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https://github.com/farcasclaudiu/TradingAgents.git
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feat: add Anthropic effort level support for Claude models
Add effort parameter (high/medium/low) for Claude 4.5+ and 4.6 models, consistent with OpenAI reasoning_effort and Google thinking_level. Also add content normalization for Anthropic responses.
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@@ -2,9 +2,26 @@ from typing import Any, Optional
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from langchain_anthropic import ChatAnthropic
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from .base_client import BaseLLMClient
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from .base_client import BaseLLMClient, normalize_content
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from .validators import validate_model
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_PASSTHROUGH_KWARGS = (
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"timeout", "max_retries", "api_key", "max_tokens",
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"callbacks", "http_client", "http_async_client", "effort",
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)
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class NormalizedChatAnthropic(ChatAnthropic):
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"""ChatAnthropic with normalized content output.
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Claude models with extended thinking or tool use return content as a
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list of typed blocks. This normalizes to string for consistent
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downstream handling.
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"""
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def invoke(self, input, config=None, **kwargs):
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return normalize_content(super().invoke(input, config, **kwargs))
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class AnthropicClient(BaseLLMClient):
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"""Client for Anthropic Claude models."""
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@@ -16,11 +33,11 @@ class AnthropicClient(BaseLLMClient):
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"""Return configured ChatAnthropic instance."""
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llm_kwargs = {"model": self.model}
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for key in ("timeout", "max_retries", "api_key", "max_tokens", "callbacks", "http_client", "http_async_client"):
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for key in _PASSTHROUGH_KWARGS:
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if key in self.kwargs:
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llm_kwargs[key] = self.kwargs[key]
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return ChatAnthropic(**llm_kwargs)
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return NormalizedChatAnthropic(**llm_kwargs)
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def validate_model(self) -> bool:
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"""Validate model for Anthropic."""
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