72 lines
2.0 KiB
Python
72 lines
2.0 KiB
Python
import pytest
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import json
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from src.pipeline.core.pocket_flow import AsyncFlow
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from src.pipeline.core.utils import logger
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from src.pipeline.core import llm, es, nodes, utils
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@pytest.mark.asyncio
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async def test_embedding():
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return
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await llm.init_client()
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await es.init_client()
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logger.debug("file to es")
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shared = {
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"files": [ "./files/山海经01.txt"],
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"documents": [], # [{text, file_name, file_type, uuid, embedding}]
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"index": "test_kb",
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}
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readNode = nodes.ReadDocumentsNode()
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chunkNode = nodes.ChunkDocumentsNode()
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embeddingNode = nodes.EmbeddingDocumentsNode()
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writeToESNode = nodes.WriteDocumentsToESNode()
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readNode >> chunkNode >> embeddingNode
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# >> writeToESNode
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flow = AsyncFlow(readNode)
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await flow.run_async(shared)
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logger.debug(json.dumps([{**x, "embedding":x["embedding"][:4]} for x in shared["documents"]], indent=4, ensure_ascii=False))
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await llm.close_client()
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await es.close_client()
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@pytest.mark.asyncio
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async def test_search():
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await llm.init_client()
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await es.init_client()
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logger.debug("search from es")
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shared = {
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"text": "哪里盛产金属矿物",
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"index": "test_kb",
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"top_k": 1,
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"results": [], # [{es_id, doc_id, title, type, created_at, score, content}]
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}
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embeddingNode = nodes.EmbeddingNode()
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searchNode = nodes.SearchFromESNode()
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embeddingNode >> searchNode
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flow = AsyncFlow(embeddingNode)
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await flow.run_async(shared)
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logger.debug(json.dumps({**shared, "embedding": shared["embedding"][:4]}, indent=4, ensure_ascii=False))
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res = await llm.client.chat(
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messages=[
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{"role": "system", "content": utils.rag_system_prompt()},
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{"role": "system", "content": utils.rag_user_prompt(shared["text"], shared["results"])},
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# {"role": "system", "content": "你好"},
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]
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)
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logger.debug(res)
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await llm.close_client()
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await es.close_client()
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