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supporting thinking for anthropic models (#3978)
* supporting thinking for anthropic models * drop comments here * thinking and tool calling support * fix: properly mock tool use and text block types in Anthropic tests - Updated the test for the Anthropic tool use conversation flow to include type attributes for mocked ToolUseBlock and text blocks, ensuring accurate simulation of tool interactions during testing. * feat: add AnthropicThinkingConfig for enhanced thinking capabilities This update introduces the AnthropicThinkingConfig class to manage thinking parameters for the Anthropic completion model. The LLM and AnthropicCompletion classes have been updated to utilize this new configuration. Additionally, new test cassettes have been added to validate the functionality of thinking blocks across interactions.
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Lorenze Jay
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|
||||
mock_text_block.configure_mock(text="Based on the weather data, it's a beautiful day in San Francisco with sunny skies and 75°F temperature.")
|
||||
|
||||
@@ -698,3 +703,167 @@ def test_anthropic_stop_sequences_sent_to_api():
|
||||
assert result is not None
|
||||
assert isinstance(result, str)
|
||||
assert len(result) > 0
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization", "x-api-key"])
|
||||
def test_anthropic_thinking():
|
||||
"""Test that thinking is properly handled and thinking params are passed to messages.create"""
|
||||
from unittest.mock import patch
|
||||
from crewai.llms.providers.anthropic.completion import AnthropicCompletion
|
||||
|
||||
llm = LLM(
|
||||
model="anthropic/claude-sonnet-4-5",
|
||||
thinking={"type": "enabled", "budget_tokens": 5000},
|
||||
max_tokens=10000
|
||||
)
|
||||
|
||||
assert isinstance(llm, AnthropicCompletion)
|
||||
|
||||
original_create = llm.client.messages.create
|
||||
captured_params = {}
|
||||
|
||||
def capture_and_call(**kwargs):
|
||||
captured_params.update(kwargs)
|
||||
return original_create(**kwargs)
|
||||
|
||||
with patch.object(llm.client.messages, 'create', side_effect=capture_and_call):
|
||||
result = llm.call("What is the weather in Tokyo?")
|
||||
|
||||
assert result is not None
|
||||
assert isinstance(result, str)
|
||||
assert len(result) > 0
|
||||
|
||||
assert "thinking" in captured_params
|
||||
assert captured_params["thinking"] == {"type": "enabled", "budget_tokens": 5000}
|
||||
|
||||
assert captured_params["model"] == "claude-sonnet-4-5"
|
||||
assert captured_params["max_tokens"] == 10000
|
||||
assert "messages" in captured_params
|
||||
assert len(captured_params["messages"]) > 0
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization", "x-api-key"])
|
||||
def test_anthropic_thinking_blocks_preserved_across_turns():
|
||||
"""Test that thinking blocks are stored and included in subsequent API calls across turns"""
|
||||
from unittest.mock import patch
|
||||
from crewai.llms.providers.anthropic.completion import AnthropicCompletion
|
||||
|
||||
llm = LLM(
|
||||
model="anthropic/claude-sonnet-4-5",
|
||||
thinking={"type": "enabled", "budget_tokens": 5000},
|
||||
max_tokens=10000
|
||||
)
|
||||
|
||||
assert isinstance(llm, AnthropicCompletion)
|
||||
|
||||
# Capture all messages.create calls to verify thinking blocks are included
|
||||
original_create = llm.client.messages.create
|
||||
captured_calls = []
|
||||
|
||||
def capture_and_call(**kwargs):
|
||||
captured_calls.append(kwargs)
|
||||
return original_create(**kwargs)
|
||||
|
||||
with patch.object(llm.client.messages, 'create', side_effect=capture_and_call):
|
||||
# First call - establishes context and generates thinking blocks
|
||||
messages = [{"role": "user", "content": "What is 2+2?"}]
|
||||
first_result = llm.call(messages)
|
||||
|
||||
# Verify first call completed
|
||||
assert first_result is not None
|
||||
assert isinstance(first_result, str)
|
||||
assert len(first_result) > 0
|
||||
|
||||
# Verify thinking blocks were stored after first response
|
||||
assert len(llm.previous_thinking_blocks) > 0, "No thinking blocks stored after first call"
|
||||
first_thinking = llm.previous_thinking_blocks[0]
|
||||
assert first_thinking["type"] == "thinking"
|
||||
assert "thinking" in first_thinking
|
||||
assert "signature" in first_thinking
|
||||
|
||||
# Store the thinking block content for comparison
|
||||
stored_thinking_content = first_thinking["thinking"]
|
||||
stored_signature = first_thinking["signature"]
|
||||
|
||||
# Second call - should include thinking blocks from first call
|
||||
messages.append({"role": "assistant", "content": first_result})
|
||||
messages.append({"role": "user", "content": "Now what is 3+3?"})
|
||||
second_result = llm.call(messages)
|
||||
|
||||
# Verify second call completed
|
||||
assert second_result is not None
|
||||
assert isinstance(second_result, str)
|
||||
|
||||
# Verify at least 2 API calls were made
|
||||
assert len(captured_calls) >= 2, f"Expected at least 2 API calls, got {len(captured_calls)}"
|
||||
|
||||
# Verify second call includes thinking blocks in assistant message
|
||||
second_call_messages = captured_calls[1]["messages"]
|
||||
|
||||
# Should have: user message + assistant message (with thinking blocks) + follow-up user message
|
||||
assert len(second_call_messages) >= 2
|
||||
|
||||
# Find the assistant message in the second call
|
||||
assistant_message = None
|
||||
for msg in second_call_messages:
|
||||
if msg["role"] == "assistant" and isinstance(msg.get("content"), list):
|
||||
assistant_message = msg
|
||||
break
|
||||
|
||||
assert assistant_message is not None, "Assistant message with list content not found in second call"
|
||||
assert isinstance(assistant_message["content"], list)
|
||||
|
||||
# Verify thinking block is included in assistant message content
|
||||
thinking_found = False
|
||||
for block in assistant_message["content"]:
|
||||
if isinstance(block, dict) and block.get("type") == "thinking":
|
||||
thinking_found = True
|
||||
assert "thinking" in block
|
||||
assert "signature" in block
|
||||
# Verify it matches what was stored from the first call
|
||||
assert block["thinking"] == stored_thinking_content
|
||||
assert block["signature"] == stored_signature
|
||||
break
|
||||
|
||||
assert thinking_found, "Thinking block not found in assistant message content in second call"
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization", "x-api-key"])
|
||||
def test_anthropic_function_calling():
|
||||
"""Test that function calling is properly handled"""
|
||||
llm = LLM(model="anthropic/claude-sonnet-4-5")
|
||||
|
||||
def get_weather(location: str) -> str:
|
||||
return f"The weather in {location} is sunny and 72°F"
|
||||
|
||||
tools = [
|
||||
{
|
||||
"name": "get_weather",
|
||||
"description": "Get the current weather in a given location",
|
||||
"input_schema": {
|
||||
"type": "object",
|
||||
"properties": {
|
||||
"location": {
|
||||
"type": "string",
|
||||
"description": "The city and state, e.g. San Francisco, CA"
|
||||
},
|
||||
"unit": {
|
||||
"type": "string",
|
||||
"enum": ["celsius", "fahrenheit"],
|
||||
"description": "The unit of temperature"
|
||||
}
|
||||
},
|
||||
"required": ["location"]
|
||||
}
|
||||
}
|
||||
]
|
||||
|
||||
result = llm.call(
|
||||
"What is the weather in Tokyo? Use the get_weather tool.",
|
||||
tools=tools,
|
||||
available_functions={"get_weather": get_weather}
|
||||
)
|
||||
|
||||
assert result is not None
|
||||
assert isinstance(result, str)
|
||||
assert len(result) > 0
|
||||
# Verify the response includes information about Tokyo's weather
|
||||
assert "tokyo" in result.lower() or "72" in result
|
||||
|
||||
Reference in New Issue
Block a user