Local Jupyter Code Executor for Version 4

python/packages/autogen-ext/pyproject.toml

@@ -48,10 +48,13 @@ video-surfer = [
     "ffmpeg-python",
     "openai-whisper",
 ]
-
 grpc = [
     "grpcio~=1.62.0", # TODO: update this once we have a stable version.
 ]
+jupyter-executor = [
+    "ipykernel>=6.29.5",
+    "jupyter-kernel-gateway>=3.0.1",
+]
 
 [tool.hatch.build.targets.wheel]
 packages = ["src/autogen_ext"]

python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/__init__.py

@@ -0,0 +1,14 @@
+from ._jupyter_client import JupyterClient
+from ._jupyter_code_executor import JupyterCodeExecutor, JupyterCodeResult
+from ._jupyter_connectable import JupyterConnectable
+from ._jupyter_connection_info import JupyterConnectionInfo
+from ._local_jupyter_server import LocalJupyterServer
+
+__all__ = [
+    "JupyterConnectable",
+    "JupyterConnectionInfo",
+    "JupyterClient",
+    "LocalJupyterServer",
+    "JupyterCodeExecutor",
+    "JupyterCodeResult",
+]

python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/_jupyter_client.py

@@ -0,0 +1,206 @@
+from __future__ import annotations
+
+import sys
+from dataclasses import dataclass
+from types import TracebackType
+from typing import Any, AsyncGenerator, cast
+
+if sys.version_info >= (3, 11):
+    from typing import Self
+else:
+    from typing_extensions import Self
+
+import datetime
+import json
+import uuid
+
+import requests
+from requests.adapters import HTTPAdapter, Retry
+from websockets.asyncio.client import ClientConnection, connect
+
+from ._jupyter_connection_info import JupyterConnectionInfo
+
+
+class JupyterClient:
+    def __init__(self, connection_info: JupyterConnectionInfo):
+        """(Experimental) A client for communicating with a Jupyter gateway server.
+
+        Args:
+            connection_info (JupyterConnectionInfo): Connection information
+        """
+        self._connection_info = connection_info
+        self._session = requests.Session()
+        retries = Retry(total=5, backoff_factor=0.1)
+        self._session.mount("http://", HTTPAdapter(max_retries=retries))
+
+    def _get_headers(self) -> dict[str, str]:
+        if self._connection_info.token is None:
+            return {}
+        return {"Authorization": f"token {self._connection_info.token}"}
+
+    def _get_cookies(self) -> str:
+        cookies = self._session.cookies.get_dict()
+        return "; ".join([f"{name}={value}" for name, value in cookies.items()])
+
+    def _get_api_base_url(self) -> str:
+        protocol = "https" if self._connection_info.use_https else "http"
+        port = f":{self._connection_info.port}" if self._connection_info.port else ""
+        return f"{protocol}://{self._connection_info.host}{port}"
+
+    def _get_ws_base_url(self) -> str:
+        port = f":{self._connection_info.port}" if self._connection_info.port else ""
+        return f"ws://{self._connection_info.host}{port}"
+
+    def list_kernel_specs(self) -> dict[str, dict[str, str]]:
+        response = self._session.get(f"{self._get_api_base_url()}/api/kernelspecs", headers=self._get_headers())
+        return cast(dict[str, dict[str, str]], response.json())
+
+    def list_kernels(self) -> list[dict[str, str]]:
+        response = self._session.get(f"{self._get_api_base_url()}/api/kernels", headers=self._get_headers())
+        return cast(list[dict[str, str]], response.json())
+
+    def start_kernel(self, kernel_spec_name: str) -> str:
+        """Start a new kernel.
+
+        Args:
+            kernel_spec_name (str): Name of the kernel spec to start
+
+        Returns:
+            str: ID of the started kernel
+        """
+
+        response = self._session.post(
+            f"{self._get_api_base_url()}/api/kernels",
+            headers=self._get_headers(),
+            json={"name": kernel_spec_name},
+        )
+        return cast(str, response.json()["id"])
+
+    def delete_kernel(self, kernel_id: str) -> None:
+        response = self._session.delete(
+            f"{self._get_api_base_url()}/api/kernels/{kernel_id}", headers=self._get_headers()
+        )
+        response.raise_for_status()
+
+    def restart_kernel(self, kernel_id: str) -> None:
+        response = self._session.post(
+            f"{self._get_api_base_url()}/api/kernels/{kernel_id}/restart", headers=self._get_headers()
+        )
+        response.raise_for_status()
+
+    async def get_kernel_client(self, kernel_id: str) -> JupyterKernelClient:
+        ws_url = f"{self._get_ws_base_url()}/api/kernels/{kernel_id}/channels"
+        headers = self._get_headers()
+        headers["Cookie"] = self._get_cookies()
+        websocket = await connect(ws_url, additional_headers=headers)
+        return JupyterKernelClient(websocket)
+
+
+class JupyterKernelClient:
+    """A client for communicating with a Jupyter kernel."""
+
+    @dataclass
+    class ExecutionResult:
+        @dataclass
+        class DataItem:
+            mime_type: str
+            data: str
+
+        is_ok: bool
+        output: str
+        data_items: list[DataItem]
+
+    def __init__(self, websocket: ClientConnection):
+        self._session_id: str = uuid.uuid4().hex
+        self._websocket = websocket
+
+    async def _send_message(self, *, content: dict[str, Any], channel: str, message_type: str) -> str:
+        timestamp = datetime.datetime.now().isoformat()
+        message_id = uuid.uuid4().hex
+        message = {
+            "header": {
+                "username": "autogen",
+                "version": "5.0",
+                "session": self._session_id,
+                "msg_id": message_id,
+                "msg_type": message_type,
+                "date": timestamp,
+            },
+            "parent_header": {},
+            "channel": channel,
+            "content": content,
+            "metadata": {},
+            "buffers": {},
+        }
+        await self._websocket.send(json.dumps(message))
+        return message_id
+
+    async def wait_for_ready(self) -> None:
+        message_id = await self._send_message(content={}, channel="shell", message_type="kernel_info_request")
+
+        async for message in self._receive_message(message_id):
+            if message["msg_type"] == "kernel_info_reply":
+                break
+
+    async def execute(self, code: str) -> ExecutionResult:
+        message_id = await self._send_message(
+            content={
+                "code": code,
+                "silent": False,
+                "store_history": True,
+                "user_expressions": {},
+                "allow_stdin": False,
+                "stop_on_error": True,
+            },
+            channel="shell",
+            message_type="execute_request",
+        )
+
+        text_output: list[str] = []
+        data_output: list[JupyterKernelClient.ExecutionResult.DataItem] = []
+
+        async for message in self._receive_message(message_id):
+            content = message["content"]
+            match message["msg_type"]:
+                case "execute_result" | "display_data":
+                    for data_type, data in content["data"].items():
+                        match data_type:
+                            case "text/plain":
+                                text_output.append(data)
+                            case type if type.startswith("image/") or type == "text/html":
+                                data_output.append(self.ExecutionResult.DataItem(mime_type=data_type, data=data))
+                            case _:
+                                text_output.append(json.dumps(data))
+                case "stream":
+                    text_output.append(content["text"])
+                case "error":
+                    return JupyterKernelClient.ExecutionResult(
+                        is_ok=False,
+                        output="\n".join(content["traceback"]),
+                        data_items=[],
+                    )
+                case _:
+                    pass
+
+            if message["msg_type"] == "status" and content["execution_state"] == "idle":
+                break
+
+        return JupyterKernelClient.ExecutionResult(
+            is_ok=True, output="\n".join([output for output in text_output]), data_items=data_output
+        )
+
+    async def __aenter__(self) -> Self:
+        return self
+
+    async def __aexit__(
+        self, exc_type: type[BaseException] | None, exc_val: BaseException | None, exc_tb: TracebackType | None
+    ) -> None:
+        await self._websocket.close()
+
+    async def _receive_message(self, message_id: str) -> AsyncGenerator[dict[str, Any]]:
+        async for data in self._websocket:
+            if isinstance(data, bytes):
+                data = data.decode("utf-8")
+            message = cast(dict[str, Any], json.loads(data))
+            if message.get("parent_header", {}).get("msg_id") == message_id:
+                yield message

python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/_jupyter_code_executor.py

@@ -0,0 +1,158 @@
+import asyncio
+import base64
+import json
+import re
+import sys
+import uuid
+from dataclasses import dataclass
+from pathlib import Path
+from types import TracebackType
+
+if sys.version_info >= (3, 11):
+    from typing import Self
+else:
+    from typing_extensions import Self
+
+from autogen_core import CancellationToken
+from autogen_core.code_executor import CodeBlock, CodeExecutor, CodeResult
+
+from .._common import silence_pip
+from ._jupyter_connectable import JupyterConnectable
+
+
+@dataclass
+class JupyterCodeResult(CodeResult):
+    """A code result class for Jupyter code executor."""
+
+    output_files: list[Path]
+
+
+class JupyterCodeExecutor(CodeExecutor):
+    def __init__(
+        self,
+        server: JupyterConnectable,
+        kernel_name: str = "python3",
+        timeout: int = 60,
+        output_dir: Path = Path("."),
+    ):
+        """A code executor class that executes code statefully using
+        a Jupyter server supplied to this class.
+
+        Each execution is stateful and can access variables created from previous
+        executions in the same session.
+
+        Args:
+            server (JupyterConnectable): The Jupyter server to use.
+            kernel_name (str): The kernel name to use. Make sure it is installed.
+                By default, it is "python3".
+            timeout (int): The timeout for code execution, by default 60.
+            output_dir (Path): The directory to save output files, by default ".".
+        """
+        if timeout < 1:
+            raise ValueError("Timeout must be greater than or equal to 1.")
+
+        self._jupyter_client = server.get_client()
+        self._kernel_name = kernel_name
+        self._timeout = timeout
+        self._output_dir = output_dir
+        self.start()
+
+    async def execute_code_blocks(
+        self, code_blocks: list[CodeBlock], cancellation_token: CancellationToken
+    ) -> JupyterCodeResult:
+        """Execute code blocks and return the result.
+
+        Args:
+            code_blocks (list[CodeBlock]): The code blocks to execute.
+
+        Returns:
+            JupyterCodeResult: The result of the code execution.
+
+        Raises:
+            asyncio.TimeoutError: Code execution timeouts
+            asyncio.CancelledError: CancellationToken evoked during execution
+        """
+        if self._kernel_id is None:
+            raise ValueError("Kernel not running")
+
+        async with await self._jupyter_client.get_kernel_client(self._kernel_id) as kernel_client:
+            wait_for_ready_task = asyncio.create_task(kernel_client.wait_for_ready())
+            cancellation_token.link_future(wait_for_ready_task)
+            await asyncio.wait_for(wait_for_ready_task, timeout=self._timeout)
+
+            outputs: list[str] = []
+            output_files: list[Path] = []
+            exit_code = 0
+
+            for code_block in code_blocks:
+                code = silence_pip(code_block.code, code_block.language)
+                execute_task = asyncio.create_task(kernel_client.execute(code))
+                cancellation_token.link_future(execute_task)
+                result = await asyncio.wait_for(execute_task, timeout=self._timeout)
+
+                # Clean ansi escape sequences
+                result.output = re.sub(r"\x1b\[[0-9;]*[A-Za-z]", "", result.output)
+                outputs.append(result.output)
+
+                if not result.is_ok:
+                    exit_code = 1
+                    break
+
+                for data in result.data_items:
+                    match data.mime_type:
+                        case "image/png":
+                            path = self._save_image(data.data)
+                            output_files.append(path)
+                        case "image/jpeg":
+                            # TODO: Should this also be encoded? Images are encoded as both png and jpg
+                            pass
+                        case "text/html":
+                            path = self._save_html(data.data)
+                            output_files.append(path)
+                        case _:
+                            outputs.append(json.dumps(data.data))
+
+            return JupyterCodeResult(exit_code=exit_code, output="\n".join(outputs), output_files=output_files)
+
+    async def restart(self) -> None:
+        """Restart the code executor."""
+        if self._kernel_id is None:
+            self.start()
+        else:
+            self._jupyter_client.restart_kernel(self._kernel_id)
+            self._jupyter_kernel_client = self._jupyter_client.get_kernel_client(self._kernel_id)
+
+    def start(self) -> None:
+        """Start the kernel."""
+        available_kernels = self._jupyter_client.list_kernel_specs()
+        if self._kernel_name not in available_kernels["kernelspecs"]:
+            raise ValueError(f"Kernel {self._kernel_name} is not installed.")
+
+        self._kernel_id = self._jupyter_client.start_kernel(self._kernel_name)
+
+    def stop(self) -> None:
+        """Stop the kernel."""
+        if self._kernel_id is not None:
+            self._jupyter_client.delete_kernel(self._kernel_id)
+            self._kernel_id = None
+
+    def __enter__(self) -> Self:
+        return self
+
+    def __exit__(
+        self, exc_type: type[BaseException] | None, exc_val: BaseException | None, exc_tb: TracebackType | None
+    ) -> None:
+        self.stop()
+
+    def _save_image(self, image_data_base64: str) -> Path:
+        """Save image data to a file."""
+        image_data = base64.b64decode(image_data_base64)
+        path = self._output_dir / f"{uuid.uuid4().hex}.png"
+        path.write_bytes(image_data)
+        return path.absolute()
+
+    def _save_html(self, html_data: str) -> Path:
+        """Save html data to a file."""
+        path = self._output_dir / f"{uuid.uuid4().hex}.html"
+        path.write_text(html_data)
+        return path.absolute()