From 210fff585d36abfa613d0dc51a82037eb3d5c99b Mon Sep 17 00:00:00 2001 From: FuChen Date: Fri, 15 Aug 2025 11:40:40 +0800 Subject: [PATCH] feat: Add cachePoint support for assistant and tool messages in Bedrock - Add cachePoint support for assistant messages (both string and list content) - Add cachePoint support for tool messages (both message-level and content-level cache_control) - Add cachePoint support for assistant tool_calls - Move CachePointBlock import to file header for better code organization - Ensure cachePoint blocks are created as separate content blocks alongside main content This enables comprehensive cache control across all message types in Bedrock conversations. --- .../prompt_templates/factory.py | 51 ++++++++++++++++++- 1 file changed, 50 insertions(+), 1 deletion(-) diff --git a/litellm/litellm_core_utils/prompt_templates/factory.py b/litellm/litellm_core_utils/prompt_templates/factory.py index 26388dc236..0d8c3bacbf 100644 --- a/litellm/litellm_core_utils/prompt_templates/factory.py +++ b/litellm/litellm_core_utils/prompt_templates/factory.py @@ -17,6 +17,7 @@ from litellm.llms.custom_httpx.http_handler import HTTPHandler, get_async_httpx_ from litellm.types.files import get_file_extension_from_mime_type from litellm.types.llms.anthropic import * from litellm.types.llms.bedrock import MessageBlock as BedrockMessageBlock +from litellm.types.llms.bedrock import CachePointBlock from litellm.types.llms.custom_http import httpxSpecialProvider from litellm.types.llms.ollama import OllamaVisionModelObject from litellm.types.llms.openai import ( @@ -2685,6 +2686,11 @@ def _convert_to_bedrock_tool_call_invoke( ) bedrock_content_block = BedrockContentBlock(toolUse=bedrock_tool) _parts_list.append(bedrock_content_block) + + # Check for cache_control and add a separate cachePoint block + if tool.get("cache_control", None) is not None: + cache_point_block = BedrockContentBlock(cachePoint=CachePointBlock(type="default")) + _parts_list.append(cache_point_block) return _parts_list except Exception as e: raise Exception( @@ -2745,6 +2751,7 @@ def _convert_to_bedrock_tool_call_result( for content in content_list: if content["type"] == "text": content_str += content["text"] + message.get("name", "") id = str(message.get("tool_call_id", str(uuid.uuid4()))) @@ -2753,6 +2760,7 @@ def _convert_to_bedrock_tool_call_result( content=[tool_result_content_block], toolUseId=id, ) + content_block = BedrockContentBlock(toolResult=tool_result) return content_block @@ -3516,8 +3524,30 @@ def _bedrock_converse_messages_pt( # noqa: PLR0915 tool_content: List[BedrockContentBlock] = [] while msg_i < len(messages) and messages[msg_i]["role"] == "tool": tool_call_result = _convert_to_bedrock_tool_call_result(messages[msg_i]) - + current_message = messages[msg_i] + + # Add the tool result first tool_content.append(tool_call_result) + + # Check if we need to add a separate cachePoint block + has_cache_control = False + + # Check for message-level cache_control + if current_message.get("cache_control", None) is not None: + has_cache_control = True + # Check for content-level cache_control in list content + elif isinstance(current_message.get("content"), list): + for content_element in current_message["content"]: + if (isinstance(content_element, dict) and + content_element.get("cache_control", None) is not None): + has_cache_control = True + break + + # Add a separate cachePoint block if cache_control is present + if has_cache_control: + cache_point_block = BedrockContentBlock(cachePoint=CachePointBlock(type="default")) + tool_content.append(cache_point_block) + msg_i += 1 if tool_content: # if last message was a 'user' message, then add a blank assistant message (bedrock requires alternating roles) @@ -3589,9 +3619,28 @@ def _bedrock_converse_messages_pt( # noqa: PLR0915 image_url=image_url ) assistants_parts.append(assistants_part) + # Add cache point block for assistant content elements + _cache_point_block = ( + litellm.AmazonConverseConfig()._get_cache_point_block( + message_block=cast( + OpenAIMessageContentListBlock, element + ), + block_type="content_block", + ) + ) + if _cache_point_block is not None: + assistants_parts.append(_cache_point_block) assistant_content.extend(assistants_parts) elif _assistant_content is not None and isinstance(_assistant_content, str): assistant_content.append(BedrockContentBlock(text=_assistant_content)) + # Add cache point block for assistant string content + _cache_point_block = ( + litellm.AmazonConverseConfig()._get_cache_point_block( + assistant_message_block, block_type="content_block" + ) + ) + if _cache_point_block is not None: + assistant_content.append(_cache_point_block) _tool_calls = assistant_message_block.get("tool_calls", []) if _tool_calls: assistant_content.extend(