait_for_namespace_deletion("openebs")
 
         self.execution_end_time = time.time()
         total_execution_time = self.execution_end_time - self.execution_start_time

From c3a2ccf6a8c38bce43958fe553c67bf301292958 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Fri, 28 Mar 2025 15:28:29 -0500
Subject: [PATCH 019/100] Fix function name

---
 aiopslab/service/telemetry/prometheus.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/aiopslab/service/telemetry/prometheus.py b/aiopslab/service/telemetry/prometheus.py
index b4f4c22b..288358a1 100644
--- a/aiopslab/service/telemetry/prometheus.py
+++ b/aiopslab/service/telemetry/prometheus.py
@@ -97,7 +97,7 @@ def _apply_pvc(self):
 
     def _delete_pvc(self):
         """Delete the PersistentVolume and associated PersistentVolumeClaim."""
-        pvc_name = self._get_pv_name_from_file(self.pvc_config_file)
+        pvc_name = self._get_pvc_name_from_file(self.pvc_config_file)
         result = KubeCtl().exec_command(f"kubectl get pvc {pvc_name} --ignore-not-found")
 
         if result:
@@ -107,7 +107,7 @@ def _delete_pvc(self):
         else:
             print(f"PersistentVolumeClaim {pvc_name} not found. Skipping deletion.")
 
-    def _get_pv_name_from_file(self, pv_config_file):
+    def _get_pvc_name_from_file(self, pv_config_file):
         """Extract PVC name from the configuration file."""
         with open(pv_config_file, "r") as file:
             pv_config = yaml.safe_load(file)

From ccc9c0de5009d632de5af57ebfeefb1522412670 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Fri, 28 Mar 2025 15:36:15 -0500
Subject: [PATCH 020/100] fix function name

---
 aiopslab/service/telemetry/prometheus.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/aiopslab/service/telemetry/prometheus.py b/aiopslab/service/telemetry/prometheus.py
index 288358a1..5937976d 100644
--- a/aiopslab/service/telemetry/prometheus.py
+++ b/aiopslab/service/telemetry/prometheus.py
@@ -75,7 +75,7 @@ def deploy(self):
 
         if self.pvc_config_file:
             pvc_name = self._get_pvc_name_from_file(self.pvc_config_file)
-            if not self._pv_exists(pvc_name):
+            if not self._pvc_exists(pvc_name):
                 self._apply_pvc()
 
         Helm.install(**self.helm_configs)

From 504f4d913666b46d6cc7220f070c85b549c2ff97 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Fri, 28 Mar 2025 15:52:06 -0500
Subject: [PATCH 021/100] Delete pvc instead of pv

---
 aiopslab/service/telemetry/prometheus.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/aiopslab/service/telemetry/prometheus.py b/aiopslab/service/telemetry/prometheus.py
index 5937976d..d2a50a06 100644
--- a/aiopslab/service/telemetry/prometheus.py
+++ b/aiopslab/service/telemetry/prometheus.py
@@ -102,7 +102,7 @@ def _delete_pvc(self):
 
         if result:
             print(f"Deleting PersistentVolumeClaim {pvc_name}")
-            KubeCtl().exec_command(f"kubectl delete pv {pvc_name}")
+            KubeCtl().exec_command(f"kubectl delete pvc {pvc_name}")
             print(f"Successfully deleted PersistentVolumeClaim from {pvc_name}")
         else:
             print(f"PersistentVolumeClaim {pvc_name} not found. Skipping deletion.")

From 02a3e69573ee1d04845e458a1522e62c2551f190 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Fri, 28 Mar 2025 15:52:53 -0500
Subject: [PATCH 022/100] update parameter name

---
 aiopslab/service/telemetry/prometheus.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/aiopslab/service/telemetry/prometheus.py b/aiopslab/service/telemetry/prometheus.py
index d2a50a06..721e659a 100644
--- a/aiopslab/service/telemetry/prometheus.py
+++ b/aiopslab/service/telemetry/prometheus.py
@@ -113,9 +113,9 @@ def _get_pvc_name_from_file(self, pv_config_file):
             pv_config = yaml.safe_load(file)
             return pv_config["metadata"]["name"]
 
-    def _pvc_exists(self, pv_name: str) -> bool:
+    def _pvc_exists(self, pvc_name: str) -> bool:
         """Check if the PersistentVolumeClaim exists."""
-        command = f"kubectl get pvc {pv_name}"
+        command = f"kubectl get pvc {pvc_name}"
         try:
             result = KubeCtl().exec_command(command)
             if "No resources found" in result or "Error" in result:

From 3509ac1492f3bdcdba30daad064310c12cb264e5 Mon Sep 17 00:00:00 2001
From: Trunway <chuanwei@usc.edu>
Date: Wed, 9 Apr 2025 20:54:54 -0700
Subject: [PATCH 023/100] Fix issue 41 (Fix key error with TTA)

Fix issue 41 (Fix key error with TTA)
Changed the key "TTR" to "TTA" in aiopslab\orchestrator\tasks\analysis.py
---
 aiopslab/orchestrator/tasks/analysis.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/aiopslab/orchestrator/tasks/analysis.py b/aiopslab/orchestrator/tasks/analysis.py
index 018deecc..be0116f2 100644
--- a/aiopslab/orchestrator/tasks/analysis.py
+++ b/aiopslab/orchestrator/tasks/analysis.py
@@ -81,6 +81,6 @@ def perform_action(self, action_name, *args, **kwargs):
             raise InvalidActionError(action_name)
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float):
-        self.add_result("TTR", duration)
+        self.add_result("TTA", duration)
         self.common_eval(trace)
         return self.results

From 9711138e77990bcdc279f65bde626dba72526024 Mon Sep 17 00:00:00 2001
From: Trunway <chuanwei@usc.edu>
Date: Wed, 9 Apr 2025 21:11:25 -0700
Subject: [PATCH 024/100] Issue 42 (Cleanup before exit)

Injected faults can lead to failure of starting the app next time when the program exits before fault recovery.

Add codes to ensure the happening of fault recovery before exit if faults have been injected (exceptions or ctrl+c)
---
 aiopslab/generators/fault/base.py     |  1 -
 aiopslab/orchestrator/orchestrator.py | 31 +++++++++++++++++++--------
 aiopslab/utils/critical_section.py    | 23 ++++++++++++++++++++
 3 files changed, 45 insertions(+), 10 deletions(-)
 create mode 100644 aiopslab/utils/critical_section.py

diff --git a/aiopslab/generators/fault/base.py b/aiopslab/generators/fault/base.py
index 6122148c..c58dc7f3 100644
--- a/aiopslab/generators/fault/base.py
+++ b/aiopslab/generators/fault/base.py
@@ -59,7 +59,6 @@ def _recover(
             self._invoke_method("recover", fault_type, microservices)
         elif fault_type:
             self._invoke_method("recover", fault_type)
-        time.sleep(6)
 
     def _invoke_method(self, action_prefix, *args):
         """helper: injects/recovers faults based on name"""
diff --git a/aiopslab/orchestrator/orchestrator.py b/aiopslab/orchestrator/orchestrator.py
index 4d7d53d0..995cac05 100644
--- a/aiopslab/orchestrator/orchestrator.py
+++ b/aiopslab/orchestrator/orchestrator.py
@@ -9,10 +9,12 @@
 from aiopslab.orchestrator.problems.registry import ProblemRegistry
 from aiopslab.orchestrator.parser import ResponseParser
 from aiopslab.utils.status import *
+from aiopslab.utils.critical_section import CriticalSection
 from aiopslab.service.telemetry.prometheus import Prometheus
 import time
 import inspect
 import asyncio
+import atexit
 
 
 class Orchestrator:
@@ -68,8 +70,12 @@ def init_problem(self, problem_id: str):
         prob.app.delete()
         prob.app.deploy()
 
-        # inject fault
-        prob.inject_fault()
+        # make sure is_fault_injected is correct to apply appropriate
+        # function with atexit to recover fault
+        with CriticalSection():
+            # inject fault
+            prob.inject_fault()
+            atexit.register(exit_cleanup_fault, prob=prob)
 
         # Check if start_workload is async or sync
         if inspect.iscoroutinefunction(prob.start_workload):
@@ -121,7 +127,7 @@ async def ask_env(self, input):
 
         try:
             env_response = self.session.problem.perform_action(api, *args, **kwargs)
-        
+
             if hasattr(env_response, "error"):
                 env_response = str(env_response)
                 print("An error occurred:", env_response)
@@ -174,13 +180,15 @@ async def start_problem(self, max_steps: int):
 
         self.session.set_results(results)
         self.session.to_json()
-        self.session.problem.recover_fault()
 
-        # Beyond recovering from fault,
-        # I feel sometimes it is safer to delete the whole namespace.
-        # But this will take more time.
-        # if not self.session.problem.sys_status_after_recovery():
-        self.session.problem.app.cleanup()
+        with CriticalSection():
+            self.session.problem.recover_fault()
+            # Beyond recovering from fault,
+            # I feel sometimes it is safer to delete the whole namespace.
+            # But this will take more time.
+            # if not self.session.problem.sys_status_after_recovery():
+            self.session.problem.app.cleanup()
+            atexit.unregister(exit_cleanup_fault)
 
         self.execution_end_time = time.time()
         total_execution_time = self.execution_end_time - self.execution_start_time
@@ -197,3 +205,8 @@ async def start_problem(self, max_steps: int):
             "results": results,
             "framework_overhead": framework_overhead,
         }
+
+
+def exit_cleanup_fault(prob):
+    print("Recovering fault before exit...")
+    prob.recover_fault()
diff --git a/aiopslab/utils/critical_section.py b/aiopslab/utils/critical_section.py
new file mode 100644
index 00000000..78ad5f22
--- /dev/null
+++ b/aiopslab/utils/critical_section.py
@@ -0,0 +1,23 @@
+import signal
+
+
+class CriticalSection:
+    def __enter__(self):
+        # Save the original signal handler
+        self.original_handler = signal.signal(signal.SIGINT, self.signal_handler)
+        self.signaled = False
+        return self
+
+    def __exit__(self, exc_type, exc_val, exc_tb):
+        # If SIGINT was raised during the critical section, handle it after the block
+        if self.signaled:
+            raise KeyboardInterrupt  # Re-raise KeyboardInterrupt to exit
+
+        # Restore the original signal handler
+        signal.signal(signal.SIGINT, self.original_handler)
+        return False  # Do not suppress exceptions
+
+    def signal_handler(self, signum, frame):
+        """Handle SIGINT by just setting a flag to delay it."""
+        self.signaled = True  # Flag that SIGINT occurred
+        print("\nCtrl+C detected! But deferring the effect for consistency...")

From 30f4a4245583a25d016becb286d162e79bbe694e Mon Sep 17 00:00:00 2001
From: Jiaqi Pan <26816351+daklqw@users.noreply.github.com>
Date: Thu, 10 Apr 2025 14:14:38 -0500
Subject: [PATCH 025/100] This file is not closed

---
 aiopslab/observer/__init__.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/aiopslab/observer/__init__.py b/aiopslab/observer/__init__.py
index 93267236..44a63f2e 100644
--- a/aiopslab/observer/__init__.py
+++ b/aiopslab/observer/__init__.py
@@ -12,7 +12,8 @@
 root_path = pathlib.Path(__file__).parent
 sys.path.append(root_path)
 # read the configuration file
-monitor_config = full_load(open(root_path / "monitor_config.yaml", "r"))
+with open(root_path / "monitor_config.yaml", "r") as f:
+    monitor_config = full_load(f)
 
 
 # root_config = full_load(open(root_path / "config.yaml", "r"))

From 2cac6fc6f7627222fe02e4659c79e1bb54594862 Mon Sep 17 00:00:00 2001
From: Jiaqi Pan <26816351+daklqw@users.noreply.github.com>
Date: Thu, 10 Apr 2025 22:46:09 -0500
Subject: [PATCH 026/100] Fix assign-non-existent-node evaluation issue

---
 .../assign_non_existent_node_social_net.py                      | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/aiopslab/orchestrator/problems/assign_non_existent_node/assign_non_existent_node_social_net.py b/aiopslab/orchestrator/problems/assign_non_existent_node/assign_non_existent_node_social_net.py
index 2f442ea1..1e32af27 100644
--- a/aiopslab/orchestrator/problems/assign_non_existent_node/assign_non_existent_node_social_net.py
+++ b/aiopslab/orchestrator/problems/assign_non_existent_node/assign_non_existent_node_social_net.py
@@ -191,7 +191,7 @@ def eval(self, soln: Any, trace: list[SessionItem], duration: float) -> dict:
 
         # Check if the faulty service exists
         faulty_service_exists = any(
-            pod.metadata.name == self.faulty_service for pod in pod_list.items
+            self.faulty_service in pod.metadata.name for pod in pod_list.items
         )
         if not faulty_service_exists:
             print(f"Pod named {self.faulty_service} does not exist.")

From 40029bb6cdd9cb9dd791ec87aa23e0133c0fc47d Mon Sep 17 00:00:00 2001
From: Jiaqi Pan <26816351+daklqw@users.noreply.github.com>
Date: Mon, 14 Apr 2025 15:35:48 -0500
Subject: [PATCH 027/100] Enhances trace processing with error and response
 tracking

---
 aiopslab/observer/trace_api.py | 33 ++++++++++++++++++++++++++-------
 1 file changed, 26 insertions(+), 7 deletions(-)

diff --git a/aiopslab/observer/trace_api.py b/aiopslab/observer/trace_api.py
index 77eabb05..03cfd9a9 100644
--- a/aiopslab/observer/trace_api.py
+++ b/aiopslab/observer/trace_api.py
@@ -223,22 +223,20 @@ def extract_traces(
     def process_traces(self, traces) -> pd.DataFrame:
         """Process raw traces data into a structured DataFrame."""
         trace_id_list = []
+        span_id_list = []
         service_name_list = []
         operation_name_list = []
         start_time_list = []
         duration_list = []
         parent_span_list = []
+        error_list = []
+        response_list = []
 
         for trace in traces:
             trace_id = trace["traceID"]
             for span in trace["spans"]:
                 trace_id_list.append(trace_id)
-                service_name_list.append(
-                    span["serviceName"]
-                )  # Use the correct service name from the span
-                operation_name_list.append(span["operationName"])
-                start_time_list.append(span["startTime"])
-                duration_list.append(span["duration"])
+                span_id_list.append(span["spanID"])
                 parent_span = "ROOT"
                 if "references" in span:
                     for ref in span["references"]:
@@ -247,14 +245,35 @@ def process_traces(self, traces) -> pd.DataFrame:
                             break
                 parent_span_list.append(parent_span)
 
+                service_name_list.append(
+                    span["serviceName"]
+                )  # Use the correct service name from the span
+                operation_name_list.append(span["operationName"])
+                start_time_list.append(span["startTime"])
+                duration_list.append(span["duration"])
+                
+                has_error = False
+                response = "Unknown"
+                for tag in span.get("tags", []):
+                    if tag["key"] == "error" and tag["value"] == True:
+                        has_error = True
+                    if tag["key"] == "http.status_code" or tag["key"] == "response_class":
+                        response = tag["value"]
+                error_list.append(has_error)
+                response_list.append(response)
+                    
+
         df = pd.DataFrame(
             {
                 "trace_id": trace_id_list,
+                "span_id": span_id_list,
+                "parent_span": parent_span_list,
                 "service_name": service_name_list,
                 "operation_name": operation_name_list,
                 "start_time": start_time_list,
                 "duration": duration_list,
-                "parent_span": parent_span_list,
+                "has_error": error_list,
+                "response": response_list,
             }
         )
         return df

From 4cacda9739522d5d67e4cccd64474424774aa104 Mon Sep 17 00:00:00 2001
From: Jiaqi Pan <26816351+daklqw@users.noreply.github.com>
Date: Mon, 14 Apr 2025 19:14:56 -0500
Subject: [PATCH 028/100] fix service name issue

---
 aiopslab/observer/trace_api.py | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/aiopslab/observer/trace_api.py b/aiopslab/observer/trace_api.py
index 03cfd9a9..b2ffc102 100644
--- a/aiopslab/observer/trace_api.py
+++ b/aiopslab/observer/trace_api.py
@@ -211,9 +211,9 @@ def extract_traces(
             )
             for trace in traces:
                 for span in trace["spans"]:
-                    span[
+                    span["serviceName"] = trace["processes"][span["processID"]][
                         "serviceName"
-                    ] = service  # Directly associate service name with each span
+                    ]
                 all_traces.append(trace)  # Collect the trace with service name included
         self.cleanup()
         print("Cleanup completed.")
@@ -251,7 +251,7 @@ def process_traces(self, traces) -> pd.DataFrame:
                 operation_name_list.append(span["operationName"])
                 start_time_list.append(span["startTime"])
                 duration_list.append(span["duration"])
-                
+
                 has_error = False
                 response = "Unknown"
                 for tag in span.get("tags", []):
@@ -261,7 +261,6 @@ def process_traces(self, traces) -> pd.DataFrame:
                         response = tag["value"]
                 error_list.append(has_error)
                 response_list.append(response)
-                    
 
         df = pd.DataFrame(
             {

From 24481178708041ba060d5e39fb5508cfc1d3ba96 Mon Sep 17 00:00:00 2001
From: Jiaqi Pan <26816351+daklqw@users.noreply.github.com>
Date: Tue, 15 Apr 2025 16:18:24 -0500
Subject: [PATCH 029/100] Task prompts

---
 .../problems/ad_service_failure/ad_service_failure.py          | 1 -
 .../problems/ad_service_high_cpu/ad_service_high_cpu.py        | 1 -
 .../problems/ad_service_manual_gc/ad_service_manual_gc.py      | 1 -
 .../assign_non_existent_node_social_net.py                     | 3 ---
 .../problems/auth_miss_mongodb/auth_miss_mongodb.py            | 3 ---
 .../problems/cart_service_failure/cart_service_failure.py      | 1 -
 .../orchestrator/problems/image_slow_load/image_slow_load.py   | 1 -
 .../problems/k8s_target_port_misconfig/target_port.py          | 3 ---
 .../problems/kafka_queue_problems/kafka_queue_problems.py      | 1 -
 .../loadgenerator_flood_homepage.py                            | 1 -
 .../payment_service_failure/payment_service_failure.py         | 1 -
 .../payment_service_unreachable/payment_service_unreachable.py | 1 -
 .../product_catalog_failure/product_catalog_failure.py         | 1 -
 .../recommendation_service_cache_failure.py                    | 1 -
 .../orchestrator/problems/scale_pod/scale_pod_social_net.py    | 3 ---
 aiopslab/orchestrator/tasks/localization.py                    | 1 +
 16 files changed, 1 insertion(+), 23 deletions(-)

diff --git a/aiopslab/orchestrator/problems/ad_service_failure/ad_service_failure.py b/aiopslab/orchestrator/problems/ad_service_failure/ad_service_failure.py
index da07329d..d0dcc537 100644
--- a/aiopslab/orchestrator/problems/ad_service_failure/ad_service_failure.py
+++ b/aiopslab/orchestrator/problems/ad_service_failure/ad_service_failure.py
@@ -61,7 +61,6 @@ class AdServiceFailureLocalization(AdServiceFailureBaseTask, LocalizationTask):
     def __init__(self):
         AdServiceFailureBaseTask.__init__(self)
         LocalizationTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the ad service."
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float):
         print("== Evaluation ==")
diff --git a/aiopslab/orchestrator/problems/ad_service_high_cpu/ad_service_high_cpu.py b/aiopslab/orchestrator/problems/ad_service_high_cpu/ad_service_high_cpu.py
index bf8d75e4..8543f039 100644
--- a/aiopslab/orchestrator/problems/ad_service_high_cpu/ad_service_high_cpu.py
+++ b/aiopslab/orchestrator/problems/ad_service_high_cpu/ad_service_high_cpu.py
@@ -61,7 +61,6 @@ class AdServiceHighCpuLocalization(AdServiceHighCpuBaseTask, LocalizationTask):
     def __init__(self):
         AdServiceHighCpuBaseTask.__init__(self)
         LocalizationTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the ad service."
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float):
         print("== Evaluation ==")
diff --git a/aiopslab/orchestrator/problems/ad_service_manual_gc/ad_service_manual_gc.py b/aiopslab/orchestrator/problems/ad_service_manual_gc/ad_service_manual_gc.py
index da3a5ce2..b2e24b08 100644
--- a/aiopslab/orchestrator/problems/ad_service_manual_gc/ad_service_manual_gc.py
+++ b/aiopslab/orchestrator/problems/ad_service_manual_gc/ad_service_manual_gc.py
@@ -61,7 +61,6 @@ class AdServiceManualGcLocalization(AdServiceManualGcBaseTask, LocalizationTask)
     def __init__(self):
         AdServiceManualGcBaseTask.__init__(self)
         LocalizationTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the ad service."
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float):
         print("== Evaluation ==")
diff --git a/aiopslab/orchestrator/problems/assign_non_existent_node/assign_non_existent_node_social_net.py b/aiopslab/orchestrator/problems/assign_non_existent_node/assign_non_existent_node_social_net.py
index 1e32af27..58c69d76 100644
--- a/aiopslab/orchestrator/problems/assign_non_existent_node/assign_non_existent_node_social_net.py
+++ b/aiopslab/orchestrator/problems/assign_non_existent_node/assign_non_existent_node_social_net.py
@@ -93,7 +93,6 @@ class AssignNonExistentNodeSocialNetLocalization(
     def __init__(self):
         AssignNonExistentNodeSocialNetBaseTask.__init__(self)
         LocalizationTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the `compost-post-service` pod"
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float):
         print("== Evaluation ==")
@@ -137,7 +136,6 @@ class AssignNonExistentNodeSocialNetAnalysis(
     def __init__(self):
         AssignNonExistentNodeSocialNetBaseTask.__init__(self)
         AnalysisTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the `compost-post-service` pod"
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float):
         print("== Evaluation ==")
@@ -179,7 +177,6 @@ class AssignNonExistentNodeSocialNetMitigation(
     def __init__(self):
         AssignNonExistentNodeSocialNetBaseTask.__init__(self)
         MitigationTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the `compost-post-service` pod"
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float) -> dict:
         print("== Evaluation ==")
diff --git a/aiopslab/orchestrator/problems/auth_miss_mongodb/auth_miss_mongodb.py b/aiopslab/orchestrator/problems/auth_miss_mongodb/auth_miss_mongodb.py
index 6fe3bc52..a07f2c2c 100644
--- a/aiopslab/orchestrator/problems/auth_miss_mongodb/auth_miss_mongodb.py
+++ b/aiopslab/orchestrator/problems/auth_miss_mongodb/auth_miss_mongodb.py
@@ -86,7 +86,6 @@ class MongoDBAuthMissingLocalization(MongoDBAuthMissingBaseTask, LocalizationTas
     def __init__(self):
         MongoDBAuthMissingBaseTask.__init__(self)
         LocalizationTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the `compose-post-service` pod"
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float):
         print("== Evaluation ==")
@@ -128,7 +127,6 @@ class MongoDBAuthMissingAnalysis(MongoDBAuthMissingBaseTask, AnalysisTask):
     def __init__(self):
         MongoDBAuthMissingBaseTask.__init__(self)
         AnalysisTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the `compose-post-service` pod"
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float):
         print("== Evaluation ==")
@@ -169,7 +167,6 @@ class MongoDBAuthMissingMitigation(MongoDBAuthMissingBaseTask, MitigationTask):
     def __init__(self):
         MongoDBAuthMissingBaseTask.__init__(self)
         MitigationTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the `compose-post-service` pod"
 
     # TODO: this migigate eval should be a bit different.
     # The error will not be on the container/pod level but the app level,
diff --git a/aiopslab/orchestrator/problems/cart_service_failure/cart_service_failure.py b/aiopslab/orchestrator/problems/cart_service_failure/cart_service_failure.py
index e65a9c11..15587bd9 100644
--- a/aiopslab/orchestrator/problems/cart_service_failure/cart_service_failure.py
+++ b/aiopslab/orchestrator/problems/cart_service_failure/cart_service_failure.py
@@ -61,7 +61,6 @@ class CartServiceFailureLocalization(CartServiceFailureBaseTask, LocalizationTas
     def __init__(self):
         CartServiceFailureBaseTask.__init__(self)
         LocalizationTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the cart service."
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float):
         print("== Evaluation ==")
diff --git a/aiopslab/orchestrator/problems/image_slow_load/image_slow_load.py b/aiopslab/orchestrator/problems/image_slow_load/image_slow_load.py
index df36db3c..7d075be1 100644
--- a/aiopslab/orchestrator/problems/image_slow_load/image_slow_load.py
+++ b/aiopslab/orchestrator/problems/image_slow_load/image_slow_load.py
@@ -61,7 +61,6 @@ class ImageSlowLoadLocalization(ImageSlowLoadBaseTask, LocalizationTask):
     def __init__(self):
         ImageSlowLoadBaseTask.__init__(self)
         LocalizationTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the frontend service."
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float):
         print("== Evaluation ==")
diff --git a/aiopslab/orchestrator/problems/k8s_target_port_misconfig/target_port.py b/aiopslab/orchestrator/problems/k8s_target_port_misconfig/target_port.py
index 16467783..59d0d9cc 100644
--- a/aiopslab/orchestrator/problems/k8s_target_port_misconfig/target_port.py
+++ b/aiopslab/orchestrator/problems/k8s_target_port_misconfig/target_port.py
@@ -88,7 +88,6 @@ class K8STargetPortMisconfigLocalization(
     def __init__(self, faulty_service: str = "user-service"):
         K8STargetPortMisconfigBaseTask.__init__(self, faulty_service=faulty_service)
         LocalizationTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the `compose-post-service` pod"
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float):
         print("== Evaluation ==")
@@ -133,7 +132,6 @@ class K8STargetPortMisconfigAnalysis(K8STargetPortMisconfigBaseTask, AnalysisTas
     def __init__(self, faulty_service: str = "user-service"):
         K8STargetPortMisconfigBaseTask.__init__(self, faulty_service=faulty_service)
         AnalysisTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the `compose-post-service` pod"
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float):
         print("== Evaluation ==")
@@ -167,7 +165,6 @@ class K8STargetPortMisconfigMitigation(K8STargetPortMisconfigBaseTask, Mitigatio
     def __init__(self, faulty_service: str = "user-service"):
         K8STargetPortMisconfigBaseTask.__init__(self, faulty_service=faulty_service)
         MitigationTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the `compose-post-service` pod"
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float) -> dict:
         print("== Evaluation ==")
diff --git a/aiopslab/orchestrator/problems/kafka_queue_problems/kafka_queue_problems.py b/aiopslab/orchestrator/problems/kafka_queue_problems/kafka_queue_problems.py
index 74bebf28..13e137dc 100644
--- a/aiopslab/orchestrator/problems/kafka_queue_problems/kafka_queue_problems.py
+++ b/aiopslab/orchestrator/problems/kafka_queue_problems/kafka_queue_problems.py
@@ -61,7 +61,6 @@ class KafkaQueueProblemsLocalization(KafkaQueueProblemsBaseTask, LocalizationTas
     def __init__(self):
         KafkaQueueProblemsBaseTask.__init__(self)
         LocalizationTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the kafka service."
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float):
         print("== Evaluation ==")
diff --git a/aiopslab/orchestrator/problems/loadgenerator_flood_homepage/loadgenerator_flood_homepage.py b/aiopslab/orchestrator/problems/loadgenerator_flood_homepage/loadgenerator_flood_homepage.py
index 3c7e79ef..b324b45a 100644
--- a/aiopslab/orchestrator/problems/loadgenerator_flood_homepage/loadgenerator_flood_homepage.py
+++ b/aiopslab/orchestrator/problems/loadgenerator_flood_homepage/loadgenerator_flood_homepage.py
@@ -66,7 +66,6 @@ class LoadGeneratorFloodHomepageLocalization(
     def __init__(self):
         LoadGeneratorFloodHomepageBaseTask.__init__(self)
         LocalizationTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the frontend service."
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float):
         print("== Evaluation ==")
diff --git a/aiopslab/orchestrator/problems/payment_service_failure/payment_service_failure.py b/aiopslab/orchestrator/problems/payment_service_failure/payment_service_failure.py
index 8352068b..6d56f8ef 100644
--- a/aiopslab/orchestrator/problems/payment_service_failure/payment_service_failure.py
+++ b/aiopslab/orchestrator/problems/payment_service_failure/payment_service_failure.py
@@ -63,7 +63,6 @@ class PaymentServiceFailureLocalization(
     def __init__(self):
         PaymentServiceFailureBaseTask.__init__(self)
         LocalizationTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the payment service."
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float):
         print("== Evaluation ==")
diff --git a/aiopslab/orchestrator/problems/payment_service_unreachable/payment_service_unreachable.py b/aiopslab/orchestrator/problems/payment_service_unreachable/payment_service_unreachable.py
index 529bc1c8..3c1b2cf1 100644
--- a/aiopslab/orchestrator/problems/payment_service_unreachable/payment_service_unreachable.py
+++ b/aiopslab/orchestrator/problems/payment_service_unreachable/payment_service_unreachable.py
@@ -65,7 +65,6 @@ class PaymentServiceUnreachableLocalization(
     def __init__(self):
         PaymentServiceUnreachableBaseTask.__init__(self)
         LocalizationTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the payment service."
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float):
         print("== Evaluation ==")
diff --git a/aiopslab/orchestrator/problems/product_catalog_failure/product_catalog_failure.py b/aiopslab/orchestrator/problems/product_catalog_failure/product_catalog_failure.py
index a9099218..6521cd5d 100644
--- a/aiopslab/orchestrator/problems/product_catalog_failure/product_catalog_failure.py
+++ b/aiopslab/orchestrator/problems/product_catalog_failure/product_catalog_failure.py
@@ -65,7 +65,6 @@ class ProductCatalogServiceFailureLocalization(
     def __init__(self):
         ProductCatalogServiceFailureBaseTask.__init__(self)
         LocalizationTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the product catalog service."
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float):
         print("== Evaluation ==")
diff --git a/aiopslab/orchestrator/problems/recommendation_service_cache_failure/recommendation_service_cache_failure.py b/aiopslab/orchestrator/problems/recommendation_service_cache_failure/recommendation_service_cache_failure.py
index 4827bb83..1e0dd261 100644
--- a/aiopslab/orchestrator/problems/recommendation_service_cache_failure/recommendation_service_cache_failure.py
+++ b/aiopslab/orchestrator/problems/recommendation_service_cache_failure/recommendation_service_cache_failure.py
@@ -67,7 +67,6 @@ class RecommendationServiceCacheFailureLocalization(
     def __init__(self):
         RecommendationServiceCacheFailureBaseTask.__init__(self)
         LocalizationTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the reccomendation service."
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float):
         print("== Evaluation ==")
diff --git a/aiopslab/orchestrator/problems/scale_pod/scale_pod_social_net.py b/aiopslab/orchestrator/problems/scale_pod/scale_pod_social_net.py
index 3077dc53..e9672e43 100644
--- a/aiopslab/orchestrator/problems/scale_pod/scale_pod_social_net.py
+++ b/aiopslab/orchestrator/problems/scale_pod/scale_pod_social_net.py
@@ -92,7 +92,6 @@ class ScalePodSocialNetLocalization(ScalePodSocialNetBaseTask, LocalizationTask)
     def __init__(self):
         ScalePodSocialNetBaseTask.__init__(self)
         LocalizationTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the `compost-post-service` pod"
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float):
         print("== Evaluation ==")
@@ -134,7 +133,6 @@ class ScalePodSocialNetAnalysis(ScalePodSocialNetBaseTask, AnalysisTask):
     def __init__(self):
         ScalePodSocialNetBaseTask.__init__(self)
         AnalysisTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the `compost-post-service` pod"
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float):
         print("== Evaluation ==")
@@ -174,7 +172,6 @@ class ScalePodSocialNetMitigation(ScalePodSocialNetBaseTask, MitigationTask):
     def __init__(self):
         ScalePodSocialNetBaseTask.__init__(self)
         MitigationTask.__init__(self, self.app)
-        self.task_desc += "Start by investigating the `compost-post-service` pod"
 
     def eval(self, soln: Any, trace: list[SessionItem], duration: float) -> dict:
         print("== Evaluation ==")
diff --git a/aiopslab/orchestrator/tasks/localization.py b/aiopslab/orchestrator/tasks/localization.py
index d02a7c85..0685b638 100644
--- a/aiopslab/orchestrator/tasks/localization.py
+++ b/aiopslab/orchestrator/tasks/localization.py
@@ -31,6 +31,7 @@ def __init__(self, app: Application):
             The service you are working with today is described below:
             {app_summary}
 
+            You are requested to identify the ROOT CAUSE of the fault in the system. You should find the services which contain the root cause of the fault.
             You will begin by analyzing the service's state and telemetry, and then submit one of two possible solutions:
             1. list[str]: list of faulty components (i.e., service names)
             2. str: `None` if no faults were detected

From 3ac8379068c3882d0089b77fc42f1e45f688dc4e Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Wed, 16 Apr 2025 11:27:02 -0500
Subject: [PATCH 030/100] Update README.md

Fixed some weird wording in the README.
---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 167a5273..998a3291 100644
--- a/README.md
+++ b/README.md
@@ -68,7 +68,7 @@ If you're running into issues, consider building a Docker image for your machine
 After finishing cluster creation, proceed to the next "Update `config.yml`" step.
 
 ### b) Remote cluster
-AIOpsLab supports any remote kubernetes cluster that your `kubectl` context is set to, whether it's a cluster from a cloud provider or one you build yourself. We have some Ansible playbooks we have to setup clusters on providers like [CloudLab](https://www.cloudlab.us/) and our own machines. Follow this [README](./scripts/ansible/README.md) to set up your own cluster, and then proceed to the next "Update `config.yml`" step.
+AIOpsLab supports any remote kubernetes cluster that your `kubectl` context is set to, whether it's a cluster from a cloud provider or one you build yourself. We have some Ansible playbooks to setup clusters on providers like [CloudLab](https://www.cloudlab.us/) and our own machines. Follow this [README](./scripts/ansible/README.md) to set up your own cluster, and then proceed to the next "Update `config.yml`" step.
 
 ### Update `config.yml`
 ```bash

From b86a6866115cc5883811530e2035b6767b70d8e7 Mon Sep 17 00:00:00 2001
From: Jiaqi Pan <26816351+daklqw@users.noreply.github.com>
Date: Wed, 16 Apr 2025 15:58:26 -0500
Subject: [PATCH 031/100] Polish prompt

---
 aiopslab/orchestrator/tasks/localization.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/aiopslab/orchestrator/tasks/localization.py b/aiopslab/orchestrator/tasks/localization.py
index 0685b638..cce76149 100644
--- a/aiopslab/orchestrator/tasks/localization.py
+++ b/aiopslab/orchestrator/tasks/localization.py
@@ -31,7 +31,7 @@ def __init__(self, app: Application):
             The service you are working with today is described below:
             {app_summary}
 
-            You are requested to identify the ROOT CAUSE of the fault in the system. You should find the services which contain the root cause of the fault.
+            You are requested to identify the service(s) where the root cause of the fault lies.
             You will begin by analyzing the service's state and telemetry, and then submit one of two possible solutions:
             1. list[str]: list of faulty components (i.e., service names)
             2. str: `None` if no faults were detected

From 0dca58ae7db25c4aee7ea5ae171252b252404db7 Mon Sep 17 00:00:00 2001
From: Trunway <chuanwei@usc.edu>
Date: Thu, 17 Apr 2025 00:47:46 -0700
Subject: [PATCH 032/100] Recover fault before users catch exceptions

Users can catch exceptions and make program not exit. In this case, functions registered with atexit will not work to recover fault. We catch exceptions before users and recover fault in "except" part to solve this problem.
---
 aiopslab/orchestrator/orchestrator.py | 30 ++++++++++++++++++---------
 1 file changed, 20 insertions(+), 10 deletions(-)

diff --git a/aiopslab/orchestrator/orchestrator.py b/aiopslab/orchestrator/orchestrator.py
index 995cac05..7ec6f6c7 100644
--- a/aiopslab/orchestrator/orchestrator.py
+++ b/aiopslab/orchestrator/orchestrator.py
@@ -155,19 +155,29 @@ async def start_problem(self, max_steps: int):
         action, env_response, results = "", "", {}
         self.session.start()
 
-        for step in range(max_steps):
-            action = await self.ask_agent(action_instr)
-            self.sprint.agent(action)
+        # catch any exception and recover fault before the users catch it
+        try:
+            for step in range(max_steps):
+                action = await self.ask_agent(action_instr)
+                self.sprint.agent(action)
 
-            env_response = await self.ask_env(action)
-            self.sprint.service(env_response)
+                env_response = await self.ask_env(action)
+                self.sprint.service(env_response)
 
-            if env_response == SubmissionStatus.VALID_SUBMISSION:
-                break
-            elif env_response == SubmissionStatus.INVALID_SUBMISSION:
-                raise ValueError("Invalid submission!")  # TODO (@manish): ask to retry?
+                if env_response == SubmissionStatus.VALID_SUBMISSION:
+                    break
+                elif env_response == SubmissionStatus.INVALID_SUBMISSION:
+                    raise ValueError("Invalid submission!")  # TODO (@manish): ask to retry?
 
-            action_instr = env_response + "\n" + "Please take the next action"
+                action_instr = env_response + "\n" + "Please take the next action"
+        except Exception as e:
+            # Make sure the fault cleanup function is unregistered
+            # after recovering fault ahead because of exceptions
+            with CriticalSection():
+                print("Some exception happened. Recovering the injected fault...")
+                self.session.problem.recover_fault()
+                atexit.unregister(exit_cleanup_fault)
+            raise e
 
         self.session.end()
 

From 0741e0cb75ca979843170c88d247c4dedb205945 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 17 Apr 2025 20:10:59 -0500
Subject: [PATCH 033/100] Add remote chart parameter

---
 aiopslab/service/helm.py | 23 +++++++++++++----------
 1 file changed, 13 insertions(+), 10 deletions(-)

diff --git a/aiopslab/service/helm.py b/aiopslab/service/helm.py
index c3efb2ca..2cc2c8f6 100644
--- a/aiopslab/service/helm.py
+++ b/aiopslab/service/helm.py
@@ -20,6 +20,7 @@ def install(**args):
             namespace (str): Namespace to install the chart
             version (str): Version of the chart
             extra_args (List[str)]: Extra arguments for the helm install command
+            remote_chart (bool): Whether the chart is remote (from a Helm repo)
         """
         print("== Helm Install ==")
         release_name = args.get("release_name")
@@ -27,16 +28,18 @@ def install(**args):
         namespace = args.get("namespace")
         version = args.get("version")
         extra_args = args.get("extra_args")
-
-        # Install dependencies for chart before installation
-        dependency_command = f"helm dependency update {chart_path}"
-        dependency_process = subprocess.Popen(
-            dependency_command,
-            shell=True,
-            stdout=subprocess.PIPE,
-            stderr=subprocess.PIPE,
-        )
-        dependency_output, dependency_error = dependency_process.communicate()
+        remote_chart = args.get("remote_chart", False)
+
+        if not remote_chart:
+            # Install dependencies for chart before installation
+            dependency_command = f"helm dependency update {chart_path}"
+            dependency_process = subprocess.Popen(
+                dependency_command,
+                shell=True,
+                stdout=subprocess.PIPE,
+                stderr=subprocess.PIPE,
+            )
+            dependency_output, dependency_error = dependency_process.communicate()
 
         command = f"helm install {release_name} {chart_path} -n {namespace} --create-namespace"
 

From 82ed33f6300bbdbe09db4e3de79b5efed9961903 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 17 Apr 2025 20:11:12 -0500
Subject: [PATCH 034/100] Switch to remote chart

---
 aiopslab/service/metadata/astronomy-shop.json | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/aiopslab/service/metadata/astronomy-shop.json b/aiopslab/service/metadata/astronomy-shop.json
index a7881a20..617ac969 100644
--- a/aiopslab/service/metadata/astronomy-shop.json
+++ b/aiopslab/service/metadata/astronomy-shop.json
@@ -15,7 +15,8 @@
     ],
     "Helm Config": {
         "release_name": "astronomy-shop",
-        "chart_path": "opentelemetry-helm-charts/charts/opentelemetry-demo",
-        "namespace": "astronomy-shop"
+        "chart_path": "open-telemetry/opentelemetry-demo",
+        "namespace": "astronomy-shop",
+        "remote_chart": true
     }
 }
\ No newline at end of file

From 37ad626098f4c57095d982ed04c17a814698ad37 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 17 Apr 2025 20:11:32 -0500
Subject: [PATCH 035/100] nit: no need to print every loop iteration.

---
 aiopslab/service/kubectl.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/aiopslab/service/kubectl.py b/aiopslab/service/kubectl.py
index 93fcc829..8b88ae33 100644
--- a/aiopslab/service/kubectl.py
+++ b/aiopslab/service/kubectl.py
@@ -80,9 +80,7 @@ def wait_for_ready(self, namespace, sleep=2, max_wait=300):
                 try:
                     pod_list = self.list_pods(namespace)
                     
-                    if not pod_list.items:
-                        console.log(f"[yellow]No pods found in namespace '{namespace}', waiting...")
-                    else:
+                    if pod_list.items:
                         ready_pods = [
                             pod for pod in pod_list.items
                             if pod.status.container_statuses and

From 4dc7c8eae4e7bb5f1c8c6571078b58e5230adbfb Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 17 Apr 2025 20:11:41 -0500
Subject: [PATCH 036/100] Remove local path

---
 aiopslab/service/apps/astronomy_shop.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/aiopslab/service/apps/astronomy_shop.py b/aiopslab/service/apps/astronomy_shop.py
index 68b81e09..264711c9 100644
--- a/aiopslab/service/apps/astronomy_shop.py
+++ b/aiopslab/service/apps/astronomy_shop.py
@@ -5,7 +5,6 @@
 from aiopslab.service.helm import Helm
 from aiopslab.service.kubectl import KubeCtl
 from aiopslab.service.apps.base import Application
-from aiopslab.paths import TARGET_MICROSERVICES
 from aiopslab.paths import ASTRONOMY_SHOP_METADATA
 
 

From ec699118b8f18d628810793e0a5fcd7e307145a3 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 17 Apr 2025 20:15:14 -0500
Subject: [PATCH 037/100] Only use TARGET_MICROSERVICES for local charts

---
 aiopslab/service/apps/base.py | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/aiopslab/service/apps/base.py b/aiopslab/service/apps/base.py
index 214a8e38..02a30b15 100644
--- a/aiopslab/service/apps/base.py
+++ b/aiopslab/service/apps/base.py
@@ -28,8 +28,9 @@ def load_app_json(self):
         self.namespace = metadata["Namespace"]
         if "Helm Config" in metadata:
             self.helm_configs = metadata["Helm Config"]
-            if "chart_path" in self.helm_configs:
-                chart_path = self.helm_configs["chart_path"]
+            chart_path = self.helm_configs.get("chart_path")
+            
+            if chart_path and not self.helm_configs.get("remote_chart", False):
                 self.helm_configs["chart_path"] = str(TARGET_MICROSERVICES / chart_path)
 
         if "K8S Deploy Path" in metadata:

From a380b1f1a2c6c8df6e585c08d2923abe99a6e15d Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 17 Apr 2025 20:51:58 -0500
Subject: [PATCH 038/100] Fix configmap name

---
 aiopslab/generators/fault/inject_otel.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/aiopslab/generators/fault/inject_otel.py b/aiopslab/generators/fault/inject_otel.py
index 5b1bae40..8c733626 100644
--- a/aiopslab/generators/fault/inject_otel.py
+++ b/aiopslab/generators/fault/inject_otel.py
@@ -8,7 +8,7 @@ class OtelFaultInjector(FaultInjector):
     def __init__(self, namespace: str):
         self.namespace = namespace
         self.kubectl = KubeCtl()
-        self.configmap_name = f"{namespace}-flagd-config"
+        self.configmap_name = "flagd-config"
 
     def inject_fault(self, feature_flag: str):
         command = (

From d89a947aaa80e294c97610d3bac2ab9f6a609d78 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 17 Apr 2025 20:58:54 -0500
Subject: [PATCH 039/100] Fix ad service failure name from configmap.

---
 .../problems/ad_service_failure/ad_service_failure.py         | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/aiopslab/orchestrator/problems/ad_service_failure/ad_service_failure.py b/aiopslab/orchestrator/problems/ad_service_failure/ad_service_failure.py
index d0dcc537..ba73f0b6 100644
--- a/aiopslab/orchestrator/problems/ad_service_failure/ad_service_failure.py
+++ b/aiopslab/orchestrator/problems/ad_service_failure/ad_service_failure.py
@@ -24,12 +24,12 @@ def start_workload(self):
 
     def inject_fault(self):
         print("== Fault Injection ==")
-        self.injector.inject_fault("adServiceFailure")
+        self.injector.inject_fault("adFailure")
         print(f"Fault: adServiceFailure | Namespace: {self.namespace}\n")
 
     def recover_fault(self):
         print("== Fault Recovery ==")
-        self.injector.recover_fault("adServiceFailure")
+        self.injector.recover_fault("adFailure")
 
 
 ################## Detection Problem ##################

From 943ed0bd7dd62ccfe21ac71f42f8f097ec163947 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 17 Apr 2025 21:14:58 -0500
Subject: [PATCH 040/100] Restart so changes take effect

---
 aiopslab/generators/fault/inject_otel.py | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/aiopslab/generators/fault/inject_otel.py b/aiopslab/generators/fault/inject_otel.py
index 8c733626..2f1887b1 100644
--- a/aiopslab/generators/fault/inject_otel.py
+++ b/aiopslab/generators/fault/inject_otel.py
@@ -39,6 +39,11 @@ def inject_fault(self, feature_flag: str):
         self.kubectl.create_or_update_configmap(
             self.configmap_name, self.namespace, updated_data
         )
+
+        self.kubectl.exec_command(
+            f"kubectl rollout restart deployment flagd -n {self.namespace}"
+        )
+        
         print(f"Fault injected: Feature flag '{feature_flag}' set to 'on'.")
 
     def recover_fault(self, feature_flag: str):
@@ -70,6 +75,10 @@ def recover_fault(self, feature_flag: str):
         self.kubectl.create_or_update_configmap(
             self.configmap_name, self.namespace, updated_data
         )
+
+        self.kubectl.exec_command(
+            f"kubectl rollout restart deployment flagd -n {self.namespace}"
+        )
         print(f"Fault recovered: Feature flag '{feature_flag}' set to 'off'.")
 
 

From 578d9513ad47f2acb8d056bcd411f8e8dea27b2e Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 17 Apr 2025 21:22:51 -0500
Subject: [PATCH 041/100] Update name.

---
 .../problems/ad_service_high_cpu/ad_service_high_cpu.py       | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/aiopslab/orchestrator/problems/ad_service_high_cpu/ad_service_high_cpu.py b/aiopslab/orchestrator/problems/ad_service_high_cpu/ad_service_high_cpu.py
index 8543f039..4aef1c32 100644
--- a/aiopslab/orchestrator/problems/ad_service_high_cpu/ad_service_high_cpu.py
+++ b/aiopslab/orchestrator/problems/ad_service_high_cpu/ad_service_high_cpu.py
@@ -24,12 +24,12 @@ def start_workload(self):
 
     def inject_fault(self):
         print("== Fault Injection ==")
-        self.injector.inject_fault("adServiceHighCpu")
+        self.injector.inject_fault("adHighCpu")
         print(f"Fault: AdServiceHighCpu | Namespace: {self.namespace}\n")
 
     def recover_fault(self):
         print("== Fault Recovery ==")
-        self.injector.recover_fault("adServiceHighCpu")
+        self.injector.recover_fault("adHighCpu")
 
 
 ################## Detection Problem ##################

From 740a4ae61335a8d4883863d535475f381086d4bc Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 17 Apr 2025 21:27:50 -0500
Subject: [PATCH 042/100] Fix name to match configmap

---
 .../problems/ad_service_manual_gc/ad_service_manual_gc.py     | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/aiopslab/orchestrator/problems/ad_service_manual_gc/ad_service_manual_gc.py b/aiopslab/orchestrator/problems/ad_service_manual_gc/ad_service_manual_gc.py
index b2e24b08..e5f24b68 100644
--- a/aiopslab/orchestrator/problems/ad_service_manual_gc/ad_service_manual_gc.py
+++ b/aiopslab/orchestrator/problems/ad_service_manual_gc/ad_service_manual_gc.py
@@ -24,12 +24,12 @@ def start_workload(self):
 
     def inject_fault(self):
         print("== Fault Injection ==")
-        self.injector.inject_fault("adServiceManualGc")
+        self.injector.inject_fault("adManualGc")
         print(f"Fault: adServiceManualGc | Namespace: {self.namespace}\n")
 
     def recover_fault(self):
         print("== Fault Recovery ==")
-        self.injector.recover_fault("adServiceManualGc")
+        self.injector.recover_fault("adManualGc")
 
 
 ################## Detection Problem ##################

From 487f5222f6061c36dde2a0fc8ac21a8ba013547f Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 17 Apr 2025 21:29:27 -0500
Subject: [PATCH 043/100] Fix cm name

---
 .../recommendation_service_cache_failure.py                   | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/aiopslab/orchestrator/problems/recommendation_service_cache_failure/recommendation_service_cache_failure.py b/aiopslab/orchestrator/problems/recommendation_service_cache_failure/recommendation_service_cache_failure.py
index 1e0dd261..6073c8ac 100644
--- a/aiopslab/orchestrator/problems/recommendation_service_cache_failure/recommendation_service_cache_failure.py
+++ b/aiopslab/orchestrator/problems/recommendation_service_cache_failure/recommendation_service_cache_failure.py
@@ -24,14 +24,14 @@ def start_workload(self):
 
     def inject_fault(self):
         print("== Fault Injection ==")
-        self.injector.inject_fault("recommendationServiceCacheFailure")
+        self.injector.inject_fault("recommendationCacheFailure")
         print(
             f"Fault: recommendationServiceCacheFailure | Namespace: {self.namespace}\n"
         )
 
     def recover_fault(self):
         print("== Fault Recovery ==")
-        self.injector.recover_fault("recommendationServiceCacheFailure")
+        self.injector.recover_fault("recommendationCacheFailure")
 
 
 ################## Detection Problem ##################

From a2d65b5a486a89e00ea31ddceed6c9585e841902 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 17 Apr 2025 21:30:14 -0500
Subject: [PATCH 044/100] change to cartFailure

---
 .../problems/cart_service_failure/cart_service_failure.py     | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/aiopslab/orchestrator/problems/cart_service_failure/cart_service_failure.py b/aiopslab/orchestrator/problems/cart_service_failure/cart_service_failure.py
index 15587bd9..6575248e 100644
--- a/aiopslab/orchestrator/problems/cart_service_failure/cart_service_failure.py
+++ b/aiopslab/orchestrator/problems/cart_service_failure/cart_service_failure.py
@@ -24,12 +24,12 @@ def start_workload(self):
 
     def inject_fault(self):
         print("== Fault Injection ==")
-        self.injector.inject_fault("cartServiceFailure")
+        self.injector.inject_fault("cartFailure")
         print(f"Fault: cartServiceFailure | Namespace: {self.namespace}\n")
 
     def recover_fault(self):
         print("== Fault Recovery ==")
-        self.injector.recover_fault("cartServiceFailure")
+        self.injector.recover_fault("cartFailure")
 
 
 ################## Detection Problem ##################

From a01abada3559d297176c70afff2a8cfb602323ad Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 17 Apr 2025 21:30:40 -0500
Subject: [PATCH 045/100] update cm name

---
 .../payment_service_failure/payment_service_failure.py        | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/aiopslab/orchestrator/problems/payment_service_failure/payment_service_failure.py b/aiopslab/orchestrator/problems/payment_service_failure/payment_service_failure.py
index 6d56f8ef..b427f198 100644
--- a/aiopslab/orchestrator/problems/payment_service_failure/payment_service_failure.py
+++ b/aiopslab/orchestrator/problems/payment_service_failure/payment_service_failure.py
@@ -24,12 +24,12 @@ def start_workload(self):
 
     def inject_fault(self):
         print("== Fault Injection ==")
-        self.injector.inject_fault("paymentServiceFailure")
+        self.injector.inject_fault("paymentFailure")
         print(f"Fault: paymentServiceFailure | Namespace: {self.namespace}\n")
 
     def recover_fault(self):
         print("== Fault Recovery ==")
-        self.injector.recover_fault("paymentServiceFailure")
+        self.injector.recover_fault("paymentFailure")
 
 
 ################## Detection Problem ##################

From 35c9236000e6f78ff9919b1f1f3d21ee1f8c4ebc Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 17 Apr 2025 21:31:04 -0500
Subject: [PATCH 046/100] Fix names

---
 .../payment_service_unreachable.py                            | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/aiopslab/orchestrator/problems/payment_service_unreachable/payment_service_unreachable.py b/aiopslab/orchestrator/problems/payment_service_unreachable/payment_service_unreachable.py
index 3c1b2cf1..cc6b7702 100644
--- a/aiopslab/orchestrator/problems/payment_service_unreachable/payment_service_unreachable.py
+++ b/aiopslab/orchestrator/problems/payment_service_unreachable/payment_service_unreachable.py
@@ -24,12 +24,12 @@ def start_workload(self):
 
     def inject_fault(self):
         print("== Fault Injection ==")
-        self.injector.inject_fault("paymentServiceUnreachable")
+        self.injector.inject_fault("paymentUnreachable")
         print(f"Fault: paymentServiceUnreachable | Namespace: {self.namespace}\n")
 
     def recover_fault(self):
         print("== Fault Recovery ==")
-        self.injector.recover_fault("paymentServiceUnreachable")
+        self.injector.recover_fault("paymentUnreachable")
 
 
 ################## Detection Problem ##################

From f8f83745dc475ec8e4fa0ac602cec4dd98eb3263 Mon Sep 17 00:00:00 2001
From: Warren Yeh <yewt23@mails.tsinghua.edu.cn>
Date: Mon, 21 Apr 2025 01:02:08 +0800
Subject: [PATCH 047/100] Add proxy configuration tips for AIOpsLab users

---
 README.md | 13 +++++++++++++
 1 file changed, 13 insertions(+)

diff --git a/README.md b/README.md
index 998a3291..1ee1764e 100644
--- a/README.md
+++ b/README.md
@@ -65,6 +65,19 @@ kind create cluster --config kind/kind-config-arm.yaml
 
 If you're running into issues, consider building a Docker image for your machine by following this [README](kind/README.md). Please also open an issue.
 
+### [Tips]
+If you are running AIOpsLab using a proxy, beware of exporting the HTTP proxy as `172.17.0.1`. When creating the kind cluster, all the nodes in the cluster will inherit the proxy setting from the host environment and the Docker container. 
+
+The `172.17.0.1` address is used to communicate with the host machine. For more details, refer to the official guide: [Configure Kind to Use a Proxy](https://kind.sigs.k8s.io/docs/user/quick-start/#configure-kind-to-use-a-proxy).
+
+Additionally, Docker doesn't support SOCKS5 proxy directly. If you're using a SOCKS5 protocol to proxy, you may need to use [Privoxy](https://www.privoxy.org) to forward SOCKS5 to HTTP.
+
+If you're running VLLM and the LLM agent locally, Privoxy will by default proxy `localhost`, which will cause errors. To avoid this issue, you should set the following environment variable:
+
+```bash
+export no_proxy=localhost
+``` 
+
 After finishing cluster creation, proceed to the next "Update `config.yml`" step.
 
 ### b) Remote cluster

From 67a0e7471e6e90929e5c6b106fbde47277d5f040 Mon Sep 17 00:00:00 2001
From: Warren Yeh <yewt23@mails.tsinghua.edu.cn>
Date: Mon, 21 Apr 2025 13:00:24 +0800
Subject: [PATCH 048/100] Refine task descriptions and instructions for smaller
 models to ensure format consistency, reducing errors and improving compliance
 with required output structure

---
 aiopslab/orchestrator/actions/detection.py  |  2 +-
 aiopslab/orchestrator/tasks/analysis.py     | 27 ++++++++++++-------
 aiopslab/orchestrator/tasks/detection.py    | 29 ++++++++++++---------
 aiopslab/orchestrator/tasks/localization.py | 29 +++++++++++++--------
 aiopslab/orchestrator/tasks/mitigation.py   | 25 +++++++++++-------
 clients/utils/templates.py                  |  6 ++---
 6 files changed, 71 insertions(+), 47 deletions(-)

diff --git a/aiopslab/orchestrator/actions/detection.py b/aiopslab/orchestrator/actions/detection.py
index ed2ffad3..3a3089b2 100644
--- a/aiopslab/orchestrator/actions/detection.py
+++ b/aiopslab/orchestrator/actions/detection.py
@@ -20,7 +20,7 @@ def submit(has_anomaly: str) -> SubmissionStatus:
         Submit if anomalies are detected to the orchestrator for evaluation.
 
         Args:
-            has_anomaly (str): Yes if anomalies are detected, No otherwise.
+            has_anomaly (str): "Yes" if anomalies are detected, "No" otherwise.
 
         Returns:
             SubmissionStatus: The status of the submission.
diff --git a/aiopslab/orchestrator/tasks/analysis.py b/aiopslab/orchestrator/tasks/analysis.py
index be0116f2..1186a61b 100644
--- a/aiopslab/orchestrator/tasks/analysis.py
+++ b/aiopslab/orchestrator/tasks/analysis.py
@@ -25,9 +25,9 @@ def __init__(self, app: Application):
         self.actions = AnalysisActions()
 
         self.task_desc = """\
-            You are an expert DevOps engineer who has been tasked with doing root cause analysis in a deployed service.
+            You are an expert DevOps engineer assigned to do root cause analysis in a deployed service.
 
-            The service you are working with today is described below:
+            Service Details:
             {app_summary}
 
             You will begin by analyzing the service's state and telemetry, and then submit one of two possible solutions:
@@ -51,16 +51,23 @@ def __init__(self, app: Application):
         self.instructions = """\
             You will respond with one of the above APIs as your next action.
             Please respond in the following format in a markdown code block:
-            ```
-            <API_NAME>(<API_PARAM1>, <API_PARAM2> ...)
-            ```
+            ```\n<API_NAME>(<API_PARAM1>, <API_PARAM2> ...)\n```
 
-            For example:
-            ```
-            exec_shell("ls -l")      # will list files in current directory
-            ```
+            For instance, if you want to list files in current directory, your response must be exactly:
+            
+            ```\nexec_shell("ls -l")\n```
+
+            When submitting your analysis, use the following format:
+
+            ```\nsubmit({"system_level": "your_system_level_analysis", "fault_type": "your_fault_type_analysis"})\n```
+            
+            Replace "your_system_level_analysis" and "your_fault_type_analysis" with the actual analysis of the system level and fault type.
+
+            Or, if no fault is detected, you should respond with:
+
+            ```\nsubmit()\n```
 
-            Please respond with only a single action per turn.
+            Please respond with only a single API call (a.k.a., action) per turn without any additional words, labels, or prefixes.
             """
 
     def get_task_description(self):
diff --git a/aiopslab/orchestrator/tasks/detection.py b/aiopslab/orchestrator/tasks/detection.py
index 31a2d060..449a86cb 100644
--- a/aiopslab/orchestrator/tasks/detection.py
+++ b/aiopslab/orchestrator/tasks/detection.py
@@ -26,28 +26,33 @@ def __init__(self, app: Application):
         self.actions = DetectionActions()
 
         self.task_desc = """\
-            You are an expert DevOps engineer who has been tasked with detecting anomalies in a deployed service.
-
-            The service you are working with today is described below:
+            You are an expert DevOps engineer assigned to detect anomalies in a deployed service.
+            
+            Service Details:
             {app_summary}
 
             You will begin by analyzing the service's state and telemetry, and then submit your solution:
-            1. str: `Yes` or `No` to indicate whether there are anomalies detected
+            1. str: "Yes" or "No" to indicate whether there are anomalies detected
             """
 
         self.instructions = """\
             You will respond with one of the above APIs as your next action.
             Please respond in the following format in a markdown code block:
-            ```
-            <API_NAME>(<API_PARAM1>, <API_PARAM2> ...)
-            ```
+            ```\n<API_NAME>(<API_PARAM1>, <API_PARAM2> ...)\n```
+
+            For instance, if you want to list files in current directory, your response must be exactly:
+            
+            ```\nexec_shell("ls -l")\n```
+
+            If you decide that there are no anomalies:
+
+            ```\nsubmit(\"No\")\n```
+
+            Or, if anomalies are found:
 
-            For example:
-            ```
-            exec_shell("ls -l")      # will list files in current directory
-            ```
+            ```\nsubmit(\"Yes\")\n```
 
-            Please respond with only a single action per turn.
+            Please respond with only a single API call (a.k.a., action) per turn without any additional words, labels, or prefixes.
             """
 
     def get_task_description(self):
diff --git a/aiopslab/orchestrator/tasks/localization.py b/aiopslab/orchestrator/tasks/localization.py
index cce76149..6b3af40d 100644
--- a/aiopslab/orchestrator/tasks/localization.py
+++ b/aiopslab/orchestrator/tasks/localization.py
@@ -26,30 +26,37 @@ def __init__(self, app: Application):
         self.actions = LocalizationActions()
 
         self.task_desc = """\
-            You are an expert DevOps engineer who has been tasked with localizing faults in a deployed service.
+            You are an expert DevOps engineer assigned to localize faults in a deployed service.
 
-            The service you are working with today is described below:
+            Service Details:
             {app_summary}
 
             You are requested to identify the service(s) where the root cause of the fault lies.
             You will begin by analyzing the service's state and telemetry, and then submit one of two possible solutions:
             1. list[str]: list of faulty components (i.e., service names)
-            2. str: `None` if no faults were detected
+            2. list[]: an empty list if no faults were detected
             """
 
         self.instructions = """\
             You will respond with one of the above APIs as your next action.
             Please respond in the following format in a markdown code block:
-            ```
-            <API_NAME>(<API_PARAM1>, <API_PARAM2> ...)
-            ```
+            ```\n<API_NAME>(<API_PARAM1>, <API_PARAM2> ...)\n```
 
-            For example:
-            ```
-            exec_shell("ls -l")      # will list files in current directory
-            ```
+            For instance, if you want to list files in current directory, your response must be exactly:
+            
+            ```\nexec_shell("ls -l")\n```
 
-            Please respond with only a single action per turn.
+            If there are faulty components to submit:
+
+            ```\nsubmit([\"placeholderA\", \"placeholderB\"])\n```
+
+            (where "placeholderA" and "placeholderB" are placeholders; replace them with the faulty components in your environment)
+            
+            Or, if no faults are found:
+
+            ```\nsubmit([])\n```
+
+            Please respond with only a single API call (a.k.a., action) per turn without any additional words, labels, or prefixes.
             """
 
     def get_task_description(self):
diff --git a/aiopslab/orchestrator/tasks/mitigation.py b/aiopslab/orchestrator/tasks/mitigation.py
index 2f45e139..d15b62dd 100644
--- a/aiopslab/orchestrator/tasks/mitigation.py
+++ b/aiopslab/orchestrator/tasks/mitigation.py
@@ -25,9 +25,9 @@ def __init__(self, app: Application):
         self.actions = MitigationActions()
 
         self.task_desc = """\
-            You are an expert DevOps engineer who has been tasked with mitigating anomalies in a deployed service.
+            You are an expert DevOps engineer assigned to mitigate anomalies in a deployed service.
 
-            The service you are working with today is described below:
+            Service Details:
             {app_summary}
 
             You will begin by analyzing the service's state and telemetry, and then submit a solution that mitigates any detected anomalies.
@@ -37,16 +37,21 @@ def __init__(self, app: Application):
         self.instructions = """\
             You will respond with one of the above APIs as your next action.
             Please respond in the following format in a markdown code block:
-            ```
-            <API_NAME>(<API_PARAM1>, <API_PARAM2> ...)
-            ```
+            ```\n<API_NAME>(<API_PARAM1>, <API_PARAM2> ...)\n```
 
-            For example:
-            ```
-            exec_shell("ls -l")      # will list files in current directory
-            ```
+            For instance, if you want to list files in current directory, your response must be exactly:
+            
+            ```\nexec_shell("ls -l")\n```
 
-            Please respond with only a single action per turn.
+            Once your solution is complete and ready for evaluation, you must call:
+            
+            ```\nsubmit()\n```
+
+            Note:
+            - The submit() call for the mitigation task does not take any parameters.
+            - A submission via submit() is considered valid if it is made, though this does not necessarily indicate that your solution is correct.
+
+            Please respond with only a single API call (a.k.a., action) per turn without any additional words, labels, or prefixes.
             """
 
     def get_task_description(self):
diff --git a/clients/utils/templates.py b/clients/utils/templates.py
index db58b779..a2f6e25b 100644
--- a/clients/utils/templates.py
+++ b/clients/utils/templates.py
@@ -35,15 +35,15 @@
 DOCS_SHELL_ONLY = """{prob_desc}
 You are provided with a direct API to a secure terminal to the service where you can run commands:
 
-
 {shell_api}
 
-
 Finally, you will submit your solution for this task using the following API:
 
-
 {submit_api}
 
+IMPORTANT:
+1. The submit() call must strictly follow its defined parameter signature for this task.
+2. Provide the call in a markdown code block.
 
 At each turn respond with:
 Action: <your action>

From e14d4132dbdb07e53472f539445616858608efd2 Mon Sep 17 00:00:00 2001
From: Warren Yeh <yewt23@mails.tsinghua.edu.cn>
Date: Mon, 21 Apr 2025 18:20:47 +0800
Subject: [PATCH 049/100] Update README and llm.py to support .env file for API
 keys management

---
 README.md            | 9 ++++++++-
 clients/utils/llm.py | 4 ++++
 2 files changed, 12 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 1ee1764e..0283cd6a 100644
--- a/README.md
+++ b/README.md
@@ -103,10 +103,17 @@ python3 cli.py
 Run GPT-4 baseline agent:
 
 ```bash
-export OPENAI_API_KEY=<YOUR_OPENAI_API_KEY>
+# Create a .env file in the project root (if not exists)
+echo "OPENAI_API_KEY=<YOUR_OPENAI_API_KEY>" > .env
+# Add more API keys as needed:
+# echo "QWEN_API_KEY=<YOUR_QWEN_API_KEY>" >> .env
+# echo "DEEPSEEK_API_KEY=<YOUR_DEEPSEEK_API_KEY>" >> .env
+
 python3 clients/gpt.py # you can also change the problem to solve in the main() function
 ```
 
+The clients will automatically load API keys from your .env file.
+
 You can check the running status of the cluster using [k9s](https://k9scli.io/) or other cluster monitoring tools conveniently.
 
 <h2 id="⚙️usage">⚙️ Usage</h2>
diff --git a/clients/utils/llm.py b/clients/utils/llm.py
index 1a156a36..a1fd1bdb 100644
--- a/clients/utils/llm.py
+++ b/clients/utils/llm.py
@@ -7,6 +7,10 @@
 from openai import OpenAI
 from pathlib import Path
 import json
+from dotenv import load_dotenv
+
+# Load environment variables from the .env file
+load_dotenv()
 
 CACHE_DIR = Path("./cache_dir")
 CACHE_PATH = CACHE_DIR / "cache.json"

From c52b81607040333f45fb322c0196f97d7db9d374 Mon Sep 17 00:00:00 2001
From: Warren Yeh <yewt23@mails.tsinghua.edu.cn>
Date: Mon, 21 Apr 2025 21:46:50 +0800
Subject: [PATCH 050/100] Add Weights & Biases integration for session logging
 and orchestrator initialization

---
 .gitignore                            |  3 +++
 README.md                             | 10 ++++++++++
 aiopslab/orchestrator/orchestrator.py |  5 ++++-
 aiopslab/session.py                   |  5 +++++
 clients/gpt.py                        | 22 ++++++++++++++++++++--
 5 files changed, 42 insertions(+), 3 deletions(-)

diff --git a/.gitignore b/.gitignore
index ddac56ef..71e2721f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -327,6 +327,9 @@ cython_debug/
 # Visual Studio Code
 .vscode/
 
+# Weight & Biases
+wandb/
+
 # Project specific
 cache_dir
 demos
diff --git a/README.md b/README.md
index 0283cd6a..7d70b17b 100644
--- a/README.md
+++ b/README.md
@@ -116,6 +116,16 @@ The clients will automatically load API keys from your .env file.
 
 You can check the running status of the cluster using [k9s](https://k9scli.io/) or other cluster monitoring tools conveniently.
 
+To browse your logged `session_id` values in the W&B app as a table:
+
+1. Make sure you have W&B installed and configured.
+2. Run the following command to start the W&B server:
+    ```python
+    python3 clients/gpt.py --use_wandb
+    ```
+3. In the W&B web UI, open any run and click Tables → Add Query Panel.
+4. In the key field, type `runs.summary` and click `Run`, then you will see the results displayed in a table format.
+
 <h2 id="⚙️usage">⚙️ Usage</h2>
 
 AIOpsLab can be used in the following ways:
diff --git a/aiopslab/orchestrator/orchestrator.py b/aiopslab/orchestrator/orchestrator.py
index afb90a0a..b74c56f9 100644
--- a/aiopslab/orchestrator/orchestrator.py
+++ b/aiopslab/orchestrator/orchestrator.py
@@ -18,7 +18,7 @@
 
 
 class Orchestrator:
-    def __init__(self):
+    def __init__(self, use_wandb=False):
         self.agent = None
         self.session = None
         self.parser = ResponseParser()
@@ -27,6 +27,7 @@ def __init__(self):
         self.execution_start_time = None
         self.execution_end_time = None
         self.kubectl = KubeCtl()
+        self.use_wandb = use_wandb
 
     def init_problem(self, problem_id: str):
         """Initialize a problem instance for the agent to solve.
@@ -186,6 +187,8 @@ async def start_problem(self, max_steps: int):
 
         self.session.set_results(results)
         self.session.to_json()
+        if self.use_wandb:
+            self.session.to_wandb()
 
         with CriticalSection():
             self.session.problem.recover_fault()
diff --git a/aiopslab/session.py b/aiopslab/session.py
index e1862ddc..dcdc09e4 100644
--- a/aiopslab/session.py
+++ b/aiopslab/session.py
@@ -6,6 +6,7 @@
 import time
 import uuid
 import json
+import wandb
 from pydantic import BaseModel
 
 from aiopslab.paths import RESULTS_DIR
@@ -118,6 +119,10 @@ def to_json(self):
 
         with open(RESULTS_DIR / f"{self.session_id}_{self.start_time}.json", "w") as f:
             json.dump(self.to_dict(), f, indent=4)
+    
+    def to_wandb(self):
+        """Log the session to Weights & Biases."""
+        wandb.log(self.to_dict())
 
     def from_json(self, filename: str):
         """Load a session from a JSON file."""
diff --git a/clients/gpt.py b/clients/gpt.py
index cad89299..c0fc3cbb 100644
--- a/clients/gpt.py
+++ b/clients/gpt.py
@@ -6,9 +6,10 @@
 Code: https://openai.com/index/gpt-4-research/
 Paper: https://arxiv.org/abs/2303.08774
 """
-
+import argparse
 import asyncio
 
+import wandb
 from aiopslab.orchestrator import Orchestrator
 from clients.utils.llm import GPT4Turbo
 from clients.utils.templates import DOCS_SHELL_ONLY
@@ -58,12 +59,29 @@ def _filter_dict(self, dictionary, filter_func):
 
 
 if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description="OpenAI gpt client for AIOpsLab")
+    parser.add_argument(
+        "--use_wandb",
+        action="store_true",
+        default=False,
+        help="Enable Weights & Biases logging"
+    )
+    args = parser.parse_args()
+
+    if args.use_wandb:
+        # Initialize wandb run
+        wandb.init(project="AIOpsLab", entity="AIOpsLab")
+
     agent = Agent()
 
-    orchestrator = Orchestrator()
+    orchestrator = Orchestrator(use_wandb=args.use_wandb)
     orchestrator.register_agent(agent, name="gpt-w-shell")
 
     pid = "misconfig_app_hotel_res-mitigation-1"
     problem_desc, instructs, apis = orchestrator.init_problem(pid)
     agent.init_context(problem_desc, instructs, apis)
     asyncio.run(orchestrator.start_problem(max_steps=10))
+
+    if args.use_wandb:
+        # Finish the wandb run
+        wandb.finish()

From a862d39e8cd18c5a2d9aaaaf4dbda2dff81ee93f Mon Sep 17 00:00:00 2001
From: Warren Yeh <yewt23@mails.tsinghua.edu.cn>
Date: Tue, 22 Apr 2025 00:05:40 +0800
Subject: [PATCH 051/100] Refactor W&B integration to use environment variable
 for configuration and update README instructions

---
 README.md      |  7 ++++---
 clients/gpt.py | 22 ++++++++--------------
 2 files changed, 12 insertions(+), 17 deletions(-)

diff --git a/README.md b/README.md
index 7d70b17b..31bcb678 100644
--- a/README.md
+++ b/README.md
@@ -119,9 +119,10 @@ You can check the running status of the cluster using [k9s](https://k9scli.io/)
 To browse your logged `session_id` values in the W&B app as a table:
 
 1. Make sure you have W&B installed and configured.
-2. Run the following command to start the W&B server:
-    ```python
-    python3 clients/gpt.py --use_wandb
+2. Set the USE_WANDB environment variable:
+    ```bash
+    # Add to your .env file
+    echo "USE_WANDB=true" >> .env
     ```
 3. In the W&B web UI, open any run and click Tables → Add Query Panel.
 4. In the key field, type `runs.summary` and click `Run`, then you will see the results displayed in a table format.
diff --git a/clients/gpt.py b/clients/gpt.py
index c0fc3cbb..f7359a97 100644
--- a/clients/gpt.py
+++ b/clients/gpt.py
@@ -6,7 +6,7 @@
 Code: https://openai.com/index/gpt-4-research/
 Paper: https://arxiv.org/abs/2303.08774
 """
-import argparse
+import os
 import asyncio
 
 import wandb
@@ -59,22 +59,16 @@ def _filter_dict(self, dictionary, filter_func):
 
 
 if __name__ == "__main__":
-    parser = argparse.ArgumentParser(description="OpenAI gpt client for AIOpsLab")
-    parser.add_argument(
-        "--use_wandb",
-        action="store_true",
-        default=False,
-        help="Enable Weights & Biases logging"
-    )
-    args = parser.parse_args()
-
-    if args.use_wandb:
-        # Initialize wandb run
+    # Load use_wandb from environment variable with a default of False
+    use_wandb = os.getenv("USE_WANDB", "false").lower() == "true"
+    
+    if use_wandb:
+        # Initialize wandb runn
         wandb.init(project="AIOpsLab", entity="AIOpsLab")
 
     agent = Agent()
 
-    orchestrator = Orchestrator(use_wandb=args.use_wandb)
+    orchestrator = Orchestrator(use_wandb=use_wandb)
     orchestrator.register_agent(agent, name="gpt-w-shell")
 
     pid = "misconfig_app_hotel_res-mitigation-1"
@@ -82,6 +76,6 @@ def _filter_dict(self, dictionary, filter_func):
     agent.init_context(problem_desc, instructs, apis)
     asyncio.run(orchestrator.start_problem(max_steps=10))
 
-    if args.use_wandb:
+    if use_wandb:
         # Finish the wandb run
         wandb.finish()

From a3d740368dc0c2b204487ff8a02e13efbf6002bd Mon Sep 17 00:00:00 2001
From: Warren Yeh <yewt23@mails.tsinghua.edu.cn>
Date: Tue, 22 Apr 2025 00:15:34 +0800
Subject: [PATCH 052/100] Fix typo in W&B initialization comment for clarity

---
 clients/gpt.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/clients/gpt.py b/clients/gpt.py
index f7359a97..c63474ee 100644
--- a/clients/gpt.py
+++ b/clients/gpt.py
@@ -63,7 +63,7 @@ def _filter_dict(self, dictionary, filter_func):
     use_wandb = os.getenv("USE_WANDB", "false").lower() == "true"
     
     if use_wandb:
-        # Initialize wandb runn
+        # Initialize wandb running
         wandb.init(project="AIOpsLab", entity="AIOpsLab")
 
     agent = Agent()

From cad460de9e2369e93572a7a994c78d3557811e93 Mon Sep 17 00:00:00 2001
From: Warren Yeh <yewt23@mails.tsinghua.edu.cn>
Date: Tue, 22 Apr 2025 01:02:09 +0800
Subject: [PATCH 053/100] Load environment variables from .env file to check
 the presence of "USE_WANDB"

---
 clients/gpt.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/clients/gpt.py b/clients/gpt.py
index c63474ee..1a61ef7b 100644
--- a/clients/gpt.py
+++ b/clients/gpt.py
@@ -13,7 +13,10 @@
 from aiopslab.orchestrator import Orchestrator
 from clients.utils.llm import GPT4Turbo
 from clients.utils.templates import DOCS_SHELL_ONLY
+from dotenv import load_dotenv
 
+# Load environment variables from the .env file
+load_dotenv()
 
 class Agent:
     def __init__(self):

From d9e6aa4614c79b75384c43419cfacd23381b0c62 Mon Sep 17 00:00:00 2001
From: Warren Yeh <yewt23@mails.tsinghua.edu.cn>
Date: Tue, 22 Apr 2025 12:49:16 +0800
Subject: [PATCH 054/100] Refactor Orchestrator initialization to use
 environment variable for W&B configuration

---
 aiopslab/orchestrator/orchestrator.py | 5 +++--
 clients/gpt.py                        | 2 +-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/aiopslab/orchestrator/orchestrator.py b/aiopslab/orchestrator/orchestrator.py
index b74c56f9..d3fbc455 100644
--- a/aiopslab/orchestrator/orchestrator.py
+++ b/aiopslab/orchestrator/orchestrator.py
@@ -15,10 +15,11 @@
 import inspect
 import asyncio
 import atexit
+import os
 
 
 class Orchestrator:
-    def __init__(self, use_wandb=False):
+    def __init__(self):
         self.agent = None
         self.session = None
         self.parser = ResponseParser()
@@ -27,7 +28,7 @@ def __init__(self, use_wandb=False):
         self.execution_start_time = None
         self.execution_end_time = None
         self.kubectl = KubeCtl()
-        self.use_wandb = use_wandb
+        self.use_wandb = os.getenv("USE_WANDB", "false").lower() == "true"
 
     def init_problem(self, problem_id: str):
         """Initialize a problem instance for the agent to solve.
diff --git a/clients/gpt.py b/clients/gpt.py
index 1a61ef7b..b3248b11 100644
--- a/clients/gpt.py
+++ b/clients/gpt.py
@@ -71,7 +71,7 @@ def _filter_dict(self, dictionary, filter_func):
 
     agent = Agent()
 
-    orchestrator = Orchestrator(use_wandb=use_wandb)
+    orchestrator = Orchestrator()
     orchestrator.register_agent(agent, name="gpt-w-shell")
 
     pid = "misconfig_app_hotel_res-mitigation-1"

From a1e0234b12724e5b3dbb2d25f1cecc4e103037b2 Mon Sep 17 00:00:00 2001
From: Warren Yeh <yewt23@mails.tsinghua.edu.cn>
Date: Tue, 22 Apr 2025 15:37:07 +0800
Subject: [PATCH 055/100] Add new clients and update README with usage
 instructions

- Introduced DeepSeek and Qwen clients for AIOpsLab.
- Updated README to include descriptions and setup instructions for vLLM client.
- Refactored existing clients to use GPTClient instead of GPT4Turbo.
- Added launch script for vLLM server.
---
 clients/README.md               |   63 +-
 clients/deepseek.py             |   86 +
 clients/flash.py                |    6 +-
 clients/gpt.py                  |    4 +-
 clients/gpt_managed_identity.py |    6 +-
 clients/launch_vllm.sh          |   15 +
 clients/qwen.py                 |   78 +
 clients/react.py                |    4 +-
 clients/utils/llm.py            |  139 +-
 clients/vllm.py                 |   91 +
 poetry.lock                     | 5283 +++++++++++++++++++++++++------
 pyproject.toml                  |    4 +
 12 files changed, 4837 insertions(+), 942 deletions(-)
 create mode 100644 clients/deepseek.py
 create mode 100755 clients/launch_vllm.sh
 create mode 100644 clients/qwen.py
 create mode 100644 clients/vllm.py

diff --git a/clients/README.md b/clients/README.md
index 29082d2f..65cf52c5 100644
--- a/clients/README.md
+++ b/clients/README.md
@@ -5,22 +5,75 @@ These clients are some baselines that we have implemented and evaluated to help
 
 ## Clients
 
-- [GPT](/clients/gpt.py): A naive GPT4-based LLM agent with only shell access.
+- [GPT](/clients/gpt.py): A naive GPT series LLM agent with only shell access.
+- [DeepSeek](/clients/deepseek.py): A naive DeepSeek series LLM agent with only shell access.
+- [Qwen](/clients/qwen.py): A naive Qwen series LLM agent with only shell access.
+- [vLLM](/clients/vllm.py): A naive vLLM agent with any open source LLM deployed locally and only shell access.
 - [ReAct](/clients/react.py): A naive LLM agent that uses the ReAct framework.
 - [FLASH](/clients/flash.py): A naive LLM agent that uses status supervision and hindsight integration components to ensure the high reliability of workflow execution.
 
+### Using the vLLM Client
+
+The vLLM client allows you to run local open-source models as an agent for AIOpsLab tasks. This approach is particularly useful when you want to:
+- Use your own hardware for inference
+- Experiment with different open-source models
+- Work in environments without internet access to cloud LLM providers
+
+### Quick Setup Guide
+
+1. **Launch the vLLM server**:
+    ```bash
+    # Make the script executable
+    chmod +x ./clients/launch_vllm.sh
+   
+    # Run the script
+    ./clients/launch_vllm.sh
+    ```
+    This will launch vLLM in the background using the default model (Qwen/Qwen2.5-3B-Instruct).
+
+2. **Check server status**:
+    ```bash
+    # View the log file to confirm the server is running
+    cat vllm_Qwen_Qwen2.5-3B-Instruct.log
+    ```
+
+3. **Customize the model** (optional):
+    Edit `launch_vllm.sh` to change the model:
+    ```bash
+    # Open the file
+    nano ./clients/launch_vllm.sh
+    
+    # Change the MODEL variable to your preferred model
+    # Example: MODEL="mistralai/Mistral-7B-Instruct-v0.1"
+    ```
+
+4. **Run the vLLM agent**:
+    ```
+    python clients/vllm.py
+    ```
+
+### Requirements
+
+- Poetry for dependency management
+- Sufficient GPU resources for your chosen model
+- The model must support the OpenAI chat completion API format
+
+### Advanced Configuration
+
+The vLLM client connects to `http://localhost:8000/v1` by default. If you've configured vLLM to use a different port or host, update the base_url in `clients/utils/llm.py` in the vLLMClient class.
+
 <!-- 
 Note: The script [GPT-managed-identity](/clients/gpt_managed_identity.py) uses the `DefaultAzureCredential` method from the `azure-identity` package to authenticate. This method simplifies authentication by supporting various credential types, including managed identities.
 
 We recommend using a [user-assigned managed identity](https://learn.microsoft.com/en-us/entra/identity/managed-identities-azure-resources/how-manage-user-assigned-managed-identities?pivots=identity-mi-methods-azp) for this setup. Ensure the following steps are completed:
 
 1. **Role Assignment**: Assign the managed identity appropriate roles:
-   - A role that provides read access to the VM, such as the built-in **Reader** role.
-   - A role that grants read/write access to the Azure OpenAI Service, such as the **Azure AI Developer** role.
+    - A role that provides read access to the VM, such as the built-in **Reader** role.
+    - A role that grants read/write access to the Azure OpenAI Service, such as the **Azure AI Developer** role.
 
 2. **Attach the Managed Identity to the Controller VM**:  
-   Follow the steps in the official documentation to add the managed identity to the VM:  
-   [Add a user-assigned managed identity to a VM](https://learn.microsoft.com/en-us/entra/identity/managed-identities-azure-resources/how-to-configure-managed-identities?pivots=qs-configure-portal-windows-vm#user-assigned-managed-identity).
+    Follow the steps in the official documentation to add the managed identity to the VM:  
+    [Add a user-assigned managed identity to a VM](https://learn.microsoft.com/en-us/entra/identity/managed-identities-azure-resources/how-to-configure-managed-identities?pivots=qs-configure-portal-windows-vm#user-assigned-managed-identity).
 
 Please ensure the required Azure configuration is provided using the /configs/example_azure_config.yml file, or use it as a template to create a new configuration file
 
diff --git a/clients/deepseek.py b/clients/deepseek.py
new file mode 100644
index 00000000..d559e08e
--- /dev/null
+++ b/clients/deepseek.py
@@ -0,0 +1,86 @@
+"""Naive DeepSeek-R1 client (with shell access) for AIOpsLab.
+
+"DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning" arXiv preprint arXiv:2501.12948 (2025).
+
+Paper: https://arxiv.org/abs/2501.12948
+"""
+
+
+import os
+import asyncio
+
+import wandb
+from aiopslab.orchestrator import Orchestrator
+from clients.utils.llm import DeepSeekClient
+from clients.utils.templates import DOCS_SHELL_ONLY
+from dotenv import load_dotenv
+
+load_dotenv()
+
+class Agent:
+    def __init__(self):
+        self.history = []
+        self.llm = DeepSeekClient()
+
+    def init_context(self, problem_desc: str, instructions: str, apis: str):
+        """Initialize the context for the agent."""
+
+        self.shell_api = self._filter_dict(
+            apis, lambda k, _: "exec_shell" in k)
+        self.submit_api = self._filter_dict(apis, lambda k, _: "submit" in k)
+
+        def stringify_apis(apis): return "\n\n".join(
+            [f"{k}\n{v}" for k, v in apis.items()]
+        )
+
+        self.system_message = DOCS_SHELL_ONLY.format(
+            prob_desc=problem_desc,
+            shell_api=stringify_apis(self.shell_api),
+            submit_api=stringify_apis(self.submit_api),
+        )
+
+        self.task_message = instructions
+
+        self.history.append({"role": "system", "content": self.system_message})
+        self.history.append({"role": "user", "content": self.task_message})
+        self.history.append({"role": "assistant", "content": ""}) # Interleave the user/assistant messages in the message sequence.
+
+    async def get_action(self, input) -> str:
+        """Wrapper to interface the agent with OpsBench.
+
+        Args:
+            input (str): The input from the orchestrator/environment.
+
+        Returns:
+            str: The response from the agent.
+        """
+        self.history.append({"role": "user", "content": input})
+        response = self.llm.run(self.history)
+        self.history.append({"role": "assistant", "content": response[0]})
+        return response[0]
+
+    def _filter_dict(self, dictionary, filter_func):
+        return {k: v for k, v in dictionary.items() if filter_func(k, v)}
+
+
+if __name__ == "__main__":
+    # Load use_wandb from environment variable with a default of False
+    use_wandb = os.getenv("USE_WANDB", "false").lower() == "true"
+    
+    if use_wandb:
+        # Initialize wandb running
+        wandb.init(project="AIOpsLab", entity="AIOpsLab")
+
+    agent = Agent()
+
+    orchestrator = Orchestrator()
+    orchestrator.register_agent(agent, name="deepseek-r1")
+
+    pid = "misconfig_app_hotel_res-mitigation-1"
+    problem_desc, instructs, apis = orchestrator.init_problem(pid)
+    agent.init_context(problem_desc, instructs, apis)
+    asyncio.run(orchestrator.start_problem(max_steps=10))
+
+    if use_wandb:
+        # Finish the wandb run
+        wandb.finish()
diff --git a/clients/flash.py b/clients/flash.py
index 094e30cd..a6c616c0 100644
--- a/clients/flash.py
+++ b/clients/flash.py
@@ -4,7 +4,7 @@
 import logging
 from typing import List, Dict, Tuple, Any
 from pydantic import BaseModel
-from clients.utils.llm import GPT4Turbo
+from clients.utils.llm import GPTClient
 from aiopslab.orchestrator import Orchestrator
 
 logging.basicConfig(level=logging.INFO)
@@ -14,7 +14,7 @@
 class FlashAgent:
     def __init__(self):
         self.history = []
-        self.llm = GPT4Turbo()
+        self.llm = GPTClient()
         self.hindsight_builder = HindsightBuilder()
 
     def init_context(self, problem_desc: str, instructions: str, apis: dict):
@@ -76,7 +76,7 @@ async def diagnose_with_hindsight(self, input: str, history: dict):
 class HindsightBuilder:
     """Agent hindsight generator."""
 
-    llm = GPT4Turbo()
+    llm = GPTClient()
 
     def generate_prompt(self, input: str, history: dict) -> str:
         """
diff --git a/clients/gpt.py b/clients/gpt.py
index b3248b11..97e0699d 100644
--- a/clients/gpt.py
+++ b/clients/gpt.py
@@ -11,7 +11,7 @@
 
 import wandb
 from aiopslab.orchestrator import Orchestrator
-from clients.utils.llm import GPT4Turbo
+from clients.utils.llm import GPTClient
 from clients.utils.templates import DOCS_SHELL_ONLY
 from dotenv import load_dotenv
 
@@ -21,7 +21,7 @@
 class Agent:
     def __init__(self):
         self.history = []
-        self.llm = GPT4Turbo()
+        self.llm = GPTClient()
 
     def init_context(self, problem_desc: str, instructions: str, apis: str):
         """Initialize the context for the agent."""
diff --git a/clients/gpt_managed_identity.py b/clients/gpt_managed_identity.py
index de75676c..f1eb1295 100644
--- a/clients/gpt_managed_identity.py
+++ b/clients/gpt_managed_identity.py
@@ -1,4 +1,4 @@
-"""Naive GPT4 client (with shell access) for AIOpsLab. Uses Azure Managed Identity for authentication.
+"""Naive GPT client (with shell access) for AIOpsLab. Uses Azure Managed Identity for authentication.
 
 Achiam, Josh, Steven Adler, Sandhini Agarwal, Lama Ahmad, Ilge Akkaya, Florencia Leoni Aleman, Diogo Almeida et al. 
 "Gpt-4 technical report." arXiv preprint arXiv:2303.08774 (2023).
@@ -11,14 +11,14 @@
 import asyncio
 
 from aiopslab.orchestrator import Orchestrator
-from clients.utils.llm import GPT4Turbo
+from clients.utils.llm import GPTClient
 from clients.utils.templates import DOCS_SHELL_ONLY
 
 
 class Agent:
     def __init__(self, azure_config_file: str):
         self.history = []
-        self.llm = GPT4Turbo(auth_type="managed", azure_config_file=azure_config_file)
+        self.llm = GPTClient(auth_type="managed", azure_config_file=azure_config_file)
 
     def init_context(self, problem_desc: str, instructions: str, apis: str):
         """Initialize the context for the agent."""
diff --git a/clients/launch_vllm.sh b/clients/launch_vllm.sh
new file mode 100755
index 00000000..85752620
--- /dev/null
+++ b/clients/launch_vllm.sh
@@ -0,0 +1,15 @@
+#!/bin/bash
+# This script launches vLLM in the background, redirecting output to a log file.
+
+# Set the model directory/path and desired port
+MODEL="Qwen/Qwen2.5-3B-Instruct"
+
+# Create a safe filename by replacing slashes with underscores
+SAFE_MODEL_NAME=$(echo $MODEL | tr '/' '_')
+
+# Launch vLLM in background using nohup and redirect both stdout and stderr to a log file.
+# nohup poetry run vllm serve $MODEL --tensor-parallel-size 4 > vllm_$SAFE_MODEL_NAME.log 2>&1 &
+nohup poetry run vllm serve $MODEL > vllm_$SAFE_MODEL_NAME.log 2>&1 &
+
+# Print a message indicating that vLLM is running.
+echo "vLLM has been launched in the background with the $MODEL model. Check vllm_$SAFE_MODEL_NAME.log for output."
diff --git a/clients/qwen.py b/clients/qwen.py
new file mode 100644
index 00000000..4bfa1957
--- /dev/null
+++ b/clients/qwen.py
@@ -0,0 +1,78 @@
+"""Naive Qwen client (with shell access) for AIOpsLab.
+"""
+
+import os
+import asyncio
+
+import wandb
+from aiopslab.orchestrator import Orchestrator
+from clients.utils.llm import QwenClient
+from clients.utils.templates import DOCS_SHELL_ONLY
+
+
+class Agent:
+    def __init__(self):
+        self.history = []
+        self.llm = QwenClient()
+
+    def init_context(self, problem_desc: str, instructions: str, apis: str):
+        """Initialize the context for the agent."""
+
+        self.shell_api = self._filter_dict(
+            apis, lambda k, _: "exec_shell" in k)
+        self.submit_api = self._filter_dict(apis, lambda k, _: "submit" in k)
+
+        def stringify_apis(apis): return "\n\n".join(
+            [f"{k}\n{v}" for k, v in apis.items()]
+        )
+
+        self.system_message = DOCS_SHELL_ONLY.format(
+            prob_desc=problem_desc,
+            shell_api=stringify_apis(self.shell_api),
+            submit_api=stringify_apis(self.submit_api),
+        )
+
+        self.task_message = instructions
+
+        self.history.append({"role": "system", "content": self.system_message})
+        self.history.append({"role": "user", "content": self.task_message})
+
+    async def get_action(self, input) -> str:
+        """Wrapper to interface the agent with OpsBench.
+
+        Args:
+            input (str): The input from the orchestrator/environment.
+
+        Returns:
+            str: The response from the agent.
+        """
+        self.history.append({"role": "user", "content": input})
+        response = self.llm.run(self.history)
+        self.history.append({"role": "assistant", "content": response[0]})
+        return response[0]
+
+    def _filter_dict(self, dictionary, filter_func):
+        return {k: v for k, v in dictionary.items() if filter_func(k, v)}
+
+
+if __name__ == "__main__":
+    # Load use_wandb from environment variable with a default of False
+    use_wandb = os.getenv("USE_WANDB", "false").lower() == "true"
+    
+    if use_wandb:
+        # Initialize wandb running
+        wandb.init(project="AIOpsLab", entity="AIOpsLab")
+
+    agent = Agent()
+
+    orchestrator = Orchestrator()
+    orchestrator.register_agent(agent, name="qwq-32b")
+
+    pid = "misconfig_app_hotel_res-mitigation-1"
+    problem_desc, instructs, apis = orchestrator.init_problem(pid)
+    agent.init_context(problem_desc, instructs, apis)
+    asyncio.run(orchestrator.start_problem(max_steps=10))
+
+    if use_wandb:
+        # Finish the wandb run
+        wandb.finish()
diff --git a/clients/react.py b/clients/react.py
index 899ddfd5..1bc6af06 100644
--- a/clients/react.py
+++ b/clients/react.py
@@ -10,7 +10,7 @@
 import asyncio
 
 from aiopslab.orchestrator import Orchestrator
-from clients.utils.llm import GPT4Turbo
+from clients.utils.llm import GPTClient
 from clients.utils.templates import DOCS
 
 RESP_INSTR = """DO NOT REPEAT ACTIONS! Respond with:
@@ -22,7 +22,7 @@
 class Agent:
     def __init__(self):
         self.history = []
-        self.llm = GPT4Turbo()
+        self.llm = GPTClient()
 
     def init_context(self, problem_desc: str, instructions: str, apis: str):
         """Initialize the context for the agent."""
diff --git a/clients/utils/llm.py b/clients/utils/llm.py
index a1fd1bdb..e7cab3a7 100644
--- a/clients/utils/llm.py
+++ b/clients/utils/llm.py
@@ -1,7 +1,8 @@
 # Copyright (c) Microsoft Corporation.
 # Licensed under the MIT License.
 
-"""An common abstraction for a cached LLM inference setup. Currently supports OpenAI's gpt-4-turbo."""
+"""An common abstraction for a cached LLM inference setup. Currently supports OpenAI's gpt-4-turbo and other models."""
+
 
 import os
 from openai import OpenAI
@@ -48,8 +49,8 @@ def save_cache(self):
             json.dump(self.cache_dict, f, indent=4)
 
 
-class GPT4Turbo:
-    """Abstraction for OpenAI's GPT-4 Turbo model."""
+class GPTClient:
+    """Abstraction for OpenAI's GPT series model."""
 
     def __init__(self):
         self.cache = Cache()
@@ -86,3 +87,135 @@ def run(self, payload: list[dict[str, str]]) -> list[str]:
             self.cache.add_to_cache(payload, response)
             self.cache.save_cache()
         return response
+
+
+class DeepSeekClient:
+    """Abstraction for DeepSeek model."""
+
+    def __init__(self):
+        self.cache = Cache()
+
+    def inference(self, payload: list[dict[str, str]]) -> list[str]:
+        if self.cache is not None:
+            cache_result = self.cache.get_from_cache(payload)
+            if cache_result is not None:
+                return cache_result
+
+        client = OpenAI(api_key=os.getenv("DEEPSEEK_API_KEY"),
+                        base_url="https://api.deepseek.com")
+        try:
+            response = client.chat.completions.create(
+                messages=payload,  # type: ignore
+                model="deepseek-reasoner",
+                max_tokens=1024,
+                stop=[],
+            )
+
+        except Exception as e:
+            print(f"Exception: {repr(e)}")
+            raise e
+
+        return [c.message.content for c in response.choices]  # type: ignore
+
+    def run(self, payload: list[dict[str, str]]) -> list[str]:
+        response = self.inference(payload)
+        if self.cache is not None:
+            self.cache.add_to_cache(payload, response)
+            self.cache.save_cache()
+        return response
+
+
+class QwenClient:
+    """Abstraction for Qwen's model. Some Qwen models only support streaming output."""
+
+    def __init__(self):
+        self.cache = Cache()
+
+    def inference(self, payload: list[dict[str, str]]) -> list[str]:
+        if self.cache is not None:
+            cache_result = self.cache.get_from_cache(payload)
+            if cache_result is not None:
+                return cache_result
+
+        client = OpenAI(api_key=os.getenv("DASHSCOPE_API_KEY"),
+                        base_url="https://dashscope.aliyuncs.com/compatible-mode/v1")
+        try:
+            # TODO: Add constraints for the input context length
+            response = client.chat.completions.create(
+                messages=payload,  # type: ignore
+                model="qwq-32b",
+                max_tokens=1024,
+                n=1,
+                timeout=60,
+                stop=[],
+                stream=True
+            )
+        except Exception as e:
+            print(f"Exception: {repr(e)}")
+            raise e
+
+        reasoning_content = ""
+        answer_content = ""
+        is_answering = False
+
+        for chunk in response:
+            if not chunk.choices:
+                print("\nUsage:")
+                print(chunk.usage)
+            else:
+                delta = chunk.choices[0].delta
+                if hasattr(delta, 'reasoning_content') and delta.reasoning_content != None:
+                    reasoning_content += delta.reasoning_content
+                else:
+                    if delta.content != "" and is_answering is False:
+                        is_answering = True
+                    answer_content += delta.content
+
+        return [answer_content]
+
+    def run(self, payload: list[dict[str, str]]) -> list[str]:
+        response = self.inference(payload)
+        if self.cache is not None:
+            self.cache.add_to_cache(payload, response)
+            self.cache.save_cache()
+        return response
+
+
+class vLLMClient:
+    """Abstraction for local LLM models."""
+
+    def __init__(self):
+        self.cache = Cache()
+
+    def inference(self, payload: list[dict[str, str]]) -> list[str]:
+        if self.cache is not None:
+            cache_result = self.cache.get_from_cache(payload)
+            if cache_result is not None:
+                return cache_result
+
+        client = OpenAI(api_key="EMPTY", base_url="http://localhost:8000/v1")
+        try:
+            response = client.chat.completions.create(
+                messages=payload,  # type: ignore
+                model="Qwen/Qwen2.5-Coder-3B-Instruct",
+                max_tokens=1024,
+                temperature=0.5,
+                top_p=0.95,
+                frequency_penalty=0.0,
+                presence_penalty=0.0,
+                n=1,
+                timeout=60,
+                stop=[],
+            )
+        except Exception as e:
+            print(f"Exception: {repr(e)}")
+            raise e
+
+        return [c.message.content for c in response.choices]  # type: ignore
+
+    def run(self, payload: list[dict[str, str]]) -> list[str]:
+        response = self.inference(payload)
+        if self.cache is not None:
+            self.cache.add_to_cache(payload, response)
+            self.cache.save_cache()
+        return response
diff --git a/clients/vllm.py b/clients/vllm.py
new file mode 100644
index 00000000..0bd28906
--- /dev/null
+++ b/clients/vllm.py
@@ -0,0 +1,91 @@
+import os
+import asyncio
+import time
+
+import wandb
+from aiopslab.orchestrator import Orchestrator
+from aiopslab.orchestrator.problems.registry import ProblemRegistry
+from clients.utils.llm import vLLMClient
+from clients.utils.templates import DOCS_SHELL_ONLY
+
+
+class Agent:
+    def __init__(self):
+        self.history = []
+        self.llm = vLLMClient()
+
+    def init_context(self, problem_desc: str, instructions: str, apis: str):
+        """Initialize the context for the agent."""
+
+        self.shell_api = self._filter_dict(
+            apis, lambda k, _: "exec_shell" in k)
+        self.submit_api = self._filter_dict(apis, lambda k, _: "submit" in k)
+
+        def stringify_apis(apis): return "\n\n".join(
+            [f"{k}\n{v}" for k, v in apis.items()]
+        )
+
+        self.system_message = DOCS_SHELL_ONLY.format(
+            prob_desc=problem_desc,
+            shell_api=stringify_apis(self.shell_api),
+            submit_api=stringify_apis(self.submit_api),
+        )
+
+        self.task_message = instructions
+
+        self.history.append({"role": "system", "content": self.system_message})
+        self.history.append({"role": "user", "content": self.task_message})
+
+    async def get_action(self, input) -> str:
+        """Wrapper to interface the agent with OpsBench.
+
+        Args:
+            input (str): The input from the orchestrator/environment.
+
+        Returns:
+            str: The response from the agent.
+        """
+        self.history.append({"role": "user", "content": input})
+        response = self.llm.run(self.history)
+        self.history.append({"role": "assistant", "content": response[0]})
+        return response[0]
+
+    def _filter_dict(self, dictionary, filter_func):
+        return {k: v for k, v in dictionary.items() if filter_func(k, v)}
+
+
+if __name__ == "__main__":
+    # Load use_wandb from environment variable with a default of False
+    use_wandb = os.getenv("USE_WANDB", "false").lower() == "true"
+
+    if use_wandb:
+        # Initialize wandb run
+        wandb.init(project="AIOpsLab", entity="AIOpsLab")
+
+    registry = ProblemRegistry()
+    pids = list(registry.PROBLEM_REGISTRY.keys())
+
+    for pid in pids:
+        agent = Agent() # Initialize the agent
+
+        orchestrator = Orchestrator()
+        orchestrator.register_agent(agent, name="Qwen2.5-Coder-3B-Instruct")
+        try:
+            print(f"*"*30)
+            print(f"Began processing pid {pid}.")
+            print(f"*"*30)
+            problem_desc, instructs, apis = orchestrator.init_problem(pid)
+            agent.init_context(problem_desc, instructs, apis)
+            asyncio.run(orchestrator.start_problem(max_steps=10))
+            print(f"*"*30)
+            print(f"Successfully processed pid {pid}.")
+            print(f"*"*30)
+
+        except Exception as e:
+            print(f"Failed to process pid {pid}. Error: {e}")
+            time.sleep(60)
+            continue
+
+    if use_wandb:
+        # Finish the wandb run
+        wandb.finish()
diff --git a/poetry.lock b/poetry.lock
index edd054f7..424fd38d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,146 @@
-# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand.
+
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.6.1"
+description = "Happy Eyeballs for asyncio"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+]
+
+[[package]]
+name = "aiohttp"
+version = "3.11.18"
+description = "Async http client/server framework (asyncio)"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+    {file = "aiohttp-3.11.18-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:3cec21dd68924179258ae14af9f5418c1ebdbba60b98c667815891293902e5e0"},
+    {file = "aiohttp-3.11.18-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:b426495fb9140e75719b3ae70a5e8dd3a79def0ae3c6c27e012fc59f16544a4a"},
+    {file = "aiohttp-3.11.18-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ad2f41203e2808616292db5d7170cccf0c9f9c982d02544443c7eb0296e8b0c7"},
+    {file = "aiohttp-3.11.18-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5bc0ae0a5e9939e423e065a3e5b00b24b8379f1db46046d7ab71753dfc7dd0e1"},
+    {file = "aiohttp-3.11.18-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:fe7cdd3f7d1df43200e1c80f1aed86bb36033bf65e3c7cf46a2b97a253ef8798"},
+    {file = "aiohttp-3.11.18-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5199be2a2f01ffdfa8c3a6f5981205242986b9e63eb8ae03fd18f736e4840721"},
+    {file = "aiohttp-3.11.18-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7ccec9e72660b10f8e283e91aa0295975c7bd85c204011d9f5eb69310555cf30"},
+    {file = "aiohttp-3.11.18-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:1596ebf17e42e293cbacc7a24c3e0dc0f8f755b40aff0402cb74c1ff6baec1d3"},
+    {file = "aiohttp-3.11.18-cp39-cp39-musllinux_1_2_armv7l.whl", hash = "sha256:eab7b040a8a873020113ba814b7db7fa935235e4cbaf8f3da17671baa1024863"},
+    {file = "aiohttp-3.11.18-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:5d61df4a05476ff891cff0030329fee4088d40e4dc9b013fac01bc3c745542c2"},
+    {file = "aiohttp-3.11.18-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:46533e6792e1410f9801d09fd40cbbff3f3518d1b501d6c3c5b218f427f6ff08"},
+    {file = "aiohttp-3.11.18-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:c1b90407ced992331dd6d4f1355819ea1c274cc1ee4d5b7046c6761f9ec11829"},
+    {file = "aiohttp-3.11.18-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:a2fd04ae4971b914e54fe459dd7edbbd3f2ba875d69e057d5e3c8e8cac094935"},
+    {file = "aiohttp-3.11.18-cp39-cp39-win32.whl", hash = "sha256:b2f317d1678002eee6fe85670039fb34a757972284614638f82b903a03feacdc"},
+    {file = "aiohttp-3.11.18-cp39-cp39-win_amd64.whl", hash = "sha256:5e7007b8d1d09bce37b54111f593d173691c530b80f27c6493b928dabed9e6ef"},
+    {file = "aiohttp-3.11.18.tar.gz", hash = "sha256:ae856e1138612b7e412db63b7708735cff4d38d0399f6a5435d3dac2669f558a"},
+]
+
+[package.dependencies]
+aiohappyeyeballs = ">=2.3.0"
+aiosignal = ">=1.1.2"
+attrs = ">=17.3.0"
+frozenlist = ">=1.1.1"
+multidict = ">=4.5,<7.0"
+propcache = ">=0.2.0"
+yarl = ">=1.17.0,<2.0"
+
+[package.extras]
+speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.2.0) ; sys_platform == \"linux\" or sys_platform == \"darwin\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+
+[[package]]
+name = "aiosignal"
+version = "1.3.2"
+description = "aiosignal: a list of registered asynchronous callbacks"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "aiosignal-1.3.2-py2.py3-none-any.whl", hash = "sha256:45cde58e409a301715980c2b01d0c28bdde3770d8290b5eb2173759d9acb31a5"},
+    {file = "aiosignal-1.3.2.tar.gz", hash = "sha256:a8c255c66fafb1e499c9351d0bf32ff2d8a0321595ebac3b93713656d2436f54"},
+]
+
+[package.dependencies]
+frozenlist = ">=1.1.0"
+
+[[package]]
+name = "airportsdata"
+version = "20250224"
+description = "Extensive database of location and timezone data for nearly every airport and landing strip in the world."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "airportsdata-20250224-py3-none-any.whl", hash = "sha256:006128bca2cc1983dc5ed4fb1227e8df2289b5e95b8ab30d9bdd4eb7c6d2160d"},
+    {file = "airportsdata-20250224.tar.gz", hash = "sha256:7f4538a613504444a13149be701aac5f9599b86da476d26b46aa24fd54714eda"},
+]
 
 [[package]]
 name = "annotated-types"
@@ -6,6 +148,7 @@ version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
@@ -13,13 +156,14 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.8.0"
+version = "4.9.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
-    {file = "anyio-4.8.0-py3-none-any.whl", hash = "sha256:b5011f270ab5eb0abf13385f851315585cc37ef330dd88e27ec3d34d651fd47a"},
-    {file = "anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a"},
+    {file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"},
+    {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"},
 ]
 
 [package.dependencies]
@@ -28,8 +172,8 @@ sniffio = ">=1.1"
 typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
-doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
+doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
+test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -38,6 +182,7 @@ version = "3.8.1"
 description = "ASGI specs, helper code, and adapters"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "asgiref-3.8.1-py3-none-any.whl", hash = "sha256:3e1e3ecc849832fe52ccf2cb6686b7a55f82bb1d6aee72a58826471390335e47"},
     {file = "asgiref-3.8.1.tar.gz", hash = "sha256:c343bd80a0bec947a9860adb4c432ffa7db769836c64238fc34bdc3fec84d590"},
@@ -46,24 +191,37 @@ files = [
 [package.extras]
 tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"]
 
+[[package]]
+name = "astor"
+version = "0.8.1"
+description = "Read/rewrite/write Python ASTs"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+groups = ["main"]
+files = [
+    {file = "astor-0.8.1-py2.py3-none-any.whl", hash = "sha256:070a54e890cefb5b3739d19f30f5a5ec840ffc9c50ffa7d23cc9fc1a38ebbfc5"},
+    {file = "astor-0.8.1.tar.gz", hash = "sha256:6a6effda93f4e1ce9f618779b2dd1d9d84f1e32812c23a29b3fff6fd7f63fa5e"},
+]
+
 [[package]]
 name = "attrs"
-version = "24.3.0"
+version = "25.3.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "attrs-24.3.0-py3-none-any.whl", hash = "sha256:ac96cd038792094f438ad1f6ff80837353805ac950cd2aa0e0625ef19850c308"},
-    {file = "attrs-24.3.0.tar.gz", hash = "sha256:8f5c07333d543103541ba7be0e2ce16eeee8130cb0b3f9238ab904ce1e85baff"},
+    {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
+    {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
 ]
 
 [package.extras]
-benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
-tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
+benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"]
+tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
 
 [[package]]
 name = "autogen-agentchat"
@@ -71,6 +229,7 @@ version = "0.2.40"
 description = "Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework"
 optional = false
 python-versions = "<3.13,>=3.8"
+groups = ["main"]
 files = [
     {file = "autogen-agentchat-0.2.40.tar.gz", hash = "sha256:bfdd25ab63fb75a701095315d0d7214f1616411b9edbcdf6183da35a956cc42e"},
     {file = "autogen_agentchat-0.2.40-py3-none-any.whl", hash = "sha256:03f11ab89442a3b2408e7e46aa4a66d0be44e6f4447467efbb3ef4e35940176e"},
@@ -121,13 +280,14 @@ websurfer = ["beautifulsoup4", "mammoth", "markdownify", "openpyxl", "pandas", "
 
 [[package]]
 name = "azure-ai-ml"
-version = "1.24.0"
+version = "1.26.3"
 description = "Microsoft Azure Machine Learning Client Library for Python"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
-    {file = "azure_ai_ml-1.24.0-py3-none-any.whl", hash = "sha256:4ac9cd73a13447d569776ca6e7939585aba187832cce20925b283a9cf0a07e9b"},
-    {file = "azure_ai_ml-1.24.0.tar.gz", hash = "sha256:e03a10ec1a12a7400f44446bbbf20b48cc3d6fc1164e1a1d98b440f070b90ff3"},
+    {file = "azure_ai_ml-1.26.3-py3-none-any.whl", hash = "sha256:cb8982a95edc1c30d6e88d97eb297c2688b66c55564b4a53a0dce292958d43fa"},
+    {file = "azure_ai_ml-1.26.3.tar.gz", hash = "sha256:81da368ae27e460327a9bcbdf10cb0a0f2c471e33555b38c5c39cf7208adefff"},
 ]
 
 [package.dependencies]
@@ -141,7 +301,7 @@ azure-storage-file-share = "*"
 colorama = "*"
 isodate = "*"
 jsonschema = ">=4.0.0"
-marshmallow = ">=3.5"
+marshmallow = ">=3.5,<4.0.0"
 msrest = ">=0.6.18"
 pydash = ">=6.0.0"
 pyjwt = "*"
@@ -152,7 +312,7 @@ typing-extensions = "*"
 
 [package.extras]
 designer = ["mldesigner"]
-mount = ["azureml-dataprep-rslex (>=2.22.0)"]
+mount = ["azureml-dataprep-rslex (>=2.22.0) ; python_version < \"3.13\""]
 
 [[package]]
 name = "azure-common"
@@ -160,6 +320,7 @@ version = "1.1.28"
 description = "Microsoft Azure Client Library for Python (Common)"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "azure-common-1.1.28.zip", hash = "sha256:4ac0cd3214e36b6a1b6a442686722a5d8cc449603aa833f3f0f40bda836704a3"},
     {file = "azure_common-1.1.28-py2.py3-none-any.whl", hash = "sha256:5c12d3dcf4ec20599ca6b0d3e09e86e146353d443e7fcc050c9a19c1f9df20ad"},
@@ -167,13 +328,14 @@ files = [
 
 [[package]]
 name = "azure-core"
-version = "1.32.0"
+version = "1.33.0"
 description = "Microsoft Azure Core Library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "azure_core-1.32.0-py3-none-any.whl", hash = "sha256:eac191a0efb23bfa83fddf321b27b122b4ec847befa3091fa736a5c32c50d7b4"},
-    {file = "azure_core-1.32.0.tar.gz", hash = "sha256:22b3c35d6b2dae14990f6c1be2912bf23ffe50b220e708a28ab1bb92b1c730e5"},
+    {file = "azure_core-1.33.0-py3-none-any.whl", hash = "sha256:9b5b6d0223a1d38c37500e6971118c1e0f13f54951e6893968b38910bc9cda8f"},
+    {file = "azure_core-1.33.0.tar.gz", hash = "sha256:f367aa07b5e3005fec2c1e184b882b0b039910733907d001c20fb08ebb8c0eb9"},
 ]
 
 [package.dependencies]
@@ -183,31 +345,34 @@ typing-extensions = ">=4.6.0"
 
 [package.extras]
 aio = ["aiohttp (>=3.0)"]
+tracing = ["opentelemetry-api (>=1.26,<2.0)"]
 
 [[package]]
 name = "azure-core-tracing-opentelemetry"
-version = "1.0.0b11"
+version = "1.0.0b12"
 description = "Microsoft Azure Azure Core OpenTelemetry plugin Library for Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "azure-core-tracing-opentelemetry-1.0.0b11.tar.gz", hash = "sha256:a230d1555838b5d07b7594221cd639ea7bc24e29c881e5675e311c6067bad4f5"},
-    {file = "azure_core_tracing_opentelemetry-1.0.0b11-py3-none-any.whl", hash = "sha256:016cefcaff2900fb5cdb7a8a7abd03e9c266622c06e26b3fe6dafa54c4b48bf5"},
+    {file = "azure_core_tracing_opentelemetry-1.0.0b12-py3-none-any.whl", hash = "sha256:38fd42709f1cc4bbc4f2797008b1c30a6a01617e49910c05daa3a0d0c65053ac"},
+    {file = "azure_core_tracing_opentelemetry-1.0.0b12.tar.gz", hash = "sha256:bb454142440bae11fd9d68c7c1d67ae38a1756ce808c5e4d736730a7b4b04144"},
 ]
 
 [package.dependencies]
-azure-core = ">=1.24.0,<2.0.0"
-opentelemetry-api = ">=1.12.0,<2.0.0"
+azure-core = ">=1.24.0"
+opentelemetry-api = ">=1.12.0"
 
 [[package]]
 name = "azure-identity"
-version = "1.19.0"
+version = "1.21.0"
 description = "Microsoft Azure Identity Library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "azure_identity-1.19.0-py3-none-any.whl", hash = "sha256:e3f6558c181692d7509f09de10cca527c7dce426776454fb97df512a46527e81"},
-    {file = "azure_identity-1.19.0.tar.gz", hash = "sha256:500144dc18197d7019b81501165d4fa92225f03778f17d7ca8a2a180129a9c83"},
+    {file = "azure_identity-1.21.0-py3-none-any.whl", hash = "sha256:258ea6325537352440f71b35c3dffe9d240eae4a5126c1b7ce5efd5766bd9fd9"},
+    {file = "azure_identity-1.21.0.tar.gz", hash = "sha256:ea22ce6e6b0f429bc1b8d9212d5b9f9877bd4c82f1724bfa910760612c07a9a6"},
 ]
 
 [package.dependencies]
@@ -223,6 +388,7 @@ version = "1.5.0"
 description = "Microsoft Azure Management Core Library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "azure_mgmt_core-1.5.0-py3-none-any.whl", hash = "sha256:18aaa5a723ee8ae05bf1bfc9f6d0ffb996631c7ea3c922cc86f522973ce07b5f"},
     {file = "azure_mgmt_core-1.5.0.tar.gz", hash = "sha256:380ae3dfa3639f4a5c246a7db7ed2d08374e88230fd0da3eb899f7c11e5c441a"},
@@ -233,57 +399,61 @@ azure-core = ">=1.31.0"
 
 [[package]]
 name = "azure-monitor-opentelemetry"
-version = "1.6.4"
+version = "1.6.8"
 description = "Microsoft Azure Monitor Opentelemetry Distro Client Library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "azure_monitor_opentelemetry-1.6.4-py3-none-any.whl", hash = "sha256:014142ffa420bc2b287ff3bd30de6c31d64b2846423d011a8280334d7afcb01a"},
-    {file = "azure_monitor_opentelemetry-1.6.4.tar.gz", hash = "sha256:9f5ce4c666caf1f9b536f8ab4ee207dff94777d568517c74f26e3327f75c3fc3"},
+    {file = "azure_monitor_opentelemetry-1.6.8-py3-none-any.whl", hash = "sha256:227b3caaaf1a86bbd71d5f4443ef3d64e42dddfcaeb7aade1d3d4a9a8059309d"},
+    {file = "azure_monitor_opentelemetry-1.6.8.tar.gz", hash = "sha256:d6098ca82a0b067bf342fd1d0b23ffacb45410276e0b7e12beafcd4a6c3b77a3"},
 ]
 
 [package.dependencies]
 azure-core = ">=1.28.0,<2.0.0"
 azure-core-tracing-opentelemetry = ">=1.0.0b11,<1.1.0"
 azure-monitor-opentelemetry-exporter = ">=1.0.0b31,<1.1.0"
-opentelemetry-instrumentation-django = ">=0.49b0,<1.0"
-opentelemetry-instrumentation-fastapi = ">=0.49b0,<1.0"
-opentelemetry-instrumentation-flask = ">=0.49b0,<1.0"
-opentelemetry-instrumentation-psycopg2 = ">=0.49b0,<1.0"
-opentelemetry-instrumentation-requests = ">=0.49b0,<1.0"
-opentelemetry-instrumentation-urllib = ">=0.49b0,<1.0"
-opentelemetry-instrumentation-urllib3 = ">=0.49b0,<1.0"
+opentelemetry-instrumentation-django = ">=0.49b0,<0.53b0"
+opentelemetry-instrumentation-fastapi = ">=0.49b0,<0.53b0"
+opentelemetry-instrumentation-flask = ">=0.49b0,<0.53b0"
+opentelemetry-instrumentation-psycopg2 = ">=0.49b0,<0.53b0"
+opentelemetry-instrumentation-requests = ">=0.49b0,<0.53b0"
+opentelemetry-instrumentation-urllib = ">=0.49b0,<0.53b0"
+opentelemetry-instrumentation-urllib3 = ">=0.49b0,<0.53b0"
 opentelemetry-resource-detector-azure = ">=0.1.4,<0.2.0"
-opentelemetry-sdk = ">=1.28,<2.0"
+opentelemetry-sdk = ">=1.28.0,<1.32"
 
 [[package]]
 name = "azure-monitor-opentelemetry-exporter"
-version = "1.0.0b33"
+version = "1.0.0b36"
 description = "Microsoft Azure Monitor Opentelemetry Exporter Client Library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "azure_monitor_opentelemetry_exporter-1.0.0b33-py2.py3-none-any.whl", hash = "sha256:ebcf86c9b717f9b82bbceb89b55b09fd7147700264ae7ecabc424d90a9f5f01a"},
-    {file = "azure_monitor_opentelemetry_exporter-1.0.0b33.tar.gz", hash = "sha256:1cbbd41b4cb44a2ade016408b23a21762583b9da913d8ae259f29356d3a6d0ae"},
+    {file = "azure_monitor_opentelemetry_exporter-1.0.0b36-py2.py3-none-any.whl", hash = "sha256:8b669deae6a247246944495f519fd93dbdfa9c0150d1222cfc780de098338546"},
+    {file = "azure_monitor_opentelemetry_exporter-1.0.0b36.tar.gz", hash = "sha256:82977b9576a694362ea9c6a9eec6add6e56314da759dbc543d02f50962d4b72d"},
 ]
 
 [package.dependencies]
 azure-core = ">=1.28.0,<2.0.0"
+azure-identity = ">=1.17,<2.0"
 fixedint = "0.1.6"
 msrest = ">=0.6.10"
 opentelemetry-api = ">=1.26,<2.0"
 opentelemetry-sdk = ">=1.26,<2.0"
-psutil = ">=5.9,<6.0"
+psutil = ">=5.9,<7"
 
 [[package]]
 name = "azure-storage-blob"
-version = "12.24.1"
+version = "12.25.1"
 description = "Microsoft Azure Blob Storage Client Library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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-    {file = "azure_storage_blob-12.24.1.tar.gz", hash = "sha256:052b2a1ea41725ba12e2f4f17be85a54df1129e13ea0321f5a2fcc851cbf47d4"},
+    {file = "azure_storage_blob-12.25.1-py3-none-any.whl", hash = "sha256:1f337aab12e918ec3f1b638baada97550673911c4ceed892acc8e4e891b74167"},
+    {file = "azure_storage_blob-12.25.1.tar.gz", hash = "sha256:4f294ddc9bc47909ac66b8934bd26b50d2000278b10ad82cc109764fdc6e0e3b"},
 ]
 
 [package.dependencies]
@@ -297,18 +467,19 @@ aio = ["azure-core[aio] (>=1.30.0)"]
 
 [[package]]
 name = "azure-storage-file-datalake"
-version = "12.18.1"
+version = "12.20.0"
 description = "Microsoft Azure File DataLake Storage Client Library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "azure_storage_file_datalake-12.18.1-py3-none-any.whl", hash = "sha256:02e9d2a38df26ece5874846209c6d45fe664e3e129ade223742826501ab17b72"},
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+    {file = "azure_storage_file_datalake-12.20.0-py3-none-any.whl", hash = "sha256:d32af627ccf7f8523ac4520a4004291b8ca340d7c607545366e1b08822afa01b"},
+    {file = "azure_storage_file_datalake-12.20.0.tar.gz", hash = "sha256:8d6932b75470de935998755d980a3296412d8ff2a11631c1d99267ae65f11f03"},
 ]
 
 [package.dependencies]
 azure-core = ">=1.30.0"
-azure-storage-blob = ">=12.24.1"
+azure-storage-blob = ">=12.25.1"
 isodate = ">=0.6.1"
 typing-extensions = ">=4.6.0"
 
@@ -317,13 +488,14 @@ aio = ["azure-core[aio] (>=1.30.0)"]
 
 [[package]]
 name = "azure-storage-file-share"
-version = "12.20.1"
+version = "12.21.0"
 description = "Microsoft Azure Azure File Share Storage Client Library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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-    {file = "azure_storage_file_share-12.20.1.tar.gz", hash = "sha256:6c89f4c4bca36255bcb72ba85705efcc2cacaefb931a14e7be6de7db8d747c50"},
+    {file = "azure_storage_file_share-12.21.0-py3-none-any.whl", hash = "sha256:0875c7ee13d9a750d8a9b8ddd93d6502edd26cf40f44a390d7ae2637779300da"},
+    {file = "azure_storage_file_share-12.21.0.tar.gz", hash = "sha256:db42bf6b43b3c0c27c9152202955277dfc26a59f7fad26c058431a6ae99580ce"},
 ]
 
 [package.dependencies]
@@ -337,36 +509,63 @@ aio = ["azure-core[aio] (>=1.30.0)"]
 
 [[package]]
 name = "bcrypt"
-version = "4.2.1"
+version = "4.3.0"
 description = "Modern password hashing for your software and your servers"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+groups = ["main"]
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 [package.extras]
@@ -379,6 +578,7 @@ version = "24.10.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
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 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
+[[package]]
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 python-versions = ">=3.6"
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 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
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 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
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@@ -633,78 +933,116 @@ files = [
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
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 [package.dependencies]
@@ -713,69 +1051,109 @@ numpy = ">=1.23"
 [package.extras]
 bokeh = ["bokeh", "selenium"]
 docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
-mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.11.1)", "types-Pillow"]
+mypy = ["bokeh", "contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.15.0)", "types-Pillow"]
 test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
 test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "wurlitzer"]
 
 [[package]]
 name = "cryptography"
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 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = "!=3.9.0,!=3.9.1,>=3.7"
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 test-randomorder = ["pytest-randomly"]
 
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+[package.dependencies]
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+numpy = ">=1.22,<2.3"
+
+[package.extras]
+all = ["Cython (>=3)", "optuna (>=2.0)", "scipy (>=1.7,<1.17)"]
+test = ["hypothesis (>=6.37.2,<6.55.0)", "mpmath", "packaging", "pytest (>=7.2)"]
+
 [[package]]
 name = "cycler"
 version = "0.12.1"
 description = "Composable style cycles"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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@@ -787,42 +1165,79 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "dateparser"
-version = "1.2.0"
+version = "1.2.1"
 description = "Date parsing library designed to parse dates from HTML pages"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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-pytz = "*"
-regex = "<2019.02.19 || >2019.02.19,<2021.8.27 || >2021.8.27"
-tzlocal = "*"
+python-dateutil = ">=2.7.0"
+pytz = ">=2024.2"
+regex = ">=2015.06.24,<2019.02.19 || >2019.02.19,<2021.8.27 || >2021.8.27"
+tzlocal = ">=0.2"
 
 [package.extras]
-calendars = ["convertdate", "hijri-converter"]
-fasttext = ["fasttext"]
-langdetect = ["langdetect"]
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+fasttext = ["fasttext (>=0.9.1)", "numpy (>=1.19.3,<2)"]
+langdetect = ["langdetect (>=1.0.0)"]
 
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+version = "1.2.18"
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 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
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 [package.dependencies]
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+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "setuptools ; python_version >= \"3.12\"", "tox"]
+
+[[package]]
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+optional = false
+python-versions = ">=3.7"
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+
+[package.dependencies]
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+
+[package.extras]
+dev = ["autopep8", "flake8", "pytest"]
+
+[[package]]
+name = "dill"
+version = "0.4.0"
+description = "serialize all of Python"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+]
+
+[package.extras]
+graph = ["objgraph (>=1.7.2)"]
+profile = ["gprof2dot (>=2022.7.29)"]
 
 [[package]]
 name = "diskcache"
@@ -830,6 +1245,7 @@ version = "5.6.3"
 description = "Disk Cache -- Disk and file backed persistent cache."
 optional = false
 python-versions = ">=3"
+groups = ["main"]
 files = [
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@@ -841,17 +1257,40 @@ version = "1.9.0"
 description = "Distro - an OS platform information API"
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 python-versions = ">=3.6"
+groups = ["main"]
 files = [
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 ]
 
+[[package]]
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+version = "2.7.0"
+description = "DNS toolkit"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+[package.extras]
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+dnssec = ["cryptography (>=43)"]
+doh = ["h2 (>=4.1.0)", "httpcore (>=1.0.0)", "httpx (>=0.26.0)"]
+doq = ["aioquic (>=1.0.0)"]
+idna = ["idna (>=3.7)"]
+trio = ["trio (>=0.23)"]
+wmi = ["wmi (>=1.5.1)"]
+
 [[package]]
 name = "docker"
 version = "7.1.0"
 description = "A Python library for the Docker Engine API."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "docker-7.1.0-py3-none-any.whl", hash = "sha256:c96b93b7f0a746f9e77d325bcfb87422a3d8bd4f03136ae8a85b37f1898d5fc0"},
     {file = "docker-7.1.0.tar.gz", hash = "sha256:ad8c70e6e3f8926cb8a92619b832b4ea5299e2831c14284663184e200546fa6c"},
@@ -868,15 +1307,43 @@ docs = ["myst-parser (==0.18.0)", "sphinx (==5.1.1)"]
 ssh = ["paramiko (>=2.4.3)"]
 websockets = ["websocket-client (>=1.3.0)"]
 
+[[package]]
+name = "docker-pycreds"
+version = "0.4.0"
+description = "Python bindings for the docker credentials store API"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "docker-pycreds-0.4.0.tar.gz", hash = "sha256:6ce3270bcaf404cc4c3e27e4b6c70d3521deae82fb508767870fdbf772d584d4"},
+    {file = "docker_pycreds-0.4.0-py2.py3-none-any.whl", hash = "sha256:7266112468627868005106ec19cd0d722702d2b7d5912a28e19b826c3d37af49"},
+]
+
+[package.dependencies]
+six = ">=1.4.0"
+
+[[package]]
+name = "einops"
+version = "0.8.1"
+description = "A new flavour of deep learning operations"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "einops-0.8.1-py3-none-any.whl", hash = "sha256:919387eb55330f5757c6bea9165c5ff5cfe63a642682ea788a6d472576d81737"},
+    {file = "einops-0.8.1.tar.gz", hash = "sha256:de5d960a7a761225532e0f1959e5315ebeafc0cd43394732f103ca44b9837e84"},
+]
+
 [[package]]
 name = "elastic-transport"
-version = "8.17.0"
+version = "8.17.1"
 description = "Transport classes and utilities shared among Python Elastic client libraries"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "elastic_transport-8.17.0-py3-none-any.whl", hash = "sha256:59f553300866750e67a38828fede000576562a0e66930c641adb75249e0c95af"},
-    {file = "elastic_transport-8.17.0.tar.gz", hash = "sha256:e755f38f99fa6ec5456e236b8e58f0eb18873ac8fe710f74b91a16dd562de2a5"},
+    {file = "elastic_transport-8.17.1-py3-none-any.whl", hash = "sha256:192718f498f1d10c5e9aa8b9cf32aed405e469a7f0e9d6a8923431dbb2c59fb8"},
+    {file = "elastic_transport-8.17.1.tar.gz", hash = "sha256:5edef32ac864dca8e2f0a613ef63491ee8d6b8cfb52881fa7313ba9290cac6d2"},
 ]
 
 [package.dependencies]
@@ -884,37 +1351,201 @@ certifi = "*"
 urllib3 = ">=1.26.2,<3"
 
 [package.extras]
-develop = ["aiohttp", "furo", "httpcore (<1.0.6)", "httpx", "opentelemetry-api", "opentelemetry-sdk", "orjson", "pytest", "pytest-asyncio", "pytest-cov", "pytest-httpserver", "pytest-mock", "requests", "respx", "sphinx (>2)", "sphinx-autodoc-typehints", "trustme"]
+develop = ["aiohttp", "furo", "httpx", "opentelemetry-api", "opentelemetry-sdk", "orjson", "pytest", "pytest-asyncio", "pytest-cov", "pytest-httpserver", "pytest-mock", "requests", "respx", "sphinx (>2)", "sphinx-autodoc-typehints", "trustme"]
 
 [[package]]
 name = "elasticsearch"
-version = "8.17.0"
+version = "8.18.0"
 description = "Python client for Elasticsearch"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "elasticsearch-8.17.0-py3-none-any.whl", hash = "sha256:15965240fe297279f0e68b260936d9ced9606aa7ef8910b9b56727f96ef00d5b"},
-    {file = "elasticsearch-8.17.0.tar.gz", hash = "sha256:c1069bf2204ba8fab29ff00b2ce6b37324b2cc6ff593283b97df43426ec13053"},
+    {file = "elasticsearch-8.18.0-py3-none-any.whl", hash = "sha256:b26a6e67958b7bd04711a31f3400197aabf4a6f03873eadce1a0aeb446653886"},
+    {file = "elasticsearch-8.18.0.tar.gz", hash = "sha256:4fb28cfe82d480c72fc049e659afe4cad450b318c210e43493ca402e900793eb"},
 ]
 
 [package.dependencies]
 elastic-transport = ">=8.15.1,<9"
+python-dateutil = "*"
+typing-extensions = "*"
 
 [package.extras]
 async = ["aiohttp (>=3,<4)"]
-dev = ["aiohttp", "black", "build", "coverage", "isort", "jinja2", "mapbox-vector-tile", "nox", "numpy", "orjson", "pandas", "pyarrow", "pytest", "pytest-asyncio", "pytest-cov", "python-dateutil", "pyyaml (>=5.4)", "requests (>=2,<3)", "simsimd", "twine", "unasync"]
+dev = ["aiohttp", "black", "build", "coverage", "isort", "jinja2", "mapbox-vector-tile", "mypy", "nltk", "nox", "numpy", "orjson", "pandas", "pyarrow", "pyright", "pytest", "pytest-asyncio", "pytest-cov", "pytest-mock", "python-dateutil", "pyyaml (>=5.4)", "requests (>=2,<3)", "sentence-transformers", "simsimd", "tqdm", "twine", "types-python-dateutil", "types-tqdm", "unasync"]
 docs = ["sphinx", "sphinx-autodoc-typehints", "sphinx-rtd-theme (>=2.0)"]
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 pyarrow = ["pyarrow (>=1)"]
 requests = ["requests (>=2.4.0,!=2.32.2,<3.0.0)"]
 vectorstore-mmr = ["numpy (>=1)", "simsimd (>=3)"]
 
+[[package]]
+name = "email-validator"
+version = "2.2.0"
+description = "A robust email address syntax and deliverability validation library."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
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+]
+
+[package.dependencies]
+dnspython = ">=2.0.0"
+idna = ">=2.0.0"
+
+[[package]]
+name = "fastapi"
+version = "0.115.12"
+description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+[package.dependencies]
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+typing-extensions = ">=4.8.0"
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+
+[package.extras]
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+standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
+
+[[package]]
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+
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+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+testing = ["covdefaults (>=2.3)", "coverage (>=7.6.10)", "diff-cover (>=9.2.1)", "pytest (>=8.3.4)", "pytest-asyncio (>=0.25.2)", "pytest-cov (>=6)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.28.1)"]
+typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
+
 [[package]]
 name = "fixedint"
 version = "0.1.6"
 description = "simple fixed-width integers"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
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@@ -923,13 +1554,14 @@ files = [
 
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-version = "2.3.3"
+version = "2.3.4"
 description = "A fast library for automated machine learning and tuning"
 optional = false
 python-versions = ">=3.8"
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 azureml = ["azureml-mlflow"]
 benchmark = ["catboost (>=0.26)", "pandas (==1.1.4)", "psutil (==5.8.0)", "xgboost (==1.3.3)"]
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+forecast = ["hcrystalball (==0.1.10)", "holidays (<0.14)", "prophet (>=1.0.1)", "pytorch-forecasting (>=0.9.0) ; python_version < \"3.11\"", "pytorch-lightning (==1.9.0)", "statsmodels (>=0.12.2)", "tensorboardX (==2.6)"]
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 nlp = ["datasets", "nltk (<=3.8.1)", "rouge-score", "seqeval", "transformers[torch] (==4.26)"]
@@ -954,92 +1586,299 @@ ray = ["ray[tune] (>=1.13,<2.0)"]
 retrievechat = ["chromadb", "diskcache", "openai (==0.27.8)", "sentence-transformers", "termcolor", "tiktoken"]
 spark = ["joblib (<=1.3.2)", "joblibspark (>=0.5.0)", "pyspark (>=3.2.0)"]
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 vw = ["scikit-learn", "vowpalwabbit (>=8.10.0,<9.0.0)"]
 
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+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
+dropbox = ["dropbox", "dropboxdrivefs", "requests"]
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+fuse = ["fusepy"]
+gcs = ["gcsfs"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+gui = ["panel"]
+hdfs = ["pyarrow (>=1)"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
+s3 = ["s3fs"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
+test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
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+tqdm = ["tqdm"]
+
+[[package]]
+name = "gguf"
+version = "0.10.0"
+description = "Read and write ML models in GGUF for GGML"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+pyyaml = ">=5.1"
+tqdm = ">=4.27"
+
+[[package]]
+name = "gitdb"
+version = "4.0.12"
+description = "Git Object Database"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+smmap = ">=3.0.1,<6"
+
+[[package]]
+name = "gitpython"
+version = "3.1.44"
+description = "GitPython is a Python library used to interact with Git repositories"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+gitdb = ">=4.0.1,<5"
+
+[package.extras]
+doc = ["sphinx (>=7.1.2,<7.2)", "sphinx-autodoc-typehints", "sphinx_rtd_theme"]
+test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock ; python_version < \"3.8\"", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions ; python_version < \"3.11\""]
 
 [[package]]
 name = "google-auth"
-version = "2.37.0"
+version = "2.39.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
-    {file = "google_auth-2.37.0-py2.py3-none-any.whl", hash = "sha256:42664f18290a6be591be5329a96fe30184be1a1badb7292a7f686a9659de9ca0"},
-    {file = "google_auth-2.37.0.tar.gz", hash = "sha256:0054623abf1f9c83492c63d3f47e77f0a544caa3d40b2d98e099a611c2dd5d00"},
+    {file = "google_auth-2.39.0-py2.py3-none-any.whl", hash = "sha256:0150b6711e97fb9f52fe599f55648950cc4540015565d8fbb31be2ad6e1548a2"},
+    {file = "google_auth-2.39.0.tar.gz", hash = "sha256:73222d43cdc35a3aeacbfdcaf73142a97839f10de930550d89ebfe1d0a00cde7"},
 ]
 
 [package.dependencies]
@@ -1048,12 +1887,14 @@ pyasn1-modules = ">=0.2.1"
 rsa = ">=3.1.4,<5"
 
 [package.extras]
-aiohttp = ["aiohttp (>=3.6.2,<4.0.0.dev0)", "requests (>=2.20.0,<3.0.0.dev0)"]
+aiohttp = ["aiohttp (>=3.6.2,<4.0.0)", "requests (>=2.20.0,<3.0.0)"]
 enterprise-cert = ["cryptography", "pyopenssl"]
-pyjwt = ["cryptography (>=38.0.3)", "pyjwt (>=2.0)"]
-pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
+pyjwt = ["cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "pyjwt (>=2.0)"]
+pyopenssl = ["cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
-requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
+requests = ["requests (>=2.20.0,<3.0.0)"]
+testing = ["aiohttp (<3.10.0)", "aiohttp (>=3.6.2,<4.0.0)", "aioresponses", "cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "flask", "freezegun", "grpcio", "mock", "oauth2client", "packaging", "pyjwt (>=2.0)", "pyopenssl (<24.3.0)", "pyopenssl (>=20.0.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-localserver", "pyu2f (>=0.1.5)", "requests (>=2.20.0,<3.0.0)", "responses", "urllib3"]
+urllib3 = ["packaging", "urllib3"]
 
 [[package]]
 name = "h11"
@@ -1061,6 +1902,7 @@ version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
@@ -1072,6 +1914,7 @@ version = "1.4.0"
 description = "A mocking library for requests."
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "httmock-1.4.0-py3-none-any.whl", hash = "sha256:13e6c63f135a928e15d386af789a2890efb03e0e280f29bdc9961f3f0dc34cb9"},
     {file = "httmock-1.4.0.tar.gz", hash = "sha256:44eaf4bb59cc64cd6f5d8bf8700b46aa3097cc5651b9bc85c527dfbc71792f41"},
@@ -1082,13 +1925,14 @@ requests = ">=1.0.0"
 
 [[package]]
 name = "httpcore"
-version = "1.0.7"
+version = "1.0.8"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd"},
-    {file = "httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c"},
+    {file = "httpcore-1.0.8-py3-none-any.whl", hash = "sha256:5254cf149bcb5f75e9d1b2b9f729ea4a4b883d1ad7379fc632b727cec23674be"},
+    {file = "httpcore-1.0.8.tar.gz", hash = "sha256:86e94505ed24ea06514883fd44d2bc02d90e77e7979c8eb71b90f41d364a1bad"},
 ]
 
 [package.dependencies]
@@ -1101,12 +1945,69 @@ http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 trio = ["trio (>=0.22.0,<1.0)"]
 
+[[package]]
+name = "httptools"
+version = "0.6.4"
+description = "A collection of framework independent HTTP protocol utils."
+optional = false
+python-versions = ">=3.8.0"
+groups = ["main"]
+files = [
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+    {file = "httptools-0.6.4.tar.gz", hash = "sha256:4e93eee4add6493b59a5c514da98c939b244fce4a0d8879cd3f466562f4b7d5c"},
+]
+
+[package.extras]
+test = ["Cython (>=0.29.24)"]
+
 [[package]]
 name = "httpx"
 version = "0.28.1"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
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@@ -1119,18 +2020,55 @@ httpcore = "==1.*"
 idna = "*"
 
 [package.extras]
-brotli = ["brotli", "brotlicffi"]
+brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "huggingface-hub"
+version = "0.30.2"
+description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
+optional = false
+python-versions = ">=3.8.0"
+groups = ["main"]
+files = [
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+torch = ["safetensors[torch]", "torch"]
+typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
+
 [[package]]
 name = "idna"
 version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
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 optional = false
 python-versions = "*"
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-python-versions = ">=3.8"
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 type = ["pytest-mypy"]
 
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+    {file = "jiter-0.9.0-cp39-cp39-win_amd64.whl", hash = "sha256:e8b36d8a16a61993be33e75126ad3d8aa29cf450b09576f3c427d27647fcb4aa"},
+    {file = "jiter-0.9.0.tar.gz", hash = "sha256:aadba0964deb424daa24492abc3d229c60c4a31bfee205aedbf1acc7639d7893"},
 ]
 
 [[package]]
@@ -1274,6 +2259,7 @@ version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
     {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
@@ -1295,6 +2281,7 @@ version = "2024.10.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "jsonschema_specifications-2024.10.1-py3-none-any.whl", hash = "sha256:a09a0680616357d9a0ecf05c12ad234479f549239d0f5b55f3deea67475da9bf"},
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@@ -1309,6 +2296,7 @@ version = "1.4.8"
 description = "A fast implementation of the Cassowary constraint solver"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "kiwisolver-1.4.8-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:88c6f252f6816a73b1f8c904f7bbe02fd67c09a69f7cb8a0eecdbf5ce78e63db"},
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@@ -1398,6 +2386,7 @@ version = "30.1.0"
 description = "Kubernetes python client"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "kubernetes-30.1.0-py2.py3-none-any.whl", hash = "sha256:e212e8b7579031dd2e512168b617373bc1e03888d41ac4e04039240a292d478d"},
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@@ -1419,18 +2408,86 @@ websocket-client = ">=0.32.0,<0.40.0 || >0.40.0,<0.41.dev0 || >=0.43.dev0"
 adal = ["adal (>=1.0.2)"]
 
 [[package]]
-name = "markdown-it-py"
-version = "3.0.0"
-description = "Python port of markdown-it. Markdown parsing, done right!"
+name = "lark"
+version = "1.2.2"
+description = "a modern parsing library"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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+    {file = "lark-1.2.2-py3-none-any.whl", hash = "sha256:c2276486b02f0f1b90be155f2c8ba4a8e194d42775786db622faccd652d8e80c"},
+    {file = "lark-1.2.2.tar.gz", hash = "sha256:ca807d0162cd16cef15a8feecb862d7319e7a09bdb13aef927968e45040fed80"},
 ]
 
-[package.dependencies]
-mdurl = ">=0.1,<1.0"
+[package.extras]
+atomic-cache = ["atomicwrites"]
+interegular = ["interegular (>=0.3.1,<0.4.0)"]
+nearley = ["js2py"]
+regex = ["regex"]
+
+[[package]]
+name = "llvmlite"
+version = "0.43.0"
+description = "lightweight wrapper around basic LLVM functionality"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+]
+
+[[package]]
+name = "lm-format-enforcer"
+version = "0.10.11"
+description = "Enforce the output format (JSON Schema, Regex etc) of a language model"
+optional = false
+python-versions = "<4.0,>=3.8"
+groups = ["main"]
+files = [
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+
+[package.dependencies]
+interegular = ">=0.3.2"
+packaging = "*"
+pydantic = ">=1.10.8"
+pyyaml = "*"
+
+[[package]]
+name = "markdown-it-py"
+version = "3.0.0"
+description = "Python port of markdown-it. Markdown parsing, done right!"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+mdurl = ">=0.1,<1.0"
 
 [package.extras]
 benchmarking = ["psutil", "pytest", "pytest-benchmark"]
@@ -1442,15 +2499,87 @@ profiling = ["gprof2dot"]
 rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
 testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
+[[package]]
+name = "markupsafe"
+version = "3.0.2"
+description = "Safely add untrusted strings to HTML/XML markup."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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 [package.dependencies]
@@ -1524,44 +2654,220 @@ version = "0.1.2"
 description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
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 ]
 
+[[package]]
+name = "mistral-common"
+version = "1.5.4"
+description = ""
+optional = false
+python-versions = "<4.0.0,>=3.8.10"
+groups = ["main"]
+files = [
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+opencv-python-headless = {version = ">=4.0.0", optional = true, markers = "extra == \"opencv\""}
+pillow = ">=10.3.0"
+pydantic = ">=2.7,<3.0"
+requests = ">=2.0.0"
+sentencepiece = ">=0.2.0"
+tiktoken = ">=0.7.0"
+typing-extensions = ">=4.11.0"
+
+[package.extras]
+opencv = ["opencv-python-headless (>=4.0.0)"]
+
+[[package]]
+name = "mpmath"
+version = "1.3.0"
+description = "Python library for arbitrary-precision floating-point arithmetic"
+optional = false
+python-versions = "*"
+groups = ["main"]
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+docs = ["sphinx"]
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+tests = ["pytest (>=4.6)"]
+
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 name = "msal"
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 PyJWT = {version = ">=1.0.0,<3", extras = ["crypto"]}
 requests = ">=2.0.0,<3"
 
 [package.extras]
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-version = "1.2.0"
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-python-versions = ">=3.7"
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-portalocker = ">=1.4,<3"
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+toml = ["tomli ; python_version < \"3.11\"", "tomli_w"]
+yaml = ["pyyaml"]
 
 [[package]]
 name = "msrest"
@@ -1569,6 +2875,7 @@ version = "0.7.1"
 description = "AutoRest swagger generator Python client runtime."
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
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 requests-oauthlib = ">=0.5.0"
 
 [package.extras]
-async = ["aiodns", "aiohttp (>=3.0)"]
+async = ["aiodns ; python_version >= \"3.5\"", "aiohttp (>=3.0) ; python_version >= \"3.5\""]
+
+[[package]]
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     {file = "numpy-1.26.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0"},
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@@ -1651,12 +3142,192 @@ files = [
     {file = "numpy-1.26.4.tar.gz", hash = "sha256:2a02aba9ed12e4ac4eb3ea9421c420301a0c6460d9830d74a9df87efa4912010"},
 ]
 
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+description = "CUBLAS native runtime libraries"
+optional = false
+python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+files = [
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+    {file = "nvidia_cublas_cu12-12.4.5.8-py3-none-manylinux2014_x86_64.whl", hash = "sha256:2fc8da60df463fdefa81e323eef2e36489e1c94335b5358bcb38360adf75ac9b"},
+    {file = "nvidia_cublas_cu12-12.4.5.8-py3-none-win_amd64.whl", hash = "sha256:5a796786da89203a0657eda402bcdcec6180254a8ac22d72213abc42069522dc"},
+]
+
+[[package]]
+name = "nvidia-cuda-cupti-cu12"
+version = "12.4.127"
+description = "CUDA profiling tools runtime libs."
+optional = false
+python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+files = [
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+    {file = "nvidia_cuda_cupti_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:9dec60f5ac126f7bb551c055072b69d85392b13311fcc1bcda2202d172df30fb"},
+    {file = "nvidia_cuda_cupti_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:5688d203301ab051449a2b1cb6690fbe90d2b372f411521c86018b950f3d7922"},
+]
+
+[[package]]
+name = "nvidia-cuda-nvrtc-cu12"
+version = "12.4.127"
+description = "NVRTC native runtime libraries"
+optional = false
+python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+files = [
+    {file = "nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:0eedf14185e04b76aa05b1fea04133e59f465b6f960c0cbf4e37c3cb6b0ea198"},
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+    {file = "nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:a961b2f1d5f17b14867c619ceb99ef6fcec12e46612711bcec78eb05068a60ec"},
+]
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+[[package]]
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+description = "CUDA Runtime native Libraries"
+optional = false
+python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+files = [
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+    {file = "nvidia_cuda_runtime_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:09c2e35f48359752dfa822c09918211844a3d93c100a715d79b59591130c5e1e"},
+]
+
+[[package]]
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+description = "cuDNN runtime libraries"
+optional = false
+python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+files = [
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+[package.dependencies]
+nvidia-cublas-cu12 = "*"
+
+[[package]]
+name = "nvidia-cufft-cu12"
+version = "11.2.1.3"
+description = "CUFFT native runtime libraries"
+optional = false
+python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+files = [
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+    {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-manylinux2014_x86_64.whl", hash = "sha256:f083fc24912aa410be21fa16d157fed2055dab1cc4b6934a0e03cba69eb242b9"},
+    {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-win_amd64.whl", hash = "sha256:d802f4954291101186078ccbe22fc285a902136f974d369540fd4a5333d1440b"},
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+[package.dependencies]
+nvidia-nvjitlink-cu12 = "*"
+
+[[package]]
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+version = "10.3.5.147"
+description = "CURAND native runtime libraries"
+optional = false
+python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+files = [
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+    {file = "nvidia_curand_cu12-10.3.5.147-py3-none-manylinux2014_x86_64.whl", hash = "sha256:a88f583d4e0bb643c49743469964103aa59f7f708d862c3ddb0fc07f851e3b8b"},
+    {file = "nvidia_curand_cu12-10.3.5.147-py3-none-win_amd64.whl", hash = "sha256:f307cc191f96efe9e8f05a87096abc20d08845a841889ef78cb06924437f6771"},
+]
+
+[[package]]
+name = "nvidia-cusolver-cu12"
+version = "11.6.1.9"
+description = "CUDA solver native runtime libraries"
+optional = false
+python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+files = [
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+    {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-win_amd64.whl", hash = "sha256:e77314c9d7b694fcebc84f58989f3aa4fb4cb442f12ca1a9bde50f5e8f6d1b9c"},
+]
+
+[package.dependencies]
+nvidia-cublas-cu12 = "*"
+nvidia-cusparse-cu12 = "*"
+nvidia-nvjitlink-cu12 = "*"
+
+[[package]]
+name = "nvidia-cusparse-cu12"
+version = "12.3.1.170"
+description = "CUSPARSE native runtime libraries"
+optional = false
+python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+files = [
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+    {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_x86_64.whl", hash = "sha256:ea4f11a2904e2a8dc4b1833cc1b5181cde564edd0d5cd33e3c168eff2d1863f1"},
+    {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-win_amd64.whl", hash = "sha256:9bc90fb087bc7b4c15641521f31c0371e9a612fc2ba12c338d3ae032e6b6797f"},
+]
+
+[package.dependencies]
+nvidia-nvjitlink-cu12 = "*"
+
+[[package]]
+name = "nvidia-nccl-cu12"
+version = "2.21.5"
+description = "NVIDIA Collective Communication Library (NCCL) Runtime"
+optional = false
+python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+files = [
+    {file = "nvidia_nccl_cu12-2.21.5-py3-none-manylinux2014_x86_64.whl", hash = "sha256:8579076d30a8c24988834445f8d633c697d42397e92ffc3f63fa26766d25e0a0"},
+]
+
+[[package]]
+name = "nvidia-nvjitlink-cu12"
+version = "12.4.127"
+description = "Nvidia JIT LTO Library"
+optional = false
+python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+files = [
+    {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:4abe7fef64914ccfa909bc2ba39739670ecc9e820c83ccc7a6ed414122599b83"},
+    {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:06b3b9b25bf3f8af351d664978ca26a16d2c5127dbd53c0497e28d1fb9611d57"},
+    {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:fd9020c501d27d135f983c6d3e244b197a7ccad769e34df53a42e276b0e25fa1"},
+]
+
+[[package]]
+name = "nvidia-nvtx-cu12"
+version = "12.4.127"
+description = "NVIDIA Tools Extension"
+optional = false
+python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+files = [
+    {file = "nvidia_nvtx_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:7959ad635db13edf4fc65c06a6e9f9e55fc2f92596db928d169c0bb031e88ef3"},
+    {file = "nvidia_nvtx_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:781e950d9b9f60d8241ccea575b32f5105a5baf4c2351cab5256a24869f12a1a"},
+    {file = "nvidia_nvtx_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:641dccaaa1139f3ffb0d3164b4b84f9d253397e38246a4f2f36728b48566d485"},
+]
+
 [[package]]
 name = "oauthlib"
 version = "3.2.2"
 description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "oauthlib-3.2.2-py3-none-any.whl", hash = "sha256:8139f29aac13e25d502680e9e19963e83f16838d48a0d71c287fe40e7067fbca"},
     {file = "oauthlib-3.2.2.tar.gz", hash = "sha256:9859c40929662bec5d64f34d01c99e093149682a3f38915dc0655d5a633dd918"},
@@ -1669,13 +3340,14 @@ signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 
 [[package]]
 name = "openai"
-version = "1.60.0"
+version = "1.75.0"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "openai-1.60.0-py3-none-any.whl", hash = "sha256:df06c43be8018274980ac363da07d4b417bd835ead1c66e14396f6f15a0d5dda"},
-    {file = "openai-1.60.0.tar.gz", hash = "sha256:7fa536cd4b644718645b874d2706e36dbbef38b327e42ca0623275da347ee1a9"},
+    {file = "openai-1.75.0-py3-none-any.whl", hash = "sha256:fe6f932d2ded3b429ff67cc9ad118c71327db32eb9d32dd723de3acfca337125"},
+    {file = "openai-1.75.0.tar.gz", hash = "sha256:fb3ea907efbdb1bcfd0c44507ad9c961afd7dce3147292b54505ecfd17be8fd1"},
 ]
 
 [package.dependencies]
@@ -1690,138 +3362,169 @@ typing-extensions = ">=4.11,<5"
 
 [package.extras]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
-realtime = ["websockets (>=13,<15)"]
+realtime = ["websockets (>=13,<16)"]
+voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
+
+[[package]]
+name = "opencv-python-headless"
+version = "4.11.0.86"
+description = "Wrapper package for OpenCV python bindings."
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = [
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+    {file = "opencv_python_headless-4.11.0.86-cp37-abi3-macosx_13_0_arm64.whl", hash = "sha256:48128188ade4a7e517237c8e1e11a9cdf5c282761473383e77beb875bb1e61ca"},
+    {file = "opencv_python_headless-4.11.0.86-cp37-abi3-macosx_13_0_x86_64.whl", hash = "sha256:a66c1b286a9de872c343ee7c3553b084244299714ebb50fbdcd76f07ebbe6c81"},
+    {file = "opencv_python_headless-4.11.0.86-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6efabcaa9df731f29e5ea9051776715b1bdd1845d7c9530065c7951d2a2899eb"},
+    {file = "opencv_python_headless-4.11.0.86-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0e0a27c19dd1f40ddff94976cfe43066fbbe9dfbb2ec1907d66c19caef42a57b"},
+    {file = "opencv_python_headless-4.11.0.86-cp37-abi3-win32.whl", hash = "sha256:f447d8acbb0b6f2808da71fddd29c1cdd448d2bc98f72d9bb78a7a898fc9621b"},
+    {file = "opencv_python_headless-4.11.0.86-cp37-abi3-win_amd64.whl", hash = "sha256:6c304df9caa7a6a5710b91709dd4786bf20a74d57672b3c31f7033cc638174ca"},
+]
+
+[package.dependencies]
+numpy = [
+    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
+    {version = ">=1.23.5", markers = "python_version == \"3.11\""},
+]
 
 [[package]]
 name = "opentelemetry-api"
-version = "1.29.0"
+version = "1.31.1"
 description = "OpenTelemetry Python API"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "opentelemetry_api-1.29.0-py3-none-any.whl", hash = "sha256:5fcd94c4141cc49c736271f3e1efb777bebe9cc535759c54c936cca4f1b312b8"},
-    {file = "opentelemetry_api-1.29.0.tar.gz", hash = "sha256:d04a6cf78aad09614f52964ecb38021e248f5714dc32c2e0d8fd99517b4d69cf"},
+    {file = "opentelemetry_api-1.31.1-py3-none-any.whl", hash = "sha256:1511a3f470c9c8a32eeea68d4ea37835880c0eed09dd1a0187acc8b1301da0a1"},
+    {file = "opentelemetry_api-1.31.1.tar.gz", hash = "sha256:137ad4b64215f02b3000a0292e077641c8611aab636414632a9b9068593b7e91"},
 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
-importlib-metadata = ">=6.0,<=8.5.0"
+importlib-metadata = ">=6.0,<8.7.0"
 
 [[package]]
 name = "opentelemetry-instrumentation"
-version = "0.50b0"
+version = "0.52b1"
 description = "Instrumentation Tools & Auto Instrumentation for OpenTelemetry Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation-0.50b0-py3-none-any.whl", hash = "sha256:b8f9fc8812de36e1c6dffa5bfc6224df258841fb387b6dfe5df15099daa10630"},
-    {file = "opentelemetry_instrumentation-0.50b0.tar.gz", hash = "sha256:7d98af72de8dec5323e5202e46122e5f908592b22c6d24733aad619f07d82979"},
+    {file = "opentelemetry_instrumentation-0.52b1-py3-none-any.whl", hash = "sha256:8c0059c4379d77bbd8015c8d8476020efe873c123047ec069bb335e4b8717477"},
+    {file = "opentelemetry_instrumentation-0.52b1.tar.gz", hash = "sha256:739f3bfadbbeec04dd59297479e15660a53df93c131d907bb61052e3d3c1406f"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.4,<2.0"
-opentelemetry-semantic-conventions = "0.50b0"
+opentelemetry-semantic-conventions = "0.52b1"
 packaging = ">=18.0"
 wrapt = ">=1.0.0,<2.0.0"
 
 [[package]]
 name = "opentelemetry-instrumentation-asgi"
-version = "0.50b0"
+version = "0.52b1"
 description = "ASGI instrumentation for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation_asgi-0.50b0-py3-none-any.whl", hash = "sha256:2ba1297f746e55dec5a17fe825689da0613662fb25c004c3965a6c54b1d5be22"},
-    {file = "opentelemetry_instrumentation_asgi-0.50b0.tar.gz", hash = "sha256:3ca4cb5616ae6a3e8ce86e7d5c360a8d8cc8ed722cf3dc8a5e44300774e87d49"},
+    {file = "opentelemetry_instrumentation_asgi-0.52b1-py3-none-any.whl", hash = "sha256:f7179f477ed665ba21871972f979f21e8534edb971232e11920c8a22f4759236"},
+    {file = "opentelemetry_instrumentation_asgi-0.52b1.tar.gz", hash = "sha256:a6dbce9cb5b2c2f45ce4817ad21f44c67fd328358ad3ab911eb46f0be67f82ec"},
 ]
 
 [package.dependencies]
 asgiref = ">=3.0,<4.0"
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.50b0"
-opentelemetry-semantic-conventions = "0.50b0"
-opentelemetry-util-http = "0.50b0"
+opentelemetry-instrumentation = "0.52b1"
+opentelemetry-semantic-conventions = "0.52b1"
+opentelemetry-util-http = "0.52b1"
 
 [package.extras]
 instruments = ["asgiref (>=3.0,<4.0)"]
 
 [[package]]
 name = "opentelemetry-instrumentation-dbapi"
-version = "0.50b0"
+version = "0.52b1"
 description = "OpenTelemetry Database API instrumentation"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation_dbapi-0.50b0-py3-none-any.whl", hash = "sha256:23a730c3d7372b04b8a9507d2a67c5efbf92ff718eaa002b81ffbaf2b01d270f"},
-    {file = "opentelemetry_instrumentation_dbapi-0.50b0.tar.gz", hash = "sha256:2603ca39e216893026c185ca8c44c326c0a9a763d5afff2309bd6195c50b7c49"},
+    {file = "opentelemetry_instrumentation_dbapi-0.52b1-py3-none-any.whl", hash = "sha256:47e54d26ad39f3951c7f3b4d4fb685a3c75445cfd57fcff2e92c416575c568ab"},
+    {file = "opentelemetry_instrumentation_dbapi-0.52b1.tar.gz", hash = "sha256:62a6c37b659f6aa5476f12fb76c78f4ad27c49fb71a8a2c11609afcbb84f1e1c"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.50b0"
-opentelemetry-semantic-conventions = "0.50b0"
+opentelemetry-instrumentation = "0.52b1"
+opentelemetry-semantic-conventions = "0.52b1"
 wrapt = ">=1.0.0,<2.0.0"
 
 [[package]]
 name = "opentelemetry-instrumentation-django"
-version = "0.50b0"
+version = "0.52b1"
 description = "OpenTelemetry Instrumentation for Django"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation_django-0.50b0-py3-none-any.whl", hash = "sha256:ab7b4cd52b8f12420d968823f6bbfbc2a6ddb2af7a05fcb0d5b6755d338f1915"},
-    {file = "opentelemetry_instrumentation_django-0.50b0.tar.gz", hash = "sha256:624fd0beb1ac827f2af31709c2da5cb55d8dc899c2449d6e8fcc9fa5538fd56b"},
+    {file = "opentelemetry_instrumentation_django-0.52b1-py3-none-any.whl", hash = "sha256:895dcc551fa9c38c62e23d6b66ef250b20ff0afd7a39f8822ec61a2929dfc7c7"},
+    {file = "opentelemetry_instrumentation_django-0.52b1.tar.gz", hash = "sha256:2541819564dae5edb0afd023de25d35761d8943aa88e6344b1e52f4fe036ccb6"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.50b0"
-opentelemetry-instrumentation-wsgi = "0.50b0"
-opentelemetry-semantic-conventions = "0.50b0"
-opentelemetry-util-http = "0.50b0"
+opentelemetry-instrumentation = "0.52b1"
+opentelemetry-instrumentation-wsgi = "0.52b1"
+opentelemetry-semantic-conventions = "0.52b1"
+opentelemetry-util-http = "0.52b1"
 
 [package.extras]
-asgi = ["opentelemetry-instrumentation-asgi (==0.50b0)"]
+asgi = ["opentelemetry-instrumentation-asgi (==0.52b1)"]
 instruments = ["django (>=1.10)"]
 
 [[package]]
 name = "opentelemetry-instrumentation-fastapi"
-version = "0.50b0"
+version = "0.52b1"
 description = "OpenTelemetry FastAPI Instrumentation"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation_fastapi-0.50b0-py3-none-any.whl", hash = "sha256:8f03b738495e4705fbae51a2826389c7369629dace89d0f291c06ffefdff5e52"},
-    {file = "opentelemetry_instrumentation_fastapi-0.50b0.tar.gz", hash = "sha256:16b9181682136da210295def2bb304a32fb9bdee9a935cdc9da43567f7c1149e"},
+    {file = "opentelemetry_instrumentation_fastapi-0.52b1-py3-none-any.whl", hash = "sha256:73c8804f053c5eb2fd2c948218bff9561f1ef65e89db326a6ab0b5bf829969f4"},
+    {file = "opentelemetry_instrumentation_fastapi-0.52b1.tar.gz", hash = "sha256:d26ab15dc49e041301d5c2571605b8f5c3a6ee4a85b60940338f56c120221e98"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.50b0"
-opentelemetry-instrumentation-asgi = "0.50b0"
-opentelemetry-semantic-conventions = "0.50b0"
-opentelemetry-util-http = "0.50b0"
+opentelemetry-instrumentation = "0.52b1"
+opentelemetry-instrumentation-asgi = "0.52b1"
+opentelemetry-semantic-conventions = "0.52b1"
+opentelemetry-util-http = "0.52b1"
 
 [package.extras]
 instruments = ["fastapi (>=0.58,<1.0)"]
 
 [[package]]
 name = "opentelemetry-instrumentation-flask"
-version = "0.50b0"
+version = "0.52b1"
 description = "Flask instrumentation for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation_flask-0.50b0-py3-none-any.whl", hash = "sha256:db7fb40191145f4356a793922c3fc80a33689e6a7c7c4c6def8aa1eedb0ac42a"},
-    {file = "opentelemetry_instrumentation_flask-0.50b0.tar.gz", hash = "sha256:e56a820b1d43fdd5a57f7b481c4d6365210a48a1312c83af4185bc636977755f"},
+    {file = "opentelemetry_instrumentation_flask-0.52b1-py3-none-any.whl", hash = "sha256:3c8b83147838bef24aac0182f0d49865321efba4cb1f96629f460330d21d0fa9"},
+    {file = "opentelemetry_instrumentation_flask-0.52b1.tar.gz", hash = "sha256:c8bc64da425ccbadb4a2ee5e8d99045e2282bfbf63bc9be07c386675839d00be"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.50b0"
-opentelemetry-instrumentation-wsgi = "0.50b0"
-opentelemetry-semantic-conventions = "0.50b0"
-opentelemetry-util-http = "0.50b0"
+opentelemetry-instrumentation = "0.52b1"
+opentelemetry-instrumentation-wsgi = "0.52b1"
+opentelemetry-semantic-conventions = "0.52b1"
+opentelemetry-util-http = "0.52b1"
 packaging = ">=21.0"
 
 [package.extras]
@@ -1829,76 +3532,80 @@ instruments = ["flask (>=1.0)"]
 
 [[package]]
 name = "opentelemetry-instrumentation-psycopg2"
-version = "0.50b0"
+version = "0.52b1"
 description = "OpenTelemetry psycopg2 instrumentation"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation_psycopg2-0.50b0-py3-none-any.whl", hash = "sha256:448297e63320711b5571f64bcf5d67ecf4856454c36d3bff6c3d01a4f8a48d18"},
-    {file = "opentelemetry_instrumentation_psycopg2-0.50b0.tar.gz", hash = "sha256:86f8e507e98d8824f51bbc3c62121dbd4b8286063362f10b9dfa035a8da49f0b"},
+    {file = "opentelemetry_instrumentation_psycopg2-0.52b1-py3-none-any.whl", hash = "sha256:51ac9f3d0b83889a1df2fc1342d86887142c2b70d8532043bc49b36fe95ea9d8"},
+    {file = "opentelemetry_instrumentation_psycopg2-0.52b1.tar.gz", hash = "sha256:5bbdb2a2973aae9402946c995e277b1f76e467faebc40ac0f8da51c701918bb4"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.50b0"
-opentelemetry-instrumentation-dbapi = "0.50b0"
+opentelemetry-instrumentation = "0.52b1"
+opentelemetry-instrumentation-dbapi = "0.52b1"
 
 [package.extras]
-instruments = ["psycopg2 (>=2.7.3.1)"]
+instruments = ["psycopg2 (>=2.7.3.1)", "psycopg2-binary (>=2.7.3.1)"]
 
 [[package]]
 name = "opentelemetry-instrumentation-requests"
-version = "0.50b0"
+version = "0.52b1"
 description = "OpenTelemetry requests instrumentation"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation_requests-0.50b0-py3-none-any.whl", hash = "sha256:2c60a890988d6765de9230004d0af9071b3b2e1ddba4ca3b631cfb8a1722208d"},
-    {file = "opentelemetry_instrumentation_requests-0.50b0.tar.gz", hash = "sha256:f8088c76f757985b492aad33331d21aec2f99c197472a57091c2e986a4b7ec8b"},
+    {file = "opentelemetry_instrumentation_requests-0.52b1-py3-none-any.whl", hash = "sha256:58ae3c415543d8ba2b0091b81ac13b65f2993adef0a4b9a5d3d7ebbe0023986a"},
+    {file = "opentelemetry_instrumentation_requests-0.52b1.tar.gz", hash = "sha256:711a2ef90e32a0ffd4650b21376b8e102473845ba9121efca0d94314d529b501"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.50b0"
-opentelemetry-semantic-conventions = "0.50b0"
-opentelemetry-util-http = "0.50b0"
+opentelemetry-instrumentation = "0.52b1"
+opentelemetry-semantic-conventions = "0.52b1"
+opentelemetry-util-http = "0.52b1"
 
 [package.extras]
 instruments = ["requests (>=2.0,<3.0)"]
 
 [[package]]
 name = "opentelemetry-instrumentation-urllib"
-version = "0.50b0"
+version = "0.52b1"
 description = "OpenTelemetry urllib instrumentation"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation_urllib-0.50b0-py3-none-any.whl", hash = "sha256:55024940fd41fbdd5a6ab5b6397660900b7a75e23f9ff7f61b4ae1279710a3ec"},
-    {file = "opentelemetry_instrumentation_urllib-0.50b0.tar.gz", hash = "sha256:af3e9710635c3f8a5ec38adc772dfef0c1022d0196007baf4b74504e920b5d31"},
+    {file = "opentelemetry_instrumentation_urllib-0.52b1-py3-none-any.whl", hash = "sha256:559ee1228194cf025c22b2515bdb855aefd9cec19596a7b30df5f092fbc72e56"},
+    {file = "opentelemetry_instrumentation_urllib-0.52b1.tar.gz", hash = "sha256:1364c742eaec56e11bab8723aecde378e438f86f753d93fcbf5ca8f6e1073a5c"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.50b0"
-opentelemetry-semantic-conventions = "0.50b0"
-opentelemetry-util-http = "0.50b0"
+opentelemetry-instrumentation = "0.52b1"
+opentelemetry-semantic-conventions = "0.52b1"
+opentelemetry-util-http = "0.52b1"
 
 [[package]]
 name = "opentelemetry-instrumentation-urllib3"
-version = "0.50b0"
+version = "0.52b1"
 description = "OpenTelemetry urllib3 instrumentation"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation_urllib3-0.50b0-py3-none-any.whl", hash = "sha256:c679b3908645b7d4d07c36960fe0efef490b403983e314108450146cc89bd675"},
-    {file = "opentelemetry_instrumentation_urllib3-0.50b0.tar.gz", hash = "sha256:2c4a1d9f128eaf753871b1d90659c744691d039a6601ba546081347ae192bd0e"},
+    {file = "opentelemetry_instrumentation_urllib3-0.52b1-py3-none-any.whl", hash = "sha256:4011bac1639a6336c443252d93709eff17e316523f335ddee4ddb47bf464305e"},
+    {file = "opentelemetry_instrumentation_urllib3-0.52b1.tar.gz", hash = "sha256:b607aefd2c02ff7fbf6eea4b863f63348e64b29592ffa90dcc970a5bbcbe3c6b"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.50b0"
-opentelemetry-semantic-conventions = "0.50b0"
-opentelemetry-util-http = "0.50b0"
+opentelemetry-instrumentation = "0.52b1"
+opentelemetry-semantic-conventions = "0.52b1"
+opentelemetry-util-http = "0.52b1"
 wrapt = ">=1.0.0,<2.0.0"
 
 [package.extras]
@@ -1906,20 +3613,21 @@ instruments = ["urllib3 (>=1.0.0,<3.0.0)"]
 
 [[package]]
 name = "opentelemetry-instrumentation-wsgi"
-version = "0.50b0"
+version = "0.52b1"
 description = "WSGI Middleware for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation_wsgi-0.50b0-py3-none-any.whl", hash = "sha256:4bc0fdf52b603507d6170a25504f0ceea358d7e90a2c0e8794b7b7eca5ea355c"},
-    {file = "opentelemetry_instrumentation_wsgi-0.50b0.tar.gz", hash = "sha256:c25b5f1b664d984a41546a34cf2f893dcde6cf56922f88c475864e7df37edf4a"},
+    {file = "opentelemetry_instrumentation_wsgi-0.52b1-py3-none-any.whl", hash = "sha256:13d19958bb63df0dc32df23a047e94fe5db66151d29b17c01b1d751dd84029f8"},
+    {file = "opentelemetry_instrumentation_wsgi-0.52b1.tar.gz", hash = "sha256:2c0534cacae594ef8c749edf3d1a8bce78e959a1b40efbc36f1b59d1f7977089"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.50b0"
-opentelemetry-semantic-conventions = "0.50b0"
-opentelemetry-util-http = "0.50b0"
+opentelemetry-instrumentation = "0.52b1"
+opentelemetry-semantic-conventions = "0.52b1"
+opentelemetry-util-http = "0.52b1"
 
 [[package]]
 name = "opentelemetry-resource-detector-azure"
@@ -1927,6 +3635,7 @@ version = "0.1.5"
 description = "Azure Resource Detector for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "opentelemetry_resource_detector_azure-0.1.5-py3-none-any.whl", hash = "sha256:4dcc5d54ab5c3b11226af39509bc98979a8b9e0f8a24c1b888783755d3bf00eb"},
     {file = "opentelemetry_resource_detector_azure-0.1.5.tar.gz", hash = "sha256:e0ba658a87c69eebc806e75398cd0e9f68a8898ea62de99bc1b7083136403710"},
@@ -1937,55 +3646,142 @@ opentelemetry-sdk = ">=1.21,<2.0"
 
 [[package]]
 name = "opentelemetry-sdk"
-version = "1.29.0"
+version = "1.31.1"
 description = "OpenTelemetry Python SDK"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "opentelemetry_sdk-1.29.0-py3-none-any.whl", hash = "sha256:173be3b5d3f8f7d671f20ea37056710217959e774e2749d984355d1f9391a30a"},
-    {file = "opentelemetry_sdk-1.29.0.tar.gz", hash = "sha256:b0787ce6aade6ab84315302e72bd7a7f2f014b0fb1b7c3295b88afe014ed0643"},
+    {file = "opentelemetry_sdk-1.31.1-py3-none-any.whl", hash = "sha256:882d021321f223e37afaca7b4e06c1d8bbc013f9e17ff48a7aa017460a8e7dae"},
+    {file = "opentelemetry_sdk-1.31.1.tar.gz", hash = "sha256:c95f61e74b60769f8ff01ec6ffd3d29684743404603df34b20aa16a49dc8d903"},
 ]
 
 [package.dependencies]
-opentelemetry-api = "1.29.0"
-opentelemetry-semantic-conventions = "0.50b0"
+opentelemetry-api = "1.31.1"
+opentelemetry-semantic-conventions = "0.52b1"
 typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "opentelemetry-semantic-conventions"
-version = "0.50b0"
+version = "0.52b1"
 description = "OpenTelemetry Semantic Conventions"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "opentelemetry_semantic_conventions-0.50b0-py3-none-any.whl", hash = "sha256:e87efba8fdb67fb38113efea6a349531e75ed7ffc01562f65b802fcecb5e115e"},
-    {file = "opentelemetry_semantic_conventions-0.50b0.tar.gz", hash = "sha256:02dc6dbcb62f082de9b877ff19a3f1ffaa3c306300fa53bfac761c4567c83d38"},
+    {file = "opentelemetry_semantic_conventions-0.52b1-py3-none-any.whl", hash = "sha256:72b42db327e29ca8bb1b91e8082514ddf3bbf33f32ec088feb09526ade4bc77e"},
+    {file = "opentelemetry_semantic_conventions-0.52b1.tar.gz", hash = "sha256:7b3d226ecf7523c27499758a58b542b48a0ac8d12be03c0488ff8ec60c5bae5d"},
 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
-opentelemetry-api = "1.29.0"
+opentelemetry-api = "1.31.1"
 
 [[package]]
 name = "opentelemetry-util-http"
-version = "0.50b0"
+version = "0.52b1"
 description = "Web util for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "opentelemetry_util_http-0.52b1-py3-none-any.whl", hash = "sha256:6a6ab6bfa23fef96f4995233e874f67602adf9d224895981b4ab9d4dde23de78"},
+    {file = "opentelemetry_util_http-0.52b1.tar.gz", hash = "sha256:c03c8c23f1b75fadf548faece7ead3aecd50761c5593a2b2831b48730eee5b31"},
+]
+
+[[package]]
+name = "outlines"
+version = "0.1.11"
+description = "Probabilistic Generative Model Programming"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "outlines-0.1.11-py3-none-any.whl", hash = "sha256:f5a5f2242ed9802d3aab7a92789bf4008d734c576be9258cc0a297f690124727"},
+    {file = "outlines-0.1.11.tar.gz", hash = "sha256:0997bd9da1cc050e430bd08995dc7d4bd855918bafa4531e49d3f37110a23aba"},
+]
+
+[package.dependencies]
+airportsdata = "*"
+cloudpickle = "*"
+diskcache = "*"
+interegular = "*"
+jinja2 = "*"
+jsonschema = "*"
+lark = "*"
+nest_asyncio = "*"
+numpy = "*"
+outlines_core = "0.1.26"
+pycountry = "*"
+pydantic = ">=2.0"
+referencing = "*"
+requests = "*"
+torch = "*"
+tqdm = "*"
+typing_extensions = "*"
+
+[package.extras]
+exllamav2 = ["exllamav2"]
+llamacpp = ["datasets", "llama-cpp-python", "numpy (<2)", "transformers"]
+mlxlm = ["datasets", "mlx-lm"]
+openai = ["openai"]
+serve = ["fastapi", "pydantic (>=2.0)", "uvicorn", "vllm (>=0.3.0)"]
+test = ["accelerate", "beartype (<0.16.0)", "coverage[toml] (>=5.1)", "datasets", "diff-cover", "exllamav2", "huggingface_hub", "jax", "llama-cpp-python", "mlx-lm (>=0.19.2) ; platform_machine == \"arm64\" and sys_platform == \"darwin\"", "openai (>=1.0.0)", "pillow", "pre-commit", "pytest", "pytest-benchmark", "pytest-cov", "pytest-mock", "responses", "transformers", "vllm ; sys_platform != \"darwin\""]
+transformers = ["accelerate", "datasets", "numpy (<2)", "transformers"]
+vllm = ["numpy (<2)", "transformers", "vllm"]
+
+[[package]]
+name = "outlines-core"
+version = "0.1.26"
+description = "Structured Text Generation in Rust"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "opentelemetry_util_http-0.50b0-py3-none-any.whl", hash = "sha256:21f8aedac861ffa3b850f8c0a6c373026189eb8630ac6e14a2bf8c55695cc090"},
-    {file = "opentelemetry_util_http-0.50b0.tar.gz", hash = "sha256:dc4606027e1bc02aabb9533cc330dd43f874fca492e4175c31d7154f341754af"},
+    {file = "outlines_core-0.1.26-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:6a962a7452e7ac170fa04d405342cadae2d28fafa5b1830cef7aa610257ed32f"},
+    {file = "outlines_core-0.1.26-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:15a3684fa29564da2db03934cf0097bef3e871f70d3af0ef2b52fdb886da2e09"},
+    {file = "outlines_core-0.1.26-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:64e01c0cfa9ba371634d7c3f6ea1862397cef98e4509fe98e3f57faa721a72d6"},
+    {file = "outlines_core-0.1.26-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a3c4196148e47f455f1ace78e329d5b97e531cbc406456d681592952adae7e17"},
+    {file = "outlines_core-0.1.26-cp310-cp310-win32.whl", hash = "sha256:f38d290a7f6e5e12cbfcaee03269dfc0dbda49b360024b4279d1aba251fdc346"},
+    {file = "outlines_core-0.1.26-cp310-cp310-win_amd64.whl", hash = "sha256:11ff56af56cb54c563b7f25d86cd9ee77f3fed825f1d4dccd9449bb1e4e89538"},
+    {file = "outlines_core-0.1.26-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:b6787b07b7c673fc3087d2b537719ecac8e03b10a47d032dd1926985c32885b0"},
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 ]
 
+[package.dependencies]
+interegular = "*"
+jsonschema = "*"
+
+[package.extras]
+test = ["accelerate", "asv", "beartype (<0.16.0)", "coverage[toml] (>=5.1)", "datasets", "diff-cover", "huggingface_hub", "numpy", "pillow", "pre-commit", "psutil", "pydantic", "pytest", "pytest-benchmark", "pytest-cov", "pytest-mock", "scipy", "setuptools-rust", "torch", "transformers"]
+
 [[package]]
 name = "packaging"
-version = "24.2"
+version = "25.0"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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 ]
 
 [[package]]
@@ -1994,6 +3790,7 @@ version = "2.2.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
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@@ -2041,8 +3838,8 @@ files = [
 
 [package.dependencies]
 numpy = [
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     {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
+    {version = ">=1.23.2", markers = "python_version == \"3.11\""},
 ]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
@@ -2075,13 +3872,14 @@ xml = ["lxml (>=4.9.2)"]
 
 [[package]]
 name = "paramiko"
-version = "3.5.0"
+version = "3.5.1"
 description = "SSH2 protocol library"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -2090,16 +3888,32 @@ cryptography = ">=3.3"
 pynacl = ">=1.5"
 
 [package.extras]
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-gssapi = ["gssapi (>=1.4.1)", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8)"]
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+gssapi = ["gssapi (>=1.4.1) ; platform_system != \"Windows\"", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8) ; platform_system == \"Windows\""]
 invoke = ["invoke (>=2.0)"]
 
+[[package]]
+name = "partial-json-parser"
+version = "0.2.1.1.post5"
+description = "Parse partial JSON generated by LLM"
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = [
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+]
+
+[package.extras]
+playground = ["rich"]
+
 [[package]]
 name = "pathspec"
 version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
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 optional = false
 python-versions = ">=3.9"
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+[package.extras]
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 fpx = ["olefile"]
 mic = ["olefile"]
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 tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "trove-classifiers (>=2024.10.12)"]
-typing = ["typing-extensions"]
+typing = ["typing-extensions ; python_version < \"3.10\""]
 xmp = ["defusedxml"]
 
 [[package]]
 name = "platformdirs"
-version = "4.3.6"
+version = "4.3.7"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 files = [
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 [package.extras]
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+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.4)", "pytest-cov (>=6)", "pytest-mock (>=3.14)"]
+type = ["mypy (>=1.14.1)"]
 
 [[package]]
-name = "portalocker"
-version = "2.10.1"
-description = "Wraps the portalocker recipe for easy usage"
+name = "pluggy"
+version = "1.5.0"
+description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\""
 files = [
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 ]
 
-[package.dependencies]
-pywin32 = {version = ">=226", markers = "platform_system == \"Windows\""}
-
 [package.extras]
-docs = ["sphinx (>=1.7.1)"]
-redis = ["redis"]
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+dev = ["pre-commit", "tox"]
+testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "prometheus-api-client"
-version = "0.5.5"
+version = "0.5.7"
 description = "A small python api to collect data from prometheus"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
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 [package.dependencies]
@@ -2248,53 +4074,230 @@ pandas = ">=1.4.0"
 requests = "*"
 
 [[package]]
-name = "prompt-toolkit"
-version = "3.0.50"
-description = "Library for building powerful interactive command lines in Python"
+name = "prometheus-client"
+version = "0.21.1"
+description = "Python client for the Prometheus monitoring system."
 optional = false
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+python-versions = ">=3.8"
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 files = [
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+    {file = "prometheus_client-0.21.1.tar.gz", hash = "sha256:252505a722ac04b0456be05c05f75f45d760c2911ffc45f2a06bcaed9f3ae3fb"},
 ]
 
-[package.dependencies]
-wcwidth = "*"
+[package.extras]
+twisted = ["twisted"]
 
 [[package]]
-name = "psutil"
-version = "5.9.8"
-description = "Cross-platform lib for process and system monitoring in Python."
+name = "prometheus-fastapi-instrumentator"
+version = "7.1.0"
+description = "Instrument your FastAPI app with Prometheus metrics"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
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 ]
 
-[package.extras]
-test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
+[package.dependencies]
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 [[package]]
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+[package.dependencies]
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+
+[[package]]
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+optional = false
+python-versions = ">=3.9"
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+test = ["pytest", "pytest-xdist", "setuptools"]
+
+[[package]]
+name = "py-cpuinfo"
+version = "9.0.0"
+description = "Get CPU info with pure Python"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
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+
+[[package]]
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+version = "0.6.1"
+description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
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@@ -2302,17 +4305,46 @@ files = [
 
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+version = "0.4.2"
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 optional = false
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+groups = ["main"]
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+pyasn1 = ">=0.6.1,<0.7.0"
+
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+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\""
+files = [
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+]
+
+[package.extras]
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+
+[[package]]
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+version = "24.6.1"
+description = "ISO country, subdivision, language, currency and script definitions and their translations"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
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+]
 
 [[package]]
 name = "pycparser"
@@ -2320,6 +4352,7 @@ version = "2.22"
 description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
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+version = "2.11.3"
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+python-versions = ">=3.9"
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 typing-extensions = ">=4.12.2"
+typing-inspection = ">=0.4.0"
 
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-timezone = ["tzdata"]
+timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
 
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+version = "2.33.1"
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 ]
 
 [package.dependencies]
@@ -2463,6 +4498,7 @@ version = "8.0.5"
 description = "The kitchen sink of Python utility libraries for doing \"stuff\" in a functional way. Based on the Lo-Dash Javascript library."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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@@ -2480,6 +4516,7 @@ version = "2.19.1"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c"},
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@@ -2494,6 +4531,7 @@ version = "2.10.1"
 description = "JSON Web Token implementation in Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "PyJWT-2.10.1-py3-none-any.whl", hash = "sha256:dcdd193e30abefd5debf142f9adfcdd2b58004e644f25406ffaebd50bd98dacb"},
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@@ -2514,6 +4552,7 @@ version = "1.5.0"
 description = "Python binding to the Networking and Cryptography (NaCl) library"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
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@@ -2536,13 +4575,14 @@ tests = ["hypothesis (>=3.27.0)", "pytest (>=3.2.1,!=3.3.0)"]
 
 [[package]]
 name = "pyparsing"
-version = "3.2.1"
+version = "3.2.3"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
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+    {file = "pyparsing-3.2.3.tar.gz", hash = "sha256:b9c13f1ab8b3b542f72e28f634bad4de758ab3ce4546e4301970ad6fa77c38be"},
 ]
 
 [package.extras]
@@ -2550,13 +4590,14 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pyright"
-version = "1.1.392.post0"
+version = "1.1.399"
 description = "Command line wrapper for pyright"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -2568,12 +4609,35 @@ all = ["nodejs-wheel-binaries", "twine (>=3.4.1)"]
 dev = ["twine (>=3.4.1)"]
 nodejs = ["nodejs-wheel-binaries"]
 
+[[package]]
+name = "pytest"
+version = "8.3.5"
+description = "pytest: simple powerful testing with Python"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\""
+files = [
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+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+iniconfig = "*"
+packaging = "*"
+pluggy = ">=1.5,<2"
+
+[package.extras]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+
 [[package]]
 name = "python-dateutil"
 version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main"]
 files = [
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@@ -2584,54 +4648,68 @@ six = ">=1.5"
 
 [[package]]
 name = "python-dotenv"
-version = "1.0.1"
+version = "1.1.0"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["main"]
 files = [
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+    {file = "python_dotenv-1.1.0.tar.gz", hash = "sha256:41f90bc6f5f177fb41f53e87666db362025010eb28f60a01c9143bfa33a2b2d5"},
 ]
 
 [package.extras]
 cli = ["click (>=5.0)"]
 
+[[package]]
+name = "python-multipart"
+version = "0.0.20"
+description = "A streaming multipart parser for Python"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+]
+
 [[package]]
 name = "pytz"
-version = "2024.2"
+version = "2025.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
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 ]
 
 [[package]]
 name = "pywin32"
-version = "308"
+version = "310"
 description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
+groups = ["main"]
+markers = "sys_platform == \"win32\""
 files = [
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 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
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+
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 version = "1.7.3"
 description = "Strict, typed YAML parser"
 optional = false
 python-versions = ">=3.7.0"
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@@ -3034,15 +5635,34 @@ files = [
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 python-dateutil = ">=2.6.0"
 
+[[package]]
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+description = "Computer algebra system (CAS) in Python"
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+
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 description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
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 [package.extras]
 blobfile = ["blobfile (>=2)"]
 
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+
 [[package]]
 name = "wcwidth"
 version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
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@@ -3194,6 +6376,7 @@ version = "1.8.0"
 description = "WebSocket client for Python with low level API options"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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 optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
 
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+    {file = "yarl-1.20.0-py3-none-any.whl", hash = "sha256:5d0fe6af927a47a230f31e6004621fd0959eaa915fc62acfafa67ff7229a3124"},
+    {file = "yarl-1.20.0.tar.gz", hash = "sha256:686d51e51ee5dfe62dec86e4866ee0e9ed66df700d55c828a615640adc885307"},
+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+propcache = ">=0.2.1"
+
 [[package]]
 name = "zipp"
 version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
     {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
 type = ["pytest-mypy"]
 
 [metadata]
-lock-version = "2.0"
+lock-version = "2.1"
 python-versions = ">=3.11,<3.13"
-content-hash = "e4a8adb3f52c2966d1895f7372a3429802639ff334b613f426b6fb566d4f30f3"
+content-hash = "93ccf907e7f0072ea2e66c3a53b3b10559cf787b57c6627a2c922ec75e5ca381"
diff --git a/pyproject.toml b/pyproject.toml
index 51994c73..0933d33b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -23,6 +23,10 @@ elasticsearch = "^8.16.0"
 azure-identity = "^1.19.0"
 azure-ai-ml = "^1.22.1"
 paramiko = "^3.5.0"
+wandb = "^0.19.7"
+python-dotenv = "^1.0.1"
+vllm = "^0.7.3"
+transformers = "^4.49.0"
 
 
 [build-system]

From ec64ea4b6043334ecbc49ba4515f457c23802b6d Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Tue, 22 Apr 2025 13:41:40 -0500
Subject: [PATCH 056/100] Add wandb dependency

---
 poetry.lock    | 302 ++++++++++++++++++++++++++++++++++++++++++++++++-
 pyproject.toml |   1 +
 2 files changed, 301 insertions(+), 2 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index edd054f7..c6c1e56c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "annotated-types"
@@ -868,6 +868,20 @@ docs = ["myst-parser (==0.18.0)", "sphinx (==5.1.1)"]
 ssh = ["paramiko (>=2.4.3)"]
 websockets = ["websocket-client (>=1.3.0)"]
 
+[[package]]
+name = "docker-pycreds"
+version = "0.4.0"
+description = "Python bindings for the docker credentials store API"
+optional = false
+python-versions = "*"
+files = [
+    {file = "docker-pycreds-0.4.0.tar.gz", hash = "sha256:6ce3270bcaf404cc4c3e27e4b6c70d3521deae82fb508767870fdbf772d584d4"},
+    {file = "docker_pycreds-0.4.0-py2.py3-none-any.whl", hash = "sha256:7266112468627868005106ec19cd0d722702d2b7d5912a28e19b826c3d37af49"},
+]
+
+[package.dependencies]
+six = ">=1.4.0"
+
 [[package]]
 name = "elastic-transport"
 version = "8.17.0"
@@ -1031,6 +1045,38 @@ ufo = ["fs (>=2.2.0,<3)"]
 unicode = ["unicodedata2 (>=15.1.0)"]
 woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 
+[[package]]
+name = "gitdb"
+version = "4.0.12"
+description = "Git Object Database"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "gitdb-4.0.12-py3-none-any.whl", hash = "sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf"},
+    {file = "gitdb-4.0.12.tar.gz", hash = "sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571"},
+]
+
+[package.dependencies]
+smmap = ">=3.0.1,<6"
+
+[[package]]
+name = "gitpython"
+version = "3.1.44"
+description = "GitPython is a Python library used to interact with Git repositories"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "GitPython-3.1.44-py3-none-any.whl", hash = "sha256:9e0e10cda9bed1ee64bc9a6de50e7e38a9c9943241cd7f585f6df3ed28011110"},
+    {file = "gitpython-3.1.44.tar.gz", hash = "sha256:c87e30b26253bf5418b01b0660f818967f3c503193838337fe5e573331249269"},
+]
+
+[package.dependencies]
+gitdb = ">=4.0.1,<5"
+
+[package.extras]
+doc = ["sphinx (>=7.1.2,<7.2)", "sphinx-autodoc-typehints", "sphinx_rtd_theme"]
+test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions"]
+
 [[package]]
 name = "google-auth"
 version = "2.37.0"
@@ -2261,6 +2307,26 @@ files = [
 [package.dependencies]
 wcwidth = "*"
 
+[[package]]
+name = "protobuf"
+version = "5.29.4"
+description = ""
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.extras]
+test = ["pytest"]
+
+[[package]]
+name = "setuptools"
+version = "79.0.0"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "setuptools-79.0.0-py3-none-any.whl", hash = "sha256:b9ab3a104bedb292323f53797b00864e10e434a3ab3906813a7169e4745b912a"},
+    {file = "setuptools-79.0.0.tar.gz", hash = "sha256:9828422e7541213b0aacb6e10bbf9dd8febeaa45a48570e09b6d100e063fc9f9"},
+]
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.8.0)"]
+core = ["importlib_metadata (>=6)", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
+type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.14.*)", "pytest-mypy"]
+
 [[package]]
 name = "six"
 version = "1.17.0"
@@ -3009,6 +3248,17 @@ files = [
     {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
 ]
 
+[[package]]
+name = "smmap"
+version = "5.0.2"
+description = "A pure Python implementation of a sliding window memory map manager"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "smmap-5.0.2-py3-none-any.whl", hash = "sha256:b30115f0def7d7531d22a0fb6502488d879e75b260a9db4d0819cfb25403af5e"},
+    {file = "smmap-5.0.2.tar.gz", hash = "sha256:26ea65a03958fa0c8a1c7e8c7a58fdc77221b8910f6be2131affade476898ad5"},
+]
+
 [[package]]
 name = "sniffio"
 version = "1.3.1"
@@ -3177,6 +3427,54 @@ h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "wandb"
+version = "0.19.9"
+description = "A CLI and library for interacting with the Weights & Biases API."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "wandb-0.19.9-py3-none-any.whl", hash = "sha256:191b2c794b401bd04cc7c48b16339ca2832510af8499348744e7461a1609b6a9"},
+    {file = "wandb-0.19.9-py3-none-macosx_10_14_x86_64.whl", hash = "sha256:de5702416f29d1d61f9e85f4090346f23db1ee7f23cab37a4dd5d394fcf5f7da"},
+    {file = "wandb-0.19.9-py3-none-macosx_11_0_arm64.whl", hash = "sha256:c598041f06be3cbed6bf6888cb67b033352ce156dc4e7882c4448e2750453a77"},
+    {file = "wandb-0.19.9-py3-none-macosx_11_0_x86_64.whl", hash = "sha256:7b99253c1f603d9331fa0626df61f47f0b544403321286c4fff50492572738f5"},
+    {file = "wandb-0.19.9-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8a074ad070c4e8cbb03b2149a98abbe2d7562220f095a21c736e1abbca399eef"},
+    {file = "wandb-0.19.9-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5dc6c7180a5bf1eb5bd9cab8a1886fd980c76d54253c967082fe19d197443a2d"},
+    {file = "wandb-0.19.9-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:1e8cea987f326b053e79b7c40a0502c61a23792c9869b92ab6f2ac76086f66c2"},
+    {file = "wandb-0.19.9-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:969a700cd625f56b2ac6c9e136ae828a0c3b2ebc4dc289c829986e9e7aded6bb"},
+    {file = "wandb-0.19.9-py3-none-win32.whl", hash = "sha256:d3a192fec8fdfd89993243a81cad332c6c0e7127a9497b6bf9c244adeab2d717"},
+    {file = "wandb-0.19.9-py3-none-win_amd64.whl", hash = "sha256:2033dacee312988e5418d0f257fd9888d28b6785ec39ec43cb2f6b8fd2f13176"},
+    {file = "wandb-0.19.9.tar.gz", hash = "sha256:a38881aa7770e6ea0f792268250e5b888a245c2e4829e5830ce08f5fa95a2ad1"},
+]
+
+[package.dependencies]
+click = ">=7.1,<8.0.0 || >8.0.0"
+docker-pycreds = ">=0.4.0"
+gitpython = ">=1.0.0,<3.1.29 || >3.1.29"
+platformdirs = "*"
+protobuf = {version = ">=3.19.0,<4.21.0 || >4.21.0,<5.28.0 || >5.28.0,<6", markers = "python_version > \"3.9\" or sys_platform != \"linux\""}
+psutil = ">=5.0.0"
+pydantic = "<3"
+pyyaml = "*"
+requests = ">=2.0.0,<3"
+sentry-sdk = ">=2.0.0"
+setproctitle = "*"
+setuptools = "*"
+typing-extensions = ">=4.4,<5"
+
+[package.extras]
+aws = ["boto3", "botocore (>=1.5.76)"]
+azure = ["azure-identity", "azure-storage-blob"]
+gcp = ["google-cloud-storage"]
+importers = ["filelock", "mlflow", "polars (<=1.2.1)", "rich", "tenacity"]
+kubeflow = ["google-cloud-storage", "kubernetes", "minio", "sh"]
+launch = ["awscli", "azure-containerregistry", "azure-identity", "azure-storage-blob", "boto3", "botocore (>=1.5.76)", "chardet", "google-auth", "google-cloud-aiplatform", "google-cloud-artifact-registry", "google-cloud-compute", "google-cloud-storage", "iso8601", "jsonschema", "kubernetes", "kubernetes-asyncio", "nbconvert", "nbformat", "optuna", "pydantic", "pyyaml (>=6.0.0)", "tomli", "typing-extensions"]
+media = ["bokeh", "imageio", "moviepy (>=1.0.0)", "numpy", "pillow", "plotly (>=5.18.0)", "rdkit", "soundfile"]
+models = ["cloudpickle"]
+perf = ["orjson"]
+sweeps = ["sweeps (>=0.2.0)"]
+workspaces = ["wandb-workspaces"]
+
 [[package]]
 name = "wcwidth"
 version = "0.2.13"
@@ -3314,4 +3612,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.11,<3.13"
-content-hash = "e4a8adb3f52c2966d1895f7372a3429802639ff334b613f426b6fb566d4f30f3"
+content-hash = "554fe9572fb969adf34dffb7f8d551896d9097ab2f78551dfd2f21b70d4ea713"
diff --git a/pyproject.toml b/pyproject.toml
index 51994c73..50f4cbc7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -23,6 +23,7 @@ elasticsearch = "^8.16.0"
 azure-identity = "^1.19.0"
 azure-ai-ml = "^1.22.1"
 paramiko = "^3.5.0"
+wandb = "^0.19.9"
 
 
 [build-system]

From 2b41afd6e4f91190e78cb47c29e4193401cdd9fb Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Wed, 23 Apr 2025 11:39:57 -0500
Subject: [PATCH 057/100] Regenerated lock file

---
 poetry.lock | 1418 +++++++++++++++++++++++++++++++++++----------------
 1 file changed, 972 insertions(+), 446 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 2d6d6941..7ca46abb 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,12 +1,149 @@
 # This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.6.1"
+description = "Happy Eyeballs for asyncio"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"},
+    {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"},
+]
+
+[[package]]
+name = "aiohttp"
+version = "3.11.18"
+description = "Async http client/server framework (asyncio)"
+optional = false
+python-versions = ">=3.9"
+files = [
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+frozenlist = ">=1.1.1"
+multidict = ">=4.5,<7.0"
+propcache = ">=0.2.0"
+yarl = ">=1.17.0,<2.0"
+
+[package.extras]
+speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
+
+[[package]]
+name = "aiosignal"
+version = "1.3.2"
+description = "aiosignal: a list of registered asynchronous callbacks"
+optional = false
+python-versions = ">=3.9"
+files = [
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+[package.dependencies]
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+
+[[package]]
+name = "airportsdata"
+version = "20250224"
+description = "Extensive database of location and timezone data for nearly every airport and landing strip in the world."
+optional = false
+python-versions = ">=3.9"
+files = [
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 [[package]]
 name = "annotated-types"
 version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
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@@ -18,7 +155,6 @@ version = "4.9.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
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@@ -31,7 +167,7 @@ typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
 doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
-test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
+test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -40,7 +176,6 @@ version = "3.8.1"
 description = "ASGI specs, helper code, and adapters"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
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@@ -55,7 +190,6 @@ version = "0.8.1"
 description = "Read/rewrite/write Python ASTs"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
-groups = ["main"]
 files = [
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@@ -67,19 +201,18 @@ version = "25.3.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
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 ]
 
 [package.extras]
-benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"]
-tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
+tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "autogen-agentchat"
@@ -87,7 +220,6 @@ version = "0.2.40"
 description = "Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework"
 optional = false
 python-versions = "<3.13,>=3.8"
-groups = ["main"]
 files = [
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@@ -138,14 +270,13 @@ websurfer = ["beautifulsoup4", "mammoth", "markdownify", "openpyxl", "pandas", "
 
 [[package]]
 name = "azure-ai-ml"
-version = "1.26.3"
+version = "1.26.4"
 description = "Microsoft Azure Machine Learning Client Library for Python"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
-    {file = "azure_ai_ml-1.26.3-py3-none-any.whl", hash = "sha256:cb8982a95edc1c30d6e88d97eb297c2688b66c55564b4a53a0dce292958d43fa"},
-    {file = "azure_ai_ml-1.26.3.tar.gz", hash = "sha256:81da368ae27e460327a9bcbdf10cb0a0f2c471e33555b38c5c39cf7208adefff"},
+    {file = "azure_ai_ml-1.26.4-py3-none-any.whl", hash = "sha256:ae8fbfa911f794cb4d4336751d236d7df1de9a70113c61084bcec38b9057fafb"},
+    {file = "azure_ai_ml-1.26.4.tar.gz", hash = "sha256:c40ea8a4a5d08a88346056e118f0eaf27e406f1d3dfe8a61a4a224cd9ac9aef0"},
 ]
 
 [package.dependencies]
@@ -156,21 +287,21 @@ azure-monitor-opentelemetry = "*"
 azure-storage-blob = ">=12.10.0"
 azure-storage-file-datalake = ">=12.2.0"
 azure-storage-file-share = "*"
-colorama = "*"
-isodate = "*"
-jsonschema = ">=4.0.0"
+colorama = "<1.0.0"
+isodate = "<1.0.0"
+jsonschema = ">=4.0.0,<5.0.0"
 marshmallow = ">=3.5,<4.0.0"
-msrest = ">=0.6.18"
-pydash = ">=6.0.0"
-pyjwt = "*"
-pyyaml = ">=5.1.0"
-strictyaml = "*"
-tqdm = "*"
-typing-extensions = "*"
+msrest = ">=0.6.18,<1.0.0"
+pydash = ">=6.0.0,<9.0.0"
+pyjwt = "<3.0.0"
+pyyaml = ">=5.1.0,<7.0.0"
+strictyaml = "<2.0.0"
+tqdm = "<5.0.0"
+typing-extensions = "<5.0.0"
 
 [package.extras]
 designer = ["mldesigner"]
-mount = ["azureml-dataprep-rslex (>=2.22.0) ; python_version < \"3.13\""]
+mount = ["azureml-dataprep-rslex (>=2.22.0)"]
 
 [[package]]
 name = "azure-common"
@@ -178,7 +309,6 @@ version = "1.1.28"
 description = "Microsoft Azure Client Library for Python (Common)"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "azure-common-1.1.28.zip", hash = "sha256:4ac0cd3214e36b6a1b6a442686722a5d8cc449603aa833f3f0f40bda836704a3"},
     {file = "azure_common-1.1.28-py2.py3-none-any.whl", hash = "sha256:5c12d3dcf4ec20599ca6b0d3e09e86e146353d443e7fcc050c9a19c1f9df20ad"},
@@ -190,7 +320,6 @@ version = "1.33.0"
 description = "Microsoft Azure Core Library for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "azure_core-1.33.0-py3-none-any.whl", hash = "sha256:9b5b6d0223a1d38c37500e6971118c1e0f13f54951e6893968b38910bc9cda8f"},
     {file = "azure_core-1.33.0.tar.gz", hash = "sha256:f367aa07b5e3005fec2c1e184b882b0b039910733907d001c20fb08ebb8c0eb9"},
@@ -211,7 +340,6 @@ version = "1.0.0b12"
 description = "Microsoft Azure Azure Core OpenTelemetry plugin Library for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "azure_core_tracing_opentelemetry-1.0.0b12-py3-none-any.whl", hash = "sha256:38fd42709f1cc4bbc4f2797008b1c30a6a01617e49910c05daa3a0d0c65053ac"},
     {file = "azure_core_tracing_opentelemetry-1.0.0b12.tar.gz", hash = "sha256:bb454142440bae11fd9d68c7c1d67ae38a1756ce808c5e4d736730a7b4b04144"},
@@ -227,7 +355,6 @@ version = "1.21.0"
 description = "Microsoft Azure Identity Library for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "azure_identity-1.21.0-py3-none-any.whl", hash = "sha256:258ea6325537352440f71b35c3dffe9d240eae4a5126c1b7ce5efd5766bd9fd9"},
     {file = "azure_identity-1.21.0.tar.gz", hash = "sha256:ea22ce6e6b0f429bc1b8d9212d5b9f9877bd4c82f1724bfa910760612c07a9a6"},
@@ -246,7 +373,6 @@ version = "1.5.0"
 description = "Microsoft Azure Management Core Library for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "azure_mgmt_core-1.5.0-py3-none-any.whl", hash = "sha256:18aaa5a723ee8ae05bf1bfc9f6d0ffb996631c7ea3c922cc86f522973ce07b5f"},
     {file = "azure_mgmt_core-1.5.0.tar.gz", hash = "sha256:380ae3dfa3639f4a5c246a7db7ed2d08374e88230fd0da3eb899f7c11e5c441a"},
@@ -257,50 +383,46 @@ azure-core = ">=1.31.0"
 
 [[package]]
 name = "azure-monitor-opentelemetry"
-version = "1.6.8"
+version = "1.4.2"
 description = "Microsoft Azure Monitor Opentelemetry Distro Client Library for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
-    {file = "azure_monitor_opentelemetry-1.6.8-py3-none-any.whl", hash = "sha256:227b3caaaf1a86bbd71d5f4443ef3d64e42dddfcaeb7aade1d3d4a9a8059309d"},
-    {file = "azure_monitor_opentelemetry-1.6.8.tar.gz", hash = "sha256:d6098ca82a0b067bf342fd1d0b23ffacb45410276e0b7e12beafcd4a6c3b77a3"},
+    {file = "azure-monitor-opentelemetry-1.4.2.tar.gz", hash = "sha256:e60ae9e88c9172cb5c84089e100f45bd909e83b8e341346c49654ce8196e9049"},
+    {file = "azure_monitor_opentelemetry-1.4.2-py3-none-any.whl", hash = "sha256:f3959e7a8650c651248572a9b55eb918bd2dde7f595a9ce2c0b1dbdaa2e4a6b2"},
 ]
 
 [package.dependencies]
 azure-core = ">=1.28.0,<2.0.0"
 azure-core-tracing-opentelemetry = ">=1.0.0b11,<1.1.0"
-azure-monitor-opentelemetry-exporter = ">=1.0.0b31,<1.1.0"
-opentelemetry-instrumentation-django = ">=0.49b0,<0.53b0"
-opentelemetry-instrumentation-fastapi = ">=0.49b0,<0.53b0"
-opentelemetry-instrumentation-flask = ">=0.49b0,<0.53b0"
-opentelemetry-instrumentation-psycopg2 = ">=0.49b0,<0.53b0"
-opentelemetry-instrumentation-requests = ">=0.49b0,<0.53b0"
-opentelemetry-instrumentation-urllib = ">=0.49b0,<0.53b0"
-opentelemetry-instrumentation-urllib3 = ">=0.49b0,<0.53b0"
+azure-monitor-opentelemetry-exporter = ">=1.0.0b25,<1.1.0"
+opentelemetry-instrumentation-django = ">=0.42b0,<1.0"
+opentelemetry-instrumentation-fastapi = ">=0.42b0,<1.0"
+opentelemetry-instrumentation-flask = ">=0.42b0,<1.0"
+opentelemetry-instrumentation-psycopg2 = ">=0.42b0,<1.0"
+opentelemetry-instrumentation-requests = ">=0.42b0,<1.0"
+opentelemetry-instrumentation-urllib = ">=0.42b0,<1.0"
+opentelemetry-instrumentation-urllib3 = ">=0.42b0,<1.0"
 opentelemetry-resource-detector-azure = ">=0.1.4,<0.2.0"
-opentelemetry-sdk = ">=1.28.0,<1.32"
 
 [[package]]
 name = "azure-monitor-opentelemetry-exporter"
-version = "1.0.0b36"
+version = "1.0.0b25"
 description = "Microsoft Azure Monitor Opentelemetry Exporter Client Library for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
-    {file = "azure_monitor_opentelemetry_exporter-1.0.0b36-py2.py3-none-any.whl", hash = "sha256:8b669deae6a247246944495f519fd93dbdfa9c0150d1222cfc780de098338546"},
-    {file = "azure_monitor_opentelemetry_exporter-1.0.0b36.tar.gz", hash = "sha256:82977b9576a694362ea9c6a9eec6add6e56314da759dbc543d02f50962d4b72d"},
+    {file = "azure-monitor-opentelemetry-exporter-1.0.0b25.tar.gz", hash = "sha256:a38167ce43c40747f6863047a37e6748726b058b4cef6a27c4029d1c19e2f8fe"},
+    {file = "azure_monitor_opentelemetry_exporter-1.0.0b25-py2.py3-none-any.whl", hash = "sha256:7a78f2553fda28ac7649d7a06651a4af91d1493bd3c51c8071c86a6e464671b1"},
 ]
 
 [package.dependencies]
 azure-core = ">=1.28.0,<2.0.0"
-azure-identity = ">=1.17,<2.0"
 fixedint = "0.1.6"
 msrest = ">=0.6.10"
-opentelemetry-api = ">=1.26,<2.0"
-opentelemetry-sdk = ">=1.26,<2.0"
-psutil = ">=5.9,<7"
+opentelemetry-api = ">=1.21,<2.0"
+opentelemetry-sdk = ">=1.21,<2.0"
+psutil = ">=5.9.8"
 
 [[package]]
 name = "azure-storage-blob"
@@ -308,7 +430,6 @@ version = "12.25.1"
 description = "Microsoft Azure Blob Storage Client Library for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "azure_storage_blob-12.25.1-py3-none-any.whl", hash = "sha256:1f337aab12e918ec3f1b638baada97550673911c4ceed892acc8e4e891b74167"},
     {file = "azure_storage_blob-12.25.1.tar.gz", hash = "sha256:4f294ddc9bc47909ac66b8934bd26b50d2000278b10ad82cc109764fdc6e0e3b"},
@@ -329,7 +450,6 @@ version = "12.20.0"
 description = "Microsoft Azure File DataLake Storage Client Library for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "azure_storage_file_datalake-12.20.0-py3-none-any.whl", hash = "sha256:d32af627ccf7f8523ac4520a4004291b8ca340d7c607545366e1b08822afa01b"},
     {file = "azure_storage_file_datalake-12.20.0.tar.gz", hash = "sha256:8d6932b75470de935998755d980a3296412d8ff2a11631c1d99267ae65f11f03"},
@@ -350,7 +470,6 @@ version = "12.21.0"
 description = "Microsoft Azure Azure File Share Storage Client Library for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "azure_storage_file_share-12.21.0-py3-none-any.whl", hash = "sha256:0875c7ee13d9a750d8a9b8ddd93d6502edd26cf40f44a390d7ae2637779300da"},
     {file = "azure_storage_file_share-12.21.0.tar.gz", hash = "sha256:db42bf6b43b3c0c27c9152202955277dfc26a59f7fad26c058431a6ae99580ce"},
@@ -371,7 +490,6 @@ version = "4.3.0"
 description = "Modern password hashing for your software and your servers"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "bcrypt-4.3.0-cp313-cp313t-macosx_10_12_universal2.whl", hash = "sha256:f01e060f14b6b57bbb72fc5b4a83ac21c443c9a2ee708e04a10e9192f90a6281"},
     {file = "bcrypt-4.3.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c5eeac541cefd0bb887a371ef73c62c3cd78535e4887b310626036a7c0a817bb"},
@@ -436,7 +554,6 @@ version = "24.10.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "black-24.10.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e6668650ea4b685440857138e5fe40cde4d652633b1bdffc62933d0db4ed9812"},
     {file = "black-24.10.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1c536fcf674217e87b8cc3657b81809d3c085d7bf3ef262ead700da345bfa6ea"},
@@ -481,7 +598,6 @@ version = "1.0.4"
 description = "Python bindings for the Rust blake3 crate"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "blake3-1.0.4-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:c213768763faee5348bf7622b906b47b60a31baa44ad6837f6ec7587a4b3d4c1"},
     {file = "blake3-1.0.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1dbdca6def64c5fbcd7aae7403fc0e408506f91fac631efb2b604cac1bff97c4"},
@@ -576,7 +692,6 @@ version = "5.5.2"
 description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "cachetools-5.5.2-py3-none-any.whl", hash = "sha256:d26a22bcc62eb95c3beabd9f1ee5e820d3d2704fe2967cbe350e20c8ffcd3f0a"},
     {file = "cachetools-5.5.2.tar.gz", hash = "sha256:1a661caa9175d26759571b2e19580f9d6393969e5dfca11fdb1f947a23e640d4"},
@@ -588,7 +703,6 @@ version = "2025.1.31"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
 files = [
     {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
     {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
@@ -600,7 +714,6 @@ version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
     {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"},
@@ -680,7 +793,6 @@ version = "3.4.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
     {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
@@ -782,7 +894,6 @@ version = "8.1.8"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
     {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
@@ -797,7 +908,6 @@ version = "3.1.1"
 description = "Pickler class to extend the standard pickle.Pickler functionality"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "cloudpickle-3.1.1-py3-none-any.whl", hash = "sha256:c8c5a44295039331ee9dad40ba100a9c7297b6f988e50e87ccdf3765a668350e"},
     {file = "cloudpickle-3.1.1.tar.gz", hash = "sha256:b216fa8ae4019d5482a8ac3c95d8f6346115d8835911fd4aefd1a445e4242c64"},
@@ -809,7 +919,6 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
-groups = ["main"]
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
@@ -821,7 +930,6 @@ version = "0.9.1"
 description = "Library for utilization of compressed safetensors of neural network models"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "compressed-tensors-0.9.1.tar.gz", hash = "sha256:3cf5cd637f0186c184dd5bbbbf941356b1225199b49c6a45bf0909d65907f686"},
     {file = "compressed_tensors-0.9.1-py3-none-any.whl", hash = "sha256:77385f879c5c092db777a7880851cd9f801bf2f9bb46bb4402f052d9e002975c"},
@@ -842,7 +950,6 @@ version = "1.3.2"
 description = "Python library for calculating contours of 2D quadrilateral grids"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
 files = [
     {file = "contourpy-1.3.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ba38e3f9f330af820c4b27ceb4b9c7feee5fe0493ea53a8720f4792667465934"},
     {file = "contourpy-1.3.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:dc41ba0714aa2968d1f8674ec97504a8f7e334f48eeacebcaa6256213acb0989"},
@@ -919,7 +1026,6 @@ version = "44.0.2"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = "!=3.9.0,!=3.9.1,>=3.7"
-groups = ["main"]
 files = [
     {file = "cryptography-44.0.2-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:efcfe97d1b3c79e486554efddeb8f6f53a4cdd4cf6086642784fa31fc384e1d7"},
     {file = "cryptography-44.0.2-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:29ecec49f3ba3f3849362854b7253a9f59799e3763b0c9d0826259a88efa02f1"},
@@ -962,10 +1068,10 @@ files = [
 cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
 
 [package.extras]
-docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=3.0.0) ; python_version >= \"3.8\""]
+docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=3.0.0)"]
 docstest = ["pyenchant (>=3)", "readme-renderer (>=30.0)", "sphinxcontrib-spelling (>=7.3.1)"]
-nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2) ; python_version >= \"3.8\""]
-pep8test = ["check-sdist ; python_version >= \"3.8\"", "click (>=8.0.1)", "mypy (>=1.4)", "ruff (>=0.3.6)"]
+nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2)"]
+pep8test = ["check-sdist", "click (>=8.0.1)", "mypy (>=1.4)", "ruff (>=0.3.6)"]
 sdist = ["build (>=1.0.0)"]
 ssh = ["bcrypt (>=3.1.5)"]
 test = ["certifi (>=2024)", "cryptography-vectors (==44.0.2)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
@@ -977,8 +1083,6 @@ version = "13.4.1"
 description = "CuPy: NumPy & SciPy for GPU"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "sys_platform != \"darwin\""
 files = [
     {file = "cupy_cuda12x-13.4.1-cp310-cp310-manylinux2014_aarch64.whl", hash = "sha256:113a4f6b5e89d8e3f0cb150708fa8586fde5f682d2d5bf4703ad8dde66063a5e"},
     {file = "cupy_cuda12x-13.4.1-cp310-cp310-manylinux2014_x86_64.whl", hash = "sha256:5ecb45b8fc5816214390267a0e0c989b8c7a9ffa8ff5712958aa9b066334abfc"},
@@ -1011,7 +1115,6 @@ version = "0.12.1"
 description = "Composable style cycles"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30"},
     {file = "cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c"},
@@ -1027,7 +1130,6 @@ version = "1.2.1"
 description = "Date parsing library designed to parse dates from HTML pages"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "dateparser-1.2.1-py3-none-any.whl", hash = "sha256:bdcac262a467e6260030040748ad7c10d6bacd4f3b9cdb4cfd2251939174508c"},
     {file = "dateparser-1.2.1.tar.gz", hash = "sha256:7e4919aeb48481dbfc01ac9683c8e20bfe95bb715a38c1e9f6af889f4f30ccc3"},
@@ -1050,7 +1152,6 @@ version = "1.2.18"
 description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
-groups = ["main"]
 files = [
     {file = "Deprecated-1.2.18-py2.py3-none-any.whl", hash = "sha256:bd5011788200372a32418f888e326a09ff80d0214bd961147cfed01b5c018eec"},
     {file = "deprecated-1.2.18.tar.gz", hash = "sha256:422b6f6d859da6f2ef57857761bfb392480502a64c3028ca9bbe86085d72115d"},
@@ -1060,7 +1161,7 @@ files = [
 wrapt = ">=1.10,<2"
 
 [package.extras]
-dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "setuptools ; python_version >= \"3.12\"", "tox"]
+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "setuptools", "tox"]
 
 [[package]]
 name = "depyf"
@@ -1068,7 +1169,6 @@ version = "0.18.0"
 description = "Decompile python functions, from bytecode to source code!"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "depyf-0.18.0-py3-none-any.whl", hash = "sha256:007294d5bac19a38a0767d747be0f49b9ffdcea0394a822644142df22b33a3e1"},
     {file = "depyf-0.18.0.tar.gz", hash = "sha256:b99f0c383be949ae45d5d606fe444c71f375b55a57b8d6b20e7856670d52130d"},
@@ -1087,7 +1187,6 @@ version = "0.4.0"
 description = "serialize all of Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "dill-0.4.0-py3-none-any.whl", hash = "sha256:44f54bf6412c2c8464c14e8243eb163690a9800dbe2c367330883b19c7561049"},
     {file = "dill-0.4.0.tar.gz", hash = "sha256:0633f1d2df477324f53a895b02c901fb961bdbf65a17122586ea7019292cbcf0"},
@@ -1103,7 +1202,6 @@ version = "5.6.3"
 description = "Disk Cache -- Disk and file backed persistent cache."
 optional = false
 python-versions = ">=3"
-groups = ["main"]
 files = [
     {file = "diskcache-5.6.3-py3-none-any.whl", hash = "sha256:5e31b2d5fbad117cc363ebaf6b689474db18a1f6438bc82358b024abd4c2ca19"},
     {file = "diskcache-5.6.3.tar.gz", hash = "sha256:2c3a3fa2743d8535d832ec61c2054a1641f41775aa7c556758a109941e33e4fc"},
@@ -1115,7 +1213,6 @@ version = "1.9.0"
 description = "Distro - an OS platform information API"
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
 files = [
     {file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"},
     {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
@@ -1127,7 +1224,6 @@ version = "2.7.0"
 description = "DNS toolkit"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "dnspython-2.7.0-py3-none-any.whl", hash = "sha256:b4c34b7d10b51bcc3a5071e7b8dee77939f1e878477eeecc965e9835f63c6c86"},
     {file = "dnspython-2.7.0.tar.gz", hash = "sha256:ce9c432eda0dc91cf618a5cedf1a4e142651196bbcd2c80e89ed5a907e5cfaf1"},
@@ -1148,7 +1244,6 @@ version = "7.1.0"
 description = "A Python library for the Docker Engine API."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "docker-7.1.0-py3-none-any.whl", hash = "sha256:c96b93b7f0a746f9e77d325bcfb87422a3d8bd4f03136ae8a85b37f1898d5fc0"},
     {file = "docker-7.1.0.tar.gz", hash = "sha256:ad8c70e6e3f8926cb8a92619b832b4ea5299e2831c14284663184e200546fa6c"},
@@ -1179,13 +1274,23 @@ files = [
 [package.dependencies]
 six = ">=1.4.0"
 
+[[package]]
+name = "einops"
+version = "0.8.1"
+description = "A new flavour of deep learning operations"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "einops-0.8.1-py3-none-any.whl", hash = "sha256:919387eb55330f5757c6bea9165c5ff5cfe63a642682ea788a6d472576d81737"},
+    {file = "einops-0.8.1.tar.gz", hash = "sha256:de5d960a7a761225532e0f1959e5315ebeafc0cd43394732f103ca44b9837e84"},
+]
+
 [[package]]
 name = "elastic-transport"
 version = "8.17.1"
 description = "Transport classes and utilities shared among Python Elastic client libraries"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "elastic_transport-8.17.1-py3-none-any.whl", hash = "sha256:192718f498f1d10c5e9aa8b9cf32aed405e469a7f0e9d6a8923431dbb2c59fb8"},
     {file = "elastic_transport-8.17.1.tar.gz", hash = "sha256:5edef32ac864dca8e2f0a613ef63491ee8d6b8cfb52881fa7313ba9290cac6d2"},
@@ -1204,7 +1309,6 @@ version = "8.18.0"
 description = "Python client for Elasticsearch"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "elasticsearch-8.18.0-py3-none-any.whl", hash = "sha256:b26a6e67958b7bd04711a31f3400197aabf4a6f03873eadce1a0aeb446653886"},
     {file = "elasticsearch-8.18.0.tar.gz", hash = "sha256:4fb28cfe82d480c72fc049e659afe4cad450b318c210e43493ca402e900793eb"},
@@ -1230,7 +1334,6 @@ version = "2.2.0"
 description = "A robust email address syntax and deliverability validation library."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "email_validator-2.2.0-py3-none-any.whl", hash = "sha256:561977c2d73ce3611850a06fa56b414621e0c8faa9d66f2611407d87465da631"},
     {file = "email_validator-2.2.0.tar.gz", hash = "sha256:cb690f344c617a714f22e66ae771445a1ceb46821152df8e165c5f9a364582b7"},
@@ -1246,7 +1349,6 @@ version = "0.115.12"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "fastapi-0.115.12-py3-none-any.whl", hash = "sha256:e94613d6c05e27be7ffebdd6ea5f388112e5e430c8f7d6494a9d1d88d43e814d"},
     {file = "fastapi-0.115.12.tar.gz", hash = "sha256:1e2c2a2646905f9e83d32f04a3f86aff4a286669c6c950ca95b5fd68c2602681"},
@@ -1273,7 +1375,6 @@ version = "0.0.7"
 description = "Run and manage FastAPI apps from the command line with FastAPI CLI. 🚀"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "fastapi_cli-0.0.7-py3-none-any.whl", hash = "sha256:d549368ff584b2804336c61f192d86ddea080c11255f375959627911944804f4"},
     {file = "fastapi_cli-0.0.7.tar.gz", hash = "sha256:02b3b65956f526412515907a0793c9094abd4bfb5457b389f645b0ea6ba3605e"},
@@ -1293,8 +1394,6 @@ version = "0.8.3"
 description = "Fast, re-entrant optimistic lock implemented in Cython"
 optional = false
 python-versions = "*"
-groups = ["main"]
-markers = "sys_platform != \"darwin\""
 files = [
     {file = "fastrlock-0.8.3-cp27-cp27m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:bbbe31cb60ec32672969651bf68333680dacaebe1a1ec7952b8f5e6e23a70aa5"},
     {file = "fastrlock-0.8.3-cp27-cp27m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:45055702fe9bff719cdc62caa849aa7dbe9e3968306025f639ec62ef03c65e88"},
@@ -1373,7 +1472,6 @@ version = "3.18.0"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "filelock-3.18.0-py3-none-any.whl", hash = "sha256:c401f4f8377c4464e6db25fff06205fd89bdd83b65eb0488ed1b160f780e21de"},
     {file = "filelock-3.18.0.tar.gz", hash = "sha256:adbc88eabb99d2fec8c9c1b229b171f18afa655400173ddc653d5d01501fb9f2"},
@@ -1382,7 +1480,7 @@ files = [
 [package.extras]
 docs = ["furo (>=2024.8.6)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
 testing = ["covdefaults (>=2.3)", "coverage (>=7.6.10)", "diff-cover (>=9.2.1)", "pytest (>=8.3.4)", "pytest-asyncio (>=0.25.2)", "pytest-cov (>=6)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.28.1)"]
-typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
+typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
 name = "fixedint"
@@ -1390,7 +1488,6 @@ version = "0.1.6"
 description = "simple fixed-width integers"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "fixedint-0.1.6-py2-none-any.whl", hash = "sha256:41953193f08cbe984f584d8513c38fe5eea5fbd392257433b2210391c8a21ead"},
     {file = "fixedint-0.1.6-py3-none-any.whl", hash = "sha256:b8cf9f913735d2904deadda7a6daa9f57100599da1de57a7448ea1be75ae8c9c"},
@@ -1403,7 +1500,6 @@ version = "2.3.4"
 description = "A fast library for automated machine learning and tuning"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "FLAML-2.3.4-py3-none-any.whl", hash = "sha256:dceab62194d469889c4584531049ac0a43480056f4f39c6ea207bfc12a157d76"},
     {file = "flaml-2.3.4.tar.gz", hash = "sha256:308c3e769976d8a0272f2fd7d98258d7d4a4fd2e4525ba540d1ba149ae266c54"},
@@ -1419,8 +1515,8 @@ autozero = ["packaging", "pandas", "scikit-learn"]
 azureml = ["azureml-mlflow"]
 benchmark = ["catboost (>=0.26)", "pandas (==1.1.4)", "psutil (==5.8.0)", "xgboost (==1.3.3)"]
 blendsearch = ["optuna (>=2.8.0,<=3.6.1)", "packaging"]
-catboost = ["catboost (>=0.26,<1.2) ; python_version < \"3.11\"", "catboost (>=0.26,<=1.2.5) ; python_version >= \"3.11\""]
-forecast = ["hcrystalball (==0.1.10)", "holidays (<0.14)", "prophet (>=1.0.1)", "pytorch-forecasting (>=0.9.0) ; python_version < \"3.11\"", "pytorch-lightning (==1.9.0)", "statsmodels (>=0.12.2)", "tensorboardX (==2.6)"]
+catboost = ["catboost (>=0.26,<1.2)", "catboost (>=0.26,<=1.2.5)"]
+forecast = ["hcrystalball (==0.1.10)", "holidays (<0.14)", "prophet (>=1.0.1)", "pytorch-forecasting (>=0.9.0)", "pytorch-lightning (==1.9.0)", "statsmodels (>=0.12.2)", "tensorboardX (==2.6)"]
 hf = ["datasets", "nltk (<=3.8.1)", "rouge-score", "seqeval", "transformers[torch] (==4.26)"]
 mathchat = ["diskcache", "openai (==0.27.8)", "pydantic (==1.10.9)", "sympy", "termcolor", "wolframalpha"]
 nlp = ["datasets", "nltk (<=3.8.1)", "rouge-score", "seqeval", "transformers[torch] (==4.26)"]
@@ -1431,7 +1527,7 @@ ray = ["ray[tune] (>=1.13,<2.0)"]
 retrievechat = ["chromadb", "diskcache", "openai (==0.27.8)", "sentence-transformers", "termcolor", "tiktoken"]
 spark = ["joblib (<=1.3.2)", "joblibspark (>=0.5.0)", "pyspark (>=3.2.0)"]
 synapse = ["joblibspark (>=0.5.0)", "optuna (>=2.8.0,<=3.6.1)", "pyspark (>=3.2.0)"]
-test = ["catboost (>=0.26) ; python_version >= \"3.11\"", "catboost (>=0.26,<1.2) ; python_version < \"3.11\"", "coverage (>=5.3)", "dataclasses", "datasets", "dill", "hcrystalball (==0.1.10)", "ipykernel", "joblib (<=1.3.2)", "joblibspark (>=0.5.0)", "jupyter", "lightgbm (>=2.3.1)", "mlflow (==2.15.1)", "nbconvert", "nbformat", "nltk (<=3.8.1)", "openml", "optuna (>=2.8.0,<=3.6.1)", "packaging", "pandas (>=1.1.4) ; python_version >= \"3.10\"", "pandas (>=1.1.4,<2.0.0) ; python_version < \"3.10\"", "pre-commit", "psutil (==5.8.0)", "pydantic (==1.10.9)", "pytest (>=6.1.1)", "pytorch-forecasting (>=0.9.0,<=0.10.1) ; python_version < \"3.11\"", "pytorch-lightning (<1.9.1)", "requests (<2.29.0)", "rgf-python", "rouge-score", "scikit-learn (>=1.0.0)", "scipy (>=1.4.1)", "seqeval", "statsmodels (>=0.12.2)", "sympy", "tensorboardX (==2.6)", "thop", "torch", "torchvision", "transformers[torch] (==4.26)", "wolframalpha", "xgboost (>=0.90,<2.0.0)"]
+test = ["catboost (>=0.26)", "catboost (>=0.26,<1.2)", "coverage (>=5.3)", "dataclasses", "datasets", "dill", "hcrystalball (==0.1.10)", "ipykernel", "joblib (<=1.3.2)", "joblibspark (>=0.5.0)", "jupyter", "lightgbm (>=2.3.1)", "mlflow (==2.15.1)", "nbconvert", "nbformat", "nltk (<=3.8.1)", "openml", "optuna (>=2.8.0,<=3.6.1)", "packaging", "pandas (>=1.1.4)", "pandas (>=1.1.4,<2.0.0)", "pre-commit", "psutil (==5.8.0)", "pydantic (==1.10.9)", "pytest (>=6.1.1)", "pytorch-forecasting (>=0.9.0,<=0.10.1)", "pytorch-lightning (<1.9.1)", "requests (<2.29.0)", "rgf-python", "rouge-score", "scikit-learn (>=1.0.0)", "scipy (>=1.4.1)", "seqeval", "statsmodels (>=0.12.2)", "sympy", "tensorboardX (==2.6)", "thop", "torch", "torchvision", "transformers[torch] (==4.26)", "wolframalpha", "xgboost (>=0.90,<2.0.0)"]
 ts-forecast = ["hcrystalball (==0.1.10)", "holidays (<0.14)", "prophet (>=1.0.1)", "statsmodels (>=0.12.2)"]
 vw = ["scikit-learn", "vowpalwabbit (>=8.10.0,<9.0.0)"]
 
@@ -1441,7 +1537,6 @@ version = "4.57.0"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "fonttools-4.57.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:babe8d1eb059a53e560e7bf29f8e8f4accc8b6cfb9b5fd10e485bde77e71ef41"},
     {file = "fonttools-4.57.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:81aa97669cd726349eb7bd43ca540cf418b279ee3caba5e2e295fb4e8f841c02"},
@@ -1496,19 +1591,187 @@ files = [
 ]
 
 [package.extras]
-all = ["brotli (>=1.0.1) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\"", "fs (>=2.2.0,<3)", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres ; platform_python_implementation == \"PyPy\"", "pycairo", "scipy ; platform_python_implementation != \"PyPy\"", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0) ; python_version <= \"3.12\"", "xattr ; sys_platform == \"darwin\"", "zopfli (>=0.1.4)"]
+all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "pycairo", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0)", "xattr", "zopfli (>=0.1.4)"]
 graphite = ["lz4 (>=1.7.4.2)"]
-interpolatable = ["munkres ; platform_python_implementation == \"PyPy\"", "pycairo", "scipy ; platform_python_implementation != \"PyPy\""]
+interpolatable = ["munkres", "pycairo", "scipy"]
 lxml = ["lxml (>=4.0)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
 repacker = ["uharfbuzz (>=0.23.0)"]
 symfont = ["sympy"]
-type1 = ["xattr ; sys_platform == \"darwin\""]
+type1 = ["xattr"]
 ufo = ["fs (>=2.2.0,<3)"]
 unicode = ["unicodedata2 (>=15.1.0)"]
 woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 
+[[package]]
+name = "frozenlist"
+version = "1.6.0"
+description = "A list-like structure which implements collections.abc.MutableSequence"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "frozenlist-1.6.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e6e558ea1e47fd6fa8ac9ccdad403e5dd5ecc6ed8dda94343056fa4277d5c65e"},
+    {file = "frozenlist-1.6.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:f4b3cd7334a4bbc0c472164f3744562cb72d05002cc6fcf58adb104630bbc352"},
+    {file = "frozenlist-1.6.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9799257237d0479736e2b4c01ff26b5c7f7694ac9692a426cb717f3dc02fff9b"},
+    {file = "frozenlist-1.6.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f3a7bb0fe1f7a70fb5c6f497dc32619db7d2cdd53164af30ade2f34673f8b1fc"},
+    {file = "frozenlist-1.6.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:36d2fc099229f1e4237f563b2a3e0ff7ccebc3999f729067ce4e64a97a7f2869"},
+    {file = "frozenlist-1.6.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f27a9f9a86dcf00708be82359db8de86b80d029814e6693259befe82bb58a106"},
+    {file = "frozenlist-1.6.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:75ecee69073312951244f11b8627e3700ec2bfe07ed24e3a685a5979f0412d24"},
+    {file = "frozenlist-1.6.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f2c7d5aa19714b1b01a0f515d078a629e445e667b9da869a3cd0e6fe7dec78bd"},
+    {file = "frozenlist-1.6.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:69bbd454f0fb23b51cadc9bdba616c9678e4114b6f9fa372d462ff2ed9323ec8"},
+    {file = "frozenlist-1.6.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:7daa508e75613809c7a57136dec4871a21bca3080b3a8fc347c50b187df4f00c"},
+    {file = "frozenlist-1.6.0-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:89ffdb799154fd4d7b85c56d5fa9d9ad48946619e0eb95755723fffa11022d75"},
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+python-versions = ">=3.9"
+files = [
+    {file = "fsspec-2025.3.2-py3-none-any.whl", hash = "sha256:2daf8dc3d1dfa65b6aa37748d112773a7a08416f6c70d96b264c96476ecaf711"},
+    {file = "fsspec-2025.3.2.tar.gz", hash = "sha256:e52c77ef398680bbd6a98c0e628fbc469491282981209907bbc8aea76a04fdc6"},
+]
+
+[package.extras]
+abfs = ["adlfs"]
+adl = ["adlfs"]
+arrow = ["pyarrow (>=1)"]
+dask = ["dask", "distributed"]
+dev = ["pre-commit", "ruff"]
+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
+dropbox = ["dropbox", "dropboxdrivefs", "requests"]
+full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
+fuse = ["fusepy"]
+gcs = ["gcsfs"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+gui = ["panel"]
+hdfs = ["pyarrow (>=1)"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
+s3 = ["s3fs"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
+test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
+test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask[dataframe,test]", "moto[server] (>4,<5)", "pytest-timeout", "xarray"]
+test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
+tqdm = ["tqdm"]
+
+[[package]]
+name = "gguf"
+version = "0.10.0"
+description = "Read and write ML models in GGUF for GGML"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "gguf-0.10.0-py3-none-any.whl", hash = "sha256:706089fba756a06913227841b4a6c8398360fa991569fd974e663a92b224e33f"},
+    {file = "gguf-0.10.0.tar.gz", hash = "sha256:52a30ef26328b419ffc47d9269fc580c238edf1c8a19b5ea143c323e04a038c1"},
+]
+
+[package.dependencies]
+numpy = ">=1.17"
+pyyaml = ">=5.1"
+tqdm = ">=4.27"
+
 [[package]]
 name = "gitdb"
 version = "4.0.12"
@@ -1547,7 +1810,6 @@ version = "2.39.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "google_auth-2.39.0-py2.py3-none-any.whl", hash = "sha256:0150b6711e97fb9f52fe599f55648950cc4540015565d8fbb31be2ad6e1548a2"},
     {file = "google_auth-2.39.0.tar.gz", hash = "sha256:73222d43cdc35a3aeacbfdcaf73142a97839f10de930550d89ebfe1d0a00cde7"},
@@ -1561,11 +1823,11 @@ rsa = ">=3.1.4,<5"
 [package.extras]
 aiohttp = ["aiohttp (>=3.6.2,<4.0.0)", "requests (>=2.20.0,<3.0.0)"]
 enterprise-cert = ["cryptography", "pyopenssl"]
-pyjwt = ["cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "pyjwt (>=2.0)"]
-pyopenssl = ["cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
+pyjwt = ["cryptography (<39.0.0)", "cryptography (>=38.0.3)", "pyjwt (>=2.0)"]
+pyopenssl = ["cryptography (<39.0.0)", "cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
 requests = ["requests (>=2.20.0,<3.0.0)"]
-testing = ["aiohttp (<3.10.0)", "aiohttp (>=3.6.2,<4.0.0)", "aioresponses", "cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "flask", "freezegun", "grpcio", "mock", "oauth2client", "packaging", "pyjwt (>=2.0)", "pyopenssl (<24.3.0)", "pyopenssl (>=20.0.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-localserver", "pyu2f (>=0.1.5)", "requests (>=2.20.0,<3.0.0)", "responses", "urllib3"]
+testing = ["aiohttp (<3.10.0)", "aiohttp (>=3.6.2,<4.0.0)", "aioresponses", "cryptography (<39.0.0)", "cryptography (>=38.0.3)", "flask", "freezegun", "grpcio", "mock", "oauth2client", "packaging", "pyjwt (>=2.0)", "pyopenssl (<24.3.0)", "pyopenssl (>=20.0.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-localserver", "pyu2f (>=0.1.5)", "requests (>=2.20.0,<3.0.0)", "responses", "urllib3"]
 urllib3 = ["packaging", "urllib3"]
 
 [[package]]
@@ -1574,7 +1836,6 @@ version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
@@ -1586,7 +1847,6 @@ version = "1.4.0"
 description = "A mocking library for requests."
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "httmock-1.4.0-py3-none-any.whl", hash = "sha256:13e6c63f135a928e15d386af789a2890efb03e0e280f29bdc9961f3f0dc34cb9"},
     {file = "httmock-1.4.0.tar.gz", hash = "sha256:44eaf4bb59cc64cd6f5d8bf8700b46aa3097cc5651b9bc85c527dfbc71792f41"},
@@ -1601,7 +1861,6 @@ version = "1.0.8"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "httpcore-1.0.8-py3-none-any.whl", hash = "sha256:5254cf149bcb5f75e9d1b2b9f729ea4a4b883d1ad7379fc632b727cec23674be"},
     {file = "httpcore-1.0.8.tar.gz", hash = "sha256:86e94505ed24ea06514883fd44d2bc02d90e77e7979c8eb71b90f41d364a1bad"},
@@ -1623,7 +1882,6 @@ version = "0.6.4"
 description = "A collection of framework independent HTTP protocol utils."
 optional = false
 python-versions = ">=3.8.0"
-groups = ["main"]
 files = [
     {file = "httptools-0.6.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3c73ce323711a6ffb0d247dcd5a550b8babf0f757e86a52558fe5b86d6fefcc0"},
     {file = "httptools-0.6.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:345c288418f0944a6fe67be8e6afa9262b18c7626c3ef3c28adc5eabc06a68da"},
@@ -1679,7 +1937,6 @@ version = "0.28.1"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
     {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
@@ -1692,7 +1949,7 @@ httpcore = "==1.*"
 idna = "*"
 
 [package.extras]
-brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+brotli = ["brotli", "brotlicffi"]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
@@ -1704,7 +1961,6 @@ version = "0.30.2"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
-groups = ["main"]
 files = [
     {file = "huggingface_hub-0.30.2-py3-none-any.whl", hash = "sha256:68ff05969927058cfa41df4f2155d4bb48f5f54f719dd0390103eefa9b191e28"},
     {file = "huggingface_hub-0.30.2.tar.gz", hash = "sha256:9a7897c5b6fd9dad3168a794a8998d6378210f5b9688d0dfc180b1a228dc2466"},
@@ -1740,7 +1996,6 @@ version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
     {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -1755,7 +2010,6 @@ version = "1.0.4"
 description = "Backport of importlib.import_module() from Python 2.7"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "importlib-1.0.4.zip", hash = "sha256:b6ee7066fea66e35f8d0acee24d98006de1a0a8a94a8ce6efe73a9a23c8d9826"},
 ]
@@ -1766,7 +2020,6 @@ version = "8.6.1"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "importlib_metadata-8.6.1-py3-none-any.whl", hash = "sha256:02a89390c1e15fdfdc0d7c6b25cb3e62650d0494005c97d6f148bf5b9787525e"},
     {file = "importlib_metadata-8.6.1.tar.gz", hash = "sha256:310b41d755445d74569f993ccfc22838295d9fe005425094fad953d7f15c8580"},
@@ -1776,12 +2029,12 @@ files = [
 zipp = ">=3.20"
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib_resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+test = ["flufl.flake8", "importlib_resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
 type = ["pytest-mypy"]
 
 [[package]]
@@ -1790,8 +2043,6 @@ version = "2.1.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "platform_machine == \"x86_64\""
 files = [
     {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
     {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
@@ -1803,7 +2054,6 @@ version = "0.3.3"
 description = "a regex intersection checker"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "interegular-0.3.3-py37-none-any.whl", hash = "sha256:b0c07007d48c89d6d19f7204972d369b2a77222722e126b6aa63aa721dc3b19c"},
     {file = "interegular-0.3.3.tar.gz", hash = "sha256:d9b697b21b34884711399ba0f0376914b81899ce670032486d0d048344a76600"},
@@ -1815,7 +2065,6 @@ version = "0.7.2"
 description = "An ISO 8601 date/time/duration parser and formatter"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "isodate-0.7.2-py3-none-any.whl", hash = "sha256:28009937d8031054830160fce6d409ed342816b543597cece116d966c6d99e15"},
     {file = "isodate-0.7.2.tar.gz", hash = "sha256:4cd1aa0f43ca76f4a6c6c0292a85f40b35ec2e43e315b59f06e6d32171a953e6"},
@@ -1827,7 +2076,6 @@ version = "3.1.6"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"},
     {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
@@ -1845,7 +2093,6 @@ version = "0.9.0"
 description = "Fast iterable JSON parser."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "jiter-0.9.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:816ec9b60fdfd1fec87da1d7ed46c66c44ffec37ab2ef7de5b147b2fce3fd5ad"},
     {file = "jiter-0.9.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9b1d3086f8a3ee0194ecf2008cf81286a5c3e540d977fa038ff23576c023c0ea"},
@@ -1931,7 +2178,6 @@ version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
     {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
@@ -1949,14 +2195,13 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2024.10.1"
+version = "2025.4.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
-    {file = "jsonschema_specifications-2024.10.1-py3-none-any.whl", hash = "sha256:a09a0680616357d9a0ecf05c12ad234479f549239d0f5b55f3deea67475da9bf"},
-    {file = "jsonschema_specifications-2024.10.1.tar.gz", hash = "sha256:0f38b83639958ce1152d02a7f062902c41c8fd20d558b0c34344292d417ae272"},
+    {file = "jsonschema_specifications-2025.4.1-py3-none-any.whl", hash = "sha256:4653bffbd6584f7de83a67e0d620ef16900b390ddc7939d56684d6c81e33f1af"},
+    {file = "jsonschema_specifications-2025.4.1.tar.gz", hash = "sha256:630159c9f4dbea161a6a2205c3011cc4f18ff381b189fff48bb39b9bf26ae608"},
 ]
 
 [package.dependencies]
@@ -1968,7 +2213,6 @@ version = "1.4.8"
 description = "A fast implementation of the Cassowary constraint solver"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
 files = [
     {file = "kiwisolver-1.4.8-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:88c6f252f6816a73b1f8c904f7bbe02fd67c09a69f7cb8a0eecdbf5ce78e63db"},
     {file = "kiwisolver-1.4.8-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c72941acb7b67138f35b879bbe85be0f6c6a70cab78fe3ef6db9c024d9223e5b"},
@@ -2058,7 +2302,6 @@ version = "30.1.0"
 description = "Kubernetes python client"
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
 files = [
     {file = "kubernetes-30.1.0-py2.py3-none-any.whl", hash = "sha256:e212e8b7579031dd2e512168b617373bc1e03888d41ac4e04039240a292d478d"},
     {file = "kubernetes-30.1.0.tar.gz", hash = "sha256:41e4c77af9f28e7a6c314e3bd06a8c6229ddd787cad684e0ab9f69b498e98ebc"},
@@ -2085,7 +2328,6 @@ version = "1.2.2"
 description = "a modern parsing library"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "lark-1.2.2-py3-none-any.whl", hash = "sha256:c2276486b02f0f1b90be155f2c8ba4a8e194d42775786db622faccd652d8e80c"},
     {file = "lark-1.2.2.tar.gz", hash = "sha256:ca807d0162cd16cef15a8feecb862d7319e7a09bdb13aef927968e45040fed80"},
@@ -2103,7 +2345,6 @@ version = "0.43.0"
 description = "lightweight wrapper around basic LLVM functionality"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "llvmlite-0.43.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a289af9a1687c6cf463478f0fa8e8aa3b6fb813317b0d70bf1ed0759eab6f761"},
     {file = "llvmlite-0.43.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6d4fd101f571a31acb1559ae1af30f30b1dc4b3186669f92ad780e17c81e91bc"},
@@ -2134,7 +2375,6 @@ version = "0.10.11"
 description = "Enforce the output format (JSON Schema, Regex etc) of a language model"
 optional = false
 python-versions = "<4.0,>=3.8"
-groups = ["main"]
 files = [
     {file = "lm_format_enforcer-0.10.11-py3-none-any.whl", hash = "sha256:563e0dbc930a6d50fb687951506c5de098c6e962601be0ce723f3b7d0b916a1b"},
     {file = "lm_format_enforcer-0.10.11.tar.gz", hash = "sha256:8ab371924e166a1df68f243aca73a8a647bea5909f37edd6a53a694e7e7c3274"},
@@ -2152,7 +2392,6 @@ version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
     {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
@@ -2177,7 +2416,6 @@ version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7e94c425039cde14257288fd61dcfb01963e658efbc0ff54f5306b06054700f8"},
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9e2d922824181480953426608b81967de705c3cef4d1af983af849d7bd619158"},
@@ -2248,7 +2486,6 @@ version = "3.26.1"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "marshmallow-3.26.1-py3-none-any.whl", hash = "sha256:3350409f20a70a7e4e11a27661187b77cdcaeb20abca41c1454fe33636bea09c"},
     {file = "marshmallow-3.26.1.tar.gz", hash = "sha256:e6d8affb6cb61d39d26402096dc0aee12d5a26d490a121f118d2e81dc0719dc6"},
@@ -2268,7 +2505,6 @@ version = "3.10.1"
 description = "Python plotting package"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
 files = [
     {file = "matplotlib-3.10.1-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:ff2ae14910be903f4a24afdbb6d7d3a6c44da210fc7d42790b87aeac92238a16"},
     {file = "matplotlib-3.10.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0721a3fd3d5756ed593220a8b86808a36c5031fce489adb5b31ee6dbb47dd5b2"},
@@ -2326,7 +2562,6 @@ version = "0.1.2"
 description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
@@ -2338,7 +2573,6 @@ version = "1.5.4"
 description = ""
 optional = false
 python-versions = "<4.0.0,>=3.8.10"
-groups = ["main"]
 files = [
     {file = "mistral_common-1.5.4-py3-none-any.whl", hash = "sha256:acef3367a4386d5dd3d9e23330348bbebe90a5cbd2fc5587d8a8d13d9893e537"},
     {file = "mistral_common-1.5.4.tar.gz", hash = "sha256:0af4124ab09d1409761e91ec61681476882d46f9418eea8908d39c01222e0f6b"},
@@ -2364,7 +2598,6 @@ version = "1.3.0"
 description = "Python library for arbitrary-precision floating-point arithmetic"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"},
     {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"},
@@ -2373,7 +2606,7 @@ files = [
 [package.extras]
 develop = ["codecov", "pycodestyle", "pytest (>=4.6)", "pytest-cov", "wheel"]
 docs = ["sphinx"]
-gmpy = ["gmpy2 (>=2.1.0a4) ; platform_python_implementation != \"PyPy\""]
+gmpy = ["gmpy2 (>=2.1.0a4)"]
 tests = ["pytest (>=4.6)"]
 
 [[package]]
@@ -2382,7 +2615,6 @@ version = "1.32.0"
 description = "The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of users with Microsoft Azure Active Directory accounts (AAD) and Microsoft Accounts (MSA) using industry standard OAuth2 and OpenID Connect."
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "msal-1.32.0-py3-none-any.whl", hash = "sha256:9dbac5384a10bbbf4dae5c7ea0d707d14e087b92c5aa4954b3feaa2d1aa0bcb7"},
     {file = "msal-1.32.0.tar.gz", hash = "sha256:5445fe3af1da6be484991a7ab32eaa82461dc2347de105b76af92c610c3335c2"},
@@ -2394,7 +2626,7 @@ PyJWT = {version = ">=1.0.0,<3", extras = ["crypto"]}
 requests = ">=2.0.0,<3"
 
 [package.extras]
-broker = ["pymsalruntime (>=0.14,<0.18) ; python_version >= \"3.6\" and platform_system == \"Windows\"", "pymsalruntime (>=0.17,<0.18) ; python_version >= \"3.8\" and platform_system == \"Darwin\""]
+broker = ["pymsalruntime (>=0.14,<0.18)", "pymsalruntime (>=0.17,<0.18)"]
 
 [[package]]
 name = "msal-extensions"
@@ -2402,7 +2634,6 @@ version = "1.3.1"
 description = "Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS and Linux. Concurrent data access will be coordinated by a file lock mechanism."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "msal_extensions-1.3.1-py3-none-any.whl", hash = "sha256:96d3de4d034504e969ac5e85bae8106c8373b5c6568e4c8fa7af2eca9dbe6bca"},
     {file = "msal_extensions-1.3.1.tar.gz", hash = "sha256:c5b0fd10f65ef62b5f1d62f4251d51cbcaf003fcedae8c91b040a488614be1a4"},
@@ -2420,7 +2651,6 @@ version = "1.1.0"
 description = "MessagePack serializer"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "msgpack-1.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7ad442d527a7e358a469faf43fda45aaf4ac3249c8310a82f0ccff9164e5dccd"},
     {file = "msgpack-1.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:74bed8f63f8f14d75eec75cf3d04ad581da6b914001b474a5d3cd3372c8cc27d"},
@@ -2494,7 +2724,6 @@ version = "0.19.0"
 description = "A fast serialization and validation library, with builtin support for JSON, MessagePack, YAML, and TOML."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "msgspec-0.19.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d8dd848ee7ca7c8153462557655570156c2be94e79acec3561cf379581343259"},
     {file = "msgspec-0.19.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0553bbc77662e5708fe66aa75e7bd3e4b0f209709c48b299afd791d711a93c36"},
@@ -2535,10 +2764,10 @@ files = [
 ]
 
 [package.extras]
-dev = ["attrs", "coverage", "eval-type-backport ; python_version < \"3.10\"", "furo", "ipython", "msgpack", "mypy", "pre-commit", "pyright", "pytest", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "tomli ; python_version < \"3.11\"", "tomli_w"]
+dev = ["attrs", "coverage", "eval-type-backport", "furo", "ipython", "msgpack", "mypy", "pre-commit", "pyright", "pytest", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "tomli", "tomli_w"]
 doc = ["furo", "ipython", "sphinx", "sphinx-copybutton", "sphinx-design"]
-test = ["attrs", "eval-type-backport ; python_version < \"3.10\"", "msgpack", "pytest", "pyyaml", "tomli ; python_version < \"3.11\"", "tomli_w"]
-toml = ["tomli ; python_version < \"3.11\"", "tomli_w"]
+test = ["attrs", "eval-type-backport", "msgpack", "pytest", "pyyaml", "tomli", "tomli_w"]
+toml = ["tomli", "tomli_w"]
 yaml = ["pyyaml"]
 
 [[package]]
@@ -2547,7 +2776,6 @@ version = "0.7.1"
 description = "AutoRest swagger generator Python client runtime."
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
 files = [
     {file = "msrest-0.7.1-py3-none-any.whl", hash = "sha256:21120a810e1233e5e6cc7fe40b474eeb4ec6f757a15d7cf86702c369f9567c32"},
     {file = "msrest-0.7.1.zip", hash = "sha256:6e7661f46f3afd88b75667b7187a92829924446c7ea1d169be8c4bb7eeb788b9"},
@@ -2561,7 +2789,7 @@ requests = ">=2.16,<3.0"
 requests-oauthlib = ">=0.5.0"
 
 [package.extras]
-async = ["aiodns ; python_version >= \"3.5\"", "aiohttp (>=3.0) ; python_version >= \"3.5\""]
+async = ["aiodns", "aiohttp (>=3.0)"]
 
 [[package]]
 name = "multidict"
@@ -2569,7 +2797,6 @@ version = "6.4.3"
 description = "multidict implementation"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "multidict-6.4.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:32a998bd8a64ca48616eac5a8c1cc4fa38fb244a3facf2eeb14abe186e0f6cc5"},
     {file = "multidict-6.4.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a54ec568f1fc7f3c313c2f3b16e5db346bf3660e1309746e7fccbbfded856188"},
@@ -2679,14 +2906,13 @@ files = [
 
 [[package]]
 name = "mypy-extensions"
-version = "1.0.0"
+version = "1.1.0"
 description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
-python-versions = ">=3.5"
-groups = ["main"]
+python-versions = ">=3.8"
 files = [
-    {file = "mypy_extensions-1.0.0-py3-none-any.whl", hash = "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d"},
-    {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
+    {file = "mypy_extensions-1.1.0-py3-none-any.whl", hash = "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505"},
+    {file = "mypy_extensions-1.1.0.tar.gz", hash = "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558"},
 ]
 
 [[package]]
@@ -2695,7 +2921,6 @@ version = "1.6.0"
 description = "Patch asyncio to allow nested event loops"
 optional = false
 python-versions = ">=3.5"
-groups = ["main"]
 files = [
     {file = "nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c"},
     {file = "nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe"},
@@ -2707,7 +2932,6 @@ version = "3.4.2"
 description = "Python package for creating and manipulating graphs and networks"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
 files = [
     {file = "networkx-3.4.2-py3-none-any.whl", hash = "sha256:df5d4365b724cf81b8c6a7312509d0c22386097011ad1abe274afd5e9d3bbc5f"},
     {file = "networkx-3.4.2.tar.gz", hash = "sha256:307c3669428c5362aab27c8a1260aa8f47c4e91d3891f48be0141738d8d053e1"},
@@ -2727,7 +2951,6 @@ version = "1.9.1"
 description = "Node.js virtual environment builder"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
-groups = ["main"]
 files = [
     {file = "nodeenv-1.9.1-py2.py3-none-any.whl", hash = "sha256:ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9"},
     {file = "nodeenv-1.9.1.tar.gz", hash = "sha256:6ec12890a2dab7946721edbfbcd91f3319c6ccc9aec47be7c7e6b7011ee6645f"},
@@ -2739,7 +2962,6 @@ version = "0.60.0"
 description = "compiling Python code using LLVM"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "numba-0.60.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5d761de835cd38fb400d2c26bb103a2726f548dc30368853121d66201672e651"},
     {file = "numba-0.60.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:159e618ef213fba758837f9837fb402bbe65326e60ba0633dbe6c7f274d42c1b"},
@@ -2774,7 +2996,6 @@ version = "1.26.4"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "numpy-1.26.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0"},
     {file = "numpy-1.26.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a"},
@@ -2820,8 +3041,6 @@ version = "12.4.5.8"
 description = "CUBLAS native runtime libraries"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cublas_cu12-12.4.5.8-py3-none-manylinux2014_aarch64.whl", hash = "sha256:0f8aa1706812e00b9f19dfe0cdb3999b092ccb8ca168c0db5b8ea712456fd9b3"},
     {file = "nvidia_cublas_cu12-12.4.5.8-py3-none-manylinux2014_x86_64.whl", hash = "sha256:2fc8da60df463fdefa81e323eef2e36489e1c94335b5358bcb38360adf75ac9b"},
@@ -2834,8 +3053,6 @@ version = "12.4.127"
 description = "CUDA profiling tools runtime libs."
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cuda_cupti_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:79279b35cf6f91da114182a5ce1864997fd52294a87a16179ce275773799458a"},
     {file = "nvidia_cuda_cupti_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:9dec60f5ac126f7bb551c055072b69d85392b13311fcc1bcda2202d172df30fb"},
@@ -2848,8 +3065,6 @@ version = "12.4.127"
 description = "NVRTC native runtime libraries"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:0eedf14185e04b76aa05b1fea04133e59f465b6f960c0cbf4e37c3cb6b0ea198"},
     {file = "nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:a178759ebb095827bd30ef56598ec182b85547f1508941a3d560eb7ea1fbf338"},
@@ -2862,8 +3077,6 @@ version = "12.4.127"
 description = "CUDA Runtime native Libraries"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cuda_runtime_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:961fe0e2e716a2a1d967aab7caee97512f71767f852f67432d572e36cb3a11f3"},
     {file = "nvidia_cuda_runtime_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:64403288fa2136ee8e467cdc9c9427e0434110899d07c779f25b5c068934faa5"},
@@ -2876,8 +3089,6 @@ version = "9.1.0.70"
 description = "cuDNN runtime libraries"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cudnn_cu12-9.1.0.70-py3-none-manylinux2014_x86_64.whl", hash = "sha256:165764f44ef8c61fcdfdfdbe769d687e06374059fbb388b6c89ecb0e28793a6f"},
     {file = "nvidia_cudnn_cu12-9.1.0.70-py3-none-win_amd64.whl", hash = "sha256:6278562929433d68365a07a4a1546c237ba2849852c0d4b2262a486e805b977a"},
@@ -2892,8 +3103,6 @@ version = "11.2.1.3"
 description = "CUFFT native runtime libraries"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-manylinux2014_aarch64.whl", hash = "sha256:5dad8008fc7f92f5ddfa2101430917ce2ffacd86824914c82e28990ad7f00399"},
     {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-manylinux2014_x86_64.whl", hash = "sha256:f083fc24912aa410be21fa16d157fed2055dab1cc4b6934a0e03cba69eb242b9"},
@@ -2909,8 +3118,6 @@ version = "10.3.5.147"
 description = "CURAND native runtime libraries"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_curand_cu12-10.3.5.147-py3-none-manylinux2014_aarch64.whl", hash = "sha256:1f173f09e3e3c76ab084aba0de819c49e56614feae5c12f69883f4ae9bb5fad9"},
     {file = "nvidia_curand_cu12-10.3.5.147-py3-none-manylinux2014_x86_64.whl", hash = "sha256:a88f583d4e0bb643c49743469964103aa59f7f708d862c3ddb0fc07f851e3b8b"},
@@ -2923,8 +3130,6 @@ version = "11.6.1.9"
 description = "CUDA solver native runtime libraries"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-manylinux2014_aarch64.whl", hash = "sha256:d338f155f174f90724bbde3758b7ac375a70ce8e706d70b018dd3375545fc84e"},
     {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-manylinux2014_x86_64.whl", hash = "sha256:19e33fa442bcfd085b3086c4ebf7e8debc07cfe01e11513cc6d332fd918ac260"},
@@ -2942,8 +3147,6 @@ version = "12.3.1.170"
 description = "CUSPARSE native runtime libraries"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_aarch64.whl", hash = "sha256:9d32f62896231ebe0480efd8a7f702e143c98cfaa0e8a76df3386c1ba2b54df3"},
     {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_x86_64.whl", hash = "sha256:ea4f11a2904e2a8dc4b1833cc1b5181cde564edd0d5cd33e3c168eff2d1863f1"},
@@ -2959,8 +3162,6 @@ version = "2.21.5"
 description = "NVIDIA Collective Communication Library (NCCL) Runtime"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_nccl_cu12-2.21.5-py3-none-manylinux2014_x86_64.whl", hash = "sha256:8579076d30a8c24988834445f8d633c697d42397e92ffc3f63fa26766d25e0a0"},
 ]
@@ -2971,8 +3172,6 @@ version = "12.4.127"
 description = "Nvidia JIT LTO Library"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:4abe7fef64914ccfa909bc2ba39739670ecc9e820c83ccc7a6ed414122599b83"},
     {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:06b3b9b25bf3f8af351d664978ca26a16d2c5127dbd53c0497e28d1fb9611d57"},
@@ -2985,8 +3184,6 @@ version = "12.4.127"
 description = "NVIDIA Tools Extension"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_nvtx_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:7959ad635db13edf4fc65c06a6e9f9e55fc2f92596db928d169c0bb031e88ef3"},
     {file = "nvidia_nvtx_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:781e950d9b9f60d8241ccea575b32f5105a5baf4c2351cab5256a24869f12a1a"},
@@ -2999,7 +3196,6 @@ version = "3.2.2"
 description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
 files = [
     {file = "oauthlib-3.2.2-py3-none-any.whl", hash = "sha256:8139f29aac13e25d502680e9e19963e83f16838d48a0d71c287fe40e7067fbca"},
     {file = "oauthlib-3.2.2.tar.gz", hash = "sha256:9859c40929662bec5d64f34d01c99e093149682a3f38915dc0655d5a633dd918"},
@@ -3012,14 +3208,13 @@ signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 
 [[package]]
 name = "openai"
-version = "1.75.0"
+version = "1.76.0"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
-    {file = "openai-1.75.0-py3-none-any.whl", hash = "sha256:fe6f932d2ded3b429ff67cc9ad118c71327db32eb9d32dd723de3acfca337125"},
-    {file = "openai-1.75.0.tar.gz", hash = "sha256:fb3ea907efbdb1bcfd0c44507ad9c961afd7dce3147292b54505ecfd17be8fd1"},
+    {file = "openai-1.76.0-py3-none-any.whl", hash = "sha256:a712b50e78cf78e6d7b2a8f69c4978243517c2c36999756673e07a14ce37dc0a"},
+    {file = "openai-1.76.0.tar.gz", hash = "sha256:fd2bfaf4608f48102d6b74f9e11c5ecaa058b60dad9c36e409c12477dfd91fb2"},
 ]
 
 [package.dependencies]
@@ -3043,7 +3238,6 @@ version = "4.11.0.86"
 description = "Wrapper package for OpenCV python bindings."
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
 files = [
     {file = "opencv-python-headless-4.11.0.86.tar.gz", hash = "sha256:996eb282ca4b43ec6a3972414de0e2331f5d9cda2b41091a49739c19fb843798"},
     {file = "opencv_python_headless-4.11.0.86-cp37-abi3-macosx_13_0_arm64.whl", hash = "sha256:48128188ade4a7e517237c8e1e11a9cdf5c282761473383e77beb875bb1e61ca"},
@@ -3056,20 +3250,19 @@ files = [
 
 [package.dependencies]
 numpy = [
+    {version = ">=1.23.5", markers = "python_version >= \"3.11\" and python_version < \"3.12\""},
     {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
-    {version = ">=1.23.5", markers = "python_version == \"3.11\""},
 ]
 
 [[package]]
 name = "opentelemetry-api"
-version = "1.31.1"
+version = "1.32.1"
 description = "OpenTelemetry Python API"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
-    {file = "opentelemetry_api-1.31.1-py3-none-any.whl", hash = "sha256:1511a3f470c9c8a32eeea68d4ea37835880c0eed09dd1a0187acc8b1301da0a1"},
-    {file = "opentelemetry_api-1.31.1.tar.gz", hash = "sha256:137ad4b64215f02b3000a0292e077641c8611aab636414632a9b9068593b7e91"},
+    {file = "opentelemetry_api-1.32.1-py3-none-any.whl", hash = "sha256:bbd19f14ab9f15f0e85e43e6a958aa4cb1f36870ee62b7fd205783a112012724"},
+    {file = "opentelemetry_api-1.32.1.tar.gz", hash = "sha256:a5be71591694a4d9195caf6776b055aa702e964d961051a0715d05f8632c32fb"},
 ]
 
 [package.dependencies]
@@ -3078,125 +3271,119 @@ importlib-metadata = ">=6.0,<8.7.0"
 
 [[package]]
 name = "opentelemetry-instrumentation"
-version = "0.52b1"
+version = "0.53b1"
 description = "Instrumentation Tools & Auto Instrumentation for OpenTelemetry Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation-0.52b1-py3-none-any.whl", hash = "sha256:8c0059c4379d77bbd8015c8d8476020efe873c123047ec069bb335e4b8717477"},
-    {file = "opentelemetry_instrumentation-0.52b1.tar.gz", hash = "sha256:739f3bfadbbeec04dd59297479e15660a53df93c131d907bb61052e3d3c1406f"},
+    {file = "opentelemetry_instrumentation-0.53b1-py3-none-any.whl", hash = "sha256:c07850cecfbc51e8b357f56d5886ae5ccaa828635b220d0f5e78f941ea9a83ca"},
+    {file = "opentelemetry_instrumentation-0.53b1.tar.gz", hash = "sha256:0e69ca2c75727e8a300de671c4a2ec0e86e63a8e906beaa5d6c9f5228e8687e5"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.4,<2.0"
-opentelemetry-semantic-conventions = "0.52b1"
+opentelemetry-semantic-conventions = "0.53b1"
 packaging = ">=18.0"
 wrapt = ">=1.0.0,<2.0.0"
 
 [[package]]
 name = "opentelemetry-instrumentation-asgi"
-version = "0.52b1"
+version = "0.53b1"
 description = "ASGI instrumentation for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation_asgi-0.52b1-py3-none-any.whl", hash = "sha256:f7179f477ed665ba21871972f979f21e8534edb971232e11920c8a22f4759236"},
-    {file = "opentelemetry_instrumentation_asgi-0.52b1.tar.gz", hash = "sha256:a6dbce9cb5b2c2f45ce4817ad21f44c67fd328358ad3ab911eb46f0be67f82ec"},
+    {file = "opentelemetry_instrumentation_asgi-0.53b1-py3-none-any.whl", hash = "sha256:5f8422eff0a9e3ecb052a8726335925610bb9bd7bb1acf1619c2c28dc3c04842"},
+    {file = "opentelemetry_instrumentation_asgi-0.53b1.tar.gz", hash = "sha256:74b7a023787c574f2dd5ed9376e5b921c14501ba1b281ec8527eaadc442563e7"},
 ]
 
 [package.dependencies]
 asgiref = ">=3.0,<4.0"
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.52b1"
-opentelemetry-semantic-conventions = "0.52b1"
-opentelemetry-util-http = "0.52b1"
+opentelemetry-instrumentation = "0.53b1"
+opentelemetry-semantic-conventions = "0.53b1"
+opentelemetry-util-http = "0.53b1"
 
 [package.extras]
 instruments = ["asgiref (>=3.0,<4.0)"]
 
 [[package]]
 name = "opentelemetry-instrumentation-dbapi"
-version = "0.52b1"
+version = "0.53b1"
 description = "OpenTelemetry Database API instrumentation"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation_dbapi-0.52b1-py3-none-any.whl", hash = "sha256:47e54d26ad39f3951c7f3b4d4fb685a3c75445cfd57fcff2e92c416575c568ab"},
-    {file = "opentelemetry_instrumentation_dbapi-0.52b1.tar.gz", hash = "sha256:62a6c37b659f6aa5476f12fb76c78f4ad27c49fb71a8a2c11609afcbb84f1e1c"},
+    {file = "opentelemetry_instrumentation_dbapi-0.53b1-py3-none-any.whl", hash = "sha256:38eec30b7ba58bc9000cf86ff7cc8a1b6d4fd4dd669f07b251f540d2a9dd7a9a"},
+    {file = "opentelemetry_instrumentation_dbapi-0.53b1.tar.gz", hash = "sha256:eb8c8d610045ab4e74001bf9e944bfb1238a419839ea612c81a94b38ea890a9d"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.52b1"
-opentelemetry-semantic-conventions = "0.52b1"
+opentelemetry-instrumentation = "0.53b1"
+opentelemetry-semantic-conventions = "0.53b1"
 wrapt = ">=1.0.0,<2.0.0"
 
 [[package]]
 name = "opentelemetry-instrumentation-django"
-version = "0.52b1"
+version = "0.53b1"
 description = "OpenTelemetry Instrumentation for Django"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation_django-0.52b1-py3-none-any.whl", hash = "sha256:895dcc551fa9c38c62e23d6b66ef250b20ff0afd7a39f8822ec61a2929dfc7c7"},
-    {file = "opentelemetry_instrumentation_django-0.52b1.tar.gz", hash = "sha256:2541819564dae5edb0afd023de25d35761d8943aa88e6344b1e52f4fe036ccb6"},
+    {file = "opentelemetry_instrumentation_django-0.53b1-py3-none-any.whl", hash = "sha256:197743e802dc15f6b6d8a6b3af604b743c16ad3b558f710748b0d61728d7015c"},
+    {file = "opentelemetry_instrumentation_django-0.53b1.tar.gz", hash = "sha256:23618516c7cb14893ada25379d1c2eadf1bd0f9bde39a3ef510e8388cd0c4a44"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.52b1"
-opentelemetry-instrumentation-wsgi = "0.52b1"
-opentelemetry-semantic-conventions = "0.52b1"
-opentelemetry-util-http = "0.52b1"
+opentelemetry-instrumentation = "0.53b1"
+opentelemetry-instrumentation-wsgi = "0.53b1"
+opentelemetry-semantic-conventions = "0.53b1"
+opentelemetry-util-http = "0.53b1"
 
 [package.extras]
-asgi = ["opentelemetry-instrumentation-asgi (==0.52b1)"]
+asgi = ["opentelemetry-instrumentation-asgi (==0.53b1)"]
 instruments = ["django (>=1.10)"]
 
 [[package]]
 name = "opentelemetry-instrumentation-fastapi"
-version = "0.52b1"
+version = "0.53b1"
 description = "OpenTelemetry FastAPI Instrumentation"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation_fastapi-0.52b1-py3-none-any.whl", hash = "sha256:73c8804f053c5eb2fd2c948218bff9561f1ef65e89db326a6ab0b5bf829969f4"},
-    {file = "opentelemetry_instrumentation_fastapi-0.52b1.tar.gz", hash = "sha256:d26ab15dc49e041301d5c2571605b8f5c3a6ee4a85b60940338f56c120221e98"},
+    {file = "opentelemetry_instrumentation_fastapi-0.53b1-py3-none-any.whl", hash = "sha256:f8ed5b65e9086b86caeae191fcf798ec7b47469ac7f0341461acc03886278741"},
+    {file = "opentelemetry_instrumentation_fastapi-0.53b1.tar.gz", hash = "sha256:24e98ddd1bd8164069e68e36c47bb729fefb0a851e6dd520f4fc81c3bbc54147"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.52b1"
-opentelemetry-instrumentation-asgi = "0.52b1"
-opentelemetry-semantic-conventions = "0.52b1"
-opentelemetry-util-http = "0.52b1"
+opentelemetry-instrumentation = "0.53b1"
+opentelemetry-instrumentation-asgi = "0.53b1"
+opentelemetry-semantic-conventions = "0.53b1"
+opentelemetry-util-http = "0.53b1"
 
 [package.extras]
 instruments = ["fastapi (>=0.58,<1.0)"]
 
 [[package]]
 name = "opentelemetry-instrumentation-flask"
-version = "0.52b1"
+version = "0.53b1"
 description = "Flask instrumentation for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation_flask-0.52b1-py3-none-any.whl", hash = "sha256:3c8b83147838bef24aac0182f0d49865321efba4cb1f96629f460330d21d0fa9"},
-    {file = "opentelemetry_instrumentation_flask-0.52b1.tar.gz", hash = "sha256:c8bc64da425ccbadb4a2ee5e8d99045e2282bfbf63bc9be07c386675839d00be"},
+    {file = "opentelemetry_instrumentation_flask-0.53b1-py3-none-any.whl", hash = "sha256:679e2e2b638d64df0b468b1568fda84bc0dcb7894f01486e8bb40129568c4fc7"},
+    {file = "opentelemetry_instrumentation_flask-0.53b1.tar.gz", hash = "sha256:2212f8bef5aa386d2a20b316335be2596cc419bb939d96f884eb9634469e6520"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.52b1"
-opentelemetry-instrumentation-wsgi = "0.52b1"
-opentelemetry-semantic-conventions = "0.52b1"
-opentelemetry-util-http = "0.52b1"
+opentelemetry-instrumentation = "0.53b1"
+opentelemetry-instrumentation-wsgi = "0.53b1"
+opentelemetry-semantic-conventions = "0.53b1"
+opentelemetry-util-http = "0.53b1"
 packaging = ">=21.0"
 
 [package.extras]
@@ -3204,80 +3391,76 @@ instruments = ["flask (>=1.0)"]
 
 [[package]]
 name = "opentelemetry-instrumentation-psycopg2"
-version = "0.52b1"
+version = "0.53b1"
 description = "OpenTelemetry psycopg2 instrumentation"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation_psycopg2-0.52b1-py3-none-any.whl", hash = "sha256:51ac9f3d0b83889a1df2fc1342d86887142c2b70d8532043bc49b36fe95ea9d8"},
-    {file = "opentelemetry_instrumentation_psycopg2-0.52b1.tar.gz", hash = "sha256:5bbdb2a2973aae9402946c995e277b1f76e467faebc40ac0f8da51c701918bb4"},
+    {file = "opentelemetry_instrumentation_psycopg2-0.53b1-py3-none-any.whl", hash = "sha256:5e5860042d69dfce6434ffdc09d33cb75f240d817d0c835131a23ea2afcd11e5"},
+    {file = "opentelemetry_instrumentation_psycopg2-0.53b1.tar.gz", hash = "sha256:0b46cd1b93c166e6f7a7faffadf282cacb73889ef9a7734bb5f54532e22c046b"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.52b1"
-opentelemetry-instrumentation-dbapi = "0.52b1"
+opentelemetry-instrumentation = "0.53b1"
+opentelemetry-instrumentation-dbapi = "0.53b1"
 
 [package.extras]
 instruments = ["psycopg2 (>=2.7.3.1)", "psycopg2-binary (>=2.7.3.1)"]
 
 [[package]]
 name = "opentelemetry-instrumentation-requests"
-version = "0.52b1"
+version = "0.53b1"
 description = "OpenTelemetry requests instrumentation"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation_requests-0.52b1-py3-none-any.whl", hash = "sha256:58ae3c415543d8ba2b0091b81ac13b65f2993adef0a4b9a5d3d7ebbe0023986a"},
-    {file = "opentelemetry_instrumentation_requests-0.52b1.tar.gz", hash = "sha256:711a2ef90e32a0ffd4650b21376b8e102473845ba9121efca0d94314d529b501"},
+    {file = "opentelemetry_instrumentation_requests-0.53b1-py3-none-any.whl", hash = "sha256:f7e82ea8095062c471ae8329af30175b75e771ed5f8bf429a41176d9a763287f"},
+    {file = "opentelemetry_instrumentation_requests-0.53b1.tar.gz", hash = "sha256:7684555346fbdb4e4bc2859b17167ffacdbf2764c6210703b1b5a201ff355c54"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.52b1"
-opentelemetry-semantic-conventions = "0.52b1"
-opentelemetry-util-http = "0.52b1"
+opentelemetry-instrumentation = "0.53b1"
+opentelemetry-semantic-conventions = "0.53b1"
+opentelemetry-util-http = "0.53b1"
 
 [package.extras]
 instruments = ["requests (>=2.0,<3.0)"]
 
 [[package]]
 name = "opentelemetry-instrumentation-urllib"
-version = "0.52b1"
+version = "0.53b1"
 description = "OpenTelemetry urllib instrumentation"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation_urllib-0.52b1-py3-none-any.whl", hash = "sha256:559ee1228194cf025c22b2515bdb855aefd9cec19596a7b30df5f092fbc72e56"},
-    {file = "opentelemetry_instrumentation_urllib-0.52b1.tar.gz", hash = "sha256:1364c742eaec56e11bab8723aecde378e438f86f753d93fcbf5ca8f6e1073a5c"},
+    {file = "opentelemetry_instrumentation_urllib-0.53b1-py3-none-any.whl", hash = "sha256:906386336dff6f4106b9fd180a30a2a9eade44a8c60843f165a1dc2e0cc0e3af"},
+    {file = "opentelemetry_instrumentation_urllib-0.53b1.tar.gz", hash = "sha256:f8cd0990b3b45c06f547bd944589a3eac8ebea91b21f1e65f0d3ec7efdabcbc7"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.52b1"
-opentelemetry-semantic-conventions = "0.52b1"
-opentelemetry-util-http = "0.52b1"
+opentelemetry-instrumentation = "0.53b1"
+opentelemetry-semantic-conventions = "0.53b1"
+opentelemetry-util-http = "0.53b1"
 
 [[package]]
 name = "opentelemetry-instrumentation-urllib3"
-version = "0.52b1"
+version = "0.53b1"
 description = "OpenTelemetry urllib3 instrumentation"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation_urllib3-0.52b1-py3-none-any.whl", hash = "sha256:4011bac1639a6336c443252d93709eff17e316523f335ddee4ddb47bf464305e"},
-    {file = "opentelemetry_instrumentation_urllib3-0.52b1.tar.gz", hash = "sha256:b607aefd2c02ff7fbf6eea4b863f63348e64b29592ffa90dcc970a5bbcbe3c6b"},
+    {file = "opentelemetry_instrumentation_urllib3-0.53b1-py3-none-any.whl", hash = "sha256:0361c61cbd028358d67e10bbef6fba1c231b594990658b36bc1e2f83bd528ffe"},
+    {file = "opentelemetry_instrumentation_urllib3-0.53b1.tar.gz", hash = "sha256:3fcf41b4401686f8db97aabcca02040418380a766f9c66051347cbac072fe665"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.52b1"
-opentelemetry-semantic-conventions = "0.52b1"
-opentelemetry-util-http = "0.52b1"
+opentelemetry-instrumentation = "0.53b1"
+opentelemetry-semantic-conventions = "0.53b1"
+opentelemetry-util-http = "0.53b1"
 wrapt = ">=1.0.0,<2.0.0"
 
 [package.extras]
@@ -3285,21 +3468,20 @@ instruments = ["urllib3 (>=1.0.0,<3.0.0)"]
 
 [[package]]
 name = "opentelemetry-instrumentation-wsgi"
-version = "0.52b1"
+version = "0.53b1"
 description = "WSGI Middleware for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation_wsgi-0.52b1-py3-none-any.whl", hash = "sha256:13d19958bb63df0dc32df23a047e94fe5db66151d29b17c01b1d751dd84029f8"},
-    {file = "opentelemetry_instrumentation_wsgi-0.52b1.tar.gz", hash = "sha256:2c0534cacae594ef8c749edf3d1a8bce78e959a1b40efbc36f1b59d1f7977089"},
+    {file = "opentelemetry_instrumentation_wsgi-0.53b1-py3-none-any.whl", hash = "sha256:84a4f310c7dec66d577c80e594e0e121a6c20ac88bb40e60adc6b5f6c5fbcbad"},
+    {file = "opentelemetry_instrumentation_wsgi-0.53b1.tar.gz", hash = "sha256:762feb948b12dbb1ef71607f93303e3a0e5cb98235528a6e4cc689a736915adb"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.52b1"
-opentelemetry-semantic-conventions = "0.52b1"
-opentelemetry-util-http = "0.52b1"
+opentelemetry-instrumentation = "0.53b1"
+opentelemetry-semantic-conventions = "0.53b1"
+opentelemetry-util-http = "0.53b1"
 
 [[package]]
 name = "opentelemetry-resource-detector-azure"
@@ -3307,7 +3489,6 @@ version = "0.1.5"
 description = "Azure Resource Detector for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "opentelemetry_resource_detector_azure-0.1.5-py3-none-any.whl", hash = "sha256:4dcc5d54ab5c3b11226af39509bc98979a8b9e0f8a24c1b888783755d3bf00eb"},
     {file = "opentelemetry_resource_detector_azure-0.1.5.tar.gz", hash = "sha256:e0ba658a87c69eebc806e75398cd0e9f68a8898ea62de99bc1b7083136403710"},
@@ -3318,47 +3499,44 @@ opentelemetry-sdk = ">=1.21,<2.0"
 
 [[package]]
 name = "opentelemetry-sdk"
-version = "1.31.1"
+version = "1.32.1"
 description = "OpenTelemetry Python SDK"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
-    {file = "opentelemetry_sdk-1.31.1-py3-none-any.whl", hash = "sha256:882d021321f223e37afaca7b4e06c1d8bbc013f9e17ff48a7aa017460a8e7dae"},
-    {file = "opentelemetry_sdk-1.31.1.tar.gz", hash = "sha256:c95f61e74b60769f8ff01ec6ffd3d29684743404603df34b20aa16a49dc8d903"},
+    {file = "opentelemetry_sdk-1.32.1-py3-none-any.whl", hash = "sha256:bba37b70a08038613247bc42beee5a81b0ddca422c7d7f1b097b32bf1c7e2f17"},
+    {file = "opentelemetry_sdk-1.32.1.tar.gz", hash = "sha256:8ef373d490961848f525255a42b193430a0637e064dd132fd2a014d94792a092"},
 ]
 
 [package.dependencies]
-opentelemetry-api = "1.31.1"
-opentelemetry-semantic-conventions = "0.52b1"
+opentelemetry-api = "1.32.1"
+opentelemetry-semantic-conventions = "0.53b1"
 typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "opentelemetry-semantic-conventions"
-version = "0.52b1"
+version = "0.53b1"
 description = "OpenTelemetry Semantic Conventions"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
-    {file = "opentelemetry_semantic_conventions-0.52b1-py3-none-any.whl", hash = "sha256:72b42db327e29ca8bb1b91e8082514ddf3bbf33f32ec088feb09526ade4bc77e"},
-    {file = "opentelemetry_semantic_conventions-0.52b1.tar.gz", hash = "sha256:7b3d226ecf7523c27499758a58b542b48a0ac8d12be03c0488ff8ec60c5bae5d"},
+    {file = "opentelemetry_semantic_conventions-0.53b1-py3-none-any.whl", hash = "sha256:21df3ed13f035f8f3ea42d07cbebae37020367a53b47f1ebee3b10a381a00208"},
+    {file = "opentelemetry_semantic_conventions-0.53b1.tar.gz", hash = "sha256:4c5a6fede9de61211b2e9fc1e02e8acacce882204cd770177342b6a3be682992"},
 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
-opentelemetry-api = "1.31.1"
+opentelemetry-api = "1.32.1"
 
 [[package]]
 name = "opentelemetry-util-http"
-version = "0.52b1"
+version = "0.53b1"
 description = "Web util for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
-    {file = "opentelemetry_util_http-0.52b1-py3-none-any.whl", hash = "sha256:6a6ab6bfa23fef96f4995233e874f67602adf9d224895981b4ab9d4dde23de78"},
-    {file = "opentelemetry_util_http-0.52b1.tar.gz", hash = "sha256:c03c8c23f1b75fadf548faece7ead3aecd50761c5593a2b2831b48730eee5b31"},
+    {file = "opentelemetry_util_http-0.53b1-py3-none-any.whl", hash = "sha256:ee7ecc1cbe4598535a95eaf7742f80c0c924843bf8f7ef3bab4963a228a94dd0"},
+    {file = "opentelemetry_util_http-0.53b1.tar.gz", hash = "sha256:7b0356584400b3406a643e244d36ff1bbb7c95e3b5ed0509d212e4a11c050a0e"},
 ]
 
 [[package]]
@@ -3367,7 +3545,6 @@ version = "0.1.11"
 description = "Probabilistic Generative Model Programming"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "outlines-0.1.11-py3-none-any.whl", hash = "sha256:f5a5f2242ed9802d3aab7a92789bf4008d734c576be9258cc0a297f690124727"},
     {file = "outlines-0.1.11.tar.gz", hash = "sha256:0997bd9da1cc050e430bd08995dc7d4bd855918bafa4531e49d3f37110a23aba"},
@@ -3398,7 +3575,7 @@ llamacpp = ["datasets", "llama-cpp-python", "numpy (<2)", "transformers"]
 mlxlm = ["datasets", "mlx-lm"]
 openai = ["openai"]
 serve = ["fastapi", "pydantic (>=2.0)", "uvicorn", "vllm (>=0.3.0)"]
-test = ["accelerate", "beartype (<0.16.0)", "coverage[toml] (>=5.1)", "datasets", "diff-cover", "exllamav2", "huggingface_hub", "jax", "llama-cpp-python", "mlx-lm (>=0.19.2) ; platform_machine == \"arm64\" and sys_platform == \"darwin\"", "openai (>=1.0.0)", "pillow", "pre-commit", "pytest", "pytest-benchmark", "pytest-cov", "pytest-mock", "responses", "transformers", "vllm ; sys_platform != \"darwin\""]
+test = ["accelerate", "beartype (<0.16.0)", "coverage[toml] (>=5.1)", "datasets", "diff-cover", "exllamav2", "huggingface_hub", "jax", "llama-cpp-python", "mlx-lm (>=0.19.2)", "openai (>=1.0.0)", "pillow", "pre-commit", "pytest", "pytest-benchmark", "pytest-cov", "pytest-mock", "responses", "transformers", "vllm"]
 transformers = ["accelerate", "datasets", "numpy (<2)", "transformers"]
 vllm = ["numpy (<2)", "transformers", "vllm"]
 
@@ -3408,7 +3585,6 @@ version = "0.1.26"
 description = "Structured Text Generation in Rust"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "outlines_core-0.1.26-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:6a962a7452e7ac170fa04d405342cadae2d28fafa5b1830cef7aa610257ed32f"},
     {file = "outlines_core-0.1.26-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:15a3684fa29564da2db03934cf0097bef3e871f70d3af0ef2b52fdb886da2e09"},
@@ -3450,7 +3626,6 @@ version = "25.0"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "packaging-25.0-py3-none-any.whl", hash = "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484"},
     {file = "packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f"},
@@ -3462,7 +3637,6 @@ version = "2.2.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "pandas-2.2.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1948ddde24197a0f7add2bdc4ca83bf2b1ef84a1bc8ccffd95eda17fd836ecb5"},
     {file = "pandas-2.2.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:381175499d3802cde0eabbaf6324cce0c4f5d52ca6f8c377c29ad442f50f6348"},
@@ -3510,8 +3684,8 @@ files = [
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
     {version = ">=1.23.2", markers = "python_version == \"3.11\""},
+    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
 ]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
@@ -3548,7 +3722,6 @@ version = "3.5.1"
 description = "SSH2 protocol library"
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
 files = [
     {file = "paramiko-3.5.1-py3-none-any.whl", hash = "sha256:43b9a0501fc2b5e70680388d9346cf252cfb7d00b0667c39e80eb43a408b8f61"},
     {file = "paramiko-3.5.1.tar.gz", hash = "sha256:b2c665bc45b2b215bd7d7f039901b14b067da00f3a11e6640995fd58f2664822"},
@@ -3560,8 +3733,8 @@ cryptography = ">=3.3"
 pynacl = ">=1.5"
 
 [package.extras]
-all = ["gssapi (>=1.4.1) ; platform_system != \"Windows\"", "invoke (>=2.0)", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8) ; platform_system == \"Windows\""]
-gssapi = ["gssapi (>=1.4.1) ; platform_system != \"Windows\"", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8) ; platform_system == \"Windows\""]
+all = ["gssapi (>=1.4.1)", "invoke (>=2.0)", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8)"]
+gssapi = ["gssapi (>=1.4.1)", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8)"]
 invoke = ["invoke (>=2.0)"]
 
 [[package]]
@@ -3570,7 +3743,6 @@ version = "0.2.1.1.post5"
 description = "Parse partial JSON generated by LLM"
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
 files = [
     {file = "partial_json_parser-0.2.1.1.post5-py3-none-any.whl", hash = "sha256:627715aaa3cb3fb60a65b0d62223243acaa6c70846520a90326fef3a2f0b61ca"},
     {file = "partial_json_parser-0.2.1.1.post5.tar.gz", hash = "sha256:992710ac67e90b367921d52727698928040f7713ba7ecb33b96371ea7aec82ca"},
@@ -3585,7 +3757,6 @@ version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"},
     {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
@@ -3597,7 +3768,6 @@ version = "11.2.1"
 description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "pillow-11.2.1-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:d57a75d53922fc20c165016a20d9c44f73305e67c351bbc60d1adaf662e74047"},
     {file = "pillow-11.2.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:127bf6ac4a5b58b3d32fc8289656f77f80567d65660bc46f72c0d77e6600cc95"},
@@ -3688,7 +3858,7 @@ fpx = ["olefile"]
 mic = ["olefile"]
 test-arrow = ["pyarrow"]
 tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "trove-classifiers (>=2024.10.12)"]
-typing = ["typing-extensions ; python_version < \"3.10\""]
+typing = ["typing-extensions"]
 xmp = ["defusedxml"]
 
 [[package]]
@@ -3697,7 +3867,6 @@ version = "4.3.7"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "platformdirs-4.3.7-py3-none-any.whl", hash = "sha256:a03875334331946f13c549dbd8f4bac7a13a50a895a0eb1e8c6a8ace80d40a94"},
     {file = "platformdirs-4.3.7.tar.gz", hash = "sha256:eb437d586b6a0986388f0d6f74aa0cde27b48d0e3d66843640bfb6bdcdb6e351"},
@@ -3714,8 +3883,6 @@ version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "platform_machine == \"x86_64\""
 files = [
     {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
     {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
@@ -3731,7 +3898,6 @@ version = "0.5.7"
 description = "A small python api to collect data from prometheus"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "prometheus_api_client-0.5.7-py3-none-any.whl", hash = "sha256:c8b3c3ef91f97f2e52d25b1d47ba1878a03a724ccf2e9cd5b09c96ca0dad17c4"},
     {file = "prometheus_api_client-0.5.7.tar.gz", hash = "sha256:a48545b0fba8d47b8a84ff7b6024ad1cb44096340867002f163cc93174b32105"},
@@ -3751,7 +3917,6 @@ version = "0.21.1"
 description = "Python client for the Prometheus monitoring system."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "prometheus_client-0.21.1-py3-none-any.whl", hash = "sha256:594b45c410d6f4f8888940fe80b5cc2521b305a1fafe1c58609ef715a001f301"},
     {file = "prometheus_client-0.21.1.tar.gz", hash = "sha256:252505a722ac04b0456be05c05f75f45d760c2911ffc45f2a06bcaed9f3ae3fb"},
@@ -3766,7 +3931,6 @@ version = "7.1.0"
 description = "Instrument your FastAPI app with Prometheus metrics"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "prometheus_fastapi_instrumentator-7.1.0-py3-none-any.whl", hash = "sha256:978130f3c0bb7b8ebcc90d35516a6fe13e02d2eb358c8f83887cdef7020c31e9"},
     {file = "prometheus_fastapi_instrumentator-7.1.0.tar.gz", hash = "sha256:be7cd61eeea4e5912aeccb4261c6631b3f227d8924542d79eaf5af3f439cbe5e"},
@@ -3782,7 +3946,6 @@ version = "3.0.51"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "prompt_toolkit-3.0.51-py3-none-any.whl", hash = "sha256:52742911fde84e2d423e2f9a4cf1de7d7ac4e51958f648d9540e0fb8db077b07"},
     {file = "prompt_toolkit-3.0.51.tar.gz", hash = "sha256:931a162e3b27fc90c86f1b48bb1fb2c528c2761475e57c9c06de13311c7b54ed"},
@@ -3791,55 +3954,152 @@ files = [
 [package.dependencies]
 wcwidth = "*"
 
+[[package]]
+name = "propcache"
+version = "0.3.1"
+description = "Accelerated property cache"
+optional = false
+python-versions = ">=3.9"
+files = [
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+version = "7.0.0"
+description = "Cross-platform lib for process and system monitoring in Python.  NOTE: the syntax of this script MUST be kept compatible with Python 2.7."
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "psutil-7.0.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:101d71dc322e3cffd7cea0650b09b3d08b8e7c4109dd6809fe452dfd00e58b25"},
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+    {file = "psutil-7.0.0-cp36-cp36m-win_amd64.whl", hash = "sha256:1e744154a6580bc968a0195fd25e80432d3afec619daf145b9e5ba16cc1d688e"},
+    {file = "psutil-7.0.0-cp37-abi3-win32.whl", hash = "sha256:ba3fcef7523064a6c9da440fc4d6bd07da93ac726b5733c29027d7dc95b39d99"},
+    {file = "psutil-7.0.0-cp37-abi3-win_amd64.whl", hash = "sha256:4cf3d4eb1aa9b348dec30105c55cd9b7d4629285735a102beb4441e38db90553"},
+    {file = "psutil-7.0.0.tar.gz", hash = "sha256:7be9c3eba38beccb6495ea33afd982a44074b78f28c434a1f51cc07fd315c456"},
 ]
 
 [package.extras]
-dev = ["abi3audit", "black", "check-manifest", "coverage", "packaging", "pylint", "pyperf", "pypinfo", "pytest-cov", "requests", "rstcheck", "ruff", "sphinx", "sphinx_rtd_theme", "toml-sort", "twine", "virtualenv", "vulture", "wheel"]
+dev = ["abi3audit", "black (==24.10.0)", "check-manifest", "coverage", "packaging", "pylint", "pyperf", "pypinfo", "pytest", "pytest-cov", "pytest-xdist", "requests", "rstcheck", "ruff", "setuptools", "sphinx", "sphinx_rtd_theme", "toml-sort", "twine", "virtualenv", "vulture", "wheel"]
 test = ["pytest", "pytest-xdist", "setuptools"]
 
 [[package]]
@@ -3848,7 +4108,6 @@ version = "9.0.0"
 description = "Get CPU info with pure Python"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "py-cpuinfo-9.0.0.tar.gz", hash = "sha256:3cdbbf3fac90dc6f118bfd64384f309edeadd902d7c8fb17f02ffa1fc3f49690"},
     {file = "py_cpuinfo-9.0.0-py3-none-any.whl", hash = "sha256:859625bc251f64e21f077d099d4162689c762b5d6a4c3c97553d56241c9674d5"},
@@ -3860,7 +4119,6 @@ version = "0.6.1"
 description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "pyasn1-0.6.1-py3-none-any.whl", hash = "sha256:0d632f46f2ba09143da3a8afe9e33fb6f92fa2320ab7e886e2d0f7672af84629"},
     {file = "pyasn1-0.6.1.tar.gz", hash = "sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034"},
@@ -3872,7 +4130,6 @@ version = "0.4.2"
 description = "A collection of ASN.1-based protocols modules"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "pyasn1_modules-0.4.2-py3-none-any.whl", hash = "sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a"},
     {file = "pyasn1_modules-0.4.2.tar.gz", hash = "sha256:677091de870a80aae844b1ca6134f54652fa2c8c5a52aa396440ac3106e941e6"},
@@ -3887,8 +4144,6 @@ version = "2.13.6"
 description = "Seamless operability between C++11 and Python"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
-markers = "platform_machine == \"x86_64\""
 files = [
     {file = "pybind11-2.13.6-py3-none-any.whl", hash = "sha256:237c41e29157b962835d356b370ededd57594a26d5894a795960f0047cb5caf5"},
     {file = "pybind11-2.13.6.tar.gz", hash = "sha256:ba6af10348c12b24e92fa086b39cfba0eff619b61ac77c406167d813b096d39a"},
@@ -3903,7 +4158,6 @@ version = "24.6.1"
 description = "ISO country, subdivision, language, currency and script definitions and their translations"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "pycountry-24.6.1-py3-none-any.whl", hash = "sha256:f1a4fb391cd7214f8eefd39556d740adcc233c778a27f8942c8dca351d6ce06f"},
     {file = "pycountry-24.6.1.tar.gz", hash = "sha256:b61b3faccea67f87d10c1f2b0fc0be714409e8fcdcc1315613174f6466c10221"},
@@ -3915,7 +4169,6 @@ version = "2.22"
 description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
     {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
@@ -3927,7 +4180,6 @@ version = "2.11.3"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "pydantic-2.11.3-py3-none-any.whl", hash = "sha256:a082753436a07f9ba1289c6ffa01cd93db3548776088aa917cc43b63f68fa60f"},
     {file = "pydantic-2.11.3.tar.gz", hash = "sha256:7471657138c16adad9322fe3070c0116dd6c3ad8d649300e3cbdfe91f4db4ec3"},
@@ -3941,7 +4193,7 @@ typing-inspection = ">=0.4.0"
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
-timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
+timezone = ["tzdata"]
 
 [[package]]
 name = "pydantic-core"
@@ -3949,7 +4201,6 @@ version = "2.33.1"
 description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "pydantic_core-2.33.1-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:3077cfdb6125cc8dab61b155fdd714663e401f0e6883f9632118ec12cf42df26"},
     {file = "pydantic_core-2.33.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8ffab8b2908d152e74862d276cf5017c81a2f3719f14e8e3e8d6b83fda863927"},
@@ -4061,7 +4312,6 @@ version = "8.0.5"
 description = "The kitchen sink of Python utility libraries for doing \"stuff\" in a functional way. Based on the Lo-Dash Javascript library."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "pydash-8.0.5-py3-none-any.whl", hash = "sha256:b2625f8981862e19911daa07f80ed47b315ce20d9b5eb57aaf97aaf570c3892f"},
     {file = "pydash-8.0.5.tar.gz", hash = "sha256:7cc44ebfe5d362f4f5f06c74c8684143c5ac481376b059ff02570705523f9e2e"},
@@ -4079,7 +4329,6 @@ version = "2.19.1"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c"},
     {file = "pygments-2.19.1.tar.gz", hash = "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f"},
@@ -4094,7 +4343,6 @@ version = "2.10.1"
 description = "JSON Web Token implementation in Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "PyJWT-2.10.1-py3-none-any.whl", hash = "sha256:dcdd193e30abefd5debf142f9adfcdd2b58004e644f25406ffaebd50bd98dacb"},
     {file = "pyjwt-2.10.1.tar.gz", hash = "sha256:3cc5772eb20009233caf06e9d8a0577824723b44e6648ee0a2aedb6cf9381953"},
@@ -4115,7 +4363,6 @@ version = "1.5.0"
 description = "Python binding to the Networking and Cryptography (NaCl) library"
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
 files = [
     {file = "PyNaCl-1.5.0-cp36-abi3-macosx_10_10_universal2.whl", hash = "sha256:401002a4aaa07c9414132aaed7f6836ff98f59277a234704ff66878c2ee4a0d1"},
     {file = "PyNaCl-1.5.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_24_aarch64.whl", hash = "sha256:52cb72a79269189d4e0dc537556f4740f7f0a9ec41c1322598799b0bdad4ef92"},
@@ -4142,7 +4389,6 @@ version = "3.2.3"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "pyparsing-3.2.3-py3-none-any.whl", hash = "sha256:a749938e02d6fd0b59b356ca504a24982314bb090c383e3cf201c95ef7e2bfcf"},
     {file = "pyparsing-3.2.3.tar.gz", hash = "sha256:b9c13f1ab8b3b542f72e28f634bad4de758ab3ce4546e4301970ad6fa77c38be"},
@@ -4157,7 +4403,6 @@ version = "1.1.399"
 description = "Command line wrapper for pyright"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "pyright-1.1.399-py3-none-any.whl", hash = "sha256:55f9a875ddf23c9698f24208c764465ffdfd38be6265f7faf9a176e1dc549f3b"},
     {file = "pyright-1.1.399.tar.gz", hash = "sha256:439035d707a36c3d1b443aec980bc37053fbda88158eded24b8eedcf1c7b7a1b"},
@@ -4178,8 +4423,6 @@ version = "8.3.5"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "platform_machine == \"x86_64\""
 files = [
     {file = "pytest-8.3.5-py3-none-any.whl", hash = "sha256:c69214aa47deac29fad6c2a4f590b9c4a9fdb16a403176fe154b79c0b4d4d820"},
     {file = "pytest-8.3.5.tar.gz", hash = "sha256:f4efe70cc14e511565ac476b57c279e12a855b11f48f212af1080ef2263d3845"},
@@ -4200,7 +4443,6 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-groups = ["main"]
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -4215,7 +4457,6 @@ version = "1.1.0"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "python_dotenv-1.1.0-py3-none-any.whl", hash = "sha256:d7c01d9e2293916c18baf562d95698754b0dbbb5e74d457c45d4f6561fb9d55d"},
     {file = "python_dotenv-1.1.0.tar.gz", hash = "sha256:41f90bc6f5f177fb41f53e87666db362025010eb28f60a01c9143bfa33a2b2d5"},
@@ -4230,7 +4471,6 @@ version = "0.0.20"
 description = "A streaming multipart parser for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "python_multipart-0.0.20-py3-none-any.whl", hash = "sha256:8a62d3a8335e06589fe01f2a3e178cdcc632f3fbe0d492ad9ee0ec35aab1f104"},
     {file = "python_multipart-0.0.20.tar.gz", hash = "sha256:8dd0cab45b8e23064ae09147625994d090fa46f5b0d1e13af944c331a7fa9d13"},
@@ -4242,7 +4482,6 @@ version = "2025.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "pytz-2025.2-py2.py3-none-any.whl", hash = "sha256:5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00"},
     {file = "pytz-2025.2.tar.gz", hash = "sha256:360b9e3dbb49a209c21ad61809c7fb453643e048b38924c765813546746e81c3"},
@@ -4254,8 +4493,6 @@ version = "310"
 description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
-groups = ["main"]
-markers = "sys_platform == \"win32\""
 files = [
     {file = "pywin32-310-cp310-cp310-win32.whl", hash = "sha256:6dd97011efc8bf51d6793a82292419eba2c71cf8e7250cfac03bba284454abc1"},
     {file = "pywin32-310-cp310-cp310-win_amd64.whl", hash = "sha256:c3e78706e4229b915a0821941a84e7ef420bf2b77e08c9dae3c76fd03fd2ae3d"},
@@ -4281,7 +4518,6 @@ version = "6.0.2"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"},
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf"},
@@ -4344,7 +4580,6 @@ version = "26.4.0"
 description = "Python bindings for 0MQ"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "pyzmq-26.4.0-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:0329bdf83e170ac133f44a233fc651f6ed66ef8e66693b5af7d54f45d1ef5918"},
     {file = "pyzmq-26.4.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:398a825d2dea96227cf6460ce0a174cf7657d6f6827807d4d1ae9d0f9ae64315"},
@@ -4450,7 +4685,6 @@ version = "2.40.0"
 description = "Ray provides a simple, universal API for building distributed applications."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "ray-2.40.0-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:064af8bc52cc988c82470b8e76e5df417737fa7c1d87f597a892c69eb4ec3caa"},
     {file = "ray-2.40.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:45beb4019cd20b6cb10572d8012c771bccd623f544a669da6797ccf993c4bb33"},
@@ -4488,20 +4722,20 @@ pyyaml = "*"
 requests = "*"
 
 [package.extras]
-adag = ["cupy-cuda12x ; sys_platform != \"darwin\""]
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 name = "referencing"
@@ -4509,7 +4743,6 @@ version = "0.36.2"
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 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
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@@ -4526,7 +4759,6 @@ version = "2024.11.6"
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@@ -4630,7 +4862,6 @@ version = "2.32.3"
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@@ -4652,7 +4883,6 @@ version = "2.0.0"
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-groups = ["main"]
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@@ -4686,14 +4915,13 @@ jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
 [[package]]
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 description = "Rich toolkit for building command-line applications"
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 ]
 
 [package.dependencies]
@@ -4707,7 +4935,6 @@ version = "0.24.0"
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 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
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@@ -4831,7 +5058,6 @@ version = "4.9.1"
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 python-versions = "<4,>=3.6"
-groups = ["main"]
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 [[package]]
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 version = "2.26.1"
@@ -5013,13 +5338,23 @@ enabler = ["pytest-enabler (>=2.2)"]
 test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
 type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.14.*)", "pytest-mypy"]
 
+[[package]]
+name = "shellingham"
+version = "1.5.4"
+description = "Tool to Detect Surrounding Shell"
+optional = false
+python-versions = ">=3.7"
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 [[package]]
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 description = "Python 2 and 3 compatibility utilities"
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 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
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@@ -5042,7 +5377,6 @@ version = "1.3.1"
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 python-versions = ">=3.7"
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@@ -5054,7 +5388,6 @@ version = "0.46.2"
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@@ -5072,7 +5405,6 @@ version = "1.7.3"
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@@ -5087,7 +5419,6 @@ version = "1.13.1"
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 python-versions = ">=3.8"
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@@ -5105,7 +5436,6 @@ version = "3.0.1"
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@@ -5120,7 +5450,6 @@ version = "0.7.0"
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 optional = false
 python-versions = ">=3.8"
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 files = [
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@@ -5173,7 +5502,6 @@ version = "0.21.1"
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 optional = false
 python-versions = ">=3.9"
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@@ -5206,7 +5534,6 @@ version = "2.5.1"
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 python-versions = ">=3.8.0"
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 python-versions = "*"
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 files = [
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@@ -5288,7 +5614,6 @@ version = "0.20.1"
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@@ -5323,7 +5648,6 @@ version = "4.67.1"
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@@ -5345,7 +5669,6 @@ version = "4.51.3"
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 python-versions = "*"
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-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
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@@ -5442,7 +5763,6 @@ version = "0.15.2"
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 python-versions = ">=3.7"
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@@ -5460,7 +5780,6 @@ version = "4.13.2"
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@@ -5472,7 +5791,6 @@ version = "0.4.0"
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@@ -5487,7 +5805,6 @@ version = "2025.2"
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 optional = false
 python-versions = ">=2"
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 pyyaml = "*"
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+
 [[package]]
 name = "wcwidth"
 version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
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@@ -5595,7 +6130,6 @@ version = "1.8.0"
 description = "WebSocket client for Python with low level API options"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
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@@ -5612,7 +6146,6 @@ version = "15.0.1"
 description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
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@@ -5691,7 +6224,6 @@ version = "1.17.2"
 description = "Module for decorators, wrappers and monkey patching."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
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 description = "XFormers: A collection of composable Transformer building blocks."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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@@ -5800,8 +6330,6 @@ version = "0.1.11"
 description = "Efficient, Flexible and Portable Structured Generation"
 optional = false
 python-versions = "<4,>=3.8"
-groups = ["main"]
-markers = "platform_machine == \"x86_64\""
 files = [
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@@ -5832,7 +6360,6 @@ version = "1.20.0"
 description = "Yet another URL library"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
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@@ -5951,21 +6478,20 @@ version = "3.21.0"
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 optional = false
 python-versions = ">=3.9"
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 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
 type = ["pytest-mypy"]
 
 [metadata]
-lock-version = "2.1"
+lock-version = "2.0"
 python-versions = ">=3.11,<3.13"
-content-hash = "554fe9572fb969adf34dffb7f8d551896d9097ab2f78551dfd2f21b70d4ea713"
+content-hash = "93ccf907e7f0072ea2e66c3a53b3b10559cf787b57c6627a2c922ec75e5ca381"

From d820fa8cbe9498033f5a518b2f97846db01fb564 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Wed, 23 Apr 2025 16:50:36 -0500
Subject: [PATCH 058/100] update faulty service to match actual pod names

---
 .../problems/ad_service_failure/ad_service_failure.py           | 2 +-
 .../problems/ad_service_high_cpu/ad_service_high_cpu.py         | 2 +-
 .../problems/ad_service_manual_gc/ad_service_manual_gc.py       | 2 +-
 .../problems/cart_service_failure/cart_service_failure.py       | 2 +-
 .../problems/payment_service_failure/payment_service_failure.py | 2 +-
 .../payment_service_unreachable/payment_service_unreachable.py  | 2 +-
 .../problems/product_catalog_failure/product_catalog_failure.py | 2 +-
 .../recommendation_service_cache_failure.py                     | 2 +-
 8 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/aiopslab/orchestrator/problems/ad_service_failure/ad_service_failure.py b/aiopslab/orchestrator/problems/ad_service_failure/ad_service_failure.py
index ba73f0b6..18a1ebf0 100644
--- a/aiopslab/orchestrator/problems/ad_service_failure/ad_service_failure.py
+++ b/aiopslab/orchestrator/problems/ad_service_failure/ad_service_failure.py
@@ -16,7 +16,7 @@ def __init__(self):
         self.kubectl = KubeCtl()
         self.namespace = self.app.namespace
         self.injector = OtelFaultInjector(namespace=self.namespace)
-        self.faulty_service = "adservice"
+        self.faulty_service = "ad"
 
     def start_workload(self):
         print("== Start Workload ==")
diff --git a/aiopslab/orchestrator/problems/ad_service_high_cpu/ad_service_high_cpu.py b/aiopslab/orchestrator/problems/ad_service_high_cpu/ad_service_high_cpu.py
index 4aef1c32..8cd8c4fd 100644
--- a/aiopslab/orchestrator/problems/ad_service_high_cpu/ad_service_high_cpu.py
+++ b/aiopslab/orchestrator/problems/ad_service_high_cpu/ad_service_high_cpu.py
@@ -16,7 +16,7 @@ def __init__(self):
         self.kubectl = KubeCtl()
         self.namespace = self.app.namespace
         self.injector = OtelFaultInjector(namespace=self.namespace)
-        self.faulty_service = "adservice"
+        self.faulty_service = "ad"
 
     def start_workload(self):
         print("== Start Workload ==")
diff --git a/aiopslab/orchestrator/problems/ad_service_manual_gc/ad_service_manual_gc.py b/aiopslab/orchestrator/problems/ad_service_manual_gc/ad_service_manual_gc.py
index e5f24b68..f6502450 100644
--- a/aiopslab/orchestrator/problems/ad_service_manual_gc/ad_service_manual_gc.py
+++ b/aiopslab/orchestrator/problems/ad_service_manual_gc/ad_service_manual_gc.py
@@ -16,7 +16,7 @@ def __init__(self):
         self.kubectl = KubeCtl()
         self.namespace = self.app.namespace
         self.injector = OtelFaultInjector(namespace=self.namespace)
-        self.faulty_service = "adservice"
+        self.faulty_service = "ad"
 
     def start_workload(self):
         print("== Start Workload ==")
diff --git a/aiopslab/orchestrator/problems/cart_service_failure/cart_service_failure.py b/aiopslab/orchestrator/problems/cart_service_failure/cart_service_failure.py
index 6575248e..50c75e1e 100644
--- a/aiopslab/orchestrator/problems/cart_service_failure/cart_service_failure.py
+++ b/aiopslab/orchestrator/problems/cart_service_failure/cart_service_failure.py
@@ -16,7 +16,7 @@ def __init__(self):
         self.kubectl = KubeCtl()
         self.namespace = self.app.namespace
         self.injector = OtelFaultInjector(namespace=self.namespace)
-        self.faulty_service = "cartservice"
+        self.faulty_service = "cart"
 
     def start_workload(self):
         print("== Start Workload ==")
diff --git a/aiopslab/orchestrator/problems/payment_service_failure/payment_service_failure.py b/aiopslab/orchestrator/problems/payment_service_failure/payment_service_failure.py
index b427f198..90fd3f0e 100644
--- a/aiopslab/orchestrator/problems/payment_service_failure/payment_service_failure.py
+++ b/aiopslab/orchestrator/problems/payment_service_failure/payment_service_failure.py
@@ -16,7 +16,7 @@ def __init__(self):
         self.kubectl = KubeCtl()
         self.namespace = self.app.namespace
         self.injector = OtelFaultInjector(namespace=self.namespace)
-        self.faulty_service = "paymentservice"
+        self.faulty_service = "payment"
 
     def start_workload(self):
         print("== Start Workload ==")
diff --git a/aiopslab/orchestrator/problems/payment_service_unreachable/payment_service_unreachable.py b/aiopslab/orchestrator/problems/payment_service_unreachable/payment_service_unreachable.py
index cc6b7702..4027a1e6 100644
--- a/aiopslab/orchestrator/problems/payment_service_unreachable/payment_service_unreachable.py
+++ b/aiopslab/orchestrator/problems/payment_service_unreachable/payment_service_unreachable.py
@@ -16,7 +16,7 @@ def __init__(self):
         self.kubectl = KubeCtl()
         self.namespace = self.app.namespace
         self.injector = OtelFaultInjector(namespace=self.namespace)
-        self.faulty_service = "paymentservice"
+        self.faulty_service = "checkout"
 
     def start_workload(self):
         print("== Start Workload ==")
diff --git a/aiopslab/orchestrator/problems/product_catalog_failure/product_catalog_failure.py b/aiopslab/orchestrator/problems/product_catalog_failure/product_catalog_failure.py
index 6521cd5d..f09d837a 100644
--- a/aiopslab/orchestrator/problems/product_catalog_failure/product_catalog_failure.py
+++ b/aiopslab/orchestrator/problems/product_catalog_failure/product_catalog_failure.py
@@ -16,7 +16,7 @@ def __init__(self):
         self.kubectl = KubeCtl()
         self.namespace = self.app.namespace
         self.injector = OtelFaultInjector(namespace=self.namespace)
-        self.faulty_service = "productcatalogservice"
+        self.faulty_service = "product-catalog"
 
     def start_workload(self):
         print("== Start Workload ==")
diff --git a/aiopslab/orchestrator/problems/recommendation_service_cache_failure/recommendation_service_cache_failure.py b/aiopslab/orchestrator/problems/recommendation_service_cache_failure/recommendation_service_cache_failure.py
index 6073c8ac..06b5e982 100644
--- a/aiopslab/orchestrator/problems/recommendation_service_cache_failure/recommendation_service_cache_failure.py
+++ b/aiopslab/orchestrator/problems/recommendation_service_cache_failure/recommendation_service_cache_failure.py
@@ -16,7 +16,7 @@ def __init__(self):
         self.kubectl = KubeCtl()
         self.namespace = self.app.namespace
         self.injector = OtelFaultInjector(namespace=self.namespace)
-        self.faulty_service = "recommendationservice"
+        self.faulty_service = "recommendation"
 
     def start_workload(self):
         print("== Start Workload ==")

From d3bfc378ee179e5152c360729a5f3b660bf372ec Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 24 Apr 2025 11:12:39 -0500
Subject: [PATCH 059/100] Add helper function to get CPU architecture of k8s
 cluster

---
 aiopslab/service/kubectl.py | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/aiopslab/service/kubectl.py b/aiopslab/service/kubectl.py
index 8b88ae33..d06f73b2 100644
--- a/aiopslab/service/kubectl.py
+++ b/aiopslab/service/kubectl.py
@@ -269,6 +269,17 @@ def exec_command(self, command: str, input_data=None):
         # else:
         #     return out.stdout.decode("utf-8")
 
+    def get_node_architectures(self):
+        """Return a set of CPU architectures from all nodes in the cluster."""
+        architectures = set()
+        try:
+            nodes = self.core_v1_api.list_node()
+            for node in nodes.items:
+                arch = node.status.node_info.architecture
+                architectures.add(arch)
+        except ApiException as e:
+            print(f"Exception when retrieving node architectures: {e}\n")
+        return architectures
 
 # Example usage:
 if __name__ == "__main__":

From 317ffd934de913db23d8e5f96cbb6610c1ae567f Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 24 Apr 2025 11:20:45 -0500
Subject: [PATCH 060/100] Update arch check to check on node and not local.

---
 aiopslab/service/apps/socialnet.py | 25 ++++++++++++++-----------
 1 file changed, 14 insertions(+), 11 deletions(-)

diff --git a/aiopslab/service/apps/socialnet.py b/aiopslab/service/apps/socialnet.py
index 98eb765c..a6570344 100644
--- a/aiopslab/service/apps/socialnet.py
+++ b/aiopslab/service/apps/socialnet.py
@@ -3,8 +3,6 @@
 
 """Interface to the social network application from DeathStarBench"""
 
-import platform
-
 from aiopslab.service.helm import Helm
 from aiopslab.service.kubectl import KubeCtl
 from aiopslab.service.apps.base import Application
@@ -22,8 +20,6 @@ def __init__(self):
         )
         self.create_namespace()
         self.create_tls_secret()
-        # Detect CPU architecture, we need to deploy media-frontend differently on arm
-        self.is_arm = platform.machine().lower() in ["arm64", "aarch64"]
 
     def load_app_json(self):
         super().load_app_json()
@@ -47,15 +43,22 @@ def create_tls_secret(self):
             print("TLS secret already exists. Skipping creation.")
 
     def deploy(self):
-        """Deploy the Helm configurations."""
-        if self.is_arm:
-            # Update image to use arm build image
+        """Deploy the Helm configurations with architecture-aware image selection."""
+        node_architectures = self.kubectl.get_node_architectures()
+        is_arm = any(arch in ["arm64", "aarch64"] for arch in node_architectures)
+
+        if is_arm:
+            # Use the ARM-compatible image for media-frontend
             if "extra_args" not in self.helm_configs:
                 self.helm_configs["extra_args"] = []
-            
-            self.helm_configs["extra_args"].append("--set media-frontend.container.image=jacksonarthurclark/media-frontend")
-            self.helm_configs["extra_args"].append("--set media-frontend.container.imageVersion=latest")
-        
+
+            self.helm_configs["extra_args"].append(
+                "--set media-frontend.container.image=jacksonarthurclark/media-frontend"
+            )
+            self.helm_configs["extra_args"].append(
+                "--set media-frontend.container.imageVersion=latest"
+            )
+
         Helm.install(**self.helm_configs)
         Helm.assert_if_deployed(self.helm_configs["namespace"])
 

From 93846c6a29169a4547a2baf3f8b752aa47b3dd69 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 24 Apr 2025 13:36:30 -0500
Subject: [PATCH 061/100] fix frontend service name

---
 aiopslab/service/apps/astronomy_shop.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/aiopslab/service/apps/astronomy_shop.py b/aiopslab/service/apps/astronomy_shop.py
index 264711c9..c1caeb0e 100644
--- a/aiopslab/service/apps/astronomy_shop.py
+++ b/aiopslab/service/apps/astronomy_shop.py
@@ -18,7 +18,7 @@ def __init__(self):
     def load_app_json(self):
         super().load_app_json()
         metadata = self.get_app_json()
-        self.frontend_service = "astronomy-shop-frontendproxy"
+        self.frontend_service = "frontend-proxy"
         self.frontend_port = 8080
 
     def deploy(self):

From 3c32fbfe654851123dee1ba7fefebece32625217 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 24 Apr 2025 13:36:53 -0500
Subject: [PATCH 062/100] Add noop problem for astronomy shop

---
 aiopslab/orchestrator/problems/no_op/no_op.py | 28 +++++++++++++------
 aiopslab/orchestrator/problems/registry.py    |  1 +
 2 files changed, 20 insertions(+), 9 deletions(-)

diff --git a/aiopslab/orchestrator/problems/no_op/no_op.py b/aiopslab/orchestrator/problems/no_op/no_op.py
index 29cec74d..9ddac7fa 100644
--- a/aiopslab/orchestrator/problems/no_op/no_op.py
+++ b/aiopslab/orchestrator/problems/no_op/no_op.py
@@ -7,6 +7,7 @@
 from aiopslab.service.kubectl import KubeCtl
 from aiopslab.service.apps.hotelres import HotelReservation
 from aiopslab.service.apps.socialnet import SocialNetwork
+from aiopslab.service.apps.astronomy_shop import AstronomyShop
 from aiopslab.generators.workload.wrk import Wrk
 from aiopslab.generators.fault.inject_noop import NoopFaultInjector
 from aiopslab.session import SessionItem
@@ -17,20 +18,25 @@
 
 class NoOpBaseTask:
     def __init__(self, app_name: str = "hotel"):
-        if app_name == "hotel":
+        self.app_name = app_name
+
+        if self.app_name == "hotel":
             self.app = HotelReservation()
             self.payload_script = (
                 TARGET_MICROSERVICES
                 / "hotelReservation/wrk2/scripts/hotel-reservation/mixed-workload_type_1.lua"
             )
             self.faulty_service = "PLACEHOLDER"
-        elif app_name == "social":
+        elif self.app_name == "social":
             self.app = SocialNetwork()
             self.payload_script = (
                 TARGET_MICROSERVICES
                 / "socialNetwork/wrk2/scripts/social-network/compose-post.lua"
             )
             self.faulty_service = "PLACEHOLDER"
+        elif self.app_name == "astronomy_shop":
+            self.app = AstronomyShop()
+            self.faulty_service = "PLACEHOLDER"
         else:
             raise ValueError(f"Unsupported app_name: {app_name}")
 
@@ -39,14 +45,18 @@ def __init__(self, app_name: str = "hotel"):
         self.injector = NoopFaultInjector(namespace=self.namespace)
 
     def start_workload(self):
-        print("== Start Workload ==")
-        frontend_url = get_frontend_url(self.app)
+        if self.app_name != 'astronomy_shop':
+            print("== Start Workload ==")
+            frontend_url = get_frontend_url(self.app)
 
-        wrk = Wrk(rate=10, dist="exp", connections=2, duration=10, threads=2)
-        wrk.start_workload(
-            payload_script=self.payload_script,
-            url=f"{frontend_url}",
-        )
+            wrk = Wrk(rate=10, dist="exp", connections=2, duration=10, threads=2)
+            wrk.start_workload(
+                payload_script=self.payload_script,
+                url=f"{frontend_url}",
+            )
+        else:
+            # Skip workload since astronomy shop has its own workload generator
+            print("== Workload Skipped ==")
 
     def inject_fault(self):
         print("== Fault Injection ==")
diff --git a/aiopslab/orchestrator/problems/registry.py b/aiopslab/orchestrator/problems/registry.py
index 2563b27d..fc0ce682 100644
--- a/aiopslab/orchestrator/problems/registry.py
+++ b/aiopslab/orchestrator/problems/registry.py
@@ -159,6 +159,7 @@ def __init__(self):
                 app_name="hotel"
             ),
             "noop_detection_social_network-1": lambda: NoOpDetection(app_name="social"),
+            "noop_detection_astronomy_shop-1": lambda: NoOpDetection(app_name="astronomy_shop"),
             # NOTE: This should be getting fixed by the great powers of @jinghao-jia
             # Kernel fault -> https://github.com/xlab-uiuc/agent-ops/pull/10#issuecomment-2468992285
             # There's a bug in chaos mesh regarding this fault, wait for resolution and retest kernel fault

From e77d1ce426b1f63a1347ea56598062f78cb40f6f Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 24 Apr 2025 18:27:34 -0500
Subject: [PATCH 063/100] Remove operator problems, they are not mature enough
 for eval

---
 aiopslab/orchestrator/problems/registry.py | 20 ++++++++++----------
 1 file changed, 10 insertions(+), 10 deletions(-)

diff --git a/aiopslab/orchestrator/problems/registry.py b/aiopslab/orchestrator/problems/registry.py
index fc0ce682..7a0bcae8 100644
--- a/aiopslab/orchestrator/problems/registry.py
+++ b/aiopslab/orchestrator/problems/registry.py
@@ -201,16 +201,16 @@ def __init__(self):
             "wrong_bin_usage-analysis-1": WrongBinUsageAnalysis,
             "wrong_bin_usage-mitigation-1": WrongBinUsageMitigation,
             # K8S operator misoperation
-            "operator_overload_replicas-detection-1": K8SOperatorOverloadReplicasDetection,
-            "operator_overload_replicas-localization-1": K8SOperatorOverloadReplicasLocalization,
-            "operator_non_existent_storage-detection-1": K8SOperatorNonExistentStorageDetection,
-            "operator_non_existent_storage-localization-1": K8SOperatorNonExistentStorageLocalization,
-            "operator_invalid_affinity_toleration-detection-1": K8SOperatorInvalidAffinityTolerationDetection,
-            "operator_invalid_affinity_toleration-localization-1": K8SOperatorInvalidAffinityTolerationLocalization,
-            "operator_security_context_fault-detection-1": K8SOperatorSecurityContextFaultDetection,
-            "operator_security_context_fault-localization-1": K8SOperatorSecurityContextFaultLocalization,
-            "operator_wrong_update_strategy-detection-1": K8SOperatorWrongUpdateStrategyDetection,
-            "operator_wrong_update_strategy-localization-1": K8SOperatorWrongUpdateStrategyLocalization,
+            # "operator_overload_replicas-detection-1": K8SOperatorOverloadReplicasDetection,
+            # "operator_overload_replicas-localization-1": K8SOperatorOverloadReplicasLocalization,
+            # "operator_non_existent_storage-detection-1": K8SOperatorNonExistentStorageDetection,
+            # "operator_non_existent_storage-localization-1": K8SOperatorNonExistentStorageLocalization,
+            # "operator_invalid_affinity_toleration-detection-1": K8SOperatorInvalidAffinityTolerationDetection,
+            # "operator_invalid_affinity_toleration-localization-1": K8SOperatorInvalidAffinityTolerationLocalization,
+            # "operator_security_context_fault-detection-1": K8SOperatorSecurityContextFaultDetection,
+            # "operator_security_context_fault-localization-1": K8SOperatorSecurityContextFaultLocalization,
+            # "operator_wrong_update_strategy-detection-1": K8SOperatorWrongUpdateStrategyDetection,
+            # "operator_wrong_update_strategy-localization-1": K8SOperatorWrongUpdateStrategyLocalization,
         }
 
     def get_problem_instance(self, problem_id: str):

From 704f46213da58ee628093ed2aacee36a0725a280 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 24 Apr 2025 18:27:45 -0500
Subject: [PATCH 064/100] Fix trace api in astronomy shop

---
 aiopslab/observer/trace_api.py | 74 ++++++++++++++++++++++------------
 1 file changed, 49 insertions(+), 25 deletions(-)

diff --git a/aiopslab/observer/trace_api.py b/aiopslab/observer/trace_api.py
index b2ffc102..2346a052 100644
--- a/aiopslab/observer/trace_api.py
+++ b/aiopslab/observer/trace_api.py
@@ -22,13 +22,18 @@ def __init__(self, namespace: str):
         self.namespace = namespace
         self.stop_event = threading.Event()
 
-        # NOTE: it may not be jaeger-out for other apps
-        node_port = self.get_nodeport("jaeger", namespace)
-        if node_port:
-            self.base_url = f"http://localhost:{node_port}"
-        else:
-            self.base_url = "http://localhost:16686"
+        if self.namespace == "astronomy-shop":
+            # No NodePort in astronomy shop
+            self.base_url = "http://localhost:16686/jaeger/ui"
             self.start_port_forward()
+        else:
+            # Other namespaces may expose a NodePort
+            node_port = self.get_nodeport("jaeger", namespace)
+            if node_port:
+                self.base_url = f"http://localhost:{node_port}"
+            else:
+                self.base_url = "http://localhost:16686"
+                self.start_port_forward()
 
     def get_nodeport(self, service_name, namespace):
         """Fetch the NodePort for the given service."""
@@ -74,19 +79,38 @@ def print_output(self, stream):
     def is_port_in_use(self, port):
         with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s:
             return s.connect_ex(("127.0.0.1", port)) == 0
+        
+    def get_jaeger_pod_name(self):
+        try:
+            result = subprocess.check_output(
+                ["kubectl", "get", "pods", "-n", self.namespace,
+                 "-l", "app.kubernetes.io/name=jaeger",
+                 "-o", "jsonpath={.items[0].metadata.name}"],
+                text=True
+            )
+            return result.strip()
+        except subprocess.CalledProcessError as e:
+            print("Error getting Jaeger pod name:", e)
+            raise
 
     def start_port_forward(self):
-        """Starts kubectl port-forward command to access Jaeger service."""
+        """Starts kubectl port-forward command to access Jaeger service or pod."""
         for attempt in range(3):
             if self.is_port_in_use(16686):
                 print(
-                    f"Port 16686 is already in use. Attempt {attempt + 1} of {3}. Retrying in {3} seconds..."
+                    f"Port 16686 is already in use. Attempt {attempt + 1} of 3. Retrying in 3 seconds..."
                 )
                 time.sleep(3)
                 continue
 
-            # command = "kubectl port-forward svc/jaeger 16686:16686 -n hotel-reservation"
-            command = f"kubectl port-forward svc/jaeger 16686:16686 -n {self.namespace}"
+            # Use pod port-forwarding for astronomy-shop only
+            if self.namespace == "astronomy-shop":
+                pod_name = self.get_jaeger_pod_name()
+                command = f"kubectl port-forward pod/{pod_name} 16686:16686 -n {self.namespace}"
+            else:
+                command = f"kubectl port-forward svc/jaeger 16686:16686 -n {self.namespace}"
+
+            print("Starting port-forward with command:", command)
             self.port_forward_process = subprocess.Popen(
                 command,
                 shell=True,
@@ -103,17 +127,17 @@ def start_port_forward(self):
             )
             thread_out.start()
             thread_err.start()
-            time.sleep(3)  # Wait a bit for the port-forward to establish
 
-            if (
-                self.port_forward_process.poll() is None
-            ):  # Check if the process is still running
+            time.sleep(3)  # Let port-forward initialize
+
+            if self.port_forward_process.poll() is None:
                 print("Port forwarding established successfully.")
                 break
             else:
                 print("Port forwarding failed. Retrying...")
         else:
-            print("Failed to establish port forwarding after multiple attempts.")
+            print("Failed to establish port forwarding after 3 attempts.")
+
         # TODO: modify this command for other microservices
         # command = "kubectl port-forward svc/jaeger 16686:16686 -n hotel-reservation"
         # self.port_forward_process = subprocess.Popen(command, shell=True, stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True)
@@ -151,13 +175,14 @@ def cleanup(self):
     def get_services(self) -> list:
         """Fetch a list of services from the tracing API."""
         url = f"{self.base_url}/api/services"
-        response = requests.get(url)
-        if response.status_code == 200:
-            data = response.json()
-            # print(f"data: {response}")
-            return data.get("data", [])
-        else:
-            print(f"Failed to get services: {response.status_code}")
+        headers = {"Accept": "application/json"} if self.namespace == "astronomy-shop" else {}
+
+        try:
+            response = requests.get(url, headers=headers)
+            response.raise_for_status()
+            return response.json().get("data", [])
+        except Exception as e:
+            print(f"Failed to get services: {e}")
             return []
 
     def get_traces(
@@ -171,15 +196,14 @@ def get_traces(
         Fetch traces for a specific service between start_time and end_time.
         If limit is not specified, all available traces are fetched.
         """
-        # Calculate the lookback in milliseconds.
         lookback = int((datetime.now() - start_time).total_seconds())
-
         url = f"{self.base_url}/api/traces?service={service_name}&lookback={lookback}s"
         if limit is not None:
             url += f"&limit={limit}"
 
+        headers = {"Accept": "application/json"} if self.namespace == "astronomy-shop" else {}
         try:
-            response = requests.get(url)
+            response = requests.get(url, headers=headers)
             response.raise_for_status()
             return response.json().get("data", [])
         except requests.RequestException as e:

From da31cbc6d2d85bb4e42abb069761c33e5b202f1e Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 24 Apr 2025 18:44:54 -0500
Subject: [PATCH 065/100] Fix get_logs for astronomy shop

---
 aiopslab/orchestrator/actions/base.py | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/aiopslab/orchestrator/actions/base.py b/aiopslab/orchestrator/actions/base.py
index 79f3d70a..1baf32a2 100644
--- a/aiopslab/orchestrator/actions/base.py
+++ b/aiopslab/orchestrator/actions/base.py
@@ -39,6 +39,10 @@ def get_logs(namespace: str, service: str) -> str:
                 user_service_pod = kubectl.get_pod_name(
                     namespace, f"io.kompose.service={service}"
                 )
+            elif namespace == "astronomy-shop":
+                user_service_pod = kubectl.get_pod_name(
+                    namespace, f"app.kubernetes.io/name={service}"
+                )
             elif namespace == "default" and "wrk2-job" in service:
                 user_service_pod = kubectl.get_pod_name(namespace, f"job-name=wrk2-job")
             else:

From 358ebce66d3c94d93b22706b19bc2fce2693ba65 Mon Sep 17 00:00:00 2001
From: Warren Yeh <yewt23@mails.tsinghua.edu.cn>
Date: Sat, 26 Apr 2025 21:48:36 +0800
Subject: [PATCH 066/100] Add agent implementations and registry for AIOpsLab
 clients

---
 clients/client.py   | 71 +++++++++++++++++++++++++++++++++++++++++++++
 clients/deepseek.py |  4 +--
 clients/gpt.py      |  4 +--
 clients/qwen.py     |  4 +--
 clients/registry.py | 30 +++++++++++++++++++
 clients/vllm.py     |  6 ++--
 6 files changed, 110 insertions(+), 9 deletions(-)
 create mode 100644 clients/client.py
 create mode 100644 clients/registry.py

diff --git a/clients/client.py b/clients/client.py
new file mode 100644
index 00000000..d2f03257
--- /dev/null
+++ b/clients/client.py
@@ -0,0 +1,71 @@
+"""Main runner for AIOpsLab agents."""
+
+import os
+import asyncio
+import argparse
+
+import wandb
+from aiopslab.orchestrator import Orchestrator
+from aiopslab.orchestrator.problems.registry import ProblemRegistry
+from clients.registry import registry
+
+def parse_args():
+    """Parse command line arguments."""
+    parser = argparse.ArgumentParser(description="Run an AIOpsLab agent")
+    parser.add_argument("--agent", type=str, required=True, 
+                        choices=["gpt", "qwen", "deepseek", "vllm"],
+                        help="The agent implementation to use")
+    parser.add_argument("--problem-id", type=str, 
+                        default="misconfig_app_hotel_res-mitigation-1",
+                        help="The problem ID to solve")
+    parser.add_argument("--max-steps", type=int, default=10,
+                        help="Maximum number of interaction steps")
+    return parser.parse_args()
+
+async def run_agent(agent_name, problem_id, max_steps, use_wandb=False):
+    """Run an agent on a problem."""
+    if use_wandb:
+        # Initialize wandb running
+        wandb.init(project="AIOpsLab", entity="AIOpsLab")
+
+    # Get the agent class from registry and instantiate
+    agent_cls = registry.get_agent(agent_name)
+    if agent_cls is None:
+        raise ValueError(f"Unknown agent: {agent_name}")
+    
+    agent = agent_cls()
+
+    orchestrator = Orchestrator()
+    orchestrator.register_agent(agent, name=f"{agent_name}-agent")
+
+    try:
+        print(f"{'*'*30}")
+        print(f"Starting problem {problem_id} with agent {agent_name}")
+        print(f"{'*'*30}")
+        
+        problem_desc, instructs, apis = orchestrator.init_problem(problem_id)
+        agent.init_context(problem_desc, instructs, apis)
+        await orchestrator.start_problem(max_steps=max_steps)
+        
+        print(f"{'*'*30}")
+        print(f"Successfully completed problem {problem_id}")
+        print(f"{'*'*30}")
+    except Exception as e:
+        print(f"Failed to process problem {problem_id}. Error: {e}")
+    finally:
+        if use_wandb:
+            # Finish the wandb run
+            wandb.finish()
+
+if __name__ == "__main__":
+    args = parse_args()
+    
+    # Override with environment variable if set
+    use_wandb = os.getenv("USE_WANDB", "false").lower() == "true"
+    
+    asyncio.run(run_agent(
+        agent_name=args.agent,
+        problem_id=args.problem_id,
+        max_steps=args.max_steps,
+        use_wandb=use_wandb
+    ))
\ No newline at end of file
diff --git a/clients/deepseek.py b/clients/deepseek.py
index d559e08e..7227bd78 100644
--- a/clients/deepseek.py
+++ b/clients/deepseek.py
@@ -17,7 +17,7 @@
 
 load_dotenv()
 
-class Agent:
+class DeepSeekAgent:
     def __init__(self):
         self.history = []
         self.llm = DeepSeekClient()
@@ -71,7 +71,7 @@ def _filter_dict(self, dictionary, filter_func):
         # Initialize wandb running
         wandb.init(project="AIOpsLab", entity="AIOpsLab")
 
-    agent = Agent()
+    agent = DeepSeekAgent()
 
     orchestrator = Orchestrator()
     orchestrator.register_agent(agent, name="deepseek-r1")
diff --git a/clients/gpt.py b/clients/gpt.py
index 97e0699d..61b51174 100644
--- a/clients/gpt.py
+++ b/clients/gpt.py
@@ -18,7 +18,7 @@
 # Load environment variables from the .env file
 load_dotenv()
 
-class Agent:
+class GPTAgent:
     def __init__(self):
         self.history = []
         self.llm = GPTClient()
@@ -69,7 +69,7 @@ def _filter_dict(self, dictionary, filter_func):
         # Initialize wandb running
         wandb.init(project="AIOpsLab", entity="AIOpsLab")
 
-    agent = Agent()
+    agent = GPTAgent()
 
     orchestrator = Orchestrator()
     orchestrator.register_agent(agent, name="gpt-w-shell")
diff --git a/clients/qwen.py b/clients/qwen.py
index 4bfa1957..2feed49d 100644
--- a/clients/qwen.py
+++ b/clients/qwen.py
@@ -10,7 +10,7 @@
 from clients.utils.templates import DOCS_SHELL_ONLY
 
 
-class Agent:
+class QwenAgent:
     def __init__(self):
         self.history = []
         self.llm = QwenClient()
@@ -63,7 +63,7 @@ def _filter_dict(self, dictionary, filter_func):
         # Initialize wandb running
         wandb.init(project="AIOpsLab", entity="AIOpsLab")
 
-    agent = Agent()
+    agent = QwenAgent()
 
     orchestrator = Orchestrator()
     orchestrator.register_agent(agent, name="qwq-32b")
diff --git a/clients/registry.py b/clients/registry.py
new file mode 100644
index 00000000..e0b2dd14
--- /dev/null
+++ b/clients/registry.py
@@ -0,0 +1,30 @@
+"""Agent registry for AIOpsLab."""
+
+from clients.gpt import GPTAgent
+from clients.qwen import QwenAgent
+from clients.deepseek import DeepSeekAgent
+from clients.vllm import vLLMAgent
+
+class Registry:
+    """Registry for agent implementations."""
+    
+    def __init__(self):
+        self.AGENT_REGISTRY = {
+            "gpt": GPTAgent,
+            "qwen": QwenAgent,
+            "deepseek": DeepSeekAgent,
+            "vllm": vLLMAgent,
+        }
+    
+    def register(self, name, agent_cls):
+        """Register an agent implementation."""
+        self.agents[name] = agent_cls
+        return agent_cls
+
+    def get_agent(self, agent: str):
+        """Get an agent implementation."""
+        return self.AGENT_REGISTRY.get(agent)
+
+
+# Create a global registry instance
+registry = Registry()
\ No newline at end of file
diff --git a/clients/vllm.py b/clients/vllm.py
index 0bd28906..f44e16ef 100644
--- a/clients/vllm.py
+++ b/clients/vllm.py
@@ -9,7 +9,7 @@
 from clients.utils.templates import DOCS_SHELL_ONLY
 
 
-class Agent:
+class vLLMAgent:
     def __init__(self):
         self.history = []
         self.llm = vLLMClient()
@@ -63,10 +63,10 @@ def _filter_dict(self, dictionary, filter_func):
         wandb.init(project="AIOpsLab", entity="AIOpsLab")
 
     registry = ProblemRegistry()
-    pids = list(registry.PROBLEM_REGISTRY.keys())
+    pids = registry.get_problem_ids()
 
     for pid in pids:
-        agent = Agent() # Initialize the agent
+        agent = vLLMAgent() # Initialize the agent
 
         orchestrator = Orchestrator()
         orchestrator.register_agent(agent, name="Qwen2.5-Coder-3B-Instruct")

From b728010fd73ed26ffd6e33d2ec6e3287098c8c29 Mon Sep 17 00:00:00 2001
From: Warren Yeh <yewt23@mails.tsinghua.edu.cn>
Date: Sat, 26 Apr 2025 23:58:46 +0800
Subject: [PATCH 067/100] Refactor agent registry and add FastAPI service for
 AIOpsLab simulations

---
 clients/client.py   |   5 +-
 clients/registry.py |   9 ++-
 service.py          | 147 ++++++++++++++++++++++++++++++++++++++++++++
 3 files changed, 154 insertions(+), 7 deletions(-)
 create mode 100644 service.py

diff --git a/clients/client.py b/clients/client.py
index d2f03257..81f365a5 100644
--- a/clients/client.py
+++ b/clients/client.py
@@ -7,7 +7,7 @@
 import wandb
 from aiopslab.orchestrator import Orchestrator
 from aiopslab.orchestrator.problems.registry import ProblemRegistry
-from clients.registry import registry
+from clients.registry import AgentRegistry
 
 def parse_args():
     """Parse command line arguments."""
@@ -29,7 +29,8 @@ async def run_agent(agent_name, problem_id, max_steps, use_wandb=False):
         wandb.init(project="AIOpsLab", entity="AIOpsLab")
 
     # Get the agent class from registry and instantiate
-    agent_cls = registry.get_agent(agent_name)
+    agent_registry = AgentRegistry()
+    agent_cls = agent_registry.get_agent(agent_name)
     if agent_cls is None:
         raise ValueError(f"Unknown agent: {agent_name}")
     
diff --git a/clients/registry.py b/clients/registry.py
index e0b2dd14..42a84a50 100644
--- a/clients/registry.py
+++ b/clients/registry.py
@@ -5,7 +5,7 @@
 from clients.deepseek import DeepSeekAgent
 from clients.vllm import vLLMAgent
 
-class Registry:
+class AgentRegistry:
     """Registry for agent implementations."""
     
     def __init__(self):
@@ -24,7 +24,6 @@ def register(self, name, agent_cls):
     def get_agent(self, agent: str):
         """Get an agent implementation."""
         return self.AGENT_REGISTRY.get(agent)
-
-
-# Create a global registry instance
-registry = Registry()
\ No newline at end of file
+    
+    def get_agent_ids(self):
+        return list(self.AGENT_REGISTRY.keys())
diff --git a/service.py b/service.py
new file mode 100644
index 00000000..04575640
--- /dev/null
+++ b/service.py
@@ -0,0 +1,147 @@
+from fastapi import FastAPI, HTTPException, status
+from fastapi.middleware.cors import CORSMiddleware
+from pydantic import BaseModel
+import asyncio
+import traceback, logging, os
+from typing import List, Dict, Any, Optional
+
+from aiopslab.orchestrator import Orchestrator  
+from aiopslab.orchestrator.problems.registry import ProblemRegistry
+from clients.registry import AgentRegistry
+
+# Set up logging
+logging.basicConfig(
+    level=logging.INFO,
+    format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
+)
+logger = logging.getLogger("aiopslab-service")
+
+# Create FastAPI app with description and version
+app = FastAPI(
+    title="AIOpsLab API Service",
+    description="A service for running AIOps problem simulations",
+    version="0.1.0",
+)
+
+# Add CORS middleware to allow cross-origin requests
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["*"],  # Set to specific origins in production
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+# Request models
+class SimulationRequest(BaseModel):
+    problem_id: str
+    agent_name: str = "Qwen/Qwen2.5-Coder-0.5B-Instruct"
+    max_steps: Optional[int] = None
+    
+    class Config:
+        schema_extra = {
+            "example": {
+                "problem_id": "misconfig_app_hotel_res-mitigation-1",
+                "agent_name": "Qwen/Qwen2.5-Coder-0.5B-Instruct",
+                "max_steps": 10
+            }
+        }
+
+class SimulationResponse(BaseModel):
+    agent: str
+    session_id: str
+    problem_id: str
+    start_time: str
+    end_time: str
+    trace: List[Dict[str, Any]]
+    results: Dict[str, Any]
+
+# Get all available problems
+@app.get("/problems", 
+         response_model=List[str],
+         summary="List all available problems",
+         description="Returns a list of all problem IDs that can be used for simulation")
+def list_problems():
+    registry = ProblemRegistry()
+    return registry.get_problem_ids()
+
+# Get all available agents
+@app.get("/agents", 
+         response_model=List[str],
+         summary="List all available agents",
+         description="Returns a list of all agent implementations that can be used for simulation")
+def list_agents():
+    registry = AgentRegistry()
+    return registry.get_agent_ids()
+
+# Health check endpoint
+@app.get("/health", 
+         response_model=Dict[str, str],
+         summary="Health check",
+         description="Simple endpoint to verify the service is running")
+def health_check():
+    return {"status": "healthy", "service": "AIOpsLab"}
+
+# Main simulation endpoint
+@app.post("/simulate", 
+          response_model=SimulationResponse,
+          summary="Run an AIOps problem simulation",
+          description="Takes a problem ID, agent name, and optional parameters to run a simulation and return results")
+def simulate(req: SimulationRequest):
+    logger.info(f"Starting simulation with problem={req.problem_id}, agent={req.agent_name}, max_steps={req.max_steps}")
+    
+    # 1. Check if the problem ID is valid
+    problem_registry = ProblemRegistry()
+    problem = problem_registry.get_problem()
+    if problem is None:
+        logger.error(f"Problem {req.problem_id} not found")
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND, 
+            detail=f"Problem {req.problem_id} not found. Available problems: {problem_registry.get_problem_ids()}"
+        )
+    pid = req.problem_id
+
+    # 2. Get agent from registry
+    agent_registry = AgentRegistry()
+    agent_cls = agent_registry.get(req.agent_name)
+    if agent_cls is None:
+        logger.error(f"Agent {req.agent_name} not registered")
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND, 
+            detail=f"Agent {req.agent_name} not registered. Available agents: {agent_registry.get_agent_ids()}"
+        )  
+    # Initialize agent
+    agent = agent_cls()
+    logger.info(f"Created agent: {req.agent_name}")
+
+    #3. Check if max_steps is provided, else set default
+    max_steps = req.max_steps if req.max_steps is not None else 10
+    
+    # 4. Set up orchestrator
+    orchestrator = Orchestrator()
+    orchestrator.register_agent(agent, name=f"{req.agent_name}-agent")
+
+    # 5. Run the simulation
+    logger.info(f"Starting simulation for problem {pid} with agent {req.agent_name}")
+    try:
+        problem_desc, instructs, apis = orchestrator.init_problem(pid)
+        agent.init_context(problem_desc, instructs, apis)
+        asyncio.run(orchestrator.start_problem(max_steps=max_steps))
+        
+        return SimulationResponse(**orchestrator.session.to_dict())
+    except Exception as e:
+        logger.error(f"Error during simulation: {e}")
+        traceback.print_exc()
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, 
+            detail=f"Error during simulation: {str(e)}"
+        )
+
+# Entry point for running the service
+if __name__ == "__main__":
+    import uvicorn
+    port = int(os.environ.get("SERVICE_PORT", 8888))
+    workers = int(os.environ.get("SERVICE_WORKERS", 1))
+    
+    logger.info(f"Starting AIOpsLab service on port {port} with {workers} workers")
+    uvicorn.run("service:app", host="0.0.0.0", port=port, workers=workers)
\ No newline at end of file

From 644af233ac6ff8341c2e1303e0c3a2f906bfc6c0 Mon Sep 17 00:00:00 2001
From: Wentao Ye <yewt23@mails.tsinghua.edu.cn>
Date: Sun, 27 Apr 2025 00:20:40 +0800
Subject: [PATCH 068/100] Fix simulate function to validate problem ID and
 retrieve agent correctly

---
 poetry.lock    | 372 ++++++++++++++++++++++++++++++++++++++++---------
 pyproject.toml |   1 +
 service.py     |   4 +-
 3 files changed, 311 insertions(+), 66 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 7ca46abb..b0039952 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -6,6 +6,7 @@ version = "2.6.1"
 description = "Happy Eyeballs for asyncio"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"},
     {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"},
@@ -17,6 +18,7 @@ version = "3.11.18"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "aiohttp-3.11.18-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:96264854fedbea933a9ca4b7e0c745728f01380691687b7365d18d9e977179c4"},
     {file = "aiohttp-3.11.18-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9602044ff047043430452bc3a2089743fa85da829e6fc9ee0025351d66c332b6"},
@@ -111,7 +113,7 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
+speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.2.0) ; sys_platform == \"linux\" or sys_platform == \"darwin\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 
 [[package]]
 name = "aiosignal"
@@ -119,6 +121,7 @@ version = "1.3.2"
 description = "aiosignal: a list of registered asynchronous callbacks"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "aiosignal-1.3.2-py2.py3-none-any.whl", hash = "sha256:45cde58e409a301715980c2b01d0c28bdde3770d8290b5eb2173759d9acb31a5"},
     {file = "aiosignal-1.3.2.tar.gz", hash = "sha256:a8c255c66fafb1e499c9351d0bf32ff2d8a0321595ebac3b93713656d2436f54"},
@@ -133,6 +136,7 @@ version = "20250224"
 description = "Extensive database of location and timezone data for nearly every airport and landing strip in the world."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "airportsdata-20250224-py3-none-any.whl", hash = "sha256:006128bca2cc1983dc5ed4fb1227e8df2289b5e95b8ab30d9bdd4eb7c6d2160d"},
     {file = "airportsdata-20250224.tar.gz", hash = "sha256:7f4538a613504444a13149be701aac5f9599b86da476d26b46aa24fd54714eda"},
@@ -144,6 +148,7 @@ version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
@@ -155,6 +160,7 @@ version = "4.9.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"},
     {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"},
@@ -167,7 +173,7 @@ typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
 doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
-test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
+test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -176,6 +182,7 @@ version = "3.8.1"
 description = "ASGI specs, helper code, and adapters"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "asgiref-3.8.1-py3-none-any.whl", hash = "sha256:3e1e3ecc849832fe52ccf2cb6686b7a55f82bb1d6aee72a58826471390335e47"},
     {file = "asgiref-3.8.1.tar.gz", hash = "sha256:c343bd80a0bec947a9860adb4c432ffa7db769836c64238fc34bdc3fec84d590"},
@@ -190,6 +197,7 @@ version = "0.8.1"
 description = "Read/rewrite/write Python ASTs"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+groups = ["main"]
 files = [
     {file = "astor-0.8.1-py2.py3-none-any.whl", hash = "sha256:070a54e890cefb5b3739d19f30f5a5ec840ffc9c50ffa7d23cc9fc1a38ebbfc5"},
     {file = "astor-0.8.1.tar.gz", hash = "sha256:6a6effda93f4e1ce9f618779b2dd1d9d84f1e32812c23a29b3fff6fd7f63fa5e"},
@@ -201,18 +209,19 @@ version = "25.3.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
     {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
 ]
 
 [package.extras]
-benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
 docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"]
-tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
+tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
 
 [[package]]
 name = "autogen-agentchat"
@@ -220,6 +229,7 @@ version = "0.2.40"
 description = "Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework"
 optional = false
 python-versions = "<3.13,>=3.8"
+groups = ["main"]
 files = [
     {file = "autogen-agentchat-0.2.40.tar.gz", hash = "sha256:bfdd25ab63fb75a701095315d0d7214f1616411b9edbcdf6183da35a956cc42e"},
     {file = "autogen_agentchat-0.2.40-py3-none-any.whl", hash = "sha256:03f11ab89442a3b2408e7e46aa4a66d0be44e6f4447467efbb3ef4e35940176e"},
@@ -274,6 +284,7 @@ version = "1.26.4"
 description = "Microsoft Azure Machine Learning Client Library for Python"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "azure_ai_ml-1.26.4-py3-none-any.whl", hash = "sha256:ae8fbfa911f794cb4d4336751d236d7df1de9a70113c61084bcec38b9057fafb"},
     {file = "azure_ai_ml-1.26.4.tar.gz", hash = "sha256:c40ea8a4a5d08a88346056e118f0eaf27e406f1d3dfe8a61a4a224cd9ac9aef0"},
@@ -301,7 +312,7 @@ typing-extensions = "<5.0.0"
 
 [package.extras]
 designer = ["mldesigner"]
-mount = ["azureml-dataprep-rslex (>=2.22.0)"]
+mount = ["azureml-dataprep-rslex (>=2.22.0) ; python_version < \"3.13\""]
 
 [[package]]
 name = "azure-common"
@@ -309,6 +320,7 @@ version = "1.1.28"
 description = "Microsoft Azure Client Library for Python (Common)"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "azure-common-1.1.28.zip", hash = "sha256:4ac0cd3214e36b6a1b6a442686722a5d8cc449603aa833f3f0f40bda836704a3"},
     {file = "azure_common-1.1.28-py2.py3-none-any.whl", hash = "sha256:5c12d3dcf4ec20599ca6b0d3e09e86e146353d443e7fcc050c9a19c1f9df20ad"},
@@ -320,6 +332,7 @@ version = "1.33.0"
 description = "Microsoft Azure Core Library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "azure_core-1.33.0-py3-none-any.whl", hash = "sha256:9b5b6d0223a1d38c37500e6971118c1e0f13f54951e6893968b38910bc9cda8f"},
     {file = "azure_core-1.33.0.tar.gz", hash = "sha256:f367aa07b5e3005fec2c1e184b882b0b039910733907d001c20fb08ebb8c0eb9"},
@@ -340,6 +353,7 @@ version = "1.0.0b12"
 description = "Microsoft Azure Azure Core OpenTelemetry plugin Library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "azure_core_tracing_opentelemetry-1.0.0b12-py3-none-any.whl", hash = "sha256:38fd42709f1cc4bbc4f2797008b1c30a6a01617e49910c05daa3a0d0c65053ac"},
     {file = "azure_core_tracing_opentelemetry-1.0.0b12.tar.gz", hash = "sha256:bb454142440bae11fd9d68c7c1d67ae38a1756ce808c5e4d736730a7b4b04144"},
@@ -355,6 +369,7 @@ version = "1.21.0"
 description = "Microsoft Azure Identity Library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "azure_identity-1.21.0-py3-none-any.whl", hash = "sha256:258ea6325537352440f71b35c3dffe9d240eae4a5126c1b7ce5efd5766bd9fd9"},
     {file = "azure_identity-1.21.0.tar.gz", hash = "sha256:ea22ce6e6b0f429bc1b8d9212d5b9f9877bd4c82f1724bfa910760612c07a9a6"},
@@ -373,6 +388,7 @@ version = "1.5.0"
 description = "Microsoft Azure Management Core Library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "azure_mgmt_core-1.5.0-py3-none-any.whl", hash = "sha256:18aaa5a723ee8ae05bf1bfc9f6d0ffb996631c7ea3c922cc86f522973ce07b5f"},
     {file = "azure_mgmt_core-1.5.0.tar.gz", hash = "sha256:380ae3dfa3639f4a5c246a7db7ed2d08374e88230fd0da3eb899f7c11e5c441a"},
@@ -387,6 +403,7 @@ version = "1.4.2"
 description = "Microsoft Azure Monitor Opentelemetry Distro Client Library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "azure-monitor-opentelemetry-1.4.2.tar.gz", hash = "sha256:e60ae9e88c9172cb5c84089e100f45bd909e83b8e341346c49654ce8196e9049"},
     {file = "azure_monitor_opentelemetry-1.4.2-py3-none-any.whl", hash = "sha256:f3959e7a8650c651248572a9b55eb918bd2dde7f595a9ce2c0b1dbdaa2e4a6b2"},
@@ -411,6 +428,7 @@ version = "1.0.0b25"
 description = "Microsoft Azure Monitor Opentelemetry Exporter Client Library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "azure-monitor-opentelemetry-exporter-1.0.0b25.tar.gz", hash = "sha256:a38167ce43c40747f6863047a37e6748726b058b4cef6a27c4029d1c19e2f8fe"},
     {file = "azure_monitor_opentelemetry_exporter-1.0.0b25-py2.py3-none-any.whl", hash = "sha256:7a78f2553fda28ac7649d7a06651a4af91d1493bd3c51c8071c86a6e464671b1"},
@@ -430,6 +448,7 @@ version = "12.25.1"
 description = "Microsoft Azure Blob Storage Client Library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "azure_storage_blob-12.25.1-py3-none-any.whl", hash = "sha256:1f337aab12e918ec3f1b638baada97550673911c4ceed892acc8e4e891b74167"},
     {file = "azure_storage_blob-12.25.1.tar.gz", hash = "sha256:4f294ddc9bc47909ac66b8934bd26b50d2000278b10ad82cc109764fdc6e0e3b"},
@@ -450,6 +469,7 @@ version = "12.20.0"
 description = "Microsoft Azure File DataLake Storage Client Library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "azure_storage_file_datalake-12.20.0-py3-none-any.whl", hash = "sha256:d32af627ccf7f8523ac4520a4004291b8ca340d7c607545366e1b08822afa01b"},
     {file = "azure_storage_file_datalake-12.20.0.tar.gz", hash = "sha256:8d6932b75470de935998755d980a3296412d8ff2a11631c1d99267ae65f11f03"},
@@ -470,6 +490,7 @@ version = "12.21.0"
 description = "Microsoft Azure Azure File Share Storage Client Library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "azure_storage_file_share-12.21.0-py3-none-any.whl", hash = "sha256:0875c7ee13d9a750d8a9b8ddd93d6502edd26cf40f44a390d7ae2637779300da"},
     {file = "azure_storage_file_share-12.21.0.tar.gz", hash = "sha256:db42bf6b43b3c0c27c9152202955277dfc26a59f7fad26c058431a6ae99580ce"},
@@ -490,6 +511,7 @@ version = "4.3.0"
 description = "Modern password hashing for your software and your servers"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "bcrypt-4.3.0-cp313-cp313t-macosx_10_12_universal2.whl", hash = "sha256:f01e060f14b6b57bbb72fc5b4a83ac21c443c9a2ee708e04a10e9192f90a6281"},
     {file = "bcrypt-4.3.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c5eeac541cefd0bb887a371ef73c62c3cd78535e4887b310626036a7c0a817bb"},
@@ -554,6 +576,7 @@ version = "24.10.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "black-24.10.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e6668650ea4b685440857138e5fe40cde4d652633b1bdffc62933d0db4ed9812"},
     {file = "black-24.10.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1c536fcf674217e87b8cc3657b81809d3c085d7bf3ef262ead700da345bfa6ea"},
@@ -598,6 +621,7 @@ version = "1.0.4"
 description = "Python bindings for the Rust blake3 crate"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "blake3-1.0.4-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:c213768763faee5348bf7622b906b47b60a31baa44ad6837f6ec7587a4b3d4c1"},
     {file = "blake3-1.0.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1dbdca6def64c5fbcd7aae7403fc0e408506f91fac631efb2b604cac1bff97c4"},
@@ -692,6 +716,7 @@ version = "5.5.2"
 description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "cachetools-5.5.2-py3-none-any.whl", hash = "sha256:d26a22bcc62eb95c3beabd9f1ee5e820d3d2704fe2967cbe350e20c8ffcd3f0a"},
     {file = "cachetools-5.5.2.tar.gz", hash = "sha256:1a661caa9175d26759571b2e19580f9d6393969e5dfca11fdb1f947a23e640d4"},
@@ -703,6 +728,7 @@ version = "2025.1.31"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
     {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
@@ -714,6 +740,7 @@ version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
     {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"},
@@ -793,6 +820,7 @@ version = "3.4.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
     {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
@@ -894,6 +922,7 @@ version = "8.1.8"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
     {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
@@ -908,6 +937,7 @@ version = "3.1.1"
 description = "Pickler class to extend the standard pickle.Pickler functionality"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "cloudpickle-3.1.1-py3-none-any.whl", hash = "sha256:c8c5a44295039331ee9dad40ba100a9c7297b6f988e50e87ccdf3765a668350e"},
     {file = "cloudpickle-3.1.1.tar.gz", hash = "sha256:b216fa8ae4019d5482a8ac3c95d8f6346115d8835911fd4aefd1a445e4242c64"},
@@ -919,6 +949,7 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["main"]
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
@@ -930,6 +961,7 @@ version = "0.9.1"
 description = "Library for utilization of compressed safetensors of neural network models"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "compressed-tensors-0.9.1.tar.gz", hash = "sha256:3cf5cd637f0186c184dd5bbbbf941356b1225199b49c6a45bf0909d65907f686"},
     {file = "compressed_tensors-0.9.1-py3-none-any.whl", hash = "sha256:77385f879c5c092db777a7880851cd9f801bf2f9bb46bb4402f052d9e002975c"},
@@ -950,6 +982,7 @@ version = "1.3.2"
 description = "Python library for calculating contours of 2D quadrilateral grids"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "contourpy-1.3.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ba38e3f9f330af820c4b27ceb4b9c7feee5fe0493ea53a8720f4792667465934"},
     {file = "contourpy-1.3.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:dc41ba0714aa2968d1f8674ec97504a8f7e334f48eeacebcaa6256213acb0989"},
@@ -1026,6 +1059,7 @@ version = "44.0.2"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = "!=3.9.0,!=3.9.1,>=3.7"
+groups = ["main"]
 files = [
     {file = "cryptography-44.0.2-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:efcfe97d1b3c79e486554efddeb8f6f53a4cdd4cf6086642784fa31fc384e1d7"},
     {file = "cryptography-44.0.2-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:29ecec49f3ba3f3849362854b7253a9f59799e3763b0c9d0826259a88efa02f1"},
@@ -1068,10 +1102,10 @@ files = [
 cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
 
 [package.extras]
-docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=3.0.0)"]
+docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=3.0.0) ; python_version >= \"3.8\""]
 docstest = ["pyenchant (>=3)", "readme-renderer (>=30.0)", "sphinxcontrib-spelling (>=7.3.1)"]
-nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2)"]
-pep8test = ["check-sdist", "click (>=8.0.1)", "mypy (>=1.4)", "ruff (>=0.3.6)"]
+nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2) ; python_version >= \"3.8\""]
+pep8test = ["check-sdist ; python_version >= \"3.8\"", "click (>=8.0.1)", "mypy (>=1.4)", "ruff (>=0.3.6)"]
 sdist = ["build (>=1.0.0)"]
 ssh = ["bcrypt (>=3.1.5)"]
 test = ["certifi (>=2024)", "cryptography-vectors (==44.0.2)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
@@ -1083,6 +1117,8 @@ version = "13.4.1"
 description = "CuPy: NumPy & SciPy for GPU"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "sys_platform != \"darwin\""
 files = [
     {file = "cupy_cuda12x-13.4.1-cp310-cp310-manylinux2014_aarch64.whl", hash = "sha256:113a4f6b5e89d8e3f0cb150708fa8586fde5f682d2d5bf4703ad8dde66063a5e"},
     {file = "cupy_cuda12x-13.4.1-cp310-cp310-manylinux2014_x86_64.whl", hash = "sha256:5ecb45b8fc5816214390267a0e0c989b8c7a9ffa8ff5712958aa9b066334abfc"},
@@ -1115,6 +1151,7 @@ version = "0.12.1"
 description = "Composable style cycles"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30"},
     {file = "cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c"},
@@ -1130,6 +1167,7 @@ version = "1.2.1"
 description = "Date parsing library designed to parse dates from HTML pages"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "dateparser-1.2.1-py3-none-any.whl", hash = "sha256:bdcac262a467e6260030040748ad7c10d6bacd4f3b9cdb4cfd2251939174508c"},
     {file = "dateparser-1.2.1.tar.gz", hash = "sha256:7e4919aeb48481dbfc01ac9683c8e20bfe95bb715a38c1e9f6af889f4f30ccc3"},
@@ -1152,6 +1190,7 @@ version = "1.2.18"
 description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+groups = ["main"]
 files = [
     {file = "Deprecated-1.2.18-py2.py3-none-any.whl", hash = "sha256:bd5011788200372a32418f888e326a09ff80d0214bd961147cfed01b5c018eec"},
     {file = "deprecated-1.2.18.tar.gz", hash = "sha256:422b6f6d859da6f2ef57857761bfb392480502a64c3028ca9bbe86085d72115d"},
@@ -1161,7 +1200,7 @@ files = [
 wrapt = ">=1.10,<2"
 
 [package.extras]
-dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "setuptools", "tox"]
+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "setuptools ; python_version >= \"3.12\"", "tox"]
 
 [[package]]
 name = "depyf"
@@ -1169,6 +1208,7 @@ version = "0.18.0"
 description = "Decompile python functions, from bytecode to source code!"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "depyf-0.18.0-py3-none-any.whl", hash = "sha256:007294d5bac19a38a0767d747be0f49b9ffdcea0394a822644142df22b33a3e1"},
     {file = "depyf-0.18.0.tar.gz", hash = "sha256:b99f0c383be949ae45d5d606fe444c71f375b55a57b8d6b20e7856670d52130d"},
@@ -1187,6 +1227,7 @@ version = "0.4.0"
 description = "serialize all of Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "dill-0.4.0-py3-none-any.whl", hash = "sha256:44f54bf6412c2c8464c14e8243eb163690a9800dbe2c367330883b19c7561049"},
     {file = "dill-0.4.0.tar.gz", hash = "sha256:0633f1d2df477324f53a895b02c901fb961bdbf65a17122586ea7019292cbcf0"},
@@ -1202,6 +1243,7 @@ version = "5.6.3"
 description = "Disk Cache -- Disk and file backed persistent cache."
 optional = false
 python-versions = ">=3"
+groups = ["main"]
 files = [
     {file = "diskcache-5.6.3-py3-none-any.whl", hash = "sha256:5e31b2d5fbad117cc363ebaf6b689474db18a1f6438bc82358b024abd4c2ca19"},
     {file = "diskcache-5.6.3.tar.gz", hash = "sha256:2c3a3fa2743d8535d832ec61c2054a1641f41775aa7c556758a109941e33e4fc"},
@@ -1213,6 +1255,7 @@ version = "1.9.0"
 description = "Distro - an OS platform information API"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"},
     {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
@@ -1224,6 +1267,7 @@ version = "2.7.0"
 description = "DNS toolkit"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "dnspython-2.7.0-py3-none-any.whl", hash = "sha256:b4c34b7d10b51bcc3a5071e7b8dee77939f1e878477eeecc965e9835f63c6c86"},
     {file = "dnspython-2.7.0.tar.gz", hash = "sha256:ce9c432eda0dc91cf618a5cedf1a4e142651196bbcd2c80e89ed5a907e5cfaf1"},
@@ -1244,6 +1288,7 @@ version = "7.1.0"
 description = "A Python library for the Docker Engine API."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "docker-7.1.0-py3-none-any.whl", hash = "sha256:c96b93b7f0a746f9e77d325bcfb87422a3d8bd4f03136ae8a85b37f1898d5fc0"},
     {file = "docker-7.1.0.tar.gz", hash = "sha256:ad8c70e6e3f8926cb8a92619b832b4ea5299e2831c14284663184e200546fa6c"},
@@ -1266,6 +1311,7 @@ version = "0.4.0"
 description = "Python bindings for the docker credentials store API"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "docker-pycreds-0.4.0.tar.gz", hash = "sha256:6ce3270bcaf404cc4c3e27e4b6c70d3521deae82fb508767870fdbf772d584d4"},
     {file = "docker_pycreds-0.4.0-py2.py3-none-any.whl", hash = "sha256:7266112468627868005106ec19cd0d722702d2b7d5912a28e19b826c3d37af49"},
@@ -1280,6 +1326,7 @@ version = "0.8.1"
 description = "A new flavour of deep learning operations"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "einops-0.8.1-py3-none-any.whl", hash = "sha256:919387eb55330f5757c6bea9165c5ff5cfe63a642682ea788a6d472576d81737"},
     {file = "einops-0.8.1.tar.gz", hash = "sha256:de5d960a7a761225532e0f1959e5315ebeafc0cd43394732f103ca44b9837e84"},
@@ -1291,6 +1338,7 @@ version = "8.17.1"
 description = "Transport classes and utilities shared among Python Elastic client libraries"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "elastic_transport-8.17.1-py3-none-any.whl", hash = "sha256:192718f498f1d10c5e9aa8b9cf32aed405e469a7f0e9d6a8923431dbb2c59fb8"},
     {file = "elastic_transport-8.17.1.tar.gz", hash = "sha256:5edef32ac864dca8e2f0a613ef63491ee8d6b8cfb52881fa7313ba9290cac6d2"},
@@ -1309,6 +1357,7 @@ version = "8.18.0"
 description = "Python client for Elasticsearch"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "elasticsearch-8.18.0-py3-none-any.whl", hash = "sha256:b26a6e67958b7bd04711a31f3400197aabf4a6f03873eadce1a0aeb446653886"},
     {file = "elasticsearch-8.18.0.tar.gz", hash = "sha256:4fb28cfe82d480c72fc049e659afe4cad450b318c210e43493ca402e900793eb"},
@@ -1334,6 +1383,7 @@ version = "2.2.0"
 description = "A robust email address syntax and deliverability validation library."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "email_validator-2.2.0-py3-none-any.whl", hash = "sha256:561977c2d73ce3611850a06fa56b414621e0c8faa9d66f2611407d87465da631"},
     {file = "email_validator-2.2.0.tar.gz", hash = "sha256:cb690f344c617a714f22e66ae771445a1ceb46821152df8e165c5f9a364582b7"},
@@ -1349,6 +1399,7 @@ version = "0.115.12"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "fastapi-0.115.12-py3-none-any.whl", hash = "sha256:e94613d6c05e27be7ffebdd6ea5f388112e5e430c8f7d6494a9d1d88d43e814d"},
     {file = "fastapi-0.115.12.tar.gz", hash = "sha256:1e2c2a2646905f9e83d32f04a3f86aff4a286669c6c950ca95b5fd68c2602681"},
@@ -1375,6 +1426,7 @@ version = "0.0.7"
 description = "Run and manage FastAPI apps from the command line with FastAPI CLI. 🚀"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "fastapi_cli-0.0.7-py3-none-any.whl", hash = "sha256:d549368ff584b2804336c61f192d86ddea080c11255f375959627911944804f4"},
     {file = "fastapi_cli-0.0.7.tar.gz", hash = "sha256:02b3b65956f526412515907a0793c9094abd4bfb5457b389f645b0ea6ba3605e"},
@@ -1394,6 +1446,8 @@ version = "0.8.3"
 description = "Fast, re-entrant optimistic lock implemented in Cython"
 optional = false
 python-versions = "*"
+groups = ["main"]
+markers = "sys_platform != \"darwin\""
 files = [
     {file = "fastrlock-0.8.3-cp27-cp27m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:bbbe31cb60ec32672969651bf68333680dacaebe1a1ec7952b8f5e6e23a70aa5"},
     {file = "fastrlock-0.8.3-cp27-cp27m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:45055702fe9bff719cdc62caa849aa7dbe9e3968306025f639ec62ef03c65e88"},
@@ -1472,6 +1526,7 @@ version = "3.18.0"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "filelock-3.18.0-py3-none-any.whl", hash = "sha256:c401f4f8377c4464e6db25fff06205fd89bdd83b65eb0488ed1b160f780e21de"},
     {file = "filelock-3.18.0.tar.gz", hash = "sha256:adbc88eabb99d2fec8c9c1b229b171f18afa655400173ddc653d5d01501fb9f2"},
@@ -1480,7 +1535,7 @@ files = [
 [package.extras]
 docs = ["furo (>=2024.8.6)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
 testing = ["covdefaults (>=2.3)", "coverage (>=7.6.10)", "diff-cover (>=9.2.1)", "pytest (>=8.3.4)", "pytest-asyncio (>=0.25.2)", "pytest-cov (>=6)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.28.1)"]
-typing = ["typing-extensions (>=4.12.2)"]
+typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
 
 [[package]]
 name = "fixedint"
@@ -1488,6 +1543,7 @@ version = "0.1.6"
 description = "simple fixed-width integers"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "fixedint-0.1.6-py2-none-any.whl", hash = "sha256:41953193f08cbe984f584d8513c38fe5eea5fbd392257433b2210391c8a21ead"},
     {file = "fixedint-0.1.6-py3-none-any.whl", hash = "sha256:b8cf9f913735d2904deadda7a6daa9f57100599da1de57a7448ea1be75ae8c9c"},
@@ -1500,6 +1556,7 @@ version = "2.3.4"
 description = "A fast library for automated machine learning and tuning"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "FLAML-2.3.4-py3-none-any.whl", hash = "sha256:dceab62194d469889c4584531049ac0a43480056f4f39c6ea207bfc12a157d76"},
     {file = "flaml-2.3.4.tar.gz", hash = "sha256:308c3e769976d8a0272f2fd7d98258d7d4a4fd2e4525ba540d1ba149ae266c54"},
@@ -1515,8 +1572,8 @@ autozero = ["packaging", "pandas", "scikit-learn"]
 azureml = ["azureml-mlflow"]
 benchmark = ["catboost (>=0.26)", "pandas (==1.1.4)", "psutil (==5.8.0)", "xgboost (==1.3.3)"]
 blendsearch = ["optuna (>=2.8.0,<=3.6.1)", "packaging"]
-catboost = ["catboost (>=0.26,<1.2)", "catboost (>=0.26,<=1.2.5)"]
-forecast = ["hcrystalball (==0.1.10)", "holidays (<0.14)", "prophet (>=1.0.1)", "pytorch-forecasting (>=0.9.0)", "pytorch-lightning (==1.9.0)", "statsmodels (>=0.12.2)", "tensorboardX (==2.6)"]
+catboost = ["catboost (>=0.26,<1.2) ; python_version < \"3.11\"", "catboost (>=0.26,<=1.2.5) ; python_version >= \"3.11\""]
+forecast = ["hcrystalball (==0.1.10)", "holidays (<0.14)", "prophet (>=1.0.1)", "pytorch-forecasting (>=0.9.0) ; python_version < \"3.11\"", "pytorch-lightning (==1.9.0)", "statsmodels (>=0.12.2)", "tensorboardX (==2.6)"]
 hf = ["datasets", "nltk (<=3.8.1)", "rouge-score", "seqeval", "transformers[torch] (==4.26)"]
 mathchat = ["diskcache", "openai (==0.27.8)", "pydantic (==1.10.9)", "sympy", "termcolor", "wolframalpha"]
 nlp = ["datasets", "nltk (<=3.8.1)", "rouge-score", "seqeval", "transformers[torch] (==4.26)"]
@@ -1527,7 +1584,7 @@ ray = ["ray[tune] (>=1.13,<2.0)"]
 retrievechat = ["chromadb", "diskcache", "openai (==0.27.8)", "sentence-transformers", "termcolor", "tiktoken"]
 spark = ["joblib (<=1.3.2)", "joblibspark (>=0.5.0)", "pyspark (>=3.2.0)"]
 synapse = ["joblibspark (>=0.5.0)", "optuna (>=2.8.0,<=3.6.1)", "pyspark (>=3.2.0)"]
-test = ["catboost (>=0.26)", "catboost (>=0.26,<1.2)", "coverage (>=5.3)", "dataclasses", "datasets", "dill", "hcrystalball (==0.1.10)", "ipykernel", "joblib (<=1.3.2)", "joblibspark (>=0.5.0)", "jupyter", "lightgbm (>=2.3.1)", "mlflow (==2.15.1)", "nbconvert", "nbformat", "nltk (<=3.8.1)", "openml", "optuna (>=2.8.0,<=3.6.1)", "packaging", "pandas (>=1.1.4)", "pandas (>=1.1.4,<2.0.0)", "pre-commit", "psutil (==5.8.0)", "pydantic (==1.10.9)", "pytest (>=6.1.1)", "pytorch-forecasting (>=0.9.0,<=0.10.1)", "pytorch-lightning (<1.9.1)", "requests (<2.29.0)", "rgf-python", "rouge-score", "scikit-learn (>=1.0.0)", "scipy (>=1.4.1)", "seqeval", "statsmodels (>=0.12.2)", "sympy", "tensorboardX (==2.6)", "thop", "torch", "torchvision", "transformers[torch] (==4.26)", "wolframalpha", "xgboost (>=0.90,<2.0.0)"]
+test = ["catboost (>=0.26) ; python_version >= \"3.11\"", "catboost (>=0.26,<1.2) ; python_version < \"3.11\"", "coverage (>=5.3)", "dataclasses", "datasets", "dill", "hcrystalball (==0.1.10)", "ipykernel", "joblib (<=1.3.2)", "joblibspark (>=0.5.0)", "jupyter", "lightgbm (>=2.3.1)", "mlflow (==2.15.1)", "nbconvert", "nbformat", "nltk (<=3.8.1)", "openml", "optuna (>=2.8.0,<=3.6.1)", "packaging", "pandas (>=1.1.4) ; python_version >= \"3.10\"", "pandas (>=1.1.4,<2.0.0) ; python_version < \"3.10\"", "pre-commit", "psutil (==5.8.0)", "pydantic (==1.10.9)", "pytest (>=6.1.1)", "pytorch-forecasting (>=0.9.0,<=0.10.1) ; python_version < \"3.11\"", "pytorch-lightning (<1.9.1)", "requests (<2.29.0)", "rgf-python", "rouge-score", "scikit-learn (>=1.0.0)", "scipy (>=1.4.1)", "seqeval", "statsmodels (>=0.12.2)", "sympy", "tensorboardX (==2.6)", "thop", "torch", "torchvision", "transformers[torch] (==4.26)", "wolframalpha", "xgboost (>=0.90,<2.0.0)"]
 ts-forecast = ["hcrystalball (==0.1.10)", "holidays (<0.14)", "prophet (>=1.0.1)", "statsmodels (>=0.12.2)"]
 vw = ["scikit-learn", "vowpalwabbit (>=8.10.0,<9.0.0)"]
 
@@ -1537,6 +1594,7 @@ version = "4.57.0"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "fonttools-4.57.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:babe8d1eb059a53e560e7bf29f8e8f4accc8b6cfb9b5fd10e485bde77e71ef41"},
     {file = "fonttools-4.57.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:81aa97669cd726349eb7bd43ca540cf418b279ee3caba5e2e295fb4e8f841c02"},
@@ -1591,18 +1649,18 @@ files = [
 ]
 
 [package.extras]
-all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "pycairo", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0)", "xattr", "zopfli (>=0.1.4)"]
+all = ["brotli (>=1.0.1) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\"", "fs (>=2.2.0,<3)", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres ; platform_python_implementation == \"PyPy\"", "pycairo", "scipy ; platform_python_implementation != \"PyPy\"", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0) ; python_version <= \"3.12\"", "xattr ; sys_platform == \"darwin\"", "zopfli (>=0.1.4)"]
 graphite = ["lz4 (>=1.7.4.2)"]
-interpolatable = ["munkres", "pycairo", "scipy"]
+interpolatable = ["munkres ; platform_python_implementation == \"PyPy\"", "pycairo", "scipy ; platform_python_implementation != \"PyPy\""]
 lxml = ["lxml (>=4.0)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
 repacker = ["uharfbuzz (>=0.23.0)"]
 symfont = ["sympy"]
-type1 = ["xattr"]
+type1 = ["xattr ; sys_platform == \"darwin\""]
 ufo = ["fs (>=2.2.0,<3)"]
-unicode = ["unicodedata2 (>=15.1.0)"]
-woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
+unicode = ["unicodedata2 (>=15.1.0) ; python_version <= \"3.12\""]
+woff = ["brotli (>=1.0.1) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\"", "zopfli (>=0.1.4)"]
 
 [[package]]
 name = "frozenlist"
@@ -1610,6 +1668,7 @@ version = "1.6.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "frozenlist-1.6.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e6e558ea1e47fd6fa8ac9ccdad403e5dd5ecc6ed8dda94343056fa4277d5c65e"},
     {file = "frozenlist-1.6.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:f4b3cd7334a4bbc0c472164f3744562cb72d05002cc6fcf58adb104630bbc352"},
@@ -1723,6 +1782,7 @@ version = "2025.3.2"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "fsspec-2025.3.2-py3-none-any.whl", hash = "sha256:2daf8dc3d1dfa65b6aa37748d112773a7a08416f6c70d96b264c96476ecaf711"},
     {file = "fsspec-2025.3.2.tar.gz", hash = "sha256:e52c77ef398680bbd6a98c0e628fbc469491282981209907bbc8aea76a04fdc6"},
@@ -1762,6 +1822,7 @@ version = "0.10.0"
 description = "Read and write ML models in GGUF for GGML"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "gguf-0.10.0-py3-none-any.whl", hash = "sha256:706089fba756a06913227841b4a6c8398360fa991569fd974e663a92b224e33f"},
     {file = "gguf-0.10.0.tar.gz", hash = "sha256:52a30ef26328b419ffc47d9269fc580c238edf1c8a19b5ea143c323e04a038c1"},
@@ -1778,6 +1839,7 @@ version = "4.0.12"
 description = "Git Object Database"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "gitdb-4.0.12-py3-none-any.whl", hash = "sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf"},
     {file = "gitdb-4.0.12.tar.gz", hash = "sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571"},
@@ -1792,6 +1854,7 @@ version = "3.1.44"
 description = "GitPython is a Python library used to interact with Git repositories"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "GitPython-3.1.44-py3-none-any.whl", hash = "sha256:9e0e10cda9bed1ee64bc9a6de50e7e38a9c9943241cd7f585f6df3ed28011110"},
     {file = "gitpython-3.1.44.tar.gz", hash = "sha256:c87e30b26253bf5418b01b0660f818967f3c503193838337fe5e573331249269"},
@@ -1802,7 +1865,7 @@ gitdb = ">=4.0.1,<5"
 
 [package.extras]
 doc = ["sphinx (>=7.1.2,<7.2)", "sphinx-autodoc-typehints", "sphinx_rtd_theme"]
-test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions"]
+test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock ; python_version < \"3.8\"", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions ; python_version < \"3.11\""]
 
 [[package]]
 name = "google-auth"
@@ -1810,6 +1873,7 @@ version = "2.39.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "google_auth-2.39.0-py2.py3-none-any.whl", hash = "sha256:0150b6711e97fb9f52fe599f55648950cc4540015565d8fbb31be2ad6e1548a2"},
     {file = "google_auth-2.39.0.tar.gz", hash = "sha256:73222d43cdc35a3aeacbfdcaf73142a97839f10de930550d89ebfe1d0a00cde7"},
@@ -1823,11 +1887,11 @@ rsa = ">=3.1.4,<5"
 [package.extras]
 aiohttp = ["aiohttp (>=3.6.2,<4.0.0)", "requests (>=2.20.0,<3.0.0)"]
 enterprise-cert = ["cryptography", "pyopenssl"]
-pyjwt = ["cryptography (<39.0.0)", "cryptography (>=38.0.3)", "pyjwt (>=2.0)"]
-pyopenssl = ["cryptography (<39.0.0)", "cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
+pyjwt = ["cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "pyjwt (>=2.0)"]
+pyopenssl = ["cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
 requests = ["requests (>=2.20.0,<3.0.0)"]
-testing = ["aiohttp (<3.10.0)", "aiohttp (>=3.6.2,<4.0.0)", "aioresponses", "cryptography (<39.0.0)", "cryptography (>=38.0.3)", "flask", "freezegun", "grpcio", "mock", "oauth2client", "packaging", "pyjwt (>=2.0)", "pyopenssl (<24.3.0)", "pyopenssl (>=20.0.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-localserver", "pyu2f (>=0.1.5)", "requests (>=2.20.0,<3.0.0)", "responses", "urllib3"]
+testing = ["aiohttp (<3.10.0)", "aiohttp (>=3.6.2,<4.0.0)", "aioresponses", "cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "flask", "freezegun", "grpcio", "mock", "oauth2client", "packaging", "pyjwt (>=2.0)", "pyopenssl (<24.3.0)", "pyopenssl (>=20.0.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-localserver", "pyu2f (>=0.1.5)", "requests (>=2.20.0,<3.0.0)", "responses", "urllib3"]
 urllib3 = ["packaging", "urllib3"]
 
 [[package]]
@@ -1836,6 +1900,7 @@ version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
@@ -1847,6 +1912,7 @@ version = "1.4.0"
 description = "A mocking library for requests."
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "httmock-1.4.0-py3-none-any.whl", hash = "sha256:13e6c63f135a928e15d386af789a2890efb03e0e280f29bdc9961f3f0dc34cb9"},
     {file = "httmock-1.4.0.tar.gz", hash = "sha256:44eaf4bb59cc64cd6f5d8bf8700b46aa3097cc5651b9bc85c527dfbc71792f41"},
@@ -1861,6 +1927,7 @@ version = "1.0.8"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "httpcore-1.0.8-py3-none-any.whl", hash = "sha256:5254cf149bcb5f75e9d1b2b9f729ea4a4b883d1ad7379fc632b727cec23674be"},
     {file = "httpcore-1.0.8.tar.gz", hash = "sha256:86e94505ed24ea06514883fd44d2bc02d90e77e7979c8eb71b90f41d364a1bad"},
@@ -1882,6 +1949,7 @@ version = "0.6.4"
 description = "A collection of framework independent HTTP protocol utils."
 optional = false
 python-versions = ">=3.8.0"
+groups = ["main"]
 files = [
     {file = "httptools-0.6.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3c73ce323711a6ffb0d247dcd5a550b8babf0f757e86a52558fe5b86d6fefcc0"},
     {file = "httptools-0.6.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:345c288418f0944a6fe67be8e6afa9262b18c7626c3ef3c28adc5eabc06a68da"},
@@ -1937,6 +2005,7 @@ version = "0.28.1"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
     {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
@@ -1949,7 +2018,7 @@ httpcore = "==1.*"
 idna = "*"
 
 [package.extras]
-brotli = ["brotli", "brotlicffi"]
+brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
@@ -1961,6 +2030,7 @@ version = "0.30.2"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
+groups = ["main"]
 files = [
     {file = "huggingface_hub-0.30.2-py3-none-any.whl", hash = "sha256:68ff05969927058cfa41df4f2155d4bb48f5f54f719dd0390103eefa9b191e28"},
     {file = "huggingface_hub-0.30.2.tar.gz", hash = "sha256:9a7897c5b6fd9dad3168a794a8998d6378210f5b9688d0dfc180b1a228dc2466"},
@@ -1996,6 +2066,7 @@ version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
     {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -2010,6 +2081,7 @@ version = "1.0.4"
 description = "Backport of importlib.import_module() from Python 2.7"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "importlib-1.0.4.zip", hash = "sha256:b6ee7066fea66e35f8d0acee24d98006de1a0a8a94a8ce6efe73a9a23c8d9826"},
 ]
@@ -2020,6 +2092,7 @@ version = "8.6.1"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "importlib_metadata-8.6.1-py3-none-any.whl", hash = "sha256:02a89390c1e15fdfdc0d7c6b25cb3e62650d0494005c97d6f148bf5b9787525e"},
     {file = "importlib_metadata-8.6.1.tar.gz", hash = "sha256:310b41d755445d74569f993ccfc22838295d9fe005425094fad953d7f15c8580"},
@@ -2029,12 +2102,12 @@ files = [
 zipp = ">=3.20"
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib_resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+test = ["flufl.flake8", "importlib_resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
 type = ["pytest-mypy"]
 
 [[package]]
@@ -2043,6 +2116,8 @@ version = "2.1.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\""
 files = [
     {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
     {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
@@ -2054,6 +2129,7 @@ version = "0.3.3"
 description = "a regex intersection checker"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "interegular-0.3.3-py37-none-any.whl", hash = "sha256:b0c07007d48c89d6d19f7204972d369b2a77222722e126b6aa63aa721dc3b19c"},
     {file = "interegular-0.3.3.tar.gz", hash = "sha256:d9b697b21b34884711399ba0f0376914b81899ce670032486d0d048344a76600"},
@@ -2065,6 +2141,7 @@ version = "0.7.2"
 description = "An ISO 8601 date/time/duration parser and formatter"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "isodate-0.7.2-py3-none-any.whl", hash = "sha256:28009937d8031054830160fce6d409ed342816b543597cece116d966c6d99e15"},
     {file = "isodate-0.7.2.tar.gz", hash = "sha256:4cd1aa0f43ca76f4a6c6c0292a85f40b35ec2e43e315b59f06e6d32171a953e6"},
@@ -2076,6 +2153,7 @@ version = "3.1.6"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"},
     {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
@@ -2093,6 +2171,7 @@ version = "0.9.0"
 description = "Fast iterable JSON parser."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "jiter-0.9.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:816ec9b60fdfd1fec87da1d7ed46c66c44ffec37ab2ef7de5b147b2fce3fd5ad"},
     {file = "jiter-0.9.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9b1d3086f8a3ee0194ecf2008cf81286a5c3e540d977fa038ff23576c023c0ea"},
@@ -2178,6 +2257,7 @@ version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
     {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
@@ -2199,6 +2279,7 @@ version = "2025.4.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "jsonschema_specifications-2025.4.1-py3-none-any.whl", hash = "sha256:4653bffbd6584f7de83a67e0d620ef16900b390ddc7939d56684d6c81e33f1af"},
     {file = "jsonschema_specifications-2025.4.1.tar.gz", hash = "sha256:630159c9f4dbea161a6a2205c3011cc4f18ff381b189fff48bb39b9bf26ae608"},
@@ -2213,6 +2294,7 @@ version = "1.4.8"
 description = "A fast implementation of the Cassowary constraint solver"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "kiwisolver-1.4.8-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:88c6f252f6816a73b1f8c904f7bbe02fd67c09a69f7cb8a0eecdbf5ce78e63db"},
     {file = "kiwisolver-1.4.8-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c72941acb7b67138f35b879bbe85be0f6c6a70cab78fe3ef6db9c024d9223e5b"},
@@ -2302,6 +2384,7 @@ version = "30.1.0"
 description = "Kubernetes python client"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "kubernetes-30.1.0-py2.py3-none-any.whl", hash = "sha256:e212e8b7579031dd2e512168b617373bc1e03888d41ac4e04039240a292d478d"},
     {file = "kubernetes-30.1.0.tar.gz", hash = "sha256:41e4c77af9f28e7a6c314e3bd06a8c6229ddd787cad684e0ab9f69b498e98ebc"},
@@ -2328,6 +2411,7 @@ version = "1.2.2"
 description = "a modern parsing library"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "lark-1.2.2-py3-none-any.whl", hash = "sha256:c2276486b02f0f1b90be155f2c8ba4a8e194d42775786db622faccd652d8e80c"},
     {file = "lark-1.2.2.tar.gz", hash = "sha256:ca807d0162cd16cef15a8feecb862d7319e7a09bdb13aef927968e45040fed80"},
@@ -2345,6 +2429,7 @@ version = "0.43.0"
 description = "lightweight wrapper around basic LLVM functionality"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "llvmlite-0.43.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a289af9a1687c6cf463478f0fa8e8aa3b6fb813317b0d70bf1ed0759eab6f761"},
     {file = "llvmlite-0.43.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6d4fd101f571a31acb1559ae1af30f30b1dc4b3186669f92ad780e17c81e91bc"},
@@ -2375,6 +2460,7 @@ version = "0.10.11"
 description = "Enforce the output format (JSON Schema, Regex etc) of a language model"
 optional = false
 python-versions = "<4.0,>=3.8"
+groups = ["main"]
 files = [
     {file = "lm_format_enforcer-0.10.11-py3-none-any.whl", hash = "sha256:563e0dbc930a6d50fb687951506c5de098c6e962601be0ce723f3b7d0b916a1b"},
     {file = "lm_format_enforcer-0.10.11.tar.gz", hash = "sha256:8ab371924e166a1df68f243aca73a8a647bea5909f37edd6a53a694e7e7c3274"},
@@ -2392,6 +2478,7 @@ version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
     {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
@@ -2416,6 +2503,7 @@ version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7e94c425039cde14257288fd61dcfb01963e658efbc0ff54f5306b06054700f8"},
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9e2d922824181480953426608b81967de705c3cef4d1af983af849d7bd619158"},
@@ -2486,6 +2574,7 @@ version = "3.26.1"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "marshmallow-3.26.1-py3-none-any.whl", hash = "sha256:3350409f20a70a7e4e11a27661187b77cdcaeb20abca41c1454fe33636bea09c"},
     {file = "marshmallow-3.26.1.tar.gz", hash = "sha256:e6d8affb6cb61d39d26402096dc0aee12d5a26d490a121f118d2e81dc0719dc6"},
@@ -2505,6 +2594,7 @@ version = "3.10.1"
 description = "Python plotting package"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "matplotlib-3.10.1-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:ff2ae14910be903f4a24afdbb6d7d3a6c44da210fc7d42790b87aeac92238a16"},
     {file = "matplotlib-3.10.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0721a3fd3d5756ed593220a8b86808a36c5031fce489adb5b31ee6dbb47dd5b2"},
@@ -2562,6 +2652,7 @@ version = "0.1.2"
 description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
@@ -2573,6 +2664,7 @@ version = "1.5.4"
 description = ""
 optional = false
 python-versions = "<4.0.0,>=3.8.10"
+groups = ["main"]
 files = [
     {file = "mistral_common-1.5.4-py3-none-any.whl", hash = "sha256:acef3367a4386d5dd3d9e23330348bbebe90a5cbd2fc5587d8a8d13d9893e537"},
     {file = "mistral_common-1.5.4.tar.gz", hash = "sha256:0af4124ab09d1409761e91ec61681476882d46f9418eea8908d39c01222e0f6b"},
@@ -2598,6 +2690,7 @@ version = "1.3.0"
 description = "Python library for arbitrary-precision floating-point arithmetic"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"},
     {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"},
@@ -2606,7 +2699,7 @@ files = [
 [package.extras]
 develop = ["codecov", "pycodestyle", "pytest (>=4.6)", "pytest-cov", "wheel"]
 docs = ["sphinx"]
-gmpy = ["gmpy2 (>=2.1.0a4)"]
+gmpy = ["gmpy2 (>=2.1.0a4) ; platform_python_implementation != \"PyPy\""]
 tests = ["pytest (>=4.6)"]
 
 [[package]]
@@ -2615,6 +2708,7 @@ version = "1.32.0"
 description = "The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of users with Microsoft Azure Active Directory accounts (AAD) and Microsoft Accounts (MSA) using industry standard OAuth2 and OpenID Connect."
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "msal-1.32.0-py3-none-any.whl", hash = "sha256:9dbac5384a10bbbf4dae5c7ea0d707d14e087b92c5aa4954b3feaa2d1aa0bcb7"},
     {file = "msal-1.32.0.tar.gz", hash = "sha256:5445fe3af1da6be484991a7ab32eaa82461dc2347de105b76af92c610c3335c2"},
@@ -2626,7 +2720,7 @@ PyJWT = {version = ">=1.0.0,<3", extras = ["crypto"]}
 requests = ">=2.0.0,<3"
 
 [package.extras]
-broker = ["pymsalruntime (>=0.14,<0.18)", "pymsalruntime (>=0.17,<0.18)"]
+broker = ["pymsalruntime (>=0.14,<0.18) ; python_version >= \"3.6\" and platform_system == \"Windows\"", "pymsalruntime (>=0.17,<0.18) ; python_version >= \"3.8\" and platform_system == \"Darwin\""]
 
 [[package]]
 name = "msal-extensions"
@@ -2634,6 +2728,7 @@ version = "1.3.1"
 description = "Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS and Linux. Concurrent data access will be coordinated by a file lock mechanism."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "msal_extensions-1.3.1-py3-none-any.whl", hash = "sha256:96d3de4d034504e969ac5e85bae8106c8373b5c6568e4c8fa7af2eca9dbe6bca"},
     {file = "msal_extensions-1.3.1.tar.gz", hash = "sha256:c5b0fd10f65ef62b5f1d62f4251d51cbcaf003fcedae8c91b040a488614be1a4"},
@@ -2651,6 +2746,7 @@ version = "1.1.0"
 description = "MessagePack serializer"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "msgpack-1.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7ad442d527a7e358a469faf43fda45aaf4ac3249c8310a82f0ccff9164e5dccd"},
     {file = "msgpack-1.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:74bed8f63f8f14d75eec75cf3d04ad581da6b914001b474a5d3cd3372c8cc27d"},
@@ -2724,6 +2820,7 @@ version = "0.19.0"
 description = "A fast serialization and validation library, with builtin support for JSON, MessagePack, YAML, and TOML."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "msgspec-0.19.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d8dd848ee7ca7c8153462557655570156c2be94e79acec3561cf379581343259"},
     {file = "msgspec-0.19.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0553bbc77662e5708fe66aa75e7bd3e4b0f209709c48b299afd791d711a93c36"},
@@ -2764,10 +2861,10 @@ files = [
 ]
 
 [package.extras]
-dev = ["attrs", "coverage", "eval-type-backport", "furo", "ipython", "msgpack", "mypy", "pre-commit", "pyright", "pytest", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "tomli", "tomli_w"]
+dev = ["attrs", "coverage", "eval-type-backport ; python_version < \"3.10\"", "furo", "ipython", "msgpack", "mypy", "pre-commit", "pyright", "pytest", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "tomli ; python_version < \"3.11\"", "tomli_w"]
 doc = ["furo", "ipython", "sphinx", "sphinx-copybutton", "sphinx-design"]
-test = ["attrs", "eval-type-backport", "msgpack", "pytest", "pyyaml", "tomli", "tomli_w"]
-toml = ["tomli", "tomli_w"]
+test = ["attrs", "eval-type-backport ; python_version < \"3.10\"", "msgpack", "pytest", "pyyaml", "tomli ; python_version < \"3.11\"", "tomli_w"]
+toml = ["tomli ; python_version < \"3.11\"", "tomli_w"]
 yaml = ["pyyaml"]
 
 [[package]]
@@ -2776,6 +2873,7 @@ version = "0.7.1"
 description = "AutoRest swagger generator Python client runtime."
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "msrest-0.7.1-py3-none-any.whl", hash = "sha256:21120a810e1233e5e6cc7fe40b474eeb4ec6f757a15d7cf86702c369f9567c32"},
     {file = "msrest-0.7.1.zip", hash = "sha256:6e7661f46f3afd88b75667b7187a92829924446c7ea1d169be8c4bb7eeb788b9"},
@@ -2789,7 +2887,7 @@ requests = ">=2.16,<3.0"
 requests-oauthlib = ">=0.5.0"
 
 [package.extras]
-async = ["aiodns", "aiohttp (>=3.0)"]
+async = ["aiodns ; python_version >= \"3.5\"", "aiohttp (>=3.0) ; python_version >= \"3.5\""]
 
 [[package]]
 name = "multidict"
@@ -2797,6 +2895,7 @@ version = "6.4.3"
 description = "multidict implementation"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "multidict-6.4.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:32a998bd8a64ca48616eac5a8c1cc4fa38fb244a3facf2eeb14abe186e0f6cc5"},
     {file = "multidict-6.4.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a54ec568f1fc7f3c313c2f3b16e5db346bf3660e1309746e7fccbbfded856188"},
@@ -2910,6 +3009,7 @@ version = "1.1.0"
 description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "mypy_extensions-1.1.0-py3-none-any.whl", hash = "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505"},
     {file = "mypy_extensions-1.1.0.tar.gz", hash = "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558"},
@@ -2921,6 +3021,7 @@ version = "1.6.0"
 description = "Patch asyncio to allow nested event loops"
 optional = false
 python-versions = ">=3.5"
+groups = ["main"]
 files = [
     {file = "nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c"},
     {file = "nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe"},
@@ -2932,6 +3033,7 @@ version = "3.4.2"
 description = "Python package for creating and manipulating graphs and networks"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "networkx-3.4.2-py3-none-any.whl", hash = "sha256:df5d4365b724cf81b8c6a7312509d0c22386097011ad1abe274afd5e9d3bbc5f"},
     {file = "networkx-3.4.2.tar.gz", hash = "sha256:307c3669428c5362aab27c8a1260aa8f47c4e91d3891f48be0141738d8d053e1"},
@@ -2951,6 +3053,7 @@ version = "1.9.1"
 description = "Node.js virtual environment builder"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["main"]
 files = [
     {file = "nodeenv-1.9.1-py2.py3-none-any.whl", hash = "sha256:ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9"},
     {file = "nodeenv-1.9.1.tar.gz", hash = "sha256:6ec12890a2dab7946721edbfbcd91f3319c6ccc9aec47be7c7e6b7011ee6645f"},
@@ -2962,6 +3065,7 @@ version = "0.60.0"
 description = "compiling Python code using LLVM"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "numba-0.60.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5d761de835cd38fb400d2c26bb103a2726f548dc30368853121d66201672e651"},
     {file = "numba-0.60.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:159e618ef213fba758837f9837fb402bbe65326e60ba0633dbe6c7f274d42c1b"},
@@ -2996,6 +3100,7 @@ version = "1.26.4"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "numpy-1.26.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0"},
     {file = "numpy-1.26.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a"},
@@ -3041,6 +3146,8 @@ version = "12.4.5.8"
 description = "CUBLAS native runtime libraries"
 optional = false
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cublas_cu12-12.4.5.8-py3-none-manylinux2014_aarch64.whl", hash = "sha256:0f8aa1706812e00b9f19dfe0cdb3999b092ccb8ca168c0db5b8ea712456fd9b3"},
     {file = "nvidia_cublas_cu12-12.4.5.8-py3-none-manylinux2014_x86_64.whl", hash = "sha256:2fc8da60df463fdefa81e323eef2e36489e1c94335b5358bcb38360adf75ac9b"},
@@ -3053,6 +3160,8 @@ version = "12.4.127"
 description = "CUDA profiling tools runtime libs."
 optional = false
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cuda_cupti_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:79279b35cf6f91da114182a5ce1864997fd52294a87a16179ce275773799458a"},
     {file = "nvidia_cuda_cupti_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:9dec60f5ac126f7bb551c055072b69d85392b13311fcc1bcda2202d172df30fb"},
@@ -3065,6 +3174,8 @@ version = "12.4.127"
 description = "NVRTC native runtime libraries"
 optional = false
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:0eedf14185e04b76aa05b1fea04133e59f465b6f960c0cbf4e37c3cb6b0ea198"},
     {file = "nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:a178759ebb095827bd30ef56598ec182b85547f1508941a3d560eb7ea1fbf338"},
@@ -3077,6 +3188,8 @@ version = "12.4.127"
 description = "CUDA Runtime native Libraries"
 optional = false
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cuda_runtime_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:961fe0e2e716a2a1d967aab7caee97512f71767f852f67432d572e36cb3a11f3"},
     {file = "nvidia_cuda_runtime_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:64403288fa2136ee8e467cdc9c9427e0434110899d07c779f25b5c068934faa5"},
@@ -3089,6 +3202,8 @@ version = "9.1.0.70"
 description = "cuDNN runtime libraries"
 optional = false
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cudnn_cu12-9.1.0.70-py3-none-manylinux2014_x86_64.whl", hash = "sha256:165764f44ef8c61fcdfdfdbe769d687e06374059fbb388b6c89ecb0e28793a6f"},
     {file = "nvidia_cudnn_cu12-9.1.0.70-py3-none-win_amd64.whl", hash = "sha256:6278562929433d68365a07a4a1546c237ba2849852c0d4b2262a486e805b977a"},
@@ -3103,6 +3218,8 @@ version = "11.2.1.3"
 description = "CUFFT native runtime libraries"
 optional = false
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-manylinux2014_aarch64.whl", hash = "sha256:5dad8008fc7f92f5ddfa2101430917ce2ffacd86824914c82e28990ad7f00399"},
     {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-manylinux2014_x86_64.whl", hash = "sha256:f083fc24912aa410be21fa16d157fed2055dab1cc4b6934a0e03cba69eb242b9"},
@@ -3118,6 +3235,8 @@ version = "10.3.5.147"
 description = "CURAND native runtime libraries"
 optional = false
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_curand_cu12-10.3.5.147-py3-none-manylinux2014_aarch64.whl", hash = "sha256:1f173f09e3e3c76ab084aba0de819c49e56614feae5c12f69883f4ae9bb5fad9"},
     {file = "nvidia_curand_cu12-10.3.5.147-py3-none-manylinux2014_x86_64.whl", hash = "sha256:a88f583d4e0bb643c49743469964103aa59f7f708d862c3ddb0fc07f851e3b8b"},
@@ -3130,6 +3249,8 @@ version = "11.6.1.9"
 description = "CUDA solver native runtime libraries"
 optional = false
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-manylinux2014_aarch64.whl", hash = "sha256:d338f155f174f90724bbde3758b7ac375a70ce8e706d70b018dd3375545fc84e"},
     {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-manylinux2014_x86_64.whl", hash = "sha256:19e33fa442bcfd085b3086c4ebf7e8debc07cfe01e11513cc6d332fd918ac260"},
@@ -3147,6 +3268,8 @@ version = "12.3.1.170"
 description = "CUSPARSE native runtime libraries"
 optional = false
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_aarch64.whl", hash = "sha256:9d32f62896231ebe0480efd8a7f702e143c98cfaa0e8a76df3386c1ba2b54df3"},
     {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_x86_64.whl", hash = "sha256:ea4f11a2904e2a8dc4b1833cc1b5181cde564edd0d5cd33e3c168eff2d1863f1"},
@@ -3162,6 +3285,8 @@ version = "2.21.5"
 description = "NVIDIA Collective Communication Library (NCCL) Runtime"
 optional = false
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_nccl_cu12-2.21.5-py3-none-manylinux2014_x86_64.whl", hash = "sha256:8579076d30a8c24988834445f8d633c697d42397e92ffc3f63fa26766d25e0a0"},
 ]
@@ -3172,6 +3297,8 @@ version = "12.4.127"
 description = "Nvidia JIT LTO Library"
 optional = false
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:4abe7fef64914ccfa909bc2ba39739670ecc9e820c83ccc7a6ed414122599b83"},
     {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:06b3b9b25bf3f8af351d664978ca26a16d2c5127dbd53c0497e28d1fb9611d57"},
@@ -3184,6 +3311,8 @@ version = "12.4.127"
 description = "NVIDIA Tools Extension"
 optional = false
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_nvtx_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:7959ad635db13edf4fc65c06a6e9f9e55fc2f92596db928d169c0bb031e88ef3"},
     {file = "nvidia_nvtx_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:781e950d9b9f60d8241ccea575b32f5105a5baf4c2351cab5256a24869f12a1a"},
@@ -3196,6 +3325,7 @@ version = "3.2.2"
 description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "oauthlib-3.2.2-py3-none-any.whl", hash = "sha256:8139f29aac13e25d502680e9e19963e83f16838d48a0d71c287fe40e7067fbca"},
     {file = "oauthlib-3.2.2.tar.gz", hash = "sha256:9859c40929662bec5d64f34d01c99e093149682a3f38915dc0655d5a633dd918"},
@@ -3212,6 +3342,7 @@ version = "1.76.0"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "openai-1.76.0-py3-none-any.whl", hash = "sha256:a712b50e78cf78e6d7b2a8f69c4978243517c2c36999756673e07a14ce37dc0a"},
     {file = "openai-1.76.0.tar.gz", hash = "sha256:fd2bfaf4608f48102d6b74f9e11c5ecaa058b60dad9c36e409c12477dfd91fb2"},
@@ -3238,6 +3369,7 @@ version = "4.11.0.86"
 description = "Wrapper package for OpenCV python bindings."
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "opencv-python-headless-4.11.0.86.tar.gz", hash = "sha256:996eb282ca4b43ec6a3972414de0e2331f5d9cda2b41091a49739c19fb843798"},
     {file = "opencv_python_headless-4.11.0.86-cp37-abi3-macosx_13_0_arm64.whl", hash = "sha256:48128188ade4a7e517237c8e1e11a9cdf5c282761473383e77beb875bb1e61ca"},
@@ -3250,8 +3382,8 @@ files = [
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.23.5", markers = "python_version >= \"3.11\" and python_version < \"3.12\""},
     {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
+    {version = ">=1.23.5", markers = "python_version == \"3.11\""},
 ]
 
 [[package]]
@@ -3260,6 +3392,7 @@ version = "1.32.1"
 description = "OpenTelemetry Python API"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "opentelemetry_api-1.32.1-py3-none-any.whl", hash = "sha256:bbd19f14ab9f15f0e85e43e6a958aa4cb1f36870ee62b7fd205783a112012724"},
     {file = "opentelemetry_api-1.32.1.tar.gz", hash = "sha256:a5be71591694a4d9195caf6776b055aa702e964d961051a0715d05f8632c32fb"},
@@ -3275,6 +3408,7 @@ version = "0.53b1"
 description = "Instrumentation Tools & Auto Instrumentation for OpenTelemetry Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "opentelemetry_instrumentation-0.53b1-py3-none-any.whl", hash = "sha256:c07850cecfbc51e8b357f56d5886ae5ccaa828635b220d0f5e78f941ea9a83ca"},
     {file = "opentelemetry_instrumentation-0.53b1.tar.gz", hash = "sha256:0e69ca2c75727e8a300de671c4a2ec0e86e63a8e906beaa5d6c9f5228e8687e5"},
@@ -3292,6 +3426,7 @@ version = "0.53b1"
 description = "ASGI instrumentation for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "opentelemetry_instrumentation_asgi-0.53b1-py3-none-any.whl", hash = "sha256:5f8422eff0a9e3ecb052a8726335925610bb9bd7bb1acf1619c2c28dc3c04842"},
     {file = "opentelemetry_instrumentation_asgi-0.53b1.tar.gz", hash = "sha256:74b7a023787c574f2dd5ed9376e5b921c14501ba1b281ec8527eaadc442563e7"},
@@ -3313,6 +3448,7 @@ version = "0.53b1"
 description = "OpenTelemetry Database API instrumentation"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "opentelemetry_instrumentation_dbapi-0.53b1-py3-none-any.whl", hash = "sha256:38eec30b7ba58bc9000cf86ff7cc8a1b6d4fd4dd669f07b251f540d2a9dd7a9a"},
     {file = "opentelemetry_instrumentation_dbapi-0.53b1.tar.gz", hash = "sha256:eb8c8d610045ab4e74001bf9e944bfb1238a419839ea612c81a94b38ea890a9d"},
@@ -3330,6 +3466,7 @@ version = "0.53b1"
 description = "OpenTelemetry Instrumentation for Django"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "opentelemetry_instrumentation_django-0.53b1-py3-none-any.whl", hash = "sha256:197743e802dc15f6b6d8a6b3af604b743c16ad3b558f710748b0d61728d7015c"},
     {file = "opentelemetry_instrumentation_django-0.53b1.tar.gz", hash = "sha256:23618516c7cb14893ada25379d1c2eadf1bd0f9bde39a3ef510e8388cd0c4a44"},
@@ -3352,6 +3489,7 @@ version = "0.53b1"
 description = "OpenTelemetry FastAPI Instrumentation"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "opentelemetry_instrumentation_fastapi-0.53b1-py3-none-any.whl", hash = "sha256:f8ed5b65e9086b86caeae191fcf798ec7b47469ac7f0341461acc03886278741"},
     {file = "opentelemetry_instrumentation_fastapi-0.53b1.tar.gz", hash = "sha256:24e98ddd1bd8164069e68e36c47bb729fefb0a851e6dd520f4fc81c3bbc54147"},
@@ -3373,6 +3511,7 @@ version = "0.53b1"
 description = "Flask instrumentation for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "opentelemetry_instrumentation_flask-0.53b1-py3-none-any.whl", hash = "sha256:679e2e2b638d64df0b468b1568fda84bc0dcb7894f01486e8bb40129568c4fc7"},
     {file = "opentelemetry_instrumentation_flask-0.53b1.tar.gz", hash = "sha256:2212f8bef5aa386d2a20b316335be2596cc419bb939d96f884eb9634469e6520"},
@@ -3395,6 +3534,7 @@ version = "0.53b1"
 description = "OpenTelemetry psycopg2 instrumentation"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "opentelemetry_instrumentation_psycopg2-0.53b1-py3-none-any.whl", hash = "sha256:5e5860042d69dfce6434ffdc09d33cb75f240d817d0c835131a23ea2afcd11e5"},
     {file = "opentelemetry_instrumentation_psycopg2-0.53b1.tar.gz", hash = "sha256:0b46cd1b93c166e6f7a7faffadf282cacb73889ef9a7734bb5f54532e22c046b"},
@@ -3414,6 +3554,7 @@ version = "0.53b1"
 description = "OpenTelemetry requests instrumentation"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "opentelemetry_instrumentation_requests-0.53b1-py3-none-any.whl", hash = "sha256:f7e82ea8095062c471ae8329af30175b75e771ed5f8bf429a41176d9a763287f"},
     {file = "opentelemetry_instrumentation_requests-0.53b1.tar.gz", hash = "sha256:7684555346fbdb4e4bc2859b17167ffacdbf2764c6210703b1b5a201ff355c54"},
@@ -3434,6 +3575,7 @@ version = "0.53b1"
 description = "OpenTelemetry urllib instrumentation"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "opentelemetry_instrumentation_urllib-0.53b1-py3-none-any.whl", hash = "sha256:906386336dff6f4106b9fd180a30a2a9eade44a8c60843f165a1dc2e0cc0e3af"},
     {file = "opentelemetry_instrumentation_urllib-0.53b1.tar.gz", hash = "sha256:f8cd0990b3b45c06f547bd944589a3eac8ebea91b21f1e65f0d3ec7efdabcbc7"},
@@ -3451,6 +3593,7 @@ version = "0.53b1"
 description = "OpenTelemetry urllib3 instrumentation"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "opentelemetry_instrumentation_urllib3-0.53b1-py3-none-any.whl", hash = "sha256:0361c61cbd028358d67e10bbef6fba1c231b594990658b36bc1e2f83bd528ffe"},
     {file = "opentelemetry_instrumentation_urllib3-0.53b1.tar.gz", hash = "sha256:3fcf41b4401686f8db97aabcca02040418380a766f9c66051347cbac072fe665"},
@@ -3472,6 +3615,7 @@ version = "0.53b1"
 description = "WSGI Middleware for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "opentelemetry_instrumentation_wsgi-0.53b1-py3-none-any.whl", hash = "sha256:84a4f310c7dec66d577c80e594e0e121a6c20ac88bb40e60adc6b5f6c5fbcbad"},
     {file = "opentelemetry_instrumentation_wsgi-0.53b1.tar.gz", hash = "sha256:762feb948b12dbb1ef71607f93303e3a0e5cb98235528a6e4cc689a736915adb"},
@@ -3489,6 +3633,7 @@ version = "0.1.5"
 description = "Azure Resource Detector for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "opentelemetry_resource_detector_azure-0.1.5-py3-none-any.whl", hash = "sha256:4dcc5d54ab5c3b11226af39509bc98979a8b9e0f8a24c1b888783755d3bf00eb"},
     {file = "opentelemetry_resource_detector_azure-0.1.5.tar.gz", hash = "sha256:e0ba658a87c69eebc806e75398cd0e9f68a8898ea62de99bc1b7083136403710"},
@@ -3503,6 +3648,7 @@ version = "1.32.1"
 description = "OpenTelemetry Python SDK"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "opentelemetry_sdk-1.32.1-py3-none-any.whl", hash = "sha256:bba37b70a08038613247bc42beee5a81b0ddca422c7d7f1b097b32bf1c7e2f17"},
     {file = "opentelemetry_sdk-1.32.1.tar.gz", hash = "sha256:8ef373d490961848f525255a42b193430a0637e064dd132fd2a014d94792a092"},
@@ -3519,6 +3665,7 @@ version = "0.53b1"
 description = "OpenTelemetry Semantic Conventions"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "opentelemetry_semantic_conventions-0.53b1-py3-none-any.whl", hash = "sha256:21df3ed13f035f8f3ea42d07cbebae37020367a53b47f1ebee3b10a381a00208"},
     {file = "opentelemetry_semantic_conventions-0.53b1.tar.gz", hash = "sha256:4c5a6fede9de61211b2e9fc1e02e8acacce882204cd770177342b6a3be682992"},
@@ -3534,6 +3681,7 @@ version = "0.53b1"
 description = "Web util for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "opentelemetry_util_http-0.53b1-py3-none-any.whl", hash = "sha256:ee7ecc1cbe4598535a95eaf7742f80c0c924843bf8f7ef3bab4963a228a94dd0"},
     {file = "opentelemetry_util_http-0.53b1.tar.gz", hash = "sha256:7b0356584400b3406a643e244d36ff1bbb7c95e3b5ed0509d212e4a11c050a0e"},
@@ -3545,6 +3693,7 @@ version = "0.1.11"
 description = "Probabilistic Generative Model Programming"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "outlines-0.1.11-py3-none-any.whl", hash = "sha256:f5a5f2242ed9802d3aab7a92789bf4008d734c576be9258cc0a297f690124727"},
     {file = "outlines-0.1.11.tar.gz", hash = "sha256:0997bd9da1cc050e430bd08995dc7d4bd855918bafa4531e49d3f37110a23aba"},
@@ -3575,7 +3724,7 @@ llamacpp = ["datasets", "llama-cpp-python", "numpy (<2)", "transformers"]
 mlxlm = ["datasets", "mlx-lm"]
 openai = ["openai"]
 serve = ["fastapi", "pydantic (>=2.0)", "uvicorn", "vllm (>=0.3.0)"]
-test = ["accelerate", "beartype (<0.16.0)", "coverage[toml] (>=5.1)", "datasets", "diff-cover", "exllamav2", "huggingface_hub", "jax", "llama-cpp-python", "mlx-lm (>=0.19.2)", "openai (>=1.0.0)", "pillow", "pre-commit", "pytest", "pytest-benchmark", "pytest-cov", "pytest-mock", "responses", "transformers", "vllm"]
+test = ["accelerate", "beartype (<0.16.0)", "coverage[toml] (>=5.1)", "datasets", "diff-cover", "exllamav2", "huggingface_hub", "jax", "llama-cpp-python", "mlx-lm (>=0.19.2) ; platform_machine == \"arm64\" and sys_platform == \"darwin\"", "openai (>=1.0.0)", "pillow", "pre-commit", "pytest", "pytest-benchmark", "pytest-cov", "pytest-mock", "responses", "transformers", "vllm ; sys_platform != \"darwin\""]
 transformers = ["accelerate", "datasets", "numpy (<2)", "transformers"]
 vllm = ["numpy (<2)", "transformers", "vllm"]
 
@@ -3585,6 +3734,7 @@ version = "0.1.26"
 description = "Structured Text Generation in Rust"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "outlines_core-0.1.26-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:6a962a7452e7ac170fa04d405342cadae2d28fafa5b1830cef7aa610257ed32f"},
     {file = "outlines_core-0.1.26-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:15a3684fa29564da2db03934cf0097bef3e871f70d3af0ef2b52fdb886da2e09"},
@@ -3626,6 +3776,7 @@ version = "25.0"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "packaging-25.0-py3-none-any.whl", hash = "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484"},
     {file = "packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f"},
@@ -3637,6 +3788,7 @@ version = "2.2.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "pandas-2.2.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1948ddde24197a0f7add2bdc4ca83bf2b1ef84a1bc8ccffd95eda17fd836ecb5"},
     {file = "pandas-2.2.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:381175499d3802cde0eabbaf6324cce0c4f5d52ca6f8c377c29ad442f50f6348"},
@@ -3684,8 +3836,8 @@ files = [
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.23.2", markers = "python_version == \"3.11\""},
     {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
+    {version = ">=1.23.2", markers = "python_version == \"3.11\""},
 ]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
@@ -3722,6 +3874,7 @@ version = "3.5.1"
 description = "SSH2 protocol library"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "paramiko-3.5.1-py3-none-any.whl", hash = "sha256:43b9a0501fc2b5e70680388d9346cf252cfb7d00b0667c39e80eb43a408b8f61"},
     {file = "paramiko-3.5.1.tar.gz", hash = "sha256:b2c665bc45b2b215bd7d7f039901b14b067da00f3a11e6640995fd58f2664822"},
@@ -3733,8 +3886,8 @@ cryptography = ">=3.3"
 pynacl = ">=1.5"
 
 [package.extras]
-all = ["gssapi (>=1.4.1)", "invoke (>=2.0)", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8)"]
-gssapi = ["gssapi (>=1.4.1)", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8)"]
+all = ["gssapi (>=1.4.1) ; platform_system != \"Windows\"", "invoke (>=2.0)", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8) ; platform_system == \"Windows\""]
+gssapi = ["gssapi (>=1.4.1) ; platform_system != \"Windows\"", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8) ; platform_system == \"Windows\""]
 invoke = ["invoke (>=2.0)"]
 
 [[package]]
@@ -3743,6 +3896,7 @@ version = "0.2.1.1.post5"
 description = "Parse partial JSON generated by LLM"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "partial_json_parser-0.2.1.1.post5-py3-none-any.whl", hash = "sha256:627715aaa3cb3fb60a65b0d62223243acaa6c70846520a90326fef3a2f0b61ca"},
     {file = "partial_json_parser-0.2.1.1.post5.tar.gz", hash = "sha256:992710ac67e90b367921d52727698928040f7713ba7ecb33b96371ea7aec82ca"},
@@ -3757,6 +3911,7 @@ version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"},
     {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
@@ -3768,6 +3923,7 @@ version = "11.2.1"
 description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "pillow-11.2.1-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:d57a75d53922fc20c165016a20d9c44f73305e67c351bbc60d1adaf662e74047"},
     {file = "pillow-11.2.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:127bf6ac4a5b58b3d32fc8289656f77f80567d65660bc46f72c0d77e6600cc95"},
@@ -3858,7 +4014,7 @@ fpx = ["olefile"]
 mic = ["olefile"]
 test-arrow = ["pyarrow"]
 tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "trove-classifiers (>=2024.10.12)"]
-typing = ["typing-extensions"]
+typing = ["typing-extensions ; python_version < \"3.10\""]
 xmp = ["defusedxml"]
 
 [[package]]
@@ -3867,6 +4023,7 @@ version = "4.3.7"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "platformdirs-4.3.7-py3-none-any.whl", hash = "sha256:a03875334331946f13c549dbd8f4bac7a13a50a895a0eb1e8c6a8ace80d40a94"},
     {file = "platformdirs-4.3.7.tar.gz", hash = "sha256:eb437d586b6a0986388f0d6f74aa0cde27b48d0e3d66843640bfb6bdcdb6e351"},
@@ -3883,6 +4040,8 @@ version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\""
 files = [
     {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
     {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
@@ -3898,6 +4057,7 @@ version = "0.5.7"
 description = "A small python api to collect data from prometheus"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "prometheus_api_client-0.5.7-py3-none-any.whl", hash = "sha256:c8b3c3ef91f97f2e52d25b1d47ba1878a03a724ccf2e9cd5b09c96ca0dad17c4"},
     {file = "prometheus_api_client-0.5.7.tar.gz", hash = "sha256:a48545b0fba8d47b8a84ff7b6024ad1cb44096340867002f163cc93174b32105"},
@@ -3917,6 +4077,7 @@ version = "0.21.1"
 description = "Python client for the Prometheus monitoring system."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "prometheus_client-0.21.1-py3-none-any.whl", hash = "sha256:594b45c410d6f4f8888940fe80b5cc2521b305a1fafe1c58609ef715a001f301"},
     {file = "prometheus_client-0.21.1.tar.gz", hash = "sha256:252505a722ac04b0456be05c05f75f45d760c2911ffc45f2a06bcaed9f3ae3fb"},
@@ -3931,6 +4092,7 @@ version = "7.1.0"
 description = "Instrument your FastAPI app with Prometheus metrics"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "prometheus_fastapi_instrumentator-7.1.0-py3-none-any.whl", hash = "sha256:978130f3c0bb7b8ebcc90d35516a6fe13e02d2eb358c8f83887cdef7020c31e9"},
     {file = "prometheus_fastapi_instrumentator-7.1.0.tar.gz", hash = "sha256:be7cd61eeea4e5912aeccb4261c6631b3f227d8924542d79eaf5af3f439cbe5e"},
@@ -3946,6 +4108,7 @@ version = "3.0.51"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "prompt_toolkit-3.0.51-py3-none-any.whl", hash = "sha256:52742911fde84e2d423e2f9a4cf1de7d7ac4e51958f648d9540e0fb8db077b07"},
     {file = "prompt_toolkit-3.0.51.tar.gz", hash = "sha256:931a162e3b27fc90c86f1b48bb1fb2c528c2761475e57c9c06de13311c7b54ed"},
@@ -3960,6 +4123,7 @@ version = "0.3.1"
 description = "Accelerated property cache"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "propcache-0.3.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:f27785888d2fdd918bc36de8b8739f2d6c791399552333721b58193f68ea3e98"},
     {file = "propcache-0.3.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d4e89cde74154c7b5957f87a355bb9c8ec929c167b59c83d90654ea36aeb6180"},
@@ -4067,6 +4231,7 @@ version = "6.30.2"
 description = ""
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "protobuf-6.30.2-cp310-abi3-win32.whl", hash = "sha256:b12ef7df7b9329886e66404bef5e9ce6a26b54069d7f7436a0853ccdeb91c103"},
     {file = "protobuf-6.30.2-cp310-abi3-win_amd64.whl", hash = "sha256:7653c99774f73fe6b9301b87da52af0e69783a2e371e8b599b3e9cb4da4b12b9"},
@@ -4085,6 +4250,7 @@ version = "7.0.0"
 description = "Cross-platform lib for process and system monitoring in Python.  NOTE: the syntax of this script MUST be kept compatible with Python 2.7."
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "psutil-7.0.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:101d71dc322e3cffd7cea0650b09b3d08b8e7c4109dd6809fe452dfd00e58b25"},
     {file = "psutil-7.0.0-cp36-abi3-macosx_11_0_arm64.whl", hash = "sha256:39db632f6bb862eeccf56660871433e111b6ea58f2caea825571951d4b6aa3da"},
@@ -4108,6 +4274,7 @@ version = "9.0.0"
 description = "Get CPU info with pure Python"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "py-cpuinfo-9.0.0.tar.gz", hash = "sha256:3cdbbf3fac90dc6f118bfd64384f309edeadd902d7c8fb17f02ffa1fc3f49690"},
     {file = "py_cpuinfo-9.0.0-py3-none-any.whl", hash = "sha256:859625bc251f64e21f077d099d4162689c762b5d6a4c3c97553d56241c9674d5"},
@@ -4119,6 +4286,7 @@ version = "0.6.1"
 description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pyasn1-0.6.1-py3-none-any.whl", hash = "sha256:0d632f46f2ba09143da3a8afe9e33fb6f92fa2320ab7e886e2d0f7672af84629"},
     {file = "pyasn1-0.6.1.tar.gz", hash = "sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034"},
@@ -4130,6 +4298,7 @@ version = "0.4.2"
 description = "A collection of ASN.1-based protocols modules"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pyasn1_modules-0.4.2-py3-none-any.whl", hash = "sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a"},
     {file = "pyasn1_modules-0.4.2.tar.gz", hash = "sha256:677091de870a80aae844b1ca6134f54652fa2c8c5a52aa396440ac3106e941e6"},
@@ -4144,6 +4313,8 @@ version = "2.13.6"
 description = "Seamless operability between C++11 and Python"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\""
 files = [
     {file = "pybind11-2.13.6-py3-none-any.whl", hash = "sha256:237c41e29157b962835d356b370ededd57594a26d5894a795960f0047cb5caf5"},
     {file = "pybind11-2.13.6.tar.gz", hash = "sha256:ba6af10348c12b24e92fa086b39cfba0eff619b61ac77c406167d813b096d39a"},
@@ -4158,6 +4329,7 @@ version = "24.6.1"
 description = "ISO country, subdivision, language, currency and script definitions and their translations"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pycountry-24.6.1-py3-none-any.whl", hash = "sha256:f1a4fb391cd7214f8eefd39556d740adcc233c778a27f8942c8dca351d6ce06f"},
     {file = "pycountry-24.6.1.tar.gz", hash = "sha256:b61b3faccea67f87d10c1f2b0fc0be714409e8fcdcc1315613174f6466c10221"},
@@ -4169,6 +4341,7 @@ version = "2.22"
 description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
     {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
@@ -4180,6 +4353,7 @@ version = "2.11.3"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "pydantic-2.11.3-py3-none-any.whl", hash = "sha256:a082753436a07f9ba1289c6ffa01cd93db3548776088aa917cc43b63f68fa60f"},
     {file = "pydantic-2.11.3.tar.gz", hash = "sha256:7471657138c16adad9322fe3070c0116dd6c3ad8d649300e3cbdfe91f4db4ec3"},
@@ -4193,7 +4367,7 @@ typing-inspection = ">=0.4.0"
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
-timezone = ["tzdata"]
+timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
 
 [[package]]
 name = "pydantic-core"
@@ -4201,6 +4375,7 @@ version = "2.33.1"
 description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "pydantic_core-2.33.1-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:3077cfdb6125cc8dab61b155fdd714663e401f0e6883f9632118ec12cf42df26"},
     {file = "pydantic_core-2.33.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8ffab8b2908d152e74862d276cf5017c81a2f3719f14e8e3e8d6b83fda863927"},
@@ -4312,6 +4487,7 @@ version = "8.0.5"
 description = "The kitchen sink of Python utility libraries for doing \"stuff\" in a functional way. Based on the Lo-Dash Javascript library."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pydash-8.0.5-py3-none-any.whl", hash = "sha256:b2625f8981862e19911daa07f80ed47b315ce20d9b5eb57aaf97aaf570c3892f"},
     {file = "pydash-8.0.5.tar.gz", hash = "sha256:7cc44ebfe5d362f4f5f06c74c8684143c5ac481376b059ff02570705523f9e2e"},
@@ -4329,6 +4505,7 @@ version = "2.19.1"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c"},
     {file = "pygments-2.19.1.tar.gz", hash = "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f"},
@@ -4343,6 +4520,7 @@ version = "2.10.1"
 description = "JSON Web Token implementation in Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "PyJWT-2.10.1-py3-none-any.whl", hash = "sha256:dcdd193e30abefd5debf142f9adfcdd2b58004e644f25406ffaebd50bd98dacb"},
     {file = "pyjwt-2.10.1.tar.gz", hash = "sha256:3cc5772eb20009233caf06e9d8a0577824723b44e6648ee0a2aedb6cf9381953"},
@@ -4363,6 +4541,7 @@ version = "1.5.0"
 description = "Python binding to the Networking and Cryptography (NaCl) library"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "PyNaCl-1.5.0-cp36-abi3-macosx_10_10_universal2.whl", hash = "sha256:401002a4aaa07c9414132aaed7f6836ff98f59277a234704ff66878c2ee4a0d1"},
     {file = "PyNaCl-1.5.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_24_aarch64.whl", hash = "sha256:52cb72a79269189d4e0dc537556f4740f7f0a9ec41c1322598799b0bdad4ef92"},
@@ -4389,6 +4568,7 @@ version = "3.2.3"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "pyparsing-3.2.3-py3-none-any.whl", hash = "sha256:a749938e02d6fd0b59b356ca504a24982314bb090c383e3cf201c95ef7e2bfcf"},
     {file = "pyparsing-3.2.3.tar.gz", hash = "sha256:b9c13f1ab8b3b542f72e28f634bad4de758ab3ce4546e4301970ad6fa77c38be"},
@@ -4403,6 +4583,7 @@ version = "1.1.399"
 description = "Command line wrapper for pyright"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "pyright-1.1.399-py3-none-any.whl", hash = "sha256:55f9a875ddf23c9698f24208c764465ffdfd38be6265f7faf9a176e1dc549f3b"},
     {file = "pyright-1.1.399.tar.gz", hash = "sha256:439035d707a36c3d1b443aec980bc37053fbda88158eded24b8eedcf1c7b7a1b"},
@@ -4423,6 +4604,8 @@ version = "8.3.5"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\""
 files = [
     {file = "pytest-8.3.5-py3-none-any.whl", hash = "sha256:c69214aa47deac29fad6c2a4f590b9c4a9fdb16a403176fe154b79c0b4d4d820"},
     {file = "pytest-8.3.5.tar.gz", hash = "sha256:f4efe70cc14e511565ac476b57c279e12a855b11f48f212af1080ef2263d3845"},
@@ -4443,6 +4626,7 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main"]
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -4457,6 +4641,7 @@ version = "1.1.0"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "python_dotenv-1.1.0-py3-none-any.whl", hash = "sha256:d7c01d9e2293916c18baf562d95698754b0dbbb5e74d457c45d4f6561fb9d55d"},
     {file = "python_dotenv-1.1.0.tar.gz", hash = "sha256:41f90bc6f5f177fb41f53e87666db362025010eb28f60a01c9143bfa33a2b2d5"},
@@ -4471,6 +4656,7 @@ version = "0.0.20"
 description = "A streaming multipart parser for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "python_multipart-0.0.20-py3-none-any.whl", hash = "sha256:8a62d3a8335e06589fe01f2a3e178cdcc632f3fbe0d492ad9ee0ec35aab1f104"},
     {file = "python_multipart-0.0.20.tar.gz", hash = "sha256:8dd0cab45b8e23064ae09147625994d090fa46f5b0d1e13af944c331a7fa9d13"},
@@ -4482,6 +4668,7 @@ version = "2025.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "pytz-2025.2-py2.py3-none-any.whl", hash = "sha256:5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00"},
     {file = "pytz-2025.2.tar.gz", hash = "sha256:360b9e3dbb49a209c21ad61809c7fb453643e048b38924c765813546746e81c3"},
@@ -4493,6 +4680,8 @@ version = "310"
 description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
+groups = ["main"]
+markers = "sys_platform == \"win32\""
 files = [
     {file = "pywin32-310-cp310-cp310-win32.whl", hash = "sha256:6dd97011efc8bf51d6793a82292419eba2c71cf8e7250cfac03bba284454abc1"},
     {file = "pywin32-310-cp310-cp310-win_amd64.whl", hash = "sha256:c3e78706e4229b915a0821941a84e7ef420bf2b77e08c9dae3c76fd03fd2ae3d"},
@@ -4518,6 +4707,7 @@ version = "6.0.2"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"},
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf"},
@@ -4580,6 +4770,7 @@ version = "26.4.0"
 description = "Python bindings for 0MQ"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pyzmq-26.4.0-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:0329bdf83e170ac133f44a233fc651f6ed66ef8e66693b5af7d54f45d1ef5918"},
     {file = "pyzmq-26.4.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:398a825d2dea96227cf6460ce0a174cf7657d6f6827807d4d1ae9d0f9ae64315"},
@@ -4685,6 +4876,7 @@ version = "2.40.0"
 description = "Ray provides a simple, universal API for building distributed applications."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "ray-2.40.0-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:064af8bc52cc988c82470b8e76e5df417737fa7c1d87f597a892c69eb4ec3caa"},
     {file = "ray-2.40.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:45beb4019cd20b6cb10572d8012c771bccd623f544a669da6797ccf993c4bb33"},
@@ -4722,20 +4914,20 @@ pyyaml = "*"
 requests = "*"
 
 [package.extras]
-adag = ["cupy-cuda12x"]
-air = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "fastapi", "fsspec", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "memray", "numpy (>=1.20)", "opencensus", "pandas", "pandas (>=1.3)", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pyarrow (<18)", "pyarrow (>=9.0.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "starlette", "tensorboardX (>=1.9)", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
-all = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "cupy-cuda12x", "dm-tree", "fastapi", "fsspec", "grpcio (!=1.56.0)", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "gymnasium (==1.0.0)", "lz4", "memray", "numpy (>=1.20)", "opencensus", "opentelemetry-api", "opentelemetry-exporter-otlp", "opentelemetry-sdk", "pandas", "pandas (>=1.3)", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pyOpenSSL", "pyarrow (<18)", "pyarrow (>=9.0.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "pyyaml", "requests", "rich", "scikit-image", "scipy", "smart-open", "starlette", "tensorboardX (>=1.9)", "typer", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
-all-cpp = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "cupy-cuda12x", "dm-tree", "fastapi", "fsspec", "grpcio (!=1.56.0)", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "gymnasium (==1.0.0)", "lz4", "memray", "numpy (>=1.20)", "opencensus", "opentelemetry-api", "opentelemetry-exporter-otlp", "opentelemetry-sdk", "pandas", "pandas (>=1.3)", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pyOpenSSL", "pyarrow (<18)", "pyarrow (>=9.0.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "pyyaml", "ray-cpp (==2.40.0)", "requests", "rich", "scikit-image", "scipy", "smart-open", "starlette", "tensorboardX (>=1.9)", "typer", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
+adag = ["cupy-cuda12x ; sys_platform != \"darwin\""]
+air = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "fastapi", "fsspec", "grpcio (>=1.32.0) ; python_version < \"3.10\"", "grpcio (>=1.42.0) ; python_version >= \"3.10\"", "memray ; sys_platform != \"win32\"", "numpy (>=1.20)", "opencensus", "pandas", "pandas (>=1.3)", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pyarrow (<18) ; sys_platform == \"darwin\" and platform_machine == \"x86_64\"", "pyarrow (>=9.0.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "starlette", "tensorboardX (>=1.9)", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
+all = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "cupy-cuda12x ; sys_platform != \"darwin\"", "dm-tree", "fastapi", "fsspec", "grpcio (!=1.56.0)", "grpcio (>=1.32.0) ; python_version < \"3.10\"", "grpcio (>=1.42.0) ; python_version >= \"3.10\"", "gymnasium (==1.0.0)", "lz4", "memray ; sys_platform != \"win32\"", "numpy (>=1.20)", "opencensus", "opentelemetry-api", "opentelemetry-exporter-otlp", "opentelemetry-sdk", "pandas", "pandas (>=1.3)", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pyOpenSSL", "pyarrow (<18) ; sys_platform == \"darwin\" and platform_machine == \"x86_64\"", "pyarrow (>=9.0.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "pyyaml", "requests", "rich", "scikit-image", "scipy", "smart-open", "starlette", "tensorboardX (>=1.9)", "typer", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
+all-cpp = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "cupy-cuda12x ; sys_platform != \"darwin\"", "dm-tree", "fastapi", "fsspec", "grpcio (!=1.56.0)", "grpcio (>=1.32.0) ; python_version < \"3.10\"", "grpcio (>=1.42.0) ; python_version >= \"3.10\"", "gymnasium (==1.0.0)", "lz4", "memray ; sys_platform != \"win32\"", "numpy (>=1.20)", "opencensus", "opentelemetry-api", "opentelemetry-exporter-otlp", "opentelemetry-sdk", "pandas", "pandas (>=1.3)", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pyOpenSSL", "pyarrow (<18) ; sys_platform == \"darwin\" and platform_machine == \"x86_64\"", "pyarrow (>=9.0.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "pyyaml", "ray-cpp (==2.40.0)", "requests", "rich", "scikit-image", "scipy", "smart-open", "starlette", "tensorboardX (>=1.9)", "typer", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
 client = ["grpcio (!=1.56.0)"]
 cpp = ["ray-cpp (==2.40.0)"]
-data = ["fsspec", "numpy (>=1.20)", "pandas (>=1.3)", "pyarrow (<18)", "pyarrow (>=9.0.0)"]
-default = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "memray", "opencensus", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "virtualenv (>=20.0.24,!=20.21.1)"]
+data = ["fsspec", "numpy (>=1.20)", "pandas (>=1.3)", "pyarrow (<18) ; sys_platform == \"darwin\" and platform_machine == \"x86_64\"", "pyarrow (>=9.0.0)"]
+default = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "grpcio (>=1.32.0) ; python_version < \"3.10\"", "grpcio (>=1.42.0) ; python_version >= \"3.10\"", "memray ; sys_platform != \"win32\"", "opencensus", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "virtualenv (>=20.0.24,!=20.21.1)"]
 observability = ["opentelemetry-api", "opentelemetry-exporter-otlp", "opentelemetry-sdk"]
-rllib = ["dm-tree", "fsspec", "gymnasium (==1.0.0)", "lz4", "pandas", "pyarrow (<18)", "pyarrow (>=9.0.0)", "pyyaml", "requests", "rich", "scikit-image", "scipy", "tensorboardX (>=1.9)", "typer"]
-serve = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "fastapi", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "memray", "opencensus", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "starlette", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
-serve-grpc = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "fastapi", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "memray", "opencensus", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pyOpenSSL", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "starlette", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
-train = ["fsspec", "pandas", "pyarrow (<18)", "pyarrow (>=9.0.0)", "requests", "tensorboardX (>=1.9)"]
-tune = ["fsspec", "pandas", "pyarrow (<18)", "pyarrow (>=9.0.0)", "requests", "tensorboardX (>=1.9)"]
+rllib = ["dm-tree", "fsspec", "gymnasium (==1.0.0)", "lz4", "pandas", "pyarrow (<18) ; sys_platform == \"darwin\" and platform_machine == \"x86_64\"", "pyarrow (>=9.0.0)", "pyyaml", "requests", "rich", "scikit-image", "scipy", "tensorboardX (>=1.9)", "typer"]
+serve = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "fastapi", "grpcio (>=1.32.0) ; python_version < \"3.10\"", "grpcio (>=1.42.0) ; python_version >= \"3.10\"", "memray ; sys_platform != \"win32\"", "opencensus", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "starlette", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
+serve-grpc = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "fastapi", "grpcio (>=1.32.0) ; python_version < \"3.10\"", "grpcio (>=1.42.0) ; python_version >= \"3.10\"", "memray ; sys_platform != \"win32\"", "opencensus", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pyOpenSSL", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "starlette", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
+train = ["fsspec", "pandas", "pyarrow (<18) ; sys_platform == \"darwin\" and platform_machine == \"x86_64\"", "pyarrow (>=9.0.0)", "requests", "tensorboardX (>=1.9)"]
+tune = ["fsspec", "pandas", "pyarrow (<18) ; sys_platform == \"darwin\" and platform_machine == \"x86_64\"", "pyarrow (>=9.0.0)", "requests", "tensorboardX (>=1.9)"]
 
 [[package]]
 name = "referencing"
@@ -4743,6 +4935,7 @@ version = "0.36.2"
 description = "JSON Referencing + Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "referencing-0.36.2-py3-none-any.whl", hash = "sha256:e8699adbbf8b5c7de96d8ffa0eb5c158b3beafce084968e2ea8bb08c6794dcd0"},
     {file = "referencing-0.36.2.tar.gz", hash = "sha256:df2e89862cd09deabbdba16944cc3f10feb6b3e6f18e902f7cc25609a34775aa"},
@@ -4759,6 +4952,7 @@ version = "2024.11.6"
 description = "Alternative regular expression module, to replace re."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "regex-2024.11.6-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ff590880083d60acc0433f9c3f713c51f7ac6ebb9adf889c79a261ecf541aa91"},
     {file = "regex-2024.11.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:658f90550f38270639e83ce492f27d2c8d2cd63805c65a13a14d36ca126753f0"},
@@ -4862,6 +5056,7 @@ version = "2.32.3"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
     {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
@@ -4883,6 +5078,7 @@ version = "2.0.0"
 description = "OAuthlib authentication support for Requests."
 optional = false
 python-versions = ">=3.4"
+groups = ["main"]
 files = [
     {file = "requests-oauthlib-2.0.0.tar.gz", hash = "sha256:b3dffaebd884d8cd778494369603a9e7b58d29111bf6b41bdc2dcd87203af4e9"},
     {file = "requests_oauthlib-2.0.0-py2.py3-none-any.whl", hash = "sha256:7dd8a5c40426b779b0868c404bdef9768deccf22749cde15852df527e6269b36"},
@@ -4901,6 +5097,7 @@ version = "13.9.4"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
 python-versions = ">=3.8.0"
+groups = ["main"]
 files = [
     {file = "rich-13.9.4-py3-none-any.whl", hash = "sha256:6049d5e6ec054bf2779ab3358186963bac2ea89175919d699e378b99738c2a90"},
     {file = "rich-13.9.4.tar.gz", hash = "sha256:439594978a49a09530cff7ebc4b5c7103ef57baf48d5ea3184f21d9a2befa098"},
@@ -4919,6 +5116,7 @@ version = "0.14.3"
 description = "Rich toolkit for building command-line applications"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "rich_toolkit-0.14.3-py3-none-any.whl", hash = "sha256:2ec72dcdf1bbb09b6a9286a4eddcd4d43369da3b22fe3f28e5a92143618b8ac6"},
     {file = "rich_toolkit-0.14.3.tar.gz", hash = "sha256:b72a342e52253b912681b027e94226e2deea616494420eec0b09a7219a72a0a5"},
@@ -4935,6 +5133,7 @@ version = "0.24.0"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "rpds_py-0.24.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:006f4342fe729a368c6df36578d7a348c7c716be1da0a1a0f86e3021f8e98724"},
     {file = "rpds_py-0.24.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2d53747da70a4e4b17f559569d5f9506420966083a31c5fbd84e764461c4444b"},
@@ -5058,6 +5257,7 @@ version = "4.9.1"
 description = "Pure-Python RSA implementation"
 optional = false
 python-versions = "<4,>=3.6"
+groups = ["main"]
 files = [
     {file = "rsa-4.9.1-py3-none-any.whl", hash = "sha256:68635866661c6836b8d39430f97a996acbd61bfa49406748ea243539fe239762"},
     {file = "rsa-4.9.1.tar.gz", hash = "sha256:e7bdbfdb5497da4c07dfd35530e1a902659db6ff241e39d9953cad06ebd0ae75"},
@@ -5072,6 +5272,7 @@ version = "0.5.3"
 description = ""
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "safetensors-0.5.3-cp38-abi3-macosx_10_12_x86_64.whl", hash = "sha256:bd20eb133db8ed15b40110b7c00c6df51655a2998132193de2f75f72d99c7073"},
     {file = "safetensors-0.5.3-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:21d01c14ff6c415c485616b8b0bf961c46b3b343ca59110d38d744e577f9cce7"},
@@ -5109,6 +5310,7 @@ version = "0.2.0"
 description = "SentencePiece python wrapper"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "sentencepiece-0.2.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:188779e1298a1c8b8253c7d3ad729cb0a9891e5cef5e5d07ce4592c54869e227"},
     {file = "sentencepiece-0.2.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bed9cf85b296fa2b76fc2547b9cbb691a523864cebaee86304c43a7b4cb1b452"},
@@ -5171,6 +5373,7 @@ version = "2.26.1"
 description = "Python client for Sentry (https://sentry.io)"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "sentry_sdk-2.26.1-py2.py3-none-any.whl", hash = "sha256:e99390e3f217d13ddcbaeaed08789f1ca614d663b345b9da42e35ad6b60d696a"},
     {file = "sentry_sdk-2.26.1.tar.gz", hash = "sha256:759e019c41551a21519a95e6cef6d91fb4af1054761923dadaee2e6eca9c02c7"},
@@ -5227,6 +5430,7 @@ version = "1.3.5"
 description = "A Python module to customize the process title"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "setproctitle-1.3.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:02870e0cb0de7f68a7a8a5b23c2bc0ce63821cab3d9b126f9be80bb6cd674c80"},
     {file = "setproctitle-1.3.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:55b278135be742b8901067479626d909f6613bd2d2c4fd0de6bb46f80e07a919"},
@@ -5324,19 +5528,20 @@ version = "79.0.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "setuptools-79.0.0-py3-none-any.whl", hash = "sha256:b9ab3a104bedb292323f53797b00864e10e434a3ab3906813a7169e4745b912a"},
     {file = "setuptools-79.0.0.tar.gz", hash = "sha256:9828422e7541213b0aacb6e10bbf9dd8febeaa45a48570e09b6d100e063fc9f9"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.8.0)"]
-core = ["importlib_metadata (>=6)", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\"", "ruff (>=0.8.0) ; sys_platform != \"cygwin\""]
+core = ["importlib_metadata (>=6) ; python_version < \"3.10\"", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1) ; python_version < \"3.11\"", "wheel (>=0.43.0)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
-type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.14.*)", "pytest-mypy"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21) ; python_version >= \"3.9\" and sys_platform != \"cygwin\"", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf ; sys_platform != \"cygwin\"", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
+type = ["importlib_metadata (>=7.0.2) ; python_version < \"3.10\"", "jaraco.develop (>=7.21) ; sys_platform != \"cygwin\"", "mypy (==1.14.*)", "pytest-mypy"]
 
 [[package]]
 name = "shellingham"
@@ -5344,6 +5549,7 @@ version = "1.5.4"
 description = "Tool to Detect Surrounding Shell"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686"},
     {file = "shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de"},
@@ -5355,6 +5561,7 @@ version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main"]
 files = [
     {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
     {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
@@ -5366,6 +5573,7 @@ version = "5.0.2"
 description = "A pure Python implementation of a sliding window memory map manager"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "smmap-5.0.2-py3-none-any.whl", hash = "sha256:b30115f0def7d7531d22a0fb6502488d879e75b260a9db4d0819cfb25403af5e"},
     {file = "smmap-5.0.2.tar.gz", hash = "sha256:26ea65a03958fa0c8a1c7e8c7a58fdc77221b8910f6be2131affade476898ad5"},
@@ -5377,6 +5585,7 @@ version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
@@ -5388,6 +5597,7 @@ version = "0.46.2"
 description = "The little ASGI library that shines."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "starlette-0.46.2-py3-none-any.whl", hash = "sha256:595633ce89f8ffa71a015caed34a5b2dc1c0cdb3f0f1fbd1e69339cf2abeec35"},
     {file = "starlette-0.46.2.tar.gz", hash = "sha256:7f7361f34eed179294600af672f565727419830b54b7b084efe44bb82d2fccd5"},
@@ -5405,6 +5615,7 @@ version = "1.7.3"
 description = "Strict, typed YAML parser"
 optional = false
 python-versions = ">=3.7.0"
+groups = ["main"]
 files = [
     {file = "strictyaml-1.7.3-py3-none-any.whl", hash = "sha256:fb5c8a4edb43bebb765959e420f9b3978d7f1af88c80606c03fb420888f5d1c7"},
     {file = "strictyaml-1.7.3.tar.gz", hash = "sha256:22f854a5fcab42b5ddba8030a0e4be51ca89af0267961c8d6cfa86395586c407"},
@@ -5419,6 +5630,7 @@ version = "1.13.1"
 description = "Computer algebra system (CAS) in Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "sympy-1.13.1-py3-none-any.whl", hash = "sha256:db36cdc64bf61b9b24578b6f7bab1ecdd2452cf008f34faa33776680c26d66f8"},
     {file = "sympy-1.13.1.tar.gz", hash = "sha256:9cebf7e04ff162015ce31c9c6c9144daa34a93bd082f54fd8f12deca4f47515f"},
@@ -5436,6 +5648,7 @@ version = "3.0.1"
 description = "ANSI color formatting for output in terminal"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "termcolor-3.0.1-py3-none-any.whl", hash = "sha256:da1ed4ec8a5dc5b2e17476d859febdb3cccb612be1c36e64511a6f2485c10c69"},
     {file = "termcolor-3.0.1.tar.gz", hash = "sha256:a6abd5c6e1284cea2934443ba806e70e5ec8fd2449021be55c280f8a3731b611"},
@@ -5450,6 +5663,7 @@ version = "0.7.0"
 description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "tiktoken-0.7.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:485f3cc6aba7c6b6ce388ba634fbba656d9ee27f766216f45146beb4ac18b25f"},
     {file = "tiktoken-0.7.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e54be9a2cd2f6d6ffa3517b064983fb695c9a9d8aa7d574d1ef3c3f931a99225"},
@@ -5502,6 +5716,7 @@ version = "0.21.1"
 description = ""
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "tokenizers-0.21.1-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:e78e413e9e668ad790a29456e677d9d3aa50a9ad311a40905d6861ba7692cf41"},
     {file = "tokenizers-0.21.1-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:cd51cd0a91ecc801633829fcd1fda9cf8682ed3477c6243b9a095539de4aecf3"},
@@ -5534,6 +5749,7 @@ version = "2.5.1"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
 optional = false
 python-versions = ">=3.8.0"
+groups = ["main"]
 files = [
     {file = "torch-2.5.1-cp310-cp310-manylinux1_x86_64.whl", hash = "sha256:71328e1bbe39d213b8721678f9dcac30dfc452a46d586f1d514a6aa0a99d4744"},
     {file = "torch-2.5.1-cp310-cp310-manylinux2014_aarch64.whl", hash = "sha256:34bfa1a852e5714cbfa17f27c49d8ce35e1b7af5608c4bc6e81392c352dbc601"},
@@ -5586,6 +5802,7 @@ version = "2.5.1"
 description = "An audio package for PyTorch"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "torchaudio-2.5.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:901291d770aeeb1f51920bb5aa73ff82e9b7f26354a3c7b90d80ff0b4e9a5044"},
     {file = "torchaudio-2.5.1-cp310-cp310-manylinux1_x86_64.whl", hash = "sha256:abacbec3b6d695cf99ada8b1db55db933181c8ff7d283e246e2bbefdde674235"},
@@ -5614,6 +5831,7 @@ version = "0.20.1"
 description = "image and video datasets and models for torch deep learning"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "torchvision-0.20.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:4878fefb96ef293d06c27210918adc83c399d9faaf34cda5a63e129f772328f1"},
     {file = "torchvision-0.20.1-cp310-cp310-manylinux1_x86_64.whl", hash = "sha256:8ffbdf8bf5b30eade22d459f5a313329eeadb20dc75efa142987b53c007098c3"},
@@ -5648,6 +5866,7 @@ version = "4.67.1"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
     {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
@@ -5669,6 +5888,7 @@ version = "4.51.3"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = false
 python-versions = ">=3.9.0"
+groups = ["main"]
 files = [
     {file = "transformers-4.51.3-py3-none-any.whl", hash = "sha256:fd3279633ceb2b777013234bbf0b4f5c2d23c4626b05497691f00cfda55e8a83"},
     {file = "transformers-4.51.3.tar.gz", hash = "sha256:e292fcab3990c6defe6328f0f7d2004283ca81a7a07b2de9a46d67fd81ea1409"},
@@ -5741,6 +5961,8 @@ version = "3.1.0"
 description = "A language and compiler for custom Deep Learning operations"
 optional = false
 python-versions = "*"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "triton-3.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6b0dd10a925263abbe9fa37dcde67a5e9b2383fc269fdf59f5657cac38c5d1d8"},
     {file = "triton-3.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0f34f6e7885d1bf0eaaf7ba875a5f0ce6f3c13ba98f9503651c1e6dc6757ed5c"},
@@ -5763,6 +5985,7 @@ version = "0.15.2"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "typer-0.15.2-py3-none-any.whl", hash = "sha256:46a499c6107d645a9c13f7ee46c5d5096cae6f5fc57dd11eccbbb9ae3e44ddfc"},
     {file = "typer-0.15.2.tar.gz", hash = "sha256:ab2fab47533a813c49fe1f16b1a370fd5819099c00b119e0633df65f22144ba5"},
@@ -5780,6 +6003,7 @@ version = "4.13.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "typing_extensions-4.13.2-py3-none-any.whl", hash = "sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c"},
     {file = "typing_extensions-4.13.2.tar.gz", hash = "sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef"},
@@ -5791,6 +6015,7 @@ version = "0.4.0"
 description = "Runtime typing introspection tools"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "typing_inspection-0.4.0-py3-none-any.whl", hash = "sha256:50e72559fcd2a6367a19f7a7e610e6afcb9fac940c650290eed893d61386832f"},
     {file = "typing_inspection-0.4.0.tar.gz", hash = "sha256:9765c87de36671694a67904bf2c96e395be9c6439bb6c87b5142569dcdd65122"},
@@ -5805,6 +6030,7 @@ version = "2025.2"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
+groups = ["main"]
 files = [
     {file = "tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8"},
     {file = "tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9"},
@@ -5816,6 +6042,7 @@ version = "5.3.1"
 description = "tzinfo object for the local timezone"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "tzlocal-5.3.1-py3-none-any.whl", hash = "sha256:eb1a66c3ef5847adf7a834f1be0800581b683b5608e74f86ecbcef8ab91bb85d"},
     {file = "tzlocal-5.3.1.tar.gz", hash = "sha256:cceffc7edecefea1f595541dbd6e990cb1ea3d19bf01b2809f362a03dd7921fd"},
@@ -5833,13 +6060,14 @@ version = "2.4.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "urllib3-2.4.0-py3-none-any.whl", hash = "sha256:4e16665048960a0900c702d4a66415956a584919c03361cac9f1df5c5dd7e813"},
     {file = "urllib3-2.4.0.tar.gz", hash = "sha256:414bc6535b787febd7567804cc015fee39daab8ad86268f1310a9250697de466"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
@@ -5850,6 +6078,7 @@ version = "0.34.2"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "uvicorn-0.34.2-py3-none-any.whl", hash = "sha256:deb49af569084536d269fe0a6d67e3754f104cf03aba7c11c40f01aadf33c403"},
     {file = "uvicorn-0.34.2.tar.gz", hash = "sha256:0e929828f6186353a80b58ea719861d2629d766293b6d19baf086ba31d4f3328"},
@@ -5862,12 +6091,12 @@ h11 = ">=0.8"
 httptools = {version = ">=0.6.3", optional = true, markers = "extra == \"standard\""}
 python-dotenv = {version = ">=0.13", optional = true, markers = "extra == \"standard\""}
 pyyaml = {version = ">=5.1", optional = true, markers = "extra == \"standard\""}
-uvloop = {version = ">=0.14.0,<0.15.0 || >0.15.0,<0.15.1 || >0.15.1", optional = true, markers = "(sys_platform != \"win32\" and sys_platform != \"cygwin\") and platform_python_implementation != \"PyPy\" and extra == \"standard\""}
+uvloop = {version = ">=0.14.0,<0.15.0 || >0.15.0,<0.15.1 || >0.15.1", optional = true, markers = "sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\" and extra == \"standard\""}
 watchfiles = {version = ">=0.13", optional = true, markers = "extra == \"standard\""}
 websockets = {version = ">=10.4", optional = true, markers = "extra == \"standard\""}
 
 [package.extras]
-standard = ["colorama (>=0.4)", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]
+standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1) ; sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\"", "watchfiles (>=0.13)", "websockets (>=10.4)"]
 
 [[package]]
 name = "uvloop"
@@ -5875,6 +6104,8 @@ version = "0.21.0"
 description = "Fast implementation of asyncio event loop on top of libuv"
 optional = false
 python-versions = ">=3.8.0"
+groups = ["main"]
+markers = "sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\""
 files = [
     {file = "uvloop-0.21.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ec7e6b09a6fdded42403182ab6b832b71f4edaf7f37a9a0e371a01db5f0cb45f"},
     {file = "uvloop-0.21.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:196274f2adb9689a289ad7d65700d37df0c0930fd8e4e743fa4834e850d7719d"},
@@ -5926,6 +6157,7 @@ version = "0.7.3"
 description = "A high-throughput and memory-efficient inference and serving engine for LLMs"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "vllm-0.7.3-cp38-abi3-manylinux1_x86_64.whl", hash = "sha256:b8a593711ee0d798c3b95068988440cf4aa3d5d30dfc2ee9c2276acb6ecf8277"},
     {file = "vllm-0.7.3.tar.gz", hash = "sha256:841cc30bd4ffbc037e8b8bf6dbacbedc60cc0b2abb60366873b185159a1204e6"},
@@ -5988,6 +6220,7 @@ version = "0.19.10"
 description = "A CLI and library for interacting with the Weights & Biases API."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "wandb-0.19.10-py3-none-any.whl", hash = "sha256:c0ed28c56005fa899eed2f03db50b3c579682797afd0baf925c73e9e5d38e2f6"},
     {file = "wandb-0.19.10-py3-none-macosx_10_14_x86_64.whl", hash = "sha256:1dbe1aa6f321a761a6be35f55dedb120c50a37fb807f6cb72714c51a6e987444"},
@@ -6036,6 +6269,7 @@ version = "1.0.5"
 description = "Simple, modern and high performance file watching and code reload in python."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "watchfiles-1.0.5-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:5c40fe7dd9e5f81e0847b1ea64e1f5dd79dd61afbedb57759df06767ac719b40"},
     {file = "watchfiles-1.0.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8c0db396e6003d99bb2d7232c957b5f0b5634bbd1b24e381a5afcc880f7373fb"},
@@ -6119,6 +6353,7 @@ version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
     {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
@@ -6130,6 +6365,7 @@ version = "1.8.0"
 description = "WebSocket client for Python with low level API options"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "websocket_client-1.8.0-py3-none-any.whl", hash = "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526"},
     {file = "websocket_client-1.8.0.tar.gz", hash = "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"},
@@ -6146,6 +6382,7 @@ version = "15.0.1"
 description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "websockets-15.0.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d63efaa0cd96cf0c5fe4d581521d9fa87744540d4bc999ae6e08595a1014b45b"},
     {file = "websockets-15.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ac60e3b188ec7574cb761b08d50fcedf9d77f1530352db4eef1707fe9dee7205"},
@@ -6224,6 +6461,7 @@ version = "1.17.2"
 description = "Module for decorators, wrappers and monkey patching."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "wrapt-1.17.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3d57c572081fed831ad2d26fd430d565b76aa277ed1d30ff4d40670b1c0dd984"},
     {file = "wrapt-1.17.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b5e251054542ae57ac7f3fba5d10bfff615b6c2fb09abeb37d2f1463f841ae22"},
@@ -6312,6 +6550,8 @@ version = "0.0.28.post3"
 description = "XFormers: A collection of composable Transformer building blocks."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "xformers-0.0.28.post3-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:648483325366fb3c6a42246f99646101d3cfd678725b3ffc50a4708a222ae973"},
     {file = "xformers-0.0.28.post3-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:825563e129f6b22885c2a91e464ff617382f4d78876cc92d96ff618e875aaee3"},
@@ -6330,6 +6570,8 @@ version = "0.1.11"
 description = "Efficient, Flexible and Portable Structured Generation"
 optional = false
 python-versions = "<4,>=3.8"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\""
 files = [
     {file = "xgrammar-0.1.11-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:5ed31db2669dc499d9d29bb16f30b3395332ff9d0fb80b759697190a5ef5258b"},
     {file = "xgrammar-0.1.11-cp310-cp310-macosx_13_0_arm64.whl", hash = "sha256:93bb6c10cbdf1a2bda3b458d97b47436657d780f98dccf3d266e17e13568c0a9"},
@@ -6360,6 +6602,7 @@ version = "1.20.0"
 description = "Yet another URL library"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "yarl-1.20.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:f1f6670b9ae3daedb325fa55fbe31c22c8228f6e0b513772c2e1c623caa6ab22"},
     {file = "yarl-1.20.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:85a231fa250dfa3308f3c7896cc007a47bc76e9e8e8595c20b7426cac4884c62"},
@@ -6478,20 +6721,21 @@ version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
     {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
 type = ["pytest-mypy"]
 
 [metadata]
-lock-version = "2.0"
+lock-version = "2.1"
 python-versions = ">=3.11,<3.13"
-content-hash = "93ccf907e7f0072ea2e66c3a53b3b10559cf787b57c6627a2c922ec75e5ca381"
+content-hash = "2a8c9aeb006d21c4cb922c4b1aedd4bbcba0980575d1a9b8af97fb48f161969b"
diff --git a/pyproject.toml b/pyproject.toml
index 0933d33b..b97b2f0f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -27,6 +27,7 @@ wandb = "^0.19.7"
 python-dotenv = "^1.0.1"
 vllm = "^0.7.3"
 transformers = "^4.49.0"
+fastapi = "^0.115.12"
 
 
 [build-system]
diff --git a/service.py b/service.py
index 04575640..7171943f 100644
--- a/service.py
+++ b/service.py
@@ -92,7 +92,7 @@ def simulate(req: SimulationRequest):
     
     # 1. Check if the problem ID is valid
     problem_registry = ProblemRegistry()
-    problem = problem_registry.get_problem()
+    problem = problem_registry.get_problem(req.problem_id)
     if problem is None:
         logger.error(f"Problem {req.problem_id} not found")
         raise HTTPException(
@@ -103,7 +103,7 @@ def simulate(req: SimulationRequest):
 
     # 2. Get agent from registry
     agent_registry = AgentRegistry()
-    agent_cls = agent_registry.get(req.agent_name)
+    agent_cls = agent_registry.get_agent(req.agent_name)
     if agent_cls is None:
         logger.error(f"Agent {req.agent_name} not registered")
         raise HTTPException(

From 4e46c3f4adc6fbaa4d8b7bbdebe49b2b94df57cf Mon Sep 17 00:00:00 2001
From: Wentao Ye <warrenyeh7@gmail.com>
Date: Sun, 27 Apr 2025 08:05:04 +0000
Subject: [PATCH 069/100] Update vLLMClient to use environment variable for
 base URL

---
 clients/utils/llm.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/clients/utils/llm.py b/clients/utils/llm.py
index e7cab3a7..283beb4c 100644
--- a/clients/utils/llm.py
+++ b/clients/utils/llm.py
@@ -193,7 +193,7 @@ def inference(self, payload: list[dict[str, str]]) -> list[str]:
             if cache_result is not None:
                 return cache_result
 
-        client = OpenAI(api_key="EMPTY", base_url="http://localhost:8000/v1")
+        client = OpenAI(api_key="EMPTY", base_url=os.getenv("VLLM_BASE_URL", "http://localhost:8000/v1"))
         try:
             response = client.chat.completions.create(
                 messages=payload,  # type: ignore

From 14b8f40ca81dfacce6195fd248d9cc1cbc4c4ca2 Mon Sep 17 00:00:00 2001
From: Warren Yeh <yewt23@mails.tsinghua.edu.cn>
Date: Mon, 28 Apr 2025 01:24:53 +0800
Subject: [PATCH 070/100] Add vLLM support with configurable parameters in
 client and service

---
 clients/client.py    | 45 +++++++++++++++++++++++++++++++++++++++++--
 clients/utils/llm.py | 28 ++++++++++++++++++++++-----
 clients/vllm.py      | 23 +++++++++++++++++++---
 service.py           | 46 ++++++++++++++++++++++++++++++++++----------
 4 files changed, 122 insertions(+), 20 deletions(-)

diff --git a/clients/client.py b/clients/client.py
index 81f365a5..595ed47c 100644
--- a/clients/client.py
+++ b/clients/client.py
@@ -20,9 +20,27 @@ def parse_args():
                         help="The problem ID to solve")
     parser.add_argument("--max-steps", type=int, default=10,
                         help="Maximum number of interaction steps")
+    
+    # Add vLLM-specific arguments
+    parser.add_argument("--model", type=str, default="Qwen/Qwen2.5-Coder-3B-Instruct",
+                        help="Model name for vLLM")
+    parser.add_argument("--repetition-penalty", type=float, default=1.0,
+                        help="Repetition penalty for vLLM")
+    parser.add_argument("--temperature", type=float, default=1.0,
+                        help="Temperature for sampling (vLLM only)")
+    parser.add_argument("--top-p", type=float, default=1.0,
+                        help="Top-p for nucleus sampling (vLLM only)")
+    parser.add_argument("--top-k", type=int, default=-1,
+                        help="Top-k for sampling (vLLM only)")
+    parser.add_argument("--min-p", type=float, default=0.0,
+                        help="Minimum probability for sampling (vLLM only)")
+    parser.add_argument("--max-tokens", type=int, default=512,
+                        help="Maximum tokens to generate (vLLM only)")
+    parser.add_argument("--guided-decoding-regex", type=str, default=None,
+                        help="Regex for guided decoding (vLLM only)")
     return parser.parse_args()
 
-async def run_agent(agent_name, problem_id, max_steps, use_wandb=False):
+async def run_agent(agent_name, problem_id, max_steps, model, temperature, top_p, max_tokens, repetition_penalty, min_p, top_k, guided_decoding_regex, use_wandb=False):
     """Run an agent on a problem."""
     if use_wandb:
         # Initialize wandb running
@@ -34,7 +52,22 @@ async def run_agent(agent_name, problem_id, max_steps, use_wandb=False):
     if agent_cls is None:
         raise ValueError(f"Unknown agent: {agent_name}")
     
-    agent = agent_cls()
+    # If the agent is vLLM, pass the specific parameters
+    if agent_name == "vllm":
+        agent_cls = agent_cls(
+            model=model,
+            repetition_penalty=repetition_penalty,
+            temperature=temperature,
+            top_p=top_p,
+            top_k=top_k,
+            min_p=min_p,
+            max_tokens=max_tokens,
+            guided_decoding_regex=guided_decoding_regex
+        )
+    else:
+         # For other agents, just instantiate without parameters
+        agent = agent_cls()
+
 
     orchestrator = Orchestrator()
     orchestrator.register_agent(agent, name=f"{agent_name}-agent")
@@ -68,5 +101,13 @@ async def run_agent(agent_name, problem_id, max_steps, use_wandb=False):
         agent_name=args.agent,
         problem_id=args.problem_id,
         max_steps=args.max_steps,
+        model=args.model,
+        temperature=args.temperature,
+        top_p=args.top_p,
+        max_tokens=args.max_tokens,
+        repetition_penalty=args.repetition_penalty,
+        min_p=args.min_p,
+        top_k=args.top_k,
+        guided_decoding_regex=args.guided_decoding_regex,
         use_wandb=use_wandb
     ))
\ No newline at end of file
diff --git a/clients/utils/llm.py b/clients/utils/llm.py
index 283beb4c..88c1f07f 100644
--- a/clients/utils/llm.py
+++ b/clients/utils/llm.py
@@ -184,8 +184,24 @@ def run(self, payload: list[dict[str, str]]) -> list[str]:
 class vLLMClient:
     """Abstraction for local LLM models."""
 
-    def __init__(self):
+    def __init__(self,
+                 model="Qwen/Qwen2.5-Coder-3B-Instruct",
+                 repetition_penalty=1.0,
+                 temperature=0.5,
+                 top_p=0.95,
+                 top_k=-1,
+                 min_p=0.0,
+                 max_tokens=1024,
+                 guided_decoding_regex=None):
         self.cache = Cache()
+        self.model = model
+        self.repetition_penalty = repetition_penalty
+        self.temperature = temperature
+        self.top_p = top_p
+        self.top_k = top_k
+        self.min_p = min_p
+        self.max_tokens = max_tokens
+        self.guided_decoding_regex = guided_decoding_regex
 
     def inference(self, payload: list[dict[str, str]]) -> list[str]:
         if self.cache is not None:
@@ -197,10 +213,12 @@ def inference(self, payload: list[dict[str, str]]) -> list[str]:
         try:
             response = client.chat.completions.create(
                 messages=payload,  # type: ignore
-                model="Qwen/Qwen2.5-Coder-3B-Instruct",
-                max_tokens=1024,
-                temperature=0.5,
-                top_p=0.95,
+                model=self.model,
+                max_tokens=self.max_tokens,
+                temperature=self.temperature,
+                top_p=self.top_p,
+                top_k=self.top_k,
+                guided_decoding_regex=self.guided_decoding_regex,
                 frequency_penalty=0.0,
                 presence_penalty=0.0,
                 n=1,
diff --git a/clients/vllm.py b/clients/vllm.py
index f44e16ef..231f14c9 100644
--- a/clients/vllm.py
+++ b/clients/vllm.py
@@ -10,9 +10,26 @@
 
 
 class vLLMAgent:
-    def __init__(self):
+    def __init__(self,
+                model="Qwen/Qwen2.5-Coder-3B-Instruct",
+                repetition_penalty=1.0,
+                temperature=1.0,
+                top_p=1.0,
+                top_k=-1,
+                min_p=0.0,
+                max_tokens=512,
+                guided_decoding_regex=None):
         self.history = []
-        self.llm = vLLMClient()
+        self.llm = vLLMClient(
+            model=model,
+            repetition_penalty=repetition_penalty,
+            temperature=temperature,
+            top_p=top_p,
+            top_k=top_k,
+            min_p=min_p,
+            max_tokens=max_tokens,
+            guided_decoding_regex=guided_decoding_regex
+        )
 
     def init_context(self, problem_desc: str, instructions: str, apis: str):
         """Initialize the context for the agent."""
@@ -46,7 +63,7 @@ async def get_action(self, input) -> str:
             str: The response from the agent.
         """
         self.history.append({"role": "user", "content": input})
-        response = self.llm.run(self.history)
+        response = self.llm.run(self.history, **self.vllm_params)
         self.history.append({"role": "assistant", "content": response[0]})
         return response[0]
 
diff --git a/service.py b/service.py
index 7171943f..2ec19d4e 100644
--- a/service.py
+++ b/service.py
@@ -37,13 +37,24 @@ class SimulationRequest(BaseModel):
     problem_id: str
     agent_name: str = "Qwen/Qwen2.5-Coder-0.5B-Instruct"
     max_steps: Optional[int] = None
+    # vLLM specific parameters
+    model: Optional[str] = "Qwen/Qwen2.5-Coder-3B-Instruct"
+    repetition_penalty: Optional[float] = 1.0
+    temperature: Optional[float] = 1.0
+    top_p: Optional[float] = 1.0
+    top_k: Optional[int] = -1
+    min_p: Optional[float] = 0.0
+    max_tokens: Optional[int] = 512  # Increased default for better responses
+    guided_decoding_regex: Optional[str] = None
     
     class Config:
         schema_extra = {
             "example": {
                 "problem_id": "misconfig_app_hotel_res-mitigation-1",
-                "agent_name": "Qwen/Qwen2.5-Coder-0.5B-Instruct",
-                "max_steps": 10
+                "agent_name": "vllm",
+                "max_steps": 10,
+                "temperature": 0.7,
+                "top_p": 0.9
             }
         }
 
@@ -90,7 +101,7 @@ def health_check():
 def simulate(req: SimulationRequest):
     logger.info(f"Starting simulation with problem={req.problem_id}, agent={req.agent_name}, max_steps={req.max_steps}")
     
-    # 1. Check if the problem ID is valid
+    # Check if the problem ID is valid
     problem_registry = ProblemRegistry()
     problem = problem_registry.get_problem(req.problem_id)
     if problem is None:
@@ -101,7 +112,7 @@ def simulate(req: SimulationRequest):
         )
     pid = req.problem_id
 
-    # 2. Get agent from registry
+    # Get agent from registry
     agent_registry = AgentRegistry()
     agent_cls = agent_registry.get_agent(req.agent_name)
     if agent_cls is None:
@@ -109,19 +120,34 @@ def simulate(req: SimulationRequest):
         raise HTTPException(
             status_code=status.HTTP_404_NOT_FOUND, 
             detail=f"Agent {req.agent_name} not registered. Available agents: {agent_registry.get_agent_ids()}"
-        )  
-    # Initialize agent
-    agent = agent_cls()
+        )
+    
+    # Initialize agent with vLLM-specific parameters if applicable
+    if req.agent_name == "vllm":
+        # Extract vLLM parameters from request
+        vllm_params = {
+            "model": req.model,
+            "repetition_penalty": req.repetition_penalty,
+            "temperature": req.temperature,
+            "top_p": req.top_p,
+            "top_k": req.top_k,
+            "min_p": req.min_p,
+            "max_tokens": req.max_tokens,
+            "guided_decoding_regex": req.guided_decoding_regex
+        }
+        agent = agent_cls(**vllm_params)
+    else:
+        agent = agent_cls()
     logger.info(f"Created agent: {req.agent_name}")
 
-    #3. Check if max_steps is provided, else set default
+    # Check if max_steps is provided, else set default
     max_steps = req.max_steps if req.max_steps is not None else 10
     
-    # 4. Set up orchestrator
+    # Set up orchestrator
     orchestrator = Orchestrator()
     orchestrator.register_agent(agent, name=f"{req.agent_name}-agent")
 
-    # 5. Run the simulation
+    # Run the simulation
     logger.info(f"Starting simulation for problem {pid} with agent {req.agent_name}")
     try:
         problem_desc, instructs, apis = orchestrator.init_problem(pid)

From 63cdceaef9910700eda32c89c9d9cda2bd49c808 Mon Sep 17 00:00:00 2001
From: Wentao Ye <yewt23@mails.tsinghua.edu.cn>
Date: Mon, 28 Apr 2025 17:38:44 +0800
Subject: [PATCH 071/100] Change service host to localhost for local
 development

---
 service.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/service.py b/service.py
index 2ec19d4e..0a7781bc 100644
--- a/service.py
+++ b/service.py
@@ -170,4 +170,4 @@ def simulate(req: SimulationRequest):
     workers = int(os.environ.get("SERVICE_WORKERS", 1))
     
     logger.info(f"Starting AIOpsLab service on port {port} with {workers} workers")
-    uvicorn.run("service:app", host="0.0.0.0", port=port, workers=workers)
\ No newline at end of file
+    uvicorn.run("service:app", host="localhost", port=port, workers=workers)
\ No newline at end of file

From 1c6a63dc985d7a779862a75db251806e4371b5dd Mon Sep 17 00:00:00 2001
From: Wentao Ye <yewt23@mails.tsinghua.edu.cn>
Date: Mon, 28 Apr 2025 20:48:16 +0800
Subject: [PATCH 072/100] Remove unused parameters (top_k, min_p) from
 vLLMClient and related classes for cleaner code

---
 clients/client.py    | 6 +-----
 clients/utils/llm.py | 5 -----
 clients/vllm.py      | 7 ++-----
 service.py           | 4 ----
 4 files changed, 3 insertions(+), 19 deletions(-)

diff --git a/clients/client.py b/clients/client.py
index 595ed47c..07a39999 100644
--- a/clients/client.py
+++ b/clients/client.py
@@ -40,7 +40,7 @@ def parse_args():
                         help="Regex for guided decoding (vLLM only)")
     return parser.parse_args()
 
-async def run_agent(agent_name, problem_id, max_steps, model, temperature, top_p, max_tokens, repetition_penalty, min_p, top_k, guided_decoding_regex, use_wandb=False):
+async def run_agent(agent_name, problem_id, max_steps, model, temperature, top_p, max_tokens, repetition_penalty, guided_decoding_regex, use_wandb=False):
     """Run an agent on a problem."""
     if use_wandb:
         # Initialize wandb running
@@ -59,8 +59,6 @@ async def run_agent(agent_name, problem_id, max_steps, model, temperature, top_p
             repetition_penalty=repetition_penalty,
             temperature=temperature,
             top_p=top_p,
-            top_k=top_k,
-            min_p=min_p,
             max_tokens=max_tokens,
             guided_decoding_regex=guided_decoding_regex
         )
@@ -106,8 +104,6 @@ async def run_agent(agent_name, problem_id, max_steps, model, temperature, top_p
         top_p=args.top_p,
         max_tokens=args.max_tokens,
         repetition_penalty=args.repetition_penalty,
-        min_p=args.min_p,
-        top_k=args.top_k,
         guided_decoding_regex=args.guided_decoding_regex,
         use_wandb=use_wandb
     ))
\ No newline at end of file
diff --git a/clients/utils/llm.py b/clients/utils/llm.py
index 88c1f07f..c79acdd5 100644
--- a/clients/utils/llm.py
+++ b/clients/utils/llm.py
@@ -189,8 +189,6 @@ def __init__(self,
                  repetition_penalty=1.0,
                  temperature=0.5,
                  top_p=0.95,
-                 top_k=-1,
-                 min_p=0.0,
                  max_tokens=1024,
                  guided_decoding_regex=None):
         self.cache = Cache()
@@ -198,8 +196,6 @@ def __init__(self,
         self.repetition_penalty = repetition_penalty
         self.temperature = temperature
         self.top_p = top_p
-        self.top_k = top_k
-        self.min_p = min_p
         self.max_tokens = max_tokens
         self.guided_decoding_regex = guided_decoding_regex
 
@@ -217,7 +213,6 @@ def inference(self, payload: list[dict[str, str]]) -> list[str]:
                 max_tokens=self.max_tokens,
                 temperature=self.temperature,
                 top_p=self.top_p,
-                top_k=self.top_k,
                 guided_decoding_regex=self.guided_decoding_regex,
                 frequency_penalty=0.0,
                 presence_penalty=0.0,
diff --git a/clients/vllm.py b/clients/vllm.py
index 231f14c9..c1bd0bb2 100644
--- a/clients/vllm.py
+++ b/clients/vllm.py
@@ -15,18 +15,15 @@ def __init__(self,
                 repetition_penalty=1.0,
                 temperature=1.0,
                 top_p=1.0,
-                top_k=-1,
-                min_p=0.0,
                 max_tokens=512,
                 guided_decoding_regex=None):
         self.history = []
+
         self.llm = vLLMClient(
             model=model,
             repetition_penalty=repetition_penalty,
             temperature=temperature,
             top_p=top_p,
-            top_k=top_k,
-            min_p=min_p,
             max_tokens=max_tokens,
             guided_decoding_regex=guided_decoding_regex
         )
@@ -63,7 +60,7 @@ async def get_action(self, input) -> str:
             str: The response from the agent.
         """
         self.history.append({"role": "user", "content": input})
-        response = self.llm.run(self.history, **self.vllm_params)
+        response = self.llm.run(self.history)
         self.history.append({"role": "assistant", "content": response[0]})
         return response[0]
 
diff --git a/service.py b/service.py
index 0a7781bc..2b013951 100644
--- a/service.py
+++ b/service.py
@@ -42,8 +42,6 @@ class SimulationRequest(BaseModel):
     repetition_penalty: Optional[float] = 1.0
     temperature: Optional[float] = 1.0
     top_p: Optional[float] = 1.0
-    top_k: Optional[int] = -1
-    min_p: Optional[float] = 0.0
     max_tokens: Optional[int] = 512  # Increased default for better responses
     guided_decoding_regex: Optional[str] = None
     
@@ -130,8 +128,6 @@ def simulate(req: SimulationRequest):
             "repetition_penalty": req.repetition_penalty,
             "temperature": req.temperature,
             "top_p": req.top_p,
-            "top_k": req.top_k,
-            "min_p": req.min_p,
             "max_tokens": req.max_tokens,
             "guided_decoding_regex": req.guided_decoding_regex
         }

From 61eb67e8b55d7718b81178bb880a782bf4f1c3b5 Mon Sep 17 00:00:00 2001
From: Wentao Ye <yewt23@mails.tsinghua.edu.cn>
Date: Mon, 28 Apr 2025 20:59:42 +0800
Subject: [PATCH 073/100] Refactor vLLMClient and vLLMAgent to remove guided
 decoding regex parameter and increase max tokens for improved performance

---
 clients/client.py    | 12 ++----------
 clients/utils/llm.py |  5 +----
 clients/vllm.py      |  4 +---
 service.py           |  2 --
 4 files changed, 4 insertions(+), 19 deletions(-)

diff --git a/clients/client.py b/clients/client.py
index 07a39999..cde24a51 100644
--- a/clients/client.py
+++ b/clients/client.py
@@ -30,17 +30,11 @@ def parse_args():
                         help="Temperature for sampling (vLLM only)")
     parser.add_argument("--top-p", type=float, default=1.0,
                         help="Top-p for nucleus sampling (vLLM only)")
-    parser.add_argument("--top-k", type=int, default=-1,
-                        help="Top-k for sampling (vLLM only)")
-    parser.add_argument("--min-p", type=float, default=0.0,
-                        help="Minimum probability for sampling (vLLM only)")
-    parser.add_argument("--max-tokens", type=int, default=512,
+    parser.add_argument("--max-tokens", type=int, default=1024,
                         help="Maximum tokens to generate (vLLM only)")
-    parser.add_argument("--guided-decoding-regex", type=str, default=None,
-                        help="Regex for guided decoding (vLLM only)")
     return parser.parse_args()
 
-async def run_agent(agent_name, problem_id, max_steps, model, temperature, top_p, max_tokens, repetition_penalty, guided_decoding_regex, use_wandb=False):
+async def run_agent(agent_name, problem_id, max_steps, model, temperature, top_p, max_tokens, repetition_penalty, use_wandb=False):
     """Run an agent on a problem."""
     if use_wandb:
         # Initialize wandb running
@@ -60,7 +54,6 @@ async def run_agent(agent_name, problem_id, max_steps, model, temperature, top_p
             temperature=temperature,
             top_p=top_p,
             max_tokens=max_tokens,
-            guided_decoding_regex=guided_decoding_regex
         )
     else:
          # For other agents, just instantiate without parameters
@@ -104,6 +97,5 @@ async def run_agent(agent_name, problem_id, max_steps, model, temperature, top_p
         top_p=args.top_p,
         max_tokens=args.max_tokens,
         repetition_penalty=args.repetition_penalty,
-        guided_decoding_regex=args.guided_decoding_regex,
         use_wandb=use_wandb
     ))
\ No newline at end of file
diff --git a/clients/utils/llm.py b/clients/utils/llm.py
index c79acdd5..7038c207 100644
--- a/clients/utils/llm.py
+++ b/clients/utils/llm.py
@@ -189,15 +189,13 @@ def __init__(self,
                  repetition_penalty=1.0,
                  temperature=0.5,
                  top_p=0.95,
-                 max_tokens=1024,
-                 guided_decoding_regex=None):
+                 max_tokens=1024):
         self.cache = Cache()
         self.model = model
         self.repetition_penalty = repetition_penalty
         self.temperature = temperature
         self.top_p = top_p
         self.max_tokens = max_tokens
-        self.guided_decoding_regex = guided_decoding_regex
 
     def inference(self, payload: list[dict[str, str]]) -> list[str]:
         if self.cache is not None:
@@ -213,7 +211,6 @@ def inference(self, payload: list[dict[str, str]]) -> list[str]:
                 max_tokens=self.max_tokens,
                 temperature=self.temperature,
                 top_p=self.top_p,
-                guided_decoding_regex=self.guided_decoding_regex,
                 frequency_penalty=0.0,
                 presence_penalty=0.0,
                 n=1,
diff --git a/clients/vllm.py b/clients/vllm.py
index c1bd0bb2..68000729 100644
--- a/clients/vllm.py
+++ b/clients/vllm.py
@@ -15,8 +15,7 @@ def __init__(self,
                 repetition_penalty=1.0,
                 temperature=1.0,
                 top_p=1.0,
-                max_tokens=512,
-                guided_decoding_regex=None):
+                max_tokens=1024):
         self.history = []
 
         self.llm = vLLMClient(
@@ -25,7 +24,6 @@ def __init__(self,
             temperature=temperature,
             top_p=top_p,
             max_tokens=max_tokens,
-            guided_decoding_regex=guided_decoding_regex
         )
 
     def init_context(self, problem_desc: str, instructions: str, apis: str):
diff --git a/service.py b/service.py
index 2b013951..5999f327 100644
--- a/service.py
+++ b/service.py
@@ -43,7 +43,6 @@ class SimulationRequest(BaseModel):
     temperature: Optional[float] = 1.0
     top_p: Optional[float] = 1.0
     max_tokens: Optional[int] = 512  # Increased default for better responses
-    guided_decoding_regex: Optional[str] = None
     
     class Config:
         schema_extra = {
@@ -129,7 +128,6 @@ def simulate(req: SimulationRequest):
             "temperature": req.temperature,
             "top_p": req.top_p,
             "max_tokens": req.max_tokens,
-            "guided_decoding_regex": req.guided_decoding_regex
         }
         agent = agent_cls(**vllm_params)
     else:

From bf2f41bb6c8437771ed2dfef17189393ccda83c5 Mon Sep 17 00:00:00 2001
From: Wentao Ye <yewt23@mails.tsinghua.edu.cn>
Date: Mon, 28 Apr 2025 23:14:09 +0800
Subject: [PATCH 074/100] Add scripts to load and pull Docker images from a
 specified list

---
 kind/images.txt     | 214 ++++++++++++++++++++++++++++++++++++++++++++
 kind/load_images.sh |  34 +++++++
 kind/pull_images.sh |  48 ++++++++++
 3 files changed, 296 insertions(+)
 create mode 100644 kind/images.txt
 create mode 100755 kind/load_images.sh
 create mode 100755 kind/pull_images.sh

diff --git a/kind/images.txt b/kind/images.txt
new file mode 100644
index 00000000..a564b2c4
--- /dev/null
+++ b/kind/images.txt
@@ -0,0 +1,214 @@
+569107519/alertsnitch-mysql:v1.0
+alpine/git
+apache/skywalking-java-agent:8.8.0-alpine
+apache/skywalking-oap-server:8.5.0-es7
+apache/skywalking-ui:8.5.0
+bitnami/kubectl:latest
+busybox
+cassandra:3.9
+codewisdom/mysqlclient:0.1
+codewisdom/ts-admin-basic-info-service-with-jaeger:v1
+codewisdom/ts-admin-basic-info-service:0.0.4
+codewisdom/ts-admin-basic-info-service:1.0.0
+codewisdom/ts-admin-order-service-with-jaeger:v1
+codewisdom/ts-admin-order-service:0.0.4
+codewisdom/ts-admin-order-service:1.0.1
+codewisdom/ts-admin-route-service-with-jaeger:v1
+codewisdom/ts-admin-route-service:0.0.4
+codewisdom/ts-admin-route-service:1.0.0
+codewisdom/ts-admin-travel-service-with-jaeger:v1
+codewisdom/ts-admin-travel-service:0.0.4
+codewisdom/ts-admin-travel-service:1.0.0
+codewisdom/ts-admin-user-service-with-jaeger:v1
+codewisdom/ts-admin-user-service:0.0.4
+codewisdom/ts-admin-user-service:1.0.1
+codewisdom/ts-assurance-service-with-jaeger:v1
+codewisdom/ts-assurance-service:0.0.4
+codewisdom/ts-assurance-service:1.0.0
+codewisdom/ts-auth-service-with-jaeger:v1
+codewisdom/ts-auth-service:0.0.4
+codewisdom/ts-auth-service:1.0.0
+codewisdom/ts-avatar-service:0.1.0
+codewisdom/ts-avatar-service:0.2.0
+codewisdom/ts-basic-service-with-jaeger:v1
+codewisdom/ts-basic-service:0.0.4
+codewisdom/ts-basic-service:1.0.0
+codewisdom/ts-cancel-service-with-jaeger:v1
+codewisdom/ts-cancel-service:0.0.4
+codewisdom/ts-cancel-service:1.0.0
+codewisdom/ts-config-service-with-jaeger:v1
+codewisdom/ts-config-service:0.0.4
+codewisdom/ts-config-service:1.0.0
+codewisdom/ts-consign-price-service-with-jaeger:v1
+codewisdom/ts-consign-price-service:0.0.4
+codewisdom/ts-consign-price-service:1.0.0
+codewisdom/ts-consign-service-with-jaeger:v1
+codewisdom/ts-consign-service:0.0.4
+codewisdom/ts-consign-service:1.0.1
+codewisdom/ts-contacts-service-with-jaeger:v1
+codewisdom/ts-contacts-service:0.0.4
+codewisdom/ts-contacts-service:1.0.0
+codewisdom/ts-delivery-service:1.0.0
+codewisdom/ts-execute-service-with-jaeger:v1
+codewisdom/ts-execute-service:0.0.4
+codewisdom/ts-execute-service:1.0.0
+codewisdom/ts-food-delivery-service:1.0.0
+codewisdom/ts-food-map-service-with-jaeger:v1
+codewisdom/ts-food-map-service:0.0.4
+codewisdom/ts-food-service-with-jaeger:v1
+codewisdom/ts-food-service:0.0.4
+codewisdom/ts-food-service:1.0.0
+codewisdom/ts-gateway-service:1.0.0
+codewisdom/ts-inside-payment-service-with-jaeger:v1
+codewisdom/ts-inside-payment-service:0.0.4
+codewisdom/ts-inside-payment-service:1.0.0
+codewisdom/ts-news-service-with-jaeger:v1
+codewisdom/ts-news-service:0.0.4
+codewisdom/ts-news-service:1.0.0
+codewisdom/ts-notification-service-with-jaeger:v1
+codewisdom/ts-notification-service:0.0.4
+codewisdom/ts-notification-service:1.0.0
+codewisdom/ts-order-other-service-with-jaeger:v1
+codewisdom/ts-order-other-service:0.0.4
+codewisdom/ts-order-other-service:1.0.1
+codewisdom/ts-order-service-with-jaeger:v1
+codewisdom/ts-order-service:0.0.4
+codewisdom/ts-order-service:1.0.1
+codewisdom/ts-payment-service-with-jaeger:v1
+codewisdom/ts-payment-service:0.0.4
+codewisdom/ts-payment-service:1.0.0
+codewisdom/ts-preserve-other-service-with-jaeger:v1
+codewisdom/ts-preserve-other-service:0.0.4
+codewisdom/ts-preserve-other-service:1.0.0
+codewisdom/ts-preserve-service-with-jaeger:v1
+codewisdom/ts-preserve-service:0.0.4
+codewisdom/ts-preserve-service:1.0.0
+codewisdom/ts-price-service-with-jaeger:v1
+codewisdom/ts-price-service:0.0.4
+codewisdom/ts-price-service:1.0.0
+codewisdom/ts-rebook-service-with-jaeger:v1
+codewisdom/ts-rebook-service:0.0.4
+codewisdom/ts-rebook-service:1.0.1
+codewisdom/ts-route-plan-service-with-jaeger:v1
+codewisdom/ts-route-plan-service:0.0.4
+codewisdom/ts-route-plan-service:1.0.0
+codewisdom/ts-route-service-with-jaeger:v1
+codewisdom/ts-route-service:0.0.4
+codewisdom/ts-route-service:1.0.0
+codewisdom/ts-seat-service-with-jaeger:v1
+codewisdom/ts-seat-service:0.0.4
+codewisdom/ts-seat-service:1.0.0
+codewisdom/ts-security-service-with-jaeger:v1
+codewisdom/ts-security-service:0.0.4
+codewisdom/ts-security-service:1.0.0
+codewisdom/ts-station-food-service:1.0.0
+codewisdom/ts-station-service-with-jaeger:v1
+codewisdom/ts-station-service:0.0.4
+codewisdom/ts-station-service:1.0.1
+codewisdom/ts-ticket-office-service-with-jaeger:v1
+codewisdom/ts-ticket-office-service:0.0.4
+codewisdom/ts-ticket-office-service:1.0.0
+codewisdom/ts-ticketinfo-service-with-jaeger:v1
+codewisdom/ts-ticketinfo-service:0.0.4
+codewisdom/ts-train-food-service:1.0.0
+codewisdom/ts-train-service-with-jaeger:v1
+codewisdom/ts-train-service:0.0.4
+codewisdom/ts-train-service:1.0.0
+codewisdom/ts-travel-plan-service-with-jaeger:v1
+codewisdom/ts-travel-plan-service:0.0.4
+codewisdom/ts-travel-plan-service:1.0.0
+codewisdom/ts-travel-service-with-jaeger:v1
+codewisdom/ts-travel-service:0.0.4
+codewisdom/ts-travel-service:1.0.0
+codewisdom/ts-travel2-service-with-jaeger:v1
+codewisdom/ts-travel2-service:0.0.4
+codewisdom/ts-travel2-service:1.0.0
+codewisdom/ts-ui-dashboard-with-jaeger:v1
+codewisdom/ts-ui-dashboard:0.0.4
+codewisdom/ts-ui-dashboard:1.0.1
+codewisdom/ts-user-service-with-jaeger:v1
+codewisdom/ts-user-service:0.0.4
+codewisdom/ts-user-service:1.0.1
+codewisdom/ts-verification-code-service-with-jaeger:v1
+codewisdom/ts-verification-code-service:0.0.4
+codewisdom/ts-verification-code-service:1.0.0
+codewisdom/ts-voucher-service-with-jaeger:v1
+codewisdom/ts-voucher-service:0.0.4
+codewisdom/ts-voucher-service:1.0.0
+codewisdom/ts-wait-order-service:1.0.1
+deathstarbench/hotel-reservation
+deathstarbench/social-network-microservices
+deathstarbench/social-network-microservices:latest
+docker.elastic.co/elasticsearch/elasticsearch:7.1.0
+grafana/grafana:10.0.1
+hashicorp/consul
+hashicorp/consul:latest
+header/rest-service-collect
+igorrudyk1/hotel_reserv_frontend_single_node:latest
+igorrudyk1/hotel_reserv_geo_single_node:latest
+igorrudyk1/hotel_reserv_profile_single_node:latest
+igorrudyk1/hotel_reserv_rate_single_node:latest
+igorrudyk1/hotel_reserv_recommendation_single_node:latest
+igorrudyk1/hotel_reserv_reserve_single_node:latest
+igorrudyk1/hotel_reserv_search_single_node:latest
+igorrudyk1/hotel_reserv_user_single_node:latest
+image-registry.openshift-image-registry.svc:5000/hotel-res/hotel_reserv_frontend_single_node
+image-registry.openshift-image-registry.svc:5000/hotel-res/hotel_reserv_geo_single_node
+image-registry.openshift-image-registry.svc:5000/hotel-res/hotel_reserv_profile_single_node
+image-registry.openshift-image-registry.svc:5000/hotel-res/hotel_reserv_rate_single_node
+image-registry.openshift-image-registry.svc:5000/hotel-res/hotel_reserv_recommend_single_node
+image-registry.openshift-image-registry.svc:5000/hotel-res/hotel_reserv_rsv_single_node
+image-registry.openshift-image-registry.svc:5000/hotel-res/hotel_reserv_search_single_node
+image-registry.openshift-image-registry.svc:5000/hotel-res/hotel_reserv_user_single_node
+jacksonarthurclark/flight-ticket-load-generator:latest
+jacksonarthurclark/flight-ticket-ow-action-deployer:latest
+jacksonarthurclark/flight-ticket-populate-redis:latest
+jacksonarthurclark/train-ticket-deploy:latest
+jaegertracing/all-in-one
+jaegertracing/all-in-one:1.57
+jaegertracing/all-in-one:latest
+jaegertracing/jaeger-agent:latest
+jaegertracing/jaeger-cassandra-schema
+jaegertracing/jaeger-collector
+jaegertracing/jaeger-query
+kylinxiang/ts-voucher-service:f1.1
+library/memcached
+library/mongo
+library/redis
+memcached
+mongo
+mongo:4.4.6
+mongo:6.0
+mysql
+mysql:5.6.35
+openzipkin/zipkin
+otel/opentelemetry-collector-contrib:0.91.0
+prom/alertmanager:v0.25.0
+prom/mysqld-exporter
+prom/node-exporter
+prom/prometheus:v2.46.0
+python
+quay.io/coreos/kube-state-metrics:v1.9.8
+rabbitmq
+rabbitmq:management
+radondb/percona
+radondb/xenon
+redis
+registry.gitlab.com/yakshaving.art/alertsnitch
+spotify/kafka:latest
+teresaliuchang/hotel_demo:v1.7
+ubuntu
+ubuntu:18.04
+yg397/media-frontend
+yg397/media-frontend:xenial
+yg397/openresty-thrift
+yg397/openresty-thrift:xenial
+yinfangchen/geo:buggy
+yinfangchen/hotelreservation:latest
+yinfangchen/social-network-microservices:latest
+yinfangchen/social-otel
+yinfangchen/social-otel-regress
+yinfangchen/social-otel:test
+zhongyuanzhao000/docker_elastic_co_kibana_kibana-oss:v6.2.4
+zhongyuanzhao000/gcr_io_google-containers_elasticsearch:v6.2.4
+zhongyuanzhao000/gcr_io_google-containers_fluentd-elasticsearch:v2.2.0
diff --git a/kind/load_images.sh b/kind/load_images.sh
new file mode 100755
index 00000000..b2da0f2d
--- /dev/null
+++ b/kind/load_images.sh
@@ -0,0 +1,34 @@
+#!/usr/bin/env bash
+
+IMAGE_LIST_FILE="kind/images.txt"
+CLUSTER_NAME="$1"
+
+if ! command -v kind &>/dev/null; then
+  echo "Error: 'kind' command not found. Please install kind."
+  exit 1
+fi
+
+# Check if the image list file exists
+if [ ! -f "$IMAGE_LIST_FILE" ]; then
+  echo "Error: Image list file '$IMAGE_LIST_FILE' not found."
+  exit 1
+fi
+
+if [ -n "$CLUSTER_NAME" ]; then
+  echo "Loading images into cluster '$CLUSTER_NAME'..."
+else
+  echo "Loading images into default kind cluster..."
+fi
+
+while IFS= read -r image_name || [ -n "$image_name" ]; do
+  [[ -z "$image_name" || "$image_name" == //* ]] && continue
+  echo "Loading $image_name to kind..."
+  if [ -n "$CLUSTER_NAME" ]; then
+    kind load docker-image "$image_name" --name "$CLUSTER_NAME" || echo "Failed to load $image_name."
+  else
+    kind load docker-image "$image_name" || echo "Failed to load $image_name."
+  fi
+  echo "-------------------------------------"
+done < "$IMAGE_LIST_FILE"
+
+echo "Done loading images."
\ No newline at end of file
diff --git a/kind/pull_images.sh b/kind/pull_images.sh
new file mode 100755
index 00000000..3b1372f9
--- /dev/null
+++ b/kind/pull_images.sh
@@ -0,0 +1,48 @@
+#!/usr/bin/env bash
+# filepath: /home/ecs-user/projects/AIOpsLab/kind/pull_images.sh
+
+IMAGE_LIST_FILE="kind/images.txt"
+PULL_ERRORS=0
+PULL_SUCCESS=0
+
+# Check if Docker is installed
+if ! command -v docker &>/dev/null; then
+  echo "Error: 'docker' command not found. Please install Docker."
+  exit 1
+fi
+
+# Check if the image list file exists
+if [ ! -f "$IMAGE_LIST_FILE" ]; then
+  echo "Error: Image list file '$IMAGE_LIST_FILE' not found."
+  exit 1
+fi
+
+echo "Starting to pull Docker images from '$IMAGE_LIST_FILE'..."
+echo "-------------------------------------"
+
+# Read the file and pull each image
+while IFS= read -r image_name || [ -n "$image_name" ]; do
+  # Skip comments or empty lines
+  [[ -z "$image_name" || "$image_name" == //* ]] && continue
+  
+  echo "Pulling image: $image_name"
+  if docker pull "$image_name"; then
+    echo "Successfully pulled $image_name"
+    ((PULL_SUCCESS++))
+  else
+    echo "Failed to pull $image_name"
+    ((PULL_ERRORS++))
+  fi
+  echo "-------------------------------------"
+done < "$IMAGE_LIST_FILE"
+
+# Print summary
+echo "Pull complete!"
+echo "Summary: $PULL_SUCCESS images pulled successfully, $PULL_ERRORS failures."
+
+if [ $PULL_ERRORS -gt 0 ]; then
+  echo "Some images failed to pull. Check the log above for details."
+  exit 1
+fi
+
+exit 0
\ No newline at end of file

From 4d7fe2dc52ed80553d1594fe697222da0117d4f4 Mon Sep 17 00:00:00 2001
From: Wentao Ye <yewt23@mails.tsinghua.edu.cn>
Date: Tue, 29 Apr 2025 13:26:27 +0800
Subject: [PATCH 075/100] Refactor CriticalSection to ensure signal handler is
 only set in the main thread

---
 aiopslab/utils/critical_section.py | 19 ++++++++++++-------
 1 file changed, 12 insertions(+), 7 deletions(-)

diff --git a/aiopslab/utils/critical_section.py b/aiopslab/utils/critical_section.py
index 78ad5f22..9b84ea49 100644
--- a/aiopslab/utils/critical_section.py
+++ b/aiopslab/utils/critical_section.py
@@ -1,20 +1,25 @@
 import signal
+import threading
 
 
 class CriticalSection:
     def __enter__(self):
-        # Save the original signal handler
-        self.original_handler = signal.signal(signal.SIGINT, self.signal_handler)
+        # Only install in the main thread, avoid `ValueError` in worker threads
         self.signaled = False
+        if threading.current_thread() is threading.main_thread():
+            # Save the original signal handler
+            self.original_handler = signal.signal(signal.SIGINT, self.signal_handler)
         return self
 
     def __exit__(self, exc_type, exc_val, exc_tb):
-        # If SIGINT was raised during the critical section, handle it after the block
-        if self.signaled:
-            raise KeyboardInterrupt  # Re-raise KeyboardInterrupt to exit
+        if hasattr(self, "original_handler"):
+            # Restore the original signal handler
+            signal.signal(signal.SIGINT, self.original_handler)
+
+            # If SIGINT was raised during the critical section, handle it after the block
+            if self.signaled:
+                raise KeyboardInterrupt  # Re-raise KeyboardInterrupt to exit
 
-        # Restore the original signal handler
-        signal.signal(signal.SIGINT, self.original_handler)
         return False  # Do not suppress exceptions
 
     def signal_handler(self, signum, frame):

From 71bb7645a4d3cbc6e1a653f67537d93aa7f0ec6a Mon Sep 17 00:00:00 2001
From: Wentao Ye <yewt23@mails.tsinghua.edu.cn>
Date: Tue, 29 Apr 2025 18:09:41 +0800
Subject: [PATCH 076/100] Refactor out_tokens function to exclude disallowed
 special tokens and clean up SimulationResponse by removing start_time and
 end_time fields

---
 aiopslab/orchestrator/evaluators/quantitative.py | 2 +-
 service.py                                       | 8 +++++---
 2 files changed, 6 insertions(+), 4 deletions(-)

diff --git a/aiopslab/orchestrator/evaluators/quantitative.py b/aiopslab/orchestrator/evaluators/quantitative.py
index 4f1b08bf..92afd5e0 100644
--- a/aiopslab/orchestrator/evaluators/quantitative.py
+++ b/aiopslab/orchestrator/evaluators/quantitative.py
@@ -22,7 +22,7 @@ def out_tokens(trace: list[SessionItem]) -> int:
     # NOTE: not dollar value, since depends on Agent's model
 
     agent_steps = "".join([item.content for item in trace if item.role == "assistant"])
-    return len(tokenizer.encode(agent_steps))
+    return len(tokenizer.encode(agent_steps, disallowed_special=()))
 
 
 def in_tokens(trace: list[SessionItem]) -> int:
diff --git a/service.py b/service.py
index 5999f327..5a598dbc 100644
--- a/service.py
+++ b/service.py
@@ -59,8 +59,6 @@ class SimulationResponse(BaseModel):
     agent: str
     session_id: str
     problem_id: str
-    start_time: str
-    end_time: str
     trace: List[Dict[str, Any]]
     results: Dict[str, Any]
 
@@ -147,8 +145,12 @@ def simulate(req: SimulationRequest):
         problem_desc, instructs, apis = orchestrator.init_problem(pid)
         agent.init_context(problem_desc, instructs, apis)
         asyncio.run(orchestrator.start_problem(max_steps=max_steps))
+
+        raw = orchestrator.session.to_dict()
+        raw.pop("start_time", None)
+        raw.pop("end_time", None)
         
-        return SimulationResponse(**orchestrator.session.to_dict())
+        return SimulationResponse(**raw)
     except Exception as e:
         logger.error(f"Error during simulation: {e}")
         traceback.print_exc()

From ddba0529b0400d38ffcbe9a222d32d226b8bff75 Mon Sep 17 00:00:00 2001
From: Wentao Ye <yewt23@mails.tsinghua.edu.cn>
Date: Tue, 29 Apr 2025 21:28:27 +0800
Subject: [PATCH 077/100] Add system and user messages to simulation response
 trace

---
 service.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/service.py b/service.py
index 5a598dbc..e107bb1c 100644
--- a/service.py
+++ b/service.py
@@ -145,8 +145,9 @@ def simulate(req: SimulationRequest):
         problem_desc, instructs, apis = orchestrator.init_problem(pid)
         agent.init_context(problem_desc, instructs, apis)
         asyncio.run(orchestrator.start_problem(max_steps=max_steps))
-
         raw = orchestrator.session.to_dict()
+        raw["trace"].insert(0, {"role": "system", "content": agent.system_message})
+        raw["trace"].insert(1, {"role": "user", "content": agent.task_message})
         raw.pop("start_time", None)
         raw.pop("end_time", None)
         

From 94f1502b47ce3be8d9c1522252cea2011d0c1c3c Mon Sep 17 00:00:00 2001
From: Wentao Ye <yewt23@mails.tsinghua.edu.cn>
Date: Tue, 29 Apr 2025 21:43:27 +0800
Subject: [PATCH 078/100] Enhance simulation response by adding system and user
 messages to the trace and removing the last message if it's from the
 environment

---
 service.py | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/service.py b/service.py
index e107bb1c..674b0b1f 100644
--- a/service.py
+++ b/service.py
@@ -145,9 +145,13 @@ def simulate(req: SimulationRequest):
         problem_desc, instructs, apis = orchestrator.init_problem(pid)
         agent.init_context(problem_desc, instructs, apis)
         asyncio.run(orchestrator.start_problem(max_steps=max_steps))
+        
         raw = orchestrator.session.to_dict()
         raw["trace"].insert(0, {"role": "system", "content": agent.system_message})
         raw["trace"].insert(1, {"role": "user", "content": agent.task_message})
+        # Remove last message if it's from environment
+        if raw["trace"] and raw["trace"][-1].get("role") == "env":
+            raw["trace"].pop()
         raw.pop("start_time", None)
         raw.pop("end_time", None)
         

From 9c71a2a533cd817c9eecbd6e5ff880476bede4d5 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Tue, 29 Apr 2025 10:08:51 -0500
Subject: [PATCH 079/100] trace api threading fix

---
 aiopslab/observer/trace_api.py | 38 ++++++++++++++++++++--------------
 1 file changed, 22 insertions(+), 16 deletions(-)

diff --git a/aiopslab/observer/trace_api.py b/aiopslab/observer/trace_api.py
index 2346a052..e123f83e 100644
--- a/aiopslab/observer/trace_api.py
+++ b/aiopslab/observer/trace_api.py
@@ -21,6 +21,7 @@ def __init__(self, namespace: str):
         self.port_forward_process = None
         self.namespace = namespace
         self.stop_event = threading.Event()
+        self.output_threads = []
 
         if self.namespace == "astronomy-shop":
             # No NodePort in astronomy shop
@@ -150,26 +151,31 @@ def start_port_forward(self):
         # time.sleep(3)  # Wait a bit for the port-forward to establish
 
     def stop_port_forward(self):
-        """Stops the kubectl port-forward command."""
         if self.port_forward_process:
-            self.port_forward_process.terminate()  # Send SIGTERM
-            self.port_forward_process.wait()  # Wait for the process to terminate
-            self.stop_event.set()
-            print("Set the stop event.")
-            self.port_forward_process.stdout.close()
-            self.port_forward_process.stderr.close()
-            print("Port forwarding stopped.")
+            self.stop_event.set()  # Signal threads to exit
+            try:
+                self.port_forward_process.terminate()
+                self.port_forward_process.wait(timeout=5)
+            except Exception as e:
+                print("Error terminating port-forward process:", e)
+
+            try:
+                if self.port_forward_process.stdout:
+                    self.port_forward_process.stdout.close()
+                if self.port_forward_process.stderr:
+                    self.port_forward_process.stderr.close()
+            except Exception as e:
+                print("Error closing process streams:", e)
+            self.port_forward_process = None
+
 
     def cleanup(self):
-        """Clean up resources."""
         self.stop_port_forward()
-        for thread in threading.enumerate():
-            if thread != threading.current_thread():
-                thread.join(timeout=5)
-                if thread.is_alive():
-                    print(
-                        f"Thread {thread.name} could not be joined and may need to be stopped forcefully."
-                    )
+        for thread in self.output_threads:
+            thread.join(timeout=5)
+            if thread.is_alive():
+                print(f"Thread {thread.name} could not be joined and may need to be stopped forcefully.")
+        self.output_threads.clear()
         print("Cleanup completed.")
 
     def get_services(self) -> list:

From 6566221fa7f04dc91d2f498bc6815e1505376b5b Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Tue, 29 Apr 2025 12:15:00 -0500
Subject: [PATCH 080/100] Fix loop to use problem registry object

---
 clients/react.py | 23 ++++++++++++++---------
 1 file changed, 14 insertions(+), 9 deletions(-)

diff --git a/clients/react.py b/clients/react.py
index 1bc6af06..e97894ab 100644
--- a/clients/react.py
+++ b/clients/react.py
@@ -10,6 +10,7 @@
 import asyncio
 
 from aiopslab.orchestrator import Orchestrator
+from aiopslab.orchestrator.problems.registry import ProblemRegistry
 from clients.utils.llm import GPTClient
 from clients.utils.templates import DOCS
 
@@ -71,12 +72,16 @@ def _add_instr(self, input):
 
 
 if __name__ == "__main__":
-    agent = Agent()
-
-    orchestrator = Orchestrator()
-    orchestrator.register_agent(agent, name="react")
-
-    pid = "misconfig_app_hotel_res-mitigation-1"
-    problem_desc, instructs, apis = orchestrator.init_problem(pid)
-    agent.init_context(problem_desc, instructs, apis)
-    asyncio.run(orchestrator.start_problem(max_steps=30))
+    problems = ProblemRegistry().PROBLEM_REGISTRY
+
+    for pid in problems:
+        agent = Agent()
+        orchestrator = Orchestrator()
+        orchestrator.register_agent(agent, name="react")
+
+        try:
+            problem_desc, instructs, apis = orchestrator.init_problem(pid)
+            agent.init_context(problem_desc, instructs, apis)
+            asyncio.run(orchestrator.start_problem(max_steps=30))
+        except Exception as e:
+            print(f"Error while running problem {pid}: {e}")
\ No newline at end of file

From 7548951fa5fc4029c0447b977e1c5508fbb82025 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Tue, 29 Apr 2025 14:00:26 -0500
Subject: [PATCH 081/100] Cleanly parse results from e2e run

---
 clients/react.py | 13 +++++++++++--
 1 file changed, 11 insertions(+), 2 deletions(-)

diff --git a/clients/react.py b/clients/react.py
index e97894ab..b6fc00f7 100644
--- a/clients/react.py
+++ b/clients/react.py
@@ -8,7 +8,8 @@
 """
 
 import asyncio
-
+import json
+import os
 from aiopslab.orchestrator import Orchestrator
 from aiopslab.orchestrator.problems.registry import ProblemRegistry
 from clients.utils.llm import GPTClient
@@ -73,6 +74,7 @@ def _add_instr(self, input):
 
 if __name__ == "__main__":
     problems = ProblemRegistry().PROBLEM_REGISTRY
+    os.makedirs("results", exist_ok=True)
 
     for pid in problems:
         agent = Agent()
@@ -82,6 +84,13 @@ def _add_instr(self, input):
         try:
             problem_desc, instructs, apis = orchestrator.init_problem(pid)
             agent.init_context(problem_desc, instructs, apis)
-            asyncio.run(orchestrator.start_problem(max_steps=30))
+
+            full_output = asyncio.run(orchestrator.start_problem(max_steps=30))
+            results = full_output.get("results", {})
+            
+            filename = os.path.join("results", f"{pid}.json")
+            with open(filename, "w") as f:
+                json.dump(results, f, indent=2)
+
         except Exception as e:
             print(f"Error while running problem {pid}: {e}")
\ No newline at end of file

From 692e994e8aa7e9f7c27a291bf2161bbc5054577d Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Tue, 29 Apr 2025 14:03:15 -0500
Subject: [PATCH 082/100] Update flash code to run e2e and cleanly save results

---
 clients/flash.py | 38 ++++++++++++++++++--------------------
 1 file changed, 18 insertions(+), 20 deletions(-)

diff --git a/clients/flash.py b/clients/flash.py
index a6c616c0..29a414a9 100644
--- a/clients/flash.py
+++ b/clients/flash.py
@@ -1,11 +1,14 @@
 # This is a naive implementation of Flash without tool and TSG.
 
 import asyncio
+import json
+import os
 import logging
 from typing import List, Dict, Tuple, Any
 from pydantic import BaseModel
 from clients.utils.llm import GPTClient
 from aiopslab.orchestrator import Orchestrator
+from aiopslab.orchestrator.problems.registry import ProblemRegistry
 
 logging.basicConfig(level=logging.INFO)
 logger = logging.getLogger(__name__)
@@ -109,30 +112,25 @@ def develop_hindsight(self, input: str, history: dict) -> str:
 
 
 if __name__ == "__main__":
-    pids = [
-        "k8s_target_port-misconfig-detection-2",
-        "k8s_target_port-misconfig-detection-3",
-        "user_unregistered_mongodb-detection-2",
-        "k8s_target_port-misconfig-localization-2",
-        "k8s_target_port-misconfig-localization-3",
-        "user_unregistered_mongodb-localization-2",
-        "k8s_target_port-misconfig-analysis-2",
-        "k8s_target_port-misconfig-analysis-3",
-        "user_unregistered_mongodb-analysis-2",
-        "k8s_target_port-misconfig-mitigation-2",
-        "k8s_target_port-misconfig-mitigation-3",
-        "user_unregistered_mongodb-mitigation-2",
-    ]
-
-    for pid in pids:
+    problems = ProblemRegistry().PROBLEM_REGISTRY
+    os.makedirs("results", exist_ok=True)
+
+    for pid in problems:
         flash_agent = FlashAgent()
         orchestrator = Orchestrator()
 
         orchestrator.register_agent(flash_agent, name="flash")
 
-        # pid = "revoke_auth_mongodb-mitigation-2"
-        problem_desc, instructions, apis = orchestrator.init_problem(pid)
+        try:
+            problem_desc, instructs, apis = orchestrator.init_problem(pid)
+            agent.init_context(problem_desc, instructs, apis)
 
-        flash_agent.init_context(problem_desc, instructions, apis)
+            full_output = asyncio.run(orchestrator.start_problem(max_steps=30))
+            results = full_output.get("results", {})
+            
+            filename = os.path.join("results", f"{pid}.json")
+            with open(filename, "w") as f:
+                json.dump(results, f, indent=2)
 
-        asyncio.run(orchestrator.start_problem(max_steps=20))
+        except Exception as e:
+            print(f"Error while running problem {pid}: {e}")        

From d12080f1c756e0003535e6b43a7f0d5a07178db3 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Tue, 29 Apr 2025 14:13:22 -0500
Subject: [PATCH 083/100] add agent name to results filename

---
 clients/flash.py | 4 ++--
 clients/react.py | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/clients/flash.py b/clients/flash.py
index 29a414a9..d04a2d0a 100644
--- a/clients/flash.py
+++ b/clients/flash.py
@@ -123,12 +123,12 @@ def develop_hindsight(self, input: str, history: dict) -> str:
 
         try:
             problem_desc, instructs, apis = orchestrator.init_problem(pid)
-            agent.init_context(problem_desc, instructs, apis)
+            flash_agent.init_context(problem_desc, instructs, apis)
 
             full_output = asyncio.run(orchestrator.start_problem(max_steps=30))
             results = full_output.get("results", {})
             
-            filename = os.path.join("results", f"{pid}.json")
+            filename = os.path.join("results", f"flash_{pid}.json")
             with open(filename, "w") as f:
                 json.dump(results, f, indent=2)
 
diff --git a/clients/react.py b/clients/react.py
index b6fc00f7..247613b1 100644
--- a/clients/react.py
+++ b/clients/react.py
@@ -86,8 +86,8 @@ def _add_instr(self, input):
             agent.init_context(problem_desc, instructs, apis)
 
             full_output = asyncio.run(orchestrator.start_problem(max_steps=30))
-            results = full_output.get("results", {})
-            
+            results = full_output.get("react_results", {})
+
             filename = os.path.join("results", f"{pid}.json")
             with open(filename, "w") as f:
                 json.dump(results, f, indent=2)

From 590ee39f02d856c06f9c1d8f1c1073811991f1e1 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Wed, 30 Apr 2025 15:13:36 -0500
Subject: [PATCH 084/100] Fix mitigation oracle to check for binary

---
 .../wrong_bin_usage/wrong_bin_usage.py        | 46 ++++++++-----------
 1 file changed, 19 insertions(+), 27 deletions(-)

diff --git a/aiopslab/orchestrator/problems/wrong_bin_usage/wrong_bin_usage.py b/aiopslab/orchestrator/problems/wrong_bin_usage/wrong_bin_usage.py
index 4c9f55f6..0460ac96 100644
--- a/aiopslab/orchestrator/problems/wrong_bin_usage/wrong_bin_usage.py
+++ b/aiopslab/orchestrator/problems/wrong_bin_usage/wrong_bin_usage.py
@@ -154,7 +154,6 @@ def eval(self, soln: Any, trace: list[SessionItem], duration: float):
 
 
 ################## Mitigation Problem ##################
-# TODO: May need to check the application log cause the error will not be illustrated in the pod level.
 class WrongBinUsageMitigation(WrongBinUsageBaseTask, MitigationTask):
     def __init__(self, faulty_service: str = "profile"):
         WrongBinUsageBaseTask.__init__(self, faulty_service=faulty_service)
@@ -164,33 +163,26 @@ def eval(self, soln: Any, trace: list[SessionItem], duration: float) -> dict:
         print("== Evaluation ==")
         super().eval(soln, trace, duration)
 
-        # Check if all services (not only faulty service) is back to normal (Running)
-        pod_list = self.kubectl.list_pods(self.namespace)
-        all_normal = True
-
-        for pod in pod_list.items:
-            # Check container statuses
-            for container_status in pod.status.container_statuses:
-                if (
-                    container_status.state.waiting
-                    and container_status.state.waiting.reason == "CrashLoopBackOff"
-                ):
-                    print(f"Container {container_status.name} is in CrashLoopBackOff")
-                    all_normal = False
-                elif (
-                    container_status.state.terminated
-                    and container_status.state.terminated.reason != "Completed"
-                ):
+        expected_command = "profile" # Command dictates which binary will be ran, we want to run /go/bin/profile and not /go/bin/geo
+
+        try:
+            deployment = self.kubectl.get_deployment(self.faulty_service, self.namespace)
+            containers = deployment.spec.template.spec.containers
+
+            for container in containers:
+                command = container.command or []
+                if expected_command not in command:
                     print(
-                        f"Container {container_status.name} is terminated with reason: {container_status.state.terminated.reason}"
+                        f"[FAIL] Deployment for container '{container.name}' is using wrong binary: {command}"
                     )
-                    all_normal = False
-                elif not container_status.ready:
-                    print(f"Container {container_status.name} is not ready")
-                    all_normal = False
+                    self.results["success"] = False
+                    return self.results
 
-            if not all_normal:
-                break
+            print("[PASS] Deployment is using the correct binary.")
+            self.results["success"] = True
+            return self.results
 
-        self.results["success"] = all_normal
-        return self.results
+        except Exception as e:
+            print(f"[ERROR] Exception during evaluation: {e}")
+            self.results["success"] = False
+            return self.results

From 3240fc4fbe6445b649316d838f3568c52216e6ff Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Wed, 30 Apr 2025 15:45:16 -0500
Subject: [PATCH 085/100] Add back oracle to check for healthy state

---
 .../wrong_bin_usage/wrong_bin_usage.py        | 25 +++++++++++++++++++
 1 file changed, 25 insertions(+)

diff --git a/aiopslab/orchestrator/problems/wrong_bin_usage/wrong_bin_usage.py b/aiopslab/orchestrator/problems/wrong_bin_usage/wrong_bin_usage.py
index 0460ac96..16084d57 100644
--- a/aiopslab/orchestrator/problems/wrong_bin_usage/wrong_bin_usage.py
+++ b/aiopslab/orchestrator/problems/wrong_bin_usage/wrong_bin_usage.py
@@ -163,6 +163,31 @@ def eval(self, soln: Any, trace: list[SessionItem], duration: float) -> dict:
         print("== Evaluation ==")
         super().eval(soln, trace, duration)
 
+        # Check if all services (not only faulty service) is back to normal (Running)
+        pod_list = self.kubectl.list_pods(self.namespace)
+        all_normal = True
+
+        for pod in pod_list.items:
+            # Check container statuses
+            for container_status in pod.status.container_statuses:
+                if container_status.state.waiting:
+                    reason = container_status.state.waiting.reason
+                    if reason in ["CrashLoopBackOff", "Error", "ImagePullBackOff", "ErrImagePull"]:
+                        print(f"Container {container_status.name} is in error state: {reason}")
+                        all_normal = False
+                elif container_status.state.terminated and container_status.state.terminated.reason != "Completed":
+                    print(f"Container {container_status.name} is terminated with reason: {container_status.state.terminated.reason}")
+                    all_normal = False
+                elif not container_status.ready:
+                    print(f"Container {container_status.name} is not ready")
+                    all_normal = False
+
+            if not all_normal:
+                print("Pods are not all in a good state.")
+                self.results["success"] = False
+                return self.results
+
+        # Check if the deployment was updated to use the right binary
         expected_command = "profile" # Command dictates which binary will be ran, we want to run /go/bin/profile and not /go/bin/geo
 
         try:

From 67b7e352e12e65edb3473c69a896bf385a90d7c8 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Wed, 30 Apr 2025 16:06:12 -0500
Subject: [PATCH 086/100] Add error state to oracle check

---
 .../misconfig_app/misconfig_app_hotel_res.py  | 20 +++++++------------
 1 file changed, 7 insertions(+), 13 deletions(-)

diff --git a/aiopslab/orchestrator/problems/misconfig_app/misconfig_app_hotel_res.py b/aiopslab/orchestrator/problems/misconfig_app/misconfig_app_hotel_res.py
index 861da588..6dcb8733 100644
--- a/aiopslab/orchestrator/problems/misconfig_app/misconfig_app_hotel_res.py
+++ b/aiopslab/orchestrator/problems/misconfig_app/misconfig_app_hotel_res.py
@@ -172,19 +172,13 @@ def eval(self, soln: Any, trace: list[SessionItem], duration: float) -> dict:
         for pod in pod_list.items:
             # Check container statuses
             for container_status in pod.status.container_statuses:
-                if (
-                    container_status.state.waiting
-                    and container_status.state.waiting.reason == "CrashLoopBackOff"
-                ):
-                    print(f"Container {container_status.name} is in CrashLoopBackOff")
-                    all_normal = False
-                elif (
-                    container_status.state.terminated
-                    and container_status.state.terminated.reason != "Completed"
-                ):
-                    print(
-                        f"Container {container_status.name} is terminated with reason: {container_status.state.terminated.reason}"
-                    )
+                if container_status.state.waiting:
+                    reason = container_status.state.waiting.reason
+                    if reason in ["CrashLoopBackOff", "Error", "ImagePullBackOff", "ErrImagePull"]:
+                        print(f"Container {container_status.name} is in error state: {reason}")
+                        all_normal = False
+                elif container_status.state.terminated and container_status.state.terminated.reason != "Completed":
+                    print(f"Container {container_status.name} is terminated with reason: {container_status.state.terminated.reason}")
                     all_normal = False
                 elif not container_status.ready:
                     print(f"Container {container_status.name} is not ready")

From 0ff4651c76fd7e769681e219abd7459cc173a2ef Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Wed, 30 Apr 2025 18:14:31 -0500
Subject: [PATCH 087/100] Track threads globally for cleanup, also dynamically
 adjust port if needed.

---
 aiopslab/observer/metric_api.py | 31 ++++++++++++++++++++++++++++---
 1 file changed, 28 insertions(+), 3 deletions(-)

diff --git a/aiopslab/observer/metric_api.py b/aiopslab/observer/metric_api.py
index 76bb0abc..587ef55a 100644
--- a/aiopslab/observer/metric_api.py
+++ b/aiopslab/observer/metric_api.py
@@ -138,7 +138,8 @@ class PrometheusAPI:
     # disable_ssl – (bool) if True, will skip prometheus server's http requests' SSL certificate
     def __init__(self, url: str, namespace: str):
         self.namespace = namespace
-        self.port = 32000
+        self.output_threads = []
+        self.port = self.find_free_port()
         self.port_forward_process = None
         self.stop_event = threading.Event()
         self.start_port_forward()
@@ -151,6 +152,13 @@ def __init__(self, url: str, namespace: str):
     def is_port_in_use(self, port):
         with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s:
             return s.connect_ex(("127.0.0.1", port)) == 0
+    
+    def find_free_port(self, start=32000, end=32100):
+        for port in range(start, end):
+            with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s:
+                if s.connect_ex(("127.0.0.1", port)) != 0:
+                    return port
+        raise RuntimeError("No free ports available in the range.")
 
     def print_output(self, stream):
         """Thread function to print output from a subprocess stream non-blockingly."""
@@ -197,6 +205,7 @@ def start_port_forward(self):
             )
             thread_out.start()
             thread_err.start()
+            self.output_threads.extend([thread_out, thread_err])
 
             time.sleep(3)  # Wait a bit for the port-forward to establish
 
@@ -209,13 +218,29 @@ def start_port_forward(self):
             print("Failed to establish port forwarding after multiple attempts.")
 
     def stop_port_forward(self):
-        """Stops the kubectl port-forward command."""
+        """Stops the kubectl port-forward command and cleans up resources."""
         if self.port_forward_process:
             self.port_forward_process.terminate()
-            self.port_forward_process.wait()
+            try:
+                self.port_forward_process.wait(timeout=5)
+            except subprocess.TimeoutExpired:
+                print("Port-forward process did not terminate in time, killing...")
+                self.port_forward_process.kill()
+
             self.stop_event.set()
+
+            if self.port_forward_process.stdout:
+                self.port_forward_process.stdout.close()
+            if self.port_forward_process.stderr:
+                self.port_forward_process.stderr.close()
+
             print("Port forwarding stopped.")
 
+        for thread in self.output_threads:
+            thread.join(timeout=5)
+            if thread.is_alive():
+                print(f"Warning: Thread {thread.name} did not terminate cleanly.")
+
     def cleanup(self):
         """Cleanup resources like port-forwarding."""
         self.stop_port_forward()

From 4166d742fa6dd31c1f5cf7cccdae5cbdbfc26979 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Wed, 30 Apr 2025 19:02:26 -0500
Subject: [PATCH 088/100] Use tiktoken to avoid going over context window limit

---
 clients/react.py | 46 ++++++++++++++++++++++++++++++++++++++++------
 1 file changed, 40 insertions(+), 6 deletions(-)

diff --git a/clients/react.py b/clients/react.py
index 247613b1..a1a27051 100644
--- a/clients/react.py
+++ b/clients/react.py
@@ -9,7 +9,7 @@
 
 import asyncio
 import json
-import os
+import tiktoken
 from aiopslab.orchestrator import Orchestrator
 from aiopslab.orchestrator.problems.registry import ProblemRegistry
 from clients.utils.llm import GPTClient
@@ -20,6 +20,40 @@
 Action: <your action towards mitigating>
 """
 
+def count_message_tokens(message, enc):
+    # Each message format adds ~4 tokens of overhead
+    tokens = 4  # <|start|>role/name + content + <|end|>
+    tokens += len(enc.encode(message.get("content", "")))
+    return tokens
+
+def trim_history_to_token_limit(history, max_tokens=120000, model="gpt-4"):
+    enc = tiktoken.encoding_for_model(model)
+
+    trimmed = []
+    total_tokens = 0
+
+    # Always include the last message
+    last_msg = history[-1]
+    last_msg_tokens = count_message_tokens(last_msg, enc)
+
+    if last_msg_tokens > max_tokens:
+        # If even the last message is too big, truncate its content
+        truncated_content = enc.decode(enc.encode(last_msg["content"])[:max_tokens - 4])
+        return [{"role": last_msg["role"], "content": truncated_content}]
+    
+    trimmed.insert(0, last_msg)
+    total_tokens += last_msg_tokens
+
+    # Add earlier messages in reverse until limit is reached
+    for message in reversed(history[:-1]):
+        message_tokens = count_message_tokens(message, enc)
+        if total_tokens + message_tokens > max_tokens:
+            break
+        trimmed.insert(0, message)
+        total_tokens += message_tokens
+
+    return trimmed
+
 
 class Agent:
     def __init__(self):
@@ -61,7 +95,8 @@ async def get_action(self, input) -> str:
             str: The response from the agent.
         """
         self.history.append({"role": "user", "content": self._add_instr(input)})
-        response = self.llm.run(self.history)
+        trimmed_history = trim_history_to_token_limit(self.history)
+        response = self.llm.run(trimmed_history)
         self.history.append({"role": "assistant", "content": response[0]})
         return response[0]
 
@@ -74,7 +109,6 @@ def _add_instr(self, input):
 
 if __name__ == "__main__":
     problems = ProblemRegistry().PROBLEM_REGISTRY
-    os.makedirs("results", exist_ok=True)
 
     for pid in problems:
         agent = Agent()
@@ -86,11 +120,11 @@ def _add_instr(self, input):
             agent.init_context(problem_desc, instructs, apis)
 
             full_output = asyncio.run(orchestrator.start_problem(max_steps=30))
-            results = full_output.get("react_results", {})
+            results = full_output.get("results", {})
 
-            filename = os.path.join("results", f"{pid}.json")
+            filename = f"react_{pid}.json"
             with open(filename, "w") as f:
                 json.dump(results, f, indent=2)
 
         except Exception as e:
-            print(f"Error while running problem {pid}: {e}")
\ No newline at end of file
+            print(f"Error while running problem {pid}: {e}")

From 9440d9582a3bf1cddeb378f9d326d65a44bf84aa Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 1 May 2025 17:43:57 -0500
Subject: [PATCH 089/100] Fix localization to consider both mongodb pods and
 normal pods as answers.

---
 aiopslab/orchestrator/problems/revoke_auth/revoke_auth.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/aiopslab/orchestrator/problems/revoke_auth/revoke_auth.py b/aiopslab/orchestrator/problems/revoke_auth/revoke_auth.py
index 28d4d12c..8151d0bf 100644
--- a/aiopslab/orchestrator/problems/revoke_auth/revoke_auth.py
+++ b/aiopslab/orchestrator/problems/revoke_auth/revoke_auth.py
@@ -98,7 +98,8 @@ def eval(self, soln: Any, trace: list[SessionItem], duration: float):
             return self.results
 
         # Calculate exact match and subset
-        is_exact = is_exact_match(soln, self.faulty_service)
+        is_exact = is_exact_match(soln, self.faulty_service) or is_exact_match(soln, self.faulty_service.removeprefix("mongodb-")) # Given that monogodb-geo and geo are closely coupled
+                                                                                                                                   # (likewise with rate), either pod should be an answer
         is_sub = is_subset([self.faulty_service], soln)
 
         # Determine accuracy

From 4055bfe837ac718ea602adbeee0b6600a6c31421 Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Thu, 1 May 2025 22:38:48 -0500
Subject: [PATCH 090/100] hotfix: load generator flood homepage fault had wrong
 feature flag name.

---
 .../loadgenerator_flood_homepage.py                           | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/aiopslab/orchestrator/problems/loadgenerator_flood_homepage/loadgenerator_flood_homepage.py b/aiopslab/orchestrator/problems/loadgenerator_flood_homepage/loadgenerator_flood_homepage.py
index b324b45a..2c051acf 100644
--- a/aiopslab/orchestrator/problems/loadgenerator_flood_homepage/loadgenerator_flood_homepage.py
+++ b/aiopslab/orchestrator/problems/loadgenerator_flood_homepage/loadgenerator_flood_homepage.py
@@ -25,12 +25,12 @@ def start_workload(self):
 
     def inject_fault(self):
         print("== Fault Injection ==")
-        self.injector.inject_fault("loadgeneratorFloodHomepage")
+        self.injector.inject_fault("loadGeneratorFloodHomepage")
         print(f"Fault: loadgeneratorFloodHomepage | Namespace: {self.namespace}\n")
 
     def recover_fault(self):
         print("== Fault Recovery ==")
-        self.injector.recover_fault("loadgeneratorFloodHomepage")
+        self.injector.recover_fault("loadGeneratorFloodHomepage")
 
 
 ################## Detection Problem ##################

From c6b6a7d0574feb56559d16a256397f690893a41a Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Fri, 2 May 2025 02:04:09 -0500
Subject: [PATCH 091/100] Fix localization oracle for storage_user_unregistered

---
 .../storage_user_unregistered/storage_user_unregistered.py    | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/aiopslab/orchestrator/problems/storage_user_unregistered/storage_user_unregistered.py b/aiopslab/orchestrator/problems/storage_user_unregistered/storage_user_unregistered.py
index 51abdef1..27e75295 100644
--- a/aiopslab/orchestrator/problems/storage_user_unregistered/storage_user_unregistered.py
+++ b/aiopslab/orchestrator/problems/storage_user_unregistered/storage_user_unregistered.py
@@ -103,7 +103,9 @@ def eval(self, soln: Any, trace: list[SessionItem], duration: float):
             return self.results
 
         # Calculate exact match and subset
-        is_exact = is_exact_match(soln, self.faulty_service)
+        # Given that monogodb-geo and geo are closely coupled
+        # (likewise with rate), either pod should be an answer
+        is_exact = is_exact_match(soln, self.faulty_service) or is_exact_match(soln, self.faulty_service.removeprefix("mongodb-"))
         is_sub = is_subset([self.faulty_service], soln)
 
         # Determine accuracy

From 0ed2f4a51e3913c1d7086312531e521873204357 Mon Sep 17 00:00:00 2001
From: Warren Yeh <yewt23@mails.tsinghua.edu.cn>
Date: Sat, 3 May 2025 16:45:31 +0800
Subject: [PATCH 092/100] docs: add optional steps for pre-pulling and loading
 required images in kind setup

---
 kind/README.md | 23 +++++++++++++++++++++++
 1 file changed, 23 insertions(+)

diff --git a/kind/README.md b/kind/README.md
index 102714cb..a498929a 100644
--- a/kind/README.md
+++ b/kind/README.md
@@ -129,6 +129,29 @@ Remember to update the `kind-config.yaml` file with your image name if you are u
 
 After finishing cluster creation, proceed to the next "Update config.yml" step.
 
+
+### 3. (Optional) Pre-pull and Load Required Images
+
+If you experience slow image downloads during cluster setup, you can pre-pull the required images and then load them into your kind cluster:
+
+1. First, pre-pull all required images from their registries:
+
+    ```bash
+    ./kind/pull_images.sh
+    ```
+  
+    This script reads from images.txt and downloads all required images to your local Docker cache.
+
+2. After creating your kind cluster, load the pre-pulled images into it:
+
+    ```bash
+    ./kind/load_images.sh [cluster-name]
+    ```
+    
+    Replace `[cluster-name]` with your kind cluster name (optional - uses default cluster if not specified).
+
+This approach will reduce deployment time by eliminating the need to download images during pod creation.
+
 ---
 
 ## **Troubleshooting**

From 60a5f0f74236cff4d0e91823930847b68cf09ab5 Mon Sep 17 00:00:00 2001
From: Warren Yeh <yewt23@mails.tsinghua.edu.cn>
Date: Sat, 3 May 2025 17:20:46 +0800
Subject: [PATCH 093/100] docs: update README with instructions for running
 agents locally and remotely; fix vLLM agent parameter assignment; align
 max_tokens default in SimulationRequest with vLLM agent

---
 README.md            | 48 +++++++++++++++++++++++++++++++++++++++++++-
 clients/client.py    |  2 +-
 clients/utils/llm.py |  2 +-
 service.py           |  8 +++++---
 4 files changed, 54 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 31bcb678..2b0ba968 100644
--- a/README.md
+++ b/README.md
@@ -90,7 +90,7 @@ cp config.yml.example config.yml
 ```
 Update your `config.yml` so that `k8s_host` is the host name of the control plane node of your cluster. Update `k8s_user` to be your username on the control plane node. If you are using a kind cluster, your `k8s_host` should be `kind`. If you're running AIOpsLab on cluster, your `k8s_host` should be `localhost`.
 
-### Running agents
+### Running agents locally
 Human as the agent:
 
 ```bash
@@ -134,6 +134,52 @@ AIOpsLab can be used in the following ways:
 - [Add new applications to AIOpsLab](#how-to-add-new-applications-to-aiopslab)
 - [Add new problems to AIOpsLab](#how-to-add-new-problems-to-aiopslab)
 
+### Running agents remotely
+You can run AIOpsLab on a remote machine with larger computational resources. This section guides you through setting up and using AIOpsLab remotely.
+
+1. **On the remote machine, start the AIOpsLab service**:
+
+    ```bash
+    SERVICE_HOST=<YOUR_HOST> SERVICE_PORT=<YOUR_PORT> SERVICE_WORKERS=<YOUR_WORKERS> python service.py
+    ```
+2. **Test the connection from your local machine**:
+    In your local machine, you can test the connection to the remote AIOpsLab service using `curl`:
+
+    ```bash
+    # Check if the service is running
+    curl http://<YOUR_HOST>:<YOUR_PORT>/health
+    
+    # List available problems
+    curl http://<YOUR_HOST>:<YOUR_PORT>/problems
+    
+    # List available agents
+    curl http://<YOUR_HOST>:<YOUR_PORT>/agents
+    ```
+
+3. **Run vLLM on the remote machine (if using vLLM agent):**
+    If you're using the vLLM agent, make sure to launch the vLLM server on the remote machine:
+
+    ```bash
+    # On the remote machine
+    chmod +x ./clients/launch_vllm.sh
+    ./clients/launch_vllm.sh
+    ```
+    You can customize the model by editing `launch_vllm.sh` before running it.
+
+4. **Run the agent**:
+    In your local machine, you can run the agent using the following command:
+
+    ```bash
+    curl -X POST http://<YOUR_HOST>:<YOUR_PORT>/simulate \
+      -H "Content-Type: application/json" \
+      -d '{
+        "problem_id": "misconfig_app_hotel_res-mitigation-1",
+        "agent_name": "vllm",
+        "max_steps": 10,
+        "temperature": 0.7,
+        "top_p": 0.9
+      }'
+    ```
 
 ### How to onboard your agent to AIOpsLab?
 
diff --git a/clients/client.py b/clients/client.py
index cde24a51..1fe18c2a 100644
--- a/clients/client.py
+++ b/clients/client.py
@@ -48,7 +48,7 @@ async def run_agent(agent_name, problem_id, max_steps, model, temperature, top_p
     
     # If the agent is vLLM, pass the specific parameters
     if agent_name == "vllm":
-        agent_cls = agent_cls(
+        agent = agent_cls(
             model=model,
             repetition_penalty=repetition_penalty,
             temperature=temperature,
diff --git a/clients/utils/llm.py b/clients/utils/llm.py
index 7038c207..5ceba249 100644
--- a/clients/utils/llm.py
+++ b/clients/utils/llm.py
@@ -187,7 +187,7 @@ class vLLMClient:
     def __init__(self,
                  model="Qwen/Qwen2.5-Coder-3B-Instruct",
                  repetition_penalty=1.0,
-                 temperature=0.5,
+                 temperature=1.0,
                  top_p=0.95,
                  max_tokens=1024):
         self.cache = Cache()
diff --git a/service.py b/service.py
index 674b0b1f..3178ff9f 100644
--- a/service.py
+++ b/service.py
@@ -42,7 +42,7 @@ class SimulationRequest(BaseModel):
     repetition_penalty: Optional[float] = 1.0
     temperature: Optional[float] = 1.0
     top_p: Optional[float] = 1.0
-    max_tokens: Optional[int] = 512  # Increased default for better responses
+    max_tokens: Optional[int] = 1024  # Aligned with vLLMAgent default
     
     class Config:
         schema_extra = {
@@ -167,8 +167,10 @@ def simulate(req: SimulationRequest):
 # Entry point for running the service
 if __name__ == "__main__":
     import uvicorn
+    # Load environment variables for host, port, and workers
+    host = os.environ.get("SERVICE_HOST", "localhost")
     port = int(os.environ.get("SERVICE_PORT", 8888))
     workers = int(os.environ.get("SERVICE_WORKERS", 1))
     
-    logger.info(f"Starting AIOpsLab service on port {port} with {workers} workers")
-    uvicorn.run("service:app", host="localhost", port=port, workers=workers)
\ No newline at end of file
+    logger.info(f"Starting AIOpsLab service on host {host} port {port} with {workers} workers")
+    uvicorn.run("service:app", host=host, port=port, workers=workers)
\ No newline at end of file

From 46bdd6b2799e7628c612a2eb181d843b3fabc4ac Mon Sep 17 00:00:00 2001
From: rMaxiQp <zq2@illinois.edu>
Date: Sat, 3 May 2025 17:27:38 -0500
Subject: [PATCH 094/100] wait for a few seconds to reduce evaluation false
 positives due to k8s restart

---
 .../misconfig_app/misconfig_app_hotel_res.py  | 37 +++++++++++--------
 1 file changed, 22 insertions(+), 15 deletions(-)

diff --git a/aiopslab/orchestrator/problems/misconfig_app/misconfig_app_hotel_res.py b/aiopslab/orchestrator/problems/misconfig_app/misconfig_app_hotel_res.py
index 6dcb8733..71010f6e 100644
--- a/aiopslab/orchestrator/problems/misconfig_app/misconfig_app_hotel_res.py
+++ b/aiopslab/orchestrator/problems/misconfig_app/misconfig_app_hotel_res.py
@@ -3,6 +3,7 @@
 
 """MongoDB storage user unregistered problem in the HotelReservation application."""
 
+from time import sleep
 from typing import Any
 
 from aiopslab.orchestrator.tasks import *
@@ -166,26 +167,32 @@ def eval(self, soln: Any, trace: list[SessionItem], duration: float) -> dict:
         super().eval(soln, trace, duration)
 
         # Check if all services (not only faulty service) is back to normal (Running)
-        pod_list = self.kubectl.list_pods(self.namespace)
         all_normal = True
-
-        for pod in pod_list.items:
-            # Check container statuses
-            for container_status in pod.status.container_statuses:
-                if container_status.state.waiting:
-                    reason = container_status.state.waiting.reason
-                    if reason in ["CrashLoopBackOff", "Error", "ImagePullBackOff", "ErrImagePull"]:
-                        print(f"Container {container_status.name} is in error state: {reason}")
+        # Check twice to reduce false positives due to pod restart
+        for _ in range(2):
+            pod_list = self.kubectl.list_pods(self.namespace)
+            for pod in pod_list.items:
+                # Check container statuses
+                for container_status in pod.status.container_statuses:
+                    if container_status.state.waiting:
+                        reason = container_status.state.waiting.reason
+                        if reason in ["CrashLoopBackOff", "Error", "ImagePullBackOff", "ErrImagePull"]:
+                            print(f"Container {container_status.name} is in error state: {reason}")
+                            all_normal = False
+                    elif container_status.state.terminated and container_status.state.terminated.reason != "Completed":
+                        print(f"Container {container_status.name} is terminated with reason: {container_status.state.terminated.reason}")
+                        all_normal = False
+                    elif not container_status.ready:
+                        print(f"Container {container_status.name} is not ready")
                         all_normal = False
-                elif container_status.state.terminated and container_status.state.terminated.reason != "Completed":
-                    print(f"Container {container_status.name} is terminated with reason: {container_status.state.terminated.reason}")
-                    all_normal = False
-                elif not container_status.ready:
-                    print(f"Container {container_status.name} is not ready")
-                    all_normal = False
+
+                if not all_normal:
+                    break
 
             if not all_normal:
                 break
+            # Wait for 5 seconds before checking again
+            sleep(5) 
 
         self.results["success"] = all_normal
         return self.results

From fa8a244ae26213b0da47f3a57722894363ae7dab Mon Sep 17 00:00:00 2001
From: Jackson Clark <jclark58@illinois.edu>
Date: Sun, 4 May 2025 23:00:59 -0500
Subject: [PATCH 095/100] Fix agents so they don't violate token limits

---
 clients/flash.py | 81 +++++++++++++++++++++++++++++++++++++-----------
 clients/gpt.py   | 64 ++++++++++++++++++++++++++++++++------
 2 files changed, 117 insertions(+), 28 deletions(-)

diff --git a/clients/flash.py b/clients/flash.py
index d04a2d0a..01e3d13d 100644
--- a/clients/flash.py
+++ b/clients/flash.py
@@ -4,6 +4,7 @@
 import json
 import os
 import logging
+import tiktoken
 from typing import List, Dict, Tuple, Any
 from pydantic import BaseModel
 from clients.utils.llm import GPTClient
@@ -14,6 +15,40 @@
 logger = logging.getLogger(__name__)
 
 
+def count_message_tokens(message, enc):
+    # Each message format adds ~4 tokens of overhead
+    tokens = 4  # <|start|>role/name + content + <|end|>
+    tokens += len(enc.encode(message.get("content", "")))
+    return tokens
+
+def trim_history_to_token_limit(history, max_tokens=90000, model="gpt-4"):
+    enc = tiktoken.encoding_for_model(model)
+
+    trimmed = []
+    total_tokens = 0
+
+    # Always include the last message
+    last_msg = history[-1]
+    last_msg_tokens = count_message_tokens(last_msg, enc)
+
+    if last_msg_tokens > max_tokens:
+        # If even the last message is too big, truncate its content
+        truncated_content = enc.decode(enc.encode(last_msg["content"])[:max_tokens - 4])
+        return [{"role": last_msg["role"], "content": truncated_content}]
+    
+    trimmed.insert(0, last_msg)
+    total_tokens += last_msg_tokens
+
+    # Add earlier messages in reverse until limit is reached
+    for message in reversed(history[:-1]):
+        message_tokens = count_message_tokens(message, enc)
+        if total_tokens + message_tokens > max_tokens:
+            break
+        trimmed.insert(0, message)
+        total_tokens += message_tokens
+
+    return trimmed
+
 class FlashAgent:
     def __init__(self):
         self.history = []
@@ -53,17 +88,21 @@ def _stringify_apis(self, apis):
 
     async def get_action(self, input_text: str) -> str:
         """Determine the next action based on the input, hindsight, and reasoning."""
-        hindsight = await self.diagnose_with_hindsight(input_text, self.history)
+        trimmed_for_hindsight = trim_history_to_token_limit(self.history, max_tokens=50000)
+        hindsight = await self.diagnose_with_hindsight(input_text, trimmed_for_hindsight)
+        if hindsight:
+            hightsight = hindsight[:1000]
+
 
         combined_input = (
             f"{input_text}\n\nHindsight from Flash agent:\n{hindsight}"
             if hindsight
             else input_text
         )
-        self.history.append({"role": "user", "content": combined_input})
+        trimmed_history = trim_history_to_token_limit(self.history + [{"role": "user", "content": combined_input}])
+        response = self.llm.run(trimmed_history)
+        self.history = trimmed_history + [{"role": "assistant", "content": response[0]}]
 
-        response = self.llm.run(self.history)
-        self.history.append({"role": "assistant", "content": response[0]})
         return response[0]
 
     async def diagnose_with_hindsight(self, input: str, history: dict):
@@ -81,27 +120,33 @@ class HindsightBuilder:
 
     llm = GPTClient()
 
-    def generate_prompt(self, input: str, history: dict) -> str:
-        """
-        Generate a prompt asking the LLM whether the next action should be a submit action
-        or if further diagnostic actions like log analysis are required.
-        """
+    def summarize_history(self, history: List[Dict]) -> str:
+        summary = []
+        for msg in history[-5:]:  # Keep only last 5 messages
+            content = msg['content']
+            summary.append(f"{msg['role']}: {content[:300]}")  # Truncate long messages
+        return "\n".join(summary)
+
+    def generate_prompt(self, input: str, history: List[Dict]) -> str:
+        summarized_history = self.summarize_history(history)
         prompt = f"""
-        You are a helpful assistant determining the next best action based on the current situation.
+    You are a helpful assistant determining the next best action based on the current situation.
 
-        Given the history of the previous action: {history}
-            
-        and the environment output from last action : {input}
+    Given the history of the previous actions:
+    {summarized_history}
 
-        1. Should the next action be a submit operation? 
-        2. If not, please suggest additional diagnostic steps, such as analyzing logs from microservices.
+    And the environment output from last action:
+    {input[:1000]}
 
-        Thought: Identify whether submitting is the right next step, and if not, propose alternative actions.
+    1. Should the next action be a submit operation? 
+    2. If not, please suggest additional diagnostic steps.
 
-        Solution: Provide reasoning and next steps.
-        """
+    Thought: Identify whether submitting is the right next step.
+    Solution: Provide reasoning and next steps.
+    """
         return prompt
 
+
     def develop_hindsight(self, input: str, history: dict) -> str:
         """
         Develop hindsight based on the input and provide guidance for the next action.
diff --git a/clients/gpt.py b/clients/gpt.py
index 97e0699d..2b266b71 100644
--- a/clients/gpt.py
+++ b/clients/gpt.py
@@ -8,20 +8,59 @@
 """
 import os
 import asyncio
-
+import tiktoken
 import wandb
 from aiopslab.orchestrator import Orchestrator
+from aiopslab.orchestrator.problems.registry import ProblemRegistry
 from clients.utils.llm import GPTClient
-from clients.utils.templates import DOCS_SHELL_ONLY
 from dotenv import load_dotenv
 
+from parse_result import DOCS_SHELL_ONLY
+
 # Load environment variables from the .env file
 load_dotenv()
 
+def count_message_tokens(message, enc):
+    # Each message format adds ~4 tokens of overhead
+    tokens = 4  # <|start|>role/name + content + <|end|>
+    tokens += len(enc.encode(message.get("content", "")))
+    return tokens
+
+def trim_history_to_token_limit(history, max_tokens=120000, model="gpt-4"):
+    enc = tiktoken.encoding_for_model(model)
+
+    trimmed = []
+    total_tokens = 0
+
+    # Always include the last message
+    last_msg = history[-1]
+    last_msg_tokens = count_message_tokens(last_msg, enc)
+
+    if last_msg_tokens > max_tokens:
+        # If even the last message is too big, truncate its content
+        truncated_content = enc.decode(enc.encode(last_msg["content"])[:max_tokens - 4])
+        return [{"role": last_msg["role"], "content": truncated_content}]
+    
+    trimmed.insert(0, last_msg)
+    total_tokens += last_msg_tokens
+
+    # Add earlier messages in reverse until limit is reached
+    for message in reversed(history[:-1]):
+        message_tokens = count_message_tokens(message, enc)
+        if total_tokens + message_tokens > max_tokens:
+            break
+        trimmed.insert(0, message)
+        total_tokens += message_tokens
+
+    return trimmed
+
 class Agent:
     def __init__(self):
         self.history = []
         self.llm = GPTClient()
+    
+    def test(self):
+        return self.llm.run([{"role": "system", "content": "hello"}])
 
     def init_context(self, problem_desc: str, instructions: str, apis: str):
         """Initialize the context for the agent."""
@@ -53,7 +92,9 @@ async def get_action(self, input) -> str:
             str: The response from the agent.
         """
         self.history.append({"role": "user", "content": input})
-        response = self.llm.run(self.history)
+        trimmed_history = trim_history_to_token_limit(self.history)
+        response = self.llm.run(trimmed_history)
+        print(f"===== Agent (GPT-4o-mini) ====\n{response}")
         self.history.append({"role": "assistant", "content": response[0]})
         return response[0]
 
@@ -69,15 +110,18 @@ def _filter_dict(self, dictionary, filter_func):
         # Initialize wandb running
         wandb.init(project="AIOpsLab", entity="AIOpsLab")
 
-    agent = Agent()
+    problems = ProblemRegistry().PROBLEM_REGISTRY
+    for pid in problems:
+        agent = Agent()
 
-    orchestrator = Orchestrator()
-    orchestrator.register_agent(agent, name="gpt-w-shell")
+        orchestrator = Orchestrator()
+        orchestrator.register_agent(agent, name="gpt-w-shell")
 
-    pid = "misconfig_app_hotel_res-mitigation-1"
-    problem_desc, instructs, apis = orchestrator.init_problem(pid)
-    agent.init_context(problem_desc, instructs, apis)
-    asyncio.run(orchestrator.start_problem(max_steps=10))
+        # pid = os.getenv("TASK_NAME", "misconfig_app_hotel_res-mitigation-1")
+        pid = 'astronomy_shop_loadgenerator_flood_homepage-localization-1'
+        problem_desc, instructs, apis = orchestrator.init_problem(pid)
+        agent.init_context(problem_desc, instructs, apis)
+        asyncio.run(orchestrator.start_problem(max_steps=30))
 
     if use_wandb:
         # Finish the wandb run

From 023a17406f6f3cfadbc767c4408454f82ab4ba47 Mon Sep 17 00:00:00 2001
From: rMaxiQp <zq2@illinois.edu>
Date: Mon, 5 May 2025 16:15:14 -0500
Subject: [PATCH 096/100] address PR comment

---
 .../problems/misconfig_app/misconfig_app_hotel_res.py         | 4 ++--
 clients/gpt.py                                                | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/aiopslab/orchestrator/problems/misconfig_app/misconfig_app_hotel_res.py b/aiopslab/orchestrator/problems/misconfig_app/misconfig_app_hotel_res.py
index 71010f6e..822d777d 100644
--- a/aiopslab/orchestrator/problems/misconfig_app/misconfig_app_hotel_res.py
+++ b/aiopslab/orchestrator/problems/misconfig_app/misconfig_app_hotel_res.py
@@ -168,8 +168,8 @@ def eval(self, soln: Any, trace: list[SessionItem], duration: float) -> dict:
 
         # Check if all services (not only faulty service) is back to normal (Running)
         all_normal = True
-        # Check twice to reduce false positives due to pod restart
-        for _ in range(2):
+        # Polling for 1 minute to check if all services are back to normal
+        for _ in range(12): # 5 seconds interval, 12 times, total 1 minute
             pod_list = self.kubectl.list_pods(self.namespace)
             for pod in pod_list.items:
                 # Check container statuses
diff --git a/clients/gpt.py b/clients/gpt.py
index 97e0699d..c7561a58 100644
--- a/clients/gpt.py
+++ b/clients/gpt.py
@@ -74,7 +74,7 @@ def _filter_dict(self, dictionary, filter_func):
     orchestrator = Orchestrator()
     orchestrator.register_agent(agent, name="gpt-w-shell")
 
-    pid = "misconfig_app_hotel_res-mitigation-1"
+    pid = "scale_pod_zero_social_net-mitigation-1"
     problem_desc, instructs, apis = orchestrator.init_problem(pid)
     agent.init_context(problem_desc, instructs, apis)
     asyncio.run(orchestrator.start_problem(max_steps=10))

From 54d25046adb03862ba9e280f6485ac7bee954b87 Mon Sep 17 00:00:00 2001
From: Warren Yeh <yewt23@mails.tsinghua.edu.cn>
Date: Sun, 11 May 2025 21:01:47 +0800
Subject: [PATCH 097/100] refactor: reorganize imports and modify simulation
 response handling

---
 service.py | 17 +++++++++++------
 1 file changed, 11 insertions(+), 6 deletions(-)

diff --git a/service.py b/service.py
index 3178ff9f..37c4e6ee 100644
--- a/service.py
+++ b/service.py
@@ -1,11 +1,14 @@
+import asyncio
+import logging
+import os
+import traceback
+from typing import Any, Dict, List, Optional
+
 from fastapi import FastAPI, HTTPException, status
 from fastapi.middleware.cors import CORSMiddleware
 from pydantic import BaseModel
-import asyncio
-import traceback, logging, os
-from typing import List, Dict, Any, Optional
 
-from aiopslab.orchestrator import Orchestrator  
+from aiopslab.orchestrator import Orchestrator
 from aiopslab.orchestrator.problems.registry import ProblemRegistry
 from clients.registry import AgentRegistry
 
@@ -152,8 +155,10 @@ def simulate(req: SimulationRequest):
         # Remove last message if it's from environment
         if raw["trace"] and raw["trace"][-1].get("role") == "env":
             raw["trace"].pop()
-        raw.pop("start_time", None)
-        raw.pop("end_time", None)
+        raw["start_time"] = str(raw["start_time"])
+        raw["end_time"] = str(raw["end_time"])
+        # raw.pop("start_time", None)
+        # raw.pop("end_time", None)
         
         return SimulationResponse(**raw)
     except Exception as e:

From a1d868e1f2af63b30914a662d97add44ad0aa09a Mon Sep 17 00:00:00 2001
From: Wentao Ye <yewt23@mails.tsinghua.edu.cn>
Date: Sun, 11 May 2025 22:19:45 +0800
Subject: [PATCH 098/100] fix: update service host to allow external access

---
 clients/vllm.py | 10 +++++-----
 service.py      |  2 +-
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/clients/vllm.py b/clients/vllm.py
index 68000729..64e67730 100644
--- a/clients/vllm.py
+++ b/clients/vllm.py
@@ -1,5 +1,5 @@
-import os
 import asyncio
+import os
 import time
 
 import wandb
@@ -83,15 +83,15 @@ def _filter_dict(self, dictionary, filter_func):
         orchestrator = Orchestrator()
         orchestrator.register_agent(agent, name="Qwen2.5-Coder-3B-Instruct")
         try:
-            print(f"*"*30)
+            print("*"*30)
             print(f"Began processing pid {pid}.")
-            print(f"*"*30)
+            print("*"*30)
             problem_desc, instructs, apis = orchestrator.init_problem(pid)
             agent.init_context(problem_desc, instructs, apis)
             asyncio.run(orchestrator.start_problem(max_steps=10))
-            print(f"*"*30)
+            print("*"*30)
             print(f"Successfully processed pid {pid}.")
-            print(f"*"*30)
+            print("*"*30)
 
         except Exception as e:
             print(f"Failed to process pid {pid}. Error: {e}")
diff --git a/service.py b/service.py
index 37c4e6ee..e74251f9 100644
--- a/service.py
+++ b/service.py
@@ -173,7 +173,7 @@ def simulate(req: SimulationRequest):
 if __name__ == "__main__":
     import uvicorn
     # Load environment variables for host, port, and workers
-    host = os.environ.get("SERVICE_HOST", "localhost")
+    host = os.environ.get("SERVICE_HOST", "0.0.0.0")
     port = int(os.environ.get("SERVICE_PORT", 8888))
     workers = int(os.environ.get("SERVICE_WORKERS", 1))
     

From 551bb6c951c10a88b435ce78edd7dec0d4eccd82 Mon Sep 17 00:00:00 2001
From: Wentao Ye <yewt23@mails.tsinghua.edu.cn>
Date: Tue, 13 May 2025 01:52:37 +0800
Subject: [PATCH 099/100] fix: simplify error message in simulation endpoint

---
 service.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/service.py b/service.py
index e74251f9..43f41363 100644
--- a/service.py
+++ b/service.py
@@ -166,7 +166,7 @@ def simulate(req: SimulationRequest):
         traceback.print_exc()
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, 
-            detail=f"Error during simulation: {str(e)}"
+            detail=f"Error during simulation: {e}"
         )
 
 # Entry point for running the service

From 377f652f40d874302253730c79fd47f060ed6b8c Mon Sep 17 00:00:00 2001
From: Wentao Ye <yewt23@mails.tsinghua.edu.cn>
Date: Tue, 13 May 2025 23:50:36 +0800
Subject: [PATCH 100/100] feat: add start_time and end_time to
 SimulationResponse model; update service port to 1818

---
 clients/utils/llm.py | 2 +-
 service.py           | 8 +++-----
 2 files changed, 4 insertions(+), 6 deletions(-)

diff --git a/clients/utils/llm.py b/clients/utils/llm.py
index 5ceba249..e473524b 100644
--- a/clients/utils/llm.py
+++ b/clients/utils/llm.py
@@ -203,7 +203,7 @@ def inference(self, payload: list[dict[str, str]]) -> list[str]:
             if cache_result is not None:
                 return cache_result
 
-        client = OpenAI(api_key="EMPTY", base_url=os.getenv("VLLM_BASE_URL", "http://localhost:8000/v1"))
+        client = OpenAI(api_key="EMPTY", base_url="http://localhost:8000/v1")
         try:
             response = client.chat.completions.create(
                 messages=payload,  # type: ignore
diff --git a/service.py b/service.py
index 43f41363..d61440b2 100644
--- a/service.py
+++ b/service.py
@@ -62,6 +62,8 @@ class SimulationResponse(BaseModel):
     agent: str
     session_id: str
     problem_id: str
+    start_time: float
+    end_time: float
     trace: List[Dict[str, Any]]
     results: Dict[str, Any]
 
@@ -155,10 +157,6 @@ def simulate(req: SimulationRequest):
         # Remove last message if it's from environment
         if raw["trace"] and raw["trace"][-1].get("role") == "env":
             raw["trace"].pop()
-        raw["start_time"] = str(raw["start_time"])
-        raw["end_time"] = str(raw["end_time"])
-        # raw.pop("start_time", None)
-        # raw.pop("end_time", None)
         
         return SimulationResponse(**raw)
     except Exception as e:
@@ -174,7 +172,7 @@ def simulate(req: SimulationRequest):
     import uvicorn
     # Load environment variables for host, port, and workers
     host = os.environ.get("SERVICE_HOST", "0.0.0.0")
-    port = int(os.environ.get("SERVICE_PORT", 8888))
+    port = int(os.environ.get("SERVICE_PORT", 1818))
     workers = int(os.environ.get("SERVICE_WORKERS", 1))
     
     logger.info(f"Starting AIOpsLab service on host {host} port {port} with {workers} workers")