mirror of
https://github.com/hwchase17/langchain.git
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mistral: read tool calls from AIMessage (#20554)
Co-authored-by: Eugene Yurtsev <eyurtsev@gmail.com>
This commit is contained in:
@@ -1,5 +1,6 @@
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from __future__ import annotations
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import json
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import logging
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import uuid
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from operator import itemgetter
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@@ -42,8 +43,10 @@ from langchain_core.messages import (
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ChatMessageChunk,
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HumanMessage,
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HumanMessageChunk,
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InvalidToolCall,
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SystemMessage,
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SystemMessageChunk,
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ToolCall,
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ToolMessage,
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)
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from langchain_core.output_parsers.base import OutputParserLike
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@@ -223,6 +226,34 @@ def _convert_delta_to_message_chunk(
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return default_class(content=content)
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def _format_tool_call_for_mistral(tool_call: ToolCall) -> dict:
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"""Format Langchain ToolCall to dict expected by Mistral."""
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result: Dict[str, Any] = {
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"function": {
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"name": tool_call["name"],
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"arguments": json.dumps(tool_call["args"]),
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}
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}
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if _id := tool_call.get("id"):
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result["id"] = _id
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return result
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def _format_invalid_tool_call_for_mistral(invalid_tool_call: InvalidToolCall) -> dict:
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"""Format Langchain InvalidToolCall to dict expected by Mistral."""
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result: Dict[str, Any] = {
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"function": {
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"name": invalid_tool_call["name"],
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"arguments": invalid_tool_call["args"],
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}
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}
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if _id := invalid_tool_call.get("id"):
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result["id"] = _id
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return result
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def _convert_message_to_mistral_chat_message(
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message: BaseMessage,
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) -> Dict:
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@@ -231,8 +262,15 @@ def _convert_message_to_mistral_chat_message(
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elif isinstance(message, HumanMessage):
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return dict(role="user", content=message.content)
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elif isinstance(message, AIMessage):
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if "tool_calls" in message.additional_kwargs:
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tool_calls = []
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tool_calls = []
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if message.tool_calls or message.invalid_tool_calls:
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for tool_call in message.tool_calls:
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tool_calls.append(_format_tool_call_for_mistral(tool_call))
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for invalid_tool_call in message.invalid_tool_calls:
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tool_calls.append(
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_format_invalid_tool_call_for_mistral(invalid_tool_call)
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)
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elif "tool_calls" in message.additional_kwargs:
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for tc in message.additional_kwargs["tool_calls"]:
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chunk = {
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"function": {
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@@ -244,7 +282,7 @@ def _convert_message_to_mistral_chat_message(
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chunk["id"] = _id
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tool_calls.append(chunk)
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else:
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tool_calls = []
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pass
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return {
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"role": "assistant",
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"content": message.content,
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@@ -138,7 +138,7 @@ def test_structured_output() -> None:
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def test_streaming_structured_output() -> None:
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llm = ChatMistralAI(model="mistral-large", temperature=0)
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llm = ChatMistralAI(model="mistral-large-latest", temperature=0)
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class Person(BaseModel):
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name: str
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@@ -156,7 +156,7 @@ def test_streaming_structured_output() -> None:
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def test_tool_call() -> None:
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llm = ChatMistralAI(model="mistral-large", temperature=0)
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llm = ChatMistralAI(model="mistral-large-latest", temperature=0)
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class Person(BaseModel):
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name: str
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@@ -173,7 +173,7 @@ def test_tool_call() -> None:
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def test_streaming_tool_call() -> None:
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llm = ChatMistralAI(model="mistral-large", temperature=0)
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llm = ChatMistralAI(model="mistral-large-latest", temperature=0)
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class Person(BaseModel):
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name: str
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@@ -13,3 +13,10 @@ class TestMistralStandard(ChatModelIntegrationTests):
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@pytest.fixture
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def chat_model_class(self) -> Type[BaseChatModel]:
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return ChatMistralAI
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@pytest.fixture
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def chat_model_params(self) -> dict:
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return {
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"model": "mistral-large-latest",
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"temperature": 0,
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}
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@@ -130,7 +130,7 @@ def test__convert_dict_to_message_tool_call() -> None:
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raw_tool_call = {
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"id": "abc123",
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"function": {
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"arguments": '{"name":"Sally","hair_color":"green"}',
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"arguments": '{"name": "Sally", "hair_color": "green"}',
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"name": "GenerateUsername",
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},
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}
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@@ -153,16 +153,16 @@ def test__convert_dict_to_message_tool_call() -> None:
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# Test malformed tool call
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raw_tool_calls = [
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{
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"id": "abc123",
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"id": "def456",
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"function": {
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"arguments": "oops",
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"arguments": '{"name": "Sally", "hair_color": "green"}',
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"name": "GenerateUsername",
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},
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},
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{
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"id": "def456",
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"id": "abc123",
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"function": {
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"arguments": '{"name":"Sally","hair_color":"green"}',
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"arguments": "oops",
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"name": "GenerateUsername",
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},
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},
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