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https://github.com/tiennm99/litellm.git
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(feat) cohere tool calling
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@@ -116,6 +116,75 @@ def validate_environment(api_key):
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return headers
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def translate_openai_tool_to_cohere(openai_tool):
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# cohere tools look like this
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"""
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{
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"name": "query_daily_sales_report",
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"description": "Connects to a database to retrieve overall sales volumes and sales information for a given day.",
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"parameter_definitions": {
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"day": {
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"description": "Retrieves sales data for this day, formatted as YYYY-MM-DD.",
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"type": "str",
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"required": True
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}
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}
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}
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"""
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# OpenAI tools look like this
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"""
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{
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"type": "function",
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"function": {
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"name": "get_current_weather",
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"description": "Get the current weather in a given location",
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"parameters": {
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"type": "object",
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"properties": {
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"location": {
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"type": "string",
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"description": "The city and state, e.g. San Francisco, CA",
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},
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"unit": {"type": "string", "enum": ["celsius", "fahrenheit"]},
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},
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"required": ["location"],
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},
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},
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}
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"""
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cohere_tool = {
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"name": openai_tool["function"]["name"],
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"description": openai_tool["function"]["description"],
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"parameter_definitions": {},
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}
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for param_name, param_def in openai_tool["function"]["parameters"][
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"properties"
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].items():
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required_params = (
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openai_tool.get("function", {}).get("parameters", {}).get("required", [])
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)
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cohere_param_def = {
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"description": param_def.get("description", ""),
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"type": param_def.get("type", ""),
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"required": param_name in required_params,
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}
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cohere_tool["parameter_definitions"][param_name] = cohere_param_def
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return cohere_tool
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def construct_cohere_tool(tools=None):
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if tools is None:
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tools = []
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cohere_tools = []
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for tool in tools:
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cohere_tool = translate_openai_tool_to_cohere(tool)
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cohere_tools.append(cohere_tool)
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return cohere_tools
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def completion(
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model: str,
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messages: list,
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@@ -142,6 +211,12 @@ def completion(
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): # completion(top_k=3) > cohere_config(top_k=3) <- allows for dynamic variables to be passed in
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optional_params[k] = v
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## Handle Tool Calling
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if "tools" in optional_params:
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_is_function_call = True
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cohere_tools = construct_cohere_tool(tools=optional_params["tools"])
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optional_params["tools"] = cohere_tools
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data = {
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"model": model,
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"message": prompt,
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@@ -64,16 +64,14 @@ def test_chat_completion_cohere_tool_calling():
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try:
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litellm.set_verbose = True
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messages = [
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{"role": "system", "content": "You're a good bot"},
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{
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"role": "user",
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"content": "Hey",
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"content": "What is the weather like in Boston?",
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},
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]
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response = completion(
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model="cohere_chat/command-r",
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messages=messages,
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max_tokens=10,
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tools=[
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{
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"type": "function",
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