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langchaingo/llms/bedrock/testdata/TestAmazonMultiTurnCachingWithToolsLegacyAPI.httprr
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Dmitry Ng 1c3dd0fca4 feat: update AWS SDK dependencies and enhance caching support 
- Upgraded various AWS SDK dependencies in go.mod and go.sum files to their latest versions, improving compatibility and performance.
- Introduced automatic caching support for specific Anthropic models, optimizing token usage and reducing costs.
- Refactored message processing to include caching logic, ensuring seamless integration with existing functionalities.
- Removed deprecated models from tests and updated test cases to validate new caching features and model support.
2026-03-04 01:08:38 +03:00

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httprr trace v1
10055 861
POST https://bedrock-runtime.us-east-1.amazonaws.com/model/us.anthropic.claude-sonnet-4-5-20250929-v1%3A0/invoke HTTP/1.1
Host: bedrock-runtime.us-east-1.amazonaws.com
User-Agent: langchaingo-httprr
Content-Length: 9739
Accept: */*
Authorization: AWS4-HMAC-SHA256 test-api-key
Content-Type: application/json
{"anthropic_version":"bedrock-2023-05-31","max_tokens":512,"system":"BedrockCacheTest-v1: You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. ","messages":[{"role":"user","content":[{"type":"text","text":"What's the weather in Boston?"}]}],"tools":[{"name":"get_weather","description":"BedrockCacheTest-v1: Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. ","input_schema":{"properties":{"location":{"description":"City and state, e.g. San Francisco, CA","type":"string"}},"required":["location"],"type":"object"}},{"name":"book_flight","description":"BedrockCacheTest-v1: Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. ","input_schema":{"properties":{"date":{"description":"Departure date","type":"string"},"destination":{"description":"Destination city","type":"string"}},"required":["destination","date"],"type":"object"}}]}HTTP/2.0 200 OK
Content-Length: 479
Content-Type: application/json
Date: Tue, 03 Mar 2026 10:53:28 GMT
X-Amzn-Bedrock-Cache-Read-Input-Token-Count: 0
X-Amzn-Bedrock-Cache-Write-Input-Token-Count: 0
X-Amzn-Bedrock-Input-Token-Count: 2094
X-Amzn-Bedrock-Invocation-Latency: 2115
X-Amzn-Bedrock-Output-Token-Count: 55
X-Amzn-Requestid: 388e09c9-86d6-4067-baa6-c16f06bc5ff6
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POST https://bedrock-runtime.us-east-1.amazonaws.com/model/us.anthropic.claude-sonnet-4-5-20250929-v1%3A0/invoke HTTP/1.1
Host: bedrock-runtime.us-east-1.amazonaws.com
User-Agent: langchaingo-httprr
Content-Length: 10053
Accept: */*
Authorization: AWS4-HMAC-SHA256 test-api-key
Content-Type: application/json
{"anthropic_version":"bedrock-2023-05-31","max_tokens":512,"system":"BedrockCacheTest-v1: You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. ","messages":[{"role":"user","content":[{"type":"text","text":"What's the weather in Boston?"}]},{"role":"assistant","content":[{"type":"tool_use","id":"toolu_bdrk_015MyHjGcqrBnR6psxATkrZb","name":"get_weather","input":{"location":"Boston, MA"}}]},{"role":"user","content":[{"type":"tool_result","tool_use_id":"toolu_bdrk_015MyHjGcqrBnR6psxATkrZb","content":"{\"temperature\": 72, \"condition\": \"sunny\"}"}]}],"tools":[{"name":"get_weather","description":"BedrockCacheTest-v1: Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. ","input_schema":{"properties":{"location":{"description":"City and state, e.g. San Francisco, CA","type":"string"}},"required":["location"],"type":"object"}},{"name":"book_flight","description":"BedrockCacheTest-v1: Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. ","input_schema":{"properties":{"date":{"description":"Departure date","type":"string"},"destination":{"description":"Destination city","type":"string"}},"required":["destination","date"],"type":"object"}}]}HTTP/2.0 200 OK
Content-Length: 478
Content-Type: application/json
Date: Tue, 03 Mar 2026 10:53:31 GMT
X-Amzn-Bedrock-Cache-Read-Input-Token-Count: 0
X-Amzn-Bedrock-Cache-Write-Input-Token-Count: 0
X-Amzn-Bedrock-Input-Token-Count: 2174
X-Amzn-Bedrock-Invocation-Latency: 1951
X-Amzn-Bedrock-Output-Token-Count: 25
X-Amzn-Requestid: dac236d6-593c-4196-871b-e02d0745a796
{"model":"claude-sonnet-4-5-20250929","id":"msg_bdrk_01M8DgnwHAG4oGhYnpP2heEr","type":"message","role":"assistant","content":[{"type":"text","text":"The weather in Boston is currently sunny with a temperature of 72°F. It's a beautiful day!"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":2174,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":25}}10662 1140
POST https://bedrock-runtime.us-east-1.amazonaws.com/model/us.anthropic.claude-sonnet-4-5-20250929-v1%3A0/invoke HTTP/1.1
Host: bedrock-runtime.us-east-1.amazonaws.com
User-Agent: langchaingo-httprr
Content-Length: 10345
Accept: */*
Authorization: AWS4-HMAC-SHA256 test-api-key
Content-Type: application/json
{"anthropic_version":"bedrock-2023-05-31","max_tokens":512,"system":"BedrockCacheTest-v1: You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. ","messages":[{"role":"user","content":[{"type":"text","text":"What's the weather in Boston?"}]},{"role":"assistant","content":[{"type":"tool_use","id":"toolu_bdrk_015MyHjGcqrBnR6psxATkrZb","name":"get_weather","input":{"location":"Boston, MA"}}]},{"role":"user","content":[{"type":"tool_result","tool_use_id":"toolu_bdrk_015MyHjGcqrBnR6psxATkrZb","content":"{\"temperature\": 72, \"condition\": \"sunny\"}"}]},{"role":"assistant","content":[{"type":"text","text":"The weather in Boston is currently sunny with a temperature of 72°F. It's a beautiful day!","cache_control":{"type":"ephemeral","ttl":"5m"}}]},{"role":"user","content":[{"type":"text","text":"Now book a flight to Boston for tomorrow"}]}],"tools":[{"name":"get_weather","description":"BedrockCacheTest-v1: Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. ","input_schema":{"properties":{"location":{"description":"City and state, e.g. San Francisco, CA","type":"string"}},"required":["location"],"type":"object"}},{"name":"book_flight","description":"BedrockCacheTest-v1: Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. ","input_schema":{"properties":{"date":{"description":"Departure date","type":"string"},"destination":{"description":"Destination city","type":"string"}},"required":["destination","date"],"type":"object"}}]}HTTP/2.0 200 OK
Content-Length: 756
Content-Type: application/json
Date: Tue, 03 Mar 2026 10:53:35 GMT
X-Amzn-Bedrock-Cache-Read-Input-Token-Count: 0
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X-Amzn-Bedrock-Output-Token-Count: 101
X-Amzn-Requestid: 2c4b3131-e5d6-47df-8b1c-560c06e1cbed
{"model":"claude-sonnet-4-5-20250929","id":"msg_bdrk_01QxskBAVjdmbAbTbYipD8gK","type":"message","role":"assistant","content":[{"type":"text","text":"I can help you book a flight to Boston for tomorrow! However, I need a bit more information:\n\n1. **Where are you departing from?** (Which city will you be flying from?)\n2. **What is tomorrow's date?** (Please provide the date in a format like \"2024-01-15\" or \"January 15, 2024\")\n\nOnce you provide these details, I'll be able to book your flight to Boston."}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":14,"cache_creation_input_tokens":2196,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":2196,"ephemeral_1h_input_tokens":0},"output_tokens":101}}11224 887
POST https://bedrock-runtime.us-east-1.amazonaws.com/model/us.anthropic.claude-sonnet-4-5-20250929-v1%3A0/invoke HTTP/1.1
Host: bedrock-runtime.us-east-1.amazonaws.com
User-Agent: langchaingo-httprr
Content-Length: 10907
Accept: */*
Authorization: AWS4-HMAC-SHA256 test-api-key
Content-Type: application/json
{"anthropic_version":"bedrock-2023-05-31","max_tokens":512,"system":"BedrockCacheTest-v1: You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. You are a helpful assistant with access to weather and flight booking capabilities. ","messages":[{"role":"user","content":[{"type":"text","text":"What's the weather in Boston?"}]},{"role":"assistant","content":[{"type":"tool_use","id":"toolu_bdrk_015MyHjGcqrBnR6psxATkrZb","name":"get_weather","input":{"location":"Boston, MA"}}]},{"role":"user","content":[{"type":"tool_result","tool_use_id":"toolu_bdrk_015MyHjGcqrBnR6psxATkrZb","content":"{\"temperature\": 72, \"condition\": \"sunny\"}"}]},{"role":"assistant","content":[{"type":"text","text":"The weather in Boston is currently sunny with a temperature of 72°F. It's a beautiful day!","cache_control":{"type":"ephemeral","ttl":"5m"}}]},{"role":"user","content":[{"type":"text","text":"Now book a flight to Boston for tomorrow"}]},{"role":"assistant","content":[{"type":"text","text":"I can help you book a flight to Boston for tomorrow! However, I need a bit more information:\n\n1. **Where are you departing from?** (Which city will you be flying from?)\n2. **What is tomorrow's date?** (Please provide the date in a format like \"2024-01-15\" or \"January 15, 2024\")\n\nOnce you provide these details, I'll be able to book your flight to Boston.","cache_control":{"type":"ephemeral","ttl":"5m"}}]},{"role":"user","content":[{"type":"text","text":"I'm flying from New York on March 4th"}]}],"tools":[{"name":"get_weather","description":"BedrockCacheTest-v1: Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. Get current weather conditions including temperature, humidity, wind speed, and precipitation for a specified geographic location. ","input_schema":{"properties":{"location":{"description":"City and state, e.g. San Francisco, CA","type":"string"}},"required":["location"],"type":"object"}},{"name":"book_flight","description":"BedrockCacheTest-v1: Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. Book airline tickets for domestic and international flights with flexible options for departure, arrival, and passenger details. ","input_schema":{"properties":{"date":{"description":"Departure date","type":"string"},"destination":{"description":"Destination city","type":"string"}},"required":["destination","date"],"type":"object"}}]}HTTP/2.0 200 OK
Content-Length: 502
Content-Type: application/json
Date: Tue, 03 Mar 2026 10:53:38 GMT
X-Amzn-Bedrock-Cache-Read-Input-Token-Count: 2196
X-Amzn-Bedrock-Cache-Write-Input-Token-Count: 112
X-Amzn-Bedrock-Input-Token-Count: 17
X-Amzn-Bedrock-Invocation-Latency: 2206
X-Amzn-Bedrock-Output-Token-Count: 73
X-Amzn-Requestid: bda25e46-e221-4954-9598-8284ab448118
{"model":"claude-sonnet-4-5-20250929","id":"msg_bdrk_01B5RXNL3fFzZ3332PaVGv4N","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_bdrk_0171AVgL1Nu48z6YsefT1HCa","name":"book_flight","input":{"destination":"Boston","date":"March 4th"}}],"stop_reason":"tool_use","stop_sequence":null,"usage":{"input_tokens":17,"cache_creation_input_tokens":112,"cache_read_input_tokens":2196,"cache_creation":{"ephemeral_5m_input_tokens":112,"ephemeral_1h_input_tokens":0},"output_tokens":73}}
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