TensorOpsAI
diff --git a/‎examples/core.py
+3-12 b/‎examples/core.py
+3-12
@@ -12,7 +12,7 @@ def run_provider(provider, model, api_key=None, **kwargs):
     print(f"\n\n###RUNNING for <{provider}>, <{model}> ###")
     llm = LLMCore(provider=provider, api_key=api_key, **kwargs)
 
-    latencies = {}    
+    latencies = {}
     print("\nAsync Non-Stream")
     chat_request = build_chat_request(model, chat_input="Hello, my name is Jason", is_stream=False)
     string = """
@@ -51,8 +51,7 @@ def run_provider(provider, model, api_key=None, **kwargs):
 
     response_async = asyncio.run(llm.achat(**chat_request))
     pprint(response_async)
-    latencies["async (ms)"]= response_async.metrics["latency_s"]*1000
-    
+    latencies["async (ms)"]= response_async.metrics["latency_s"]*1000    
 
     print("\nAsync Stream")
     async def async_stream():
@@ -81,7 +80,6 @@ async def async_stream():
 
     print("\nSync Stream")
     chat_request = build_chat_request(model, chat_input="Hello, my name is Mary", is_stream=True)
-
 
     response_sync_stream = llm.chat(**chat_request)
     for p in response_sync_stream:
@@ -135,19 +133,13 @@ def multiple_provider_runs(provider:str, model:str, num_runs:int, api_key:str, *
     for _ in range(num_runs):
         latencies = run_provider(provider=provider, model=model, api_key=api_key, **kwargs)
         pprint(latencies)
-
-        
+    
 def run_chat_all_providers():    
     # OpenAI
     multiple_provider_runs(provider="openai", model="gpt-4o-mini", api_key=os.environ["OPENAI_API_KEY"], num_runs=1)
     multiple_provider_runs(provider="openai", model="o3-mini", api_key=os.environ["OPENAI_API_KEY"], num_runs=1)
     #multiple_provider_runs(provider="openai", model="o1-preview", api_key=os.environ["OPENAI_API_KEY"], num_runs=1)
 
-    # Azure
-    multiple_provider_runs(provider="azure", model="gpt-4o-mini", num_runs=1, api_key=os.environ["AZURE_API_KEY"], api_version=os.environ["AZURE_API_VERSION"], api_endpoint=os.environ["AZURE_API_ENDPOINT"])
-    #multiple_provider_runs(provider="azure", model="gpt-4o", num_runs=1, api_key=os.environ["AZURE_API_KEY"], api_version=os.environ["AZURE_API_VERSION"], api_endpoint=os.environ["AZURE_API_ENDPOINT"])
-    #multiple_provider_runs(provider="azure", model="o1-mini", num_runs=1, api_key=os.environ["AZURE_API_KEY"], api_version=os.environ["AZURE_API_VERSION"], api_endpoint=os.environ["AZURE_API_ENDPOINT"])
-    #multiple_provider_runs(provider="azure", model="o1-preview", num_runs=1, api_key=os.environ["AZURE_API_KEY"], api_version=os.environ["AZURE_API_VERSION"], api_endpoint=os.environ["AZURE_API_ENDPOINT"])
 
     # Azure
     multiple_provider_runs(provider="azure", model="gpt-4o-mini", num_runs=1, api_key=os.environ["AZURE_API_KEY"], api_version=os.environ["AZURE_API_VERSION"], api_endpoint=os.environ["AZURE_API_ENDPOINT"])
@@ -156,7 +148,6 @@ def run_chat_all_providers():
     #multiple_provider_runs(provider="azure", model="o1-preview", num_runs=1, api_key=os.environ["AZURE_API_KEY"], api_version=os.environ["AZURE_API_VERSION"], api_endpoint=os.environ["AZURE_API_ENDPOINT"])
 
 
-
     #multiple_provider_runs(provider="anthropic", model="claude-3-opus-20240229", num_runs=1, api_key=os.environ["ANTHROPIC_API_KEY"])
 
     #multiple_provider_runs(provider="azure", model="o1-preview", num_runs=1, api_key=os.environ["AZURE_API_KEY"], api_version=os.environ["AZURE_API_VERSION"], api_endpoint=os.environ["AZURE_API_ENDPOINT"])