# full_llm_cache

llm: [('_type', 'watsonx-chat'), ('stop', None)]
prompt:
[{"lc": 1, "type": "constructor", "id": ["langchain", "schema", "messages", "HumanMessage"], "kwargs": {"content": "LangChain \uc774\ub780?", "type": "human"}}]

response:
{"lc": 1, "type": "constructor", "id": ["langchain", "schema", "output", "ChatGeneration"], "kwargs": {"text": "LangChain\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \uc791\uc5c5\uc744 \uc218\ud589\ud558\uae30 \uc704\ud55c \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. \uc774\ub294 \ub2e4\uc591\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uacfc \ub3c4\uad6c\ub97c \uc5f0\uacb0\ud558\uc5ec \uc0ac\uc6a9\uc790\uac00 \uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. LangChain\uc740 \ub2e4\uc591\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc9c0\uc6d0\ud558\uba70, \uc774\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790\ub294 \ud14d\uc2a4\ud2b8 \uc0dd\uc131, \ubc88\uc5ed, \uc694\uc57d, \uc9c8\ubb38 \ub2f5\ubcc0 \ub4f1 \ub2e4\uc591\ud55c NLP \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, LangChain\uc740 \ubaa8\ub4c8\ud654\ub41c \uad6c\uc870\ub97c \uac00\uc9c0\uace0 \uc788\uc5b4 \uc0ac\uc6a9\uc790\uac00 \ud544\uc694\ud55c \uae30\ub2a5\ub9cc \uc120\ud0dd\ud558\uc5ec \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790\ub294 \uc790\uc2e0\uc758 \ud504\ub85c\uc81d\ud2b8\uc5d0 \ub9de\uac8c \ub9de\ucda4\ud615 NLP \uc194\ub8e8\uc158\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.", "generation_info": {"finish_reason": "stop"}, "type": "ChatGeneration", "message": {"lc": 1, "type": "constructor", "id": ["langchain", "schema", "messages", "AIMessage"], "kwargs": {"content": "LangChain\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \uc791\uc5c5\uc744 \uc218\ud589\ud558\uae30 \uc704\ud55c \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. \uc774\ub294 \ub2e4\uc591\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uacfc \ub3c4\uad6c\ub97c \uc5f0\uacb0\ud558\uc5ec \uc0ac\uc6a9\uc790\uac00 \uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. LangChain\uc740 \ub2e4\uc591\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc9c0\uc6d0\ud558\uba70, \uc774\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790\ub294 \ud14d\uc2a4\ud2b8 \uc0dd\uc131, \ubc88\uc5ed, \uc694\uc57d, \uc9c8\ubb38 \ub2f5\ubcc0 \ub4f1 \ub2e4\uc591\ud55c NLP \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, LangChain\uc740 \ubaa8\ub4c8\ud654\ub41c \uad6c\uc870\ub97c \uac00\uc9c0\uace0 \uc788\uc5b4 \uc0ac\uc6a9\uc790\uac00 \ud544\uc694\ud55c \uae30\ub2a5\ub9cc \uc120\ud0dd\ud558\uc5ec \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790\ub294 \uc790\uc2e0\uc758 \ud504\ub85c\uc81d\ud2b8\uc5d0 \ub9de\uac8c \ub9de\ucda4\ud615 NLP \uc194\ub8e8\uc158\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.", "response_metadata": {"token_usage": {"completion_tokens": 218, "prompt_tokens": 36, "total_tokens": 254}, "model_name": "ibm/granite-4-h-small", "system_fingerprint": "", "finish_reason": "stop"}, "type": "ai", "id": "chatcmpl-9d3a44f471d1617ff2fa40f8f16f2b90", "usage_metadata": {"input_tokens": 36, "output_tokens": 218, "total_tokens": 254}, "tool_calls": [], "invalid_tool_calls": []}}}}


