{"id":10008297,"date":"2023-09-20T20:37:37","date_gmt":"2023-09-20T12:37:37","guid":{"rendered":"https:\/\/blog.itmax.cn\/?p=10008297"},"modified":"2023-09-20T20:37:37","modified_gmt":"2023-09-20T12:37:37","slug":"m3e-openaivearch%e5%86%85%e5%ae%b9%e6%9f%a5%e9%87%8d%e5%ae%9e%e8%b7%b5-%e4%ba%ac%e4%b8%9c%e4%ba%91%e6%8a%80%e6%9c%af%e5%9b%a2%e9%98%9f","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10008297","title":{"rendered":"M3E\/OpenAi+vearch\u5185\u5bb9\u67e5\u91cd\u5b9e\u8df5 | \u4eac\u4e1c\u4e91\u6280\u672f\u56e2\u961f"},"content":{"rendered":"

\u4e00\u3001\u5b9e\u8df5\u80cc\u666f\u4ecb\u7ecd<\/h2>\n

1\u3001\u4e1a\u52a1\u80cc\u666f<\/h4>\n

\u4eac\u4e1c\u5065\u5eb7\u5185\u5bb9\u4e2d\u53f0H2\u6709\u4e00\u4e2a\u76ee\u6807\u5c31\u662f\u9700\u8981\u66ff\u6362\u4e24\u5bb6CP\u5185\u5bb9\uff08\u603b\u4f53\u5185\u5bb9\u4f53\u91cf\u767e\u4e07\u7ea7\uff09\uff0c\u6211\u4eec\u73b0\u5728\u7684\u903b\u8f91\u662f\u60f3\u6309\u7167PV\u70ed\u5ea6\u4f18\u5148\u9ad8\u70ed\u53bb\u65b0\u751f\u4ea7\u548c\u66ff\u6362\u3002\u66ff\u6362\u540e\u53ef\u4ee5\u6781\u5927\u7684\u8282\u7701cp\u5185\u5bb9\u5f15\u5165\u7684\u6210\u672c\u3002<\/p>\n

\u7b2c\u4e00\u6b65\uff1a\u8fd9\u4e48\u591a\u5185\u5bb9\uff0c\u6211\u4eec\u7684\u751f\u4ea7\u903b\u8f91\u9700\u8981\u6309\u7167\u5b66\u79d1\u548c\u7d22\u5f15\u5f52\u7c7b\u548c\u5206\u914d\uff0c\u8fdb\u800c\u6279\u91cf\u751f\u4ea7\uff0c\u9760\u4eba\u5de5\u4e00\u7bc7\u7bc7\u8865\u7d22\u5f15\uff0c\u6548\u7387\u4f1a\u5f88\u4f4e\u3002\u5e0c\u671b\u501f\u52a9\u7b97\u6cd5\u7684\u80fd\u529b\uff0c\u5982\u679c\u73b0\u5728\u8fd8\u4e0d\u662f\u975e\u5e38\u51c6\u786e\uff0c\u4e5f\u53ef\u4ee5\u7b97\u6cd5+\u4eba\u5de5\u4fee\u6b63\uff0c<\/p>\n

\u7b2c\u4e8c\u6b65\uff1a\u6309\u7d22\u5f15\u5f52\u7c7b\u597d\u4e4b\u540e\uff0c\u6211\u4eec\u548c\u5e93\u5185\u975eCP\u4f46\u4e3b\u9898\u76f8\u4f3c\u5185\u5bb9\u8fdb\u884c\u6bd4\u5bf9\uff0c\u5df2\u7ecf\u6709\u7684\u5c31\u4e0d\u505a\u91cd\u590d\u751f\u4ea7\u3002\u6700\u540e\u5269\u4e0b\u6765\u7684\u8fdb\u884c\u6279\u91cf\u751f\u4ea7\u548c\u66ff\u6362\u3002<\/p>\n

2\u3001\u6280\u672f\u80cc\u666f<\/h4>\n

M3E\uff08M3E\uff08Multimodal Multitask Meta-Embedding\uff09\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u4e2d\u6587\u5d4c\u5165\u6a21\u578b<\/p>\n

Vearch \u662f\u5bf9\u5927\u89c4\u6a21\u6df1\u5ea6\u5b66\u4e60\u5411\u91cf\u8fdb\u884c\u9ad8\u6027\u80fd\u76f8\u4f3c\u641c\u7d22\u7684\u5f39\u6027\u5206\u5e03\u5f0f\u7cfb\u7edf\u3002\u4e5f\u662f\u4eac\u4e1c\u81ea\u7814\u5f00\u6e90\u7684\u9879\u76ee\uff0c\u5177\u6709\u5f3a\u5927\u7684\u76f8\u4f3c\u641c\u7d22\u7684\u5f39\u6027\u5206\u5e03\u5f0f\u80fd\u529b\u3002<\/p>\n

OpenAI\u7684\u8fc5\u901f\u53d1\u5c55\u5bf9\u7b97\u6cd5\u6210\u672c\u4ea7\u751f\u4e86\u91cd\u5927\u5f71\u54cd\u3002\u968f\u7740\u6280\u672f\u7684\u8fdb\u6b65\u548c\u7814\u7a76\u7684\u4e0d\u65ad\u63a8\u8fdb\uff0cOpenAI\u5df2\u7ecf\u53d6\u5f97\u4e86\u8bb8\u591a\u7a81\u7834\uff0c\u4f7f\u5f97\u7b97\u6cd5\u7684\u5f00\u53d1\u548c\u90e8\u7f72\u6210\u672c\u5927\u5927\u964d\u4f4e\u3002OpenAI\u7684Chat\u6a21\u5f0f\u548cEmbedding\u6a21\u5f0f\u662fOpenAI API\u4e2d\u7684\u4e24\u79cd\u4e0d\u540c\u7684\u4f7f\u7528\u65b9\u5f0f\u3002<\/p>\n

1\u3001Chat\u6a21\u5f0f\uff1a Chat\u6a21\u5f0f\u662fOpenAI API\u7684\u4e00\u79cd\u4f7f\u7528\u65b9\u5f0f\uff0c\u65e8\u5728\u652f\u6301\u5bf9\u8bdd\u5f0f\u7684\u4eba\u673a\u4ea4\u4e92\u3002\u5728Chat\u6a21\u5f0f\u4e0b\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7\u5411API\u53d1\u9001\u4e00\u7cfb\u5217\u7684\u7528\u6237\u6d88\u606f\u6765\u4e0e\u6a21\u578b\u8fdb\u884c\u4ea4\u4e92\uff0c\u6a21\u578b\u5c06\u9010\u6761\u56de\u590d\u6bcf\u4e2a\u6d88\u606f\u3002\u8fd9\u79cd\u4ea4\u4e92\u5f0f\u7684\u65b9\u5f0f\u4f7f\u5f97\u60a8\u53ef\u4ee5\u4e0e\u6a21\u578b\u8fdb\u884c\u5bf9\u8bdd\uff0c\u63d0\u51fa\u95ee\u9898\u3001\u8bf7\u6c42\u89e3\u91ca\u3001\u5bfb\u6c42\u5efa\u8bae\u7b49\u3002<\/p>\n

import openai\n\nresponse = openai.Completion.create(\n  engine="davinci",\n  prompt="What is the capital of France?",\n  max_tokens=100,\n  n=1,\n  stop=None,\n  temperature=0.7\n)\n\nprint(response.choices[0].text.strip())\n\n<\/code><\/pre>\n
2\u3001Embedding\u6a21\u5f0f\uff1a Embedding\u6a21\u5f0f\u662fOpenAI API\u7684\u53e6\u4e00\u79cd\u4f7f\u7528\u65b9\u5f0f\uff0c\u65e8\u5728\u83b7\u53d6\u6587\u672c\u7684\u5d4c\u5165\u8868\u793a\u3002\u5728Embedding\u6a21\u5f0f\u4e0b\uff0c\u60a8\u53ef\u4ee5\u5c06\u4e00\u6bb5\u6587\u672c\u4f20\u9012\u7ed9API\uff0c\u5e76\u83b7\u53d6\u8be5\u6587\u672c\u7684\u9ad8\u7ef4\u5411\u91cf\u8868\u793a\uff0c\u4e5f\u79f0\u4e3a\u5d4c\u5165\u5411\u91cf\u3002\u8fd9\u4e9b\u5d4c\u5165\u5411\u91cf\u53ef\u4ee5\u7528\u4e8e\u8ba1\u7b97\u6587\u672c\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u3001\u805a\u7c7b\u3001\u5206\u7c7b\u7b49\u4efb\u52a1\u3002<\/p>\n
import openai\n\nresponse = openai.Embed.create(\n  model="text-embedding-ada-002",\n  documents=["Once upon a time", "In a land far, far away"],\n)\nembedding1 = response.embeddings[0]\nembedding2 = response.embeddings[1]\n\n# \u8fdb\u884c\u5d4c\u5165\u5411\u91cf\u7684\u76f8\u4f3c\u5ea6\u8ba1\u7b97\u7b49\u5176\u5b83\u64cd\u4f5c\n\n<\/code><\/pre>\n
\u672c\u6b21\u5b9e\u8df5\u4e3b\u8981\u4f7f\u7528\u4e86Embedding\uff0c\u5177\u4f53\u5b9e\u8df5\u5982\u4e0b\u6587\u3002<\/p>\n
\u4e8c\u3001\u5b9e\u8df5\u6d41\u7a0b<\/h2>\n
1\u3001\u603b\u4f53\u6d41\u7a0b<\/h4>\n
(1)\u3001\u603b\u4f53\u6d41\u7a0b\u56fe<\/h5>\n
\"\"<\/p>\n
(2)\u3001OpenAi\/M3E\u5411\u91cf\u751f\u6210\u90e8\u5206\u4ee3\u7801\u5b9e\u8df5<\/h5>\n
async def embed_and_store_with_limit_and_check(\n        self, semaphore, id, vector_store,  text_future_func = None, text: Union[str, list[str]] = "", **additional_properties\n    ):\n        async with semaphore:\n            retry_count = (\n                3  # Task failed with exception Response payload is not completed\n            )\n            retry_count_doubled = False\n            retry = 1\n            last_error = None\n            while retry <= retry_count:  # Retry up to 3 times.\n                try:\n                    try:\n                        data = await vector_store.get(vector_id=id)\n                        id = data.id\n                        embedding = data.result.embedding.feature\n                        return (id, embedding)\n                    except VearchRouterGetNotFoundError:\n                        try:\n                            return await self.embed_and_store(\n                                text=text,\n                                id=id,\n                                vector_store=vector_store,\n                                text_future_func=text_future_func,\n                                **additional_properties,\n                            )\n                        except asyncio.TimeoutError:\n                            logger.error(\n                                f"embed_and_store_with_limit_and_check - id {id} #[{vector_store.space_name} {vector_store.db_name}] - Timeout during embed_and_store()"\n                            )\n                            raise\n                except Exception as error:\n                    error_message = f"{error}" or f"{error.__class__} {error.__doc__}"\n                    logger.error(\n                        f"embed_and_store_with_limit_and_check - id {id} #[{vector_store.space_name} {vector_store.db_name}] - failed with exception {error_message}, retry {retry}"\n                    )\n                    if isinstance(error, VearchRouterStatusError):\n                        if error.reason == "partition_not_leader":\n                          logger.info(\n                              f"embed_and_store_with_limit_and_check - id {id} #[{vector_store.space_name} {vector_store.db_name}] - {error_message}, retry {retry} asyncio.sleep(10) doubled"\n                          )\n                          await asyncio.sleep(10)  # Response payload is not completed\n                          if not retry_count_doubled:\n                              retry_count = retry_count * 2\n                              retry_count_doubled = True\n                    if isinstance(error, aiohttp.client_exceptions.ClientPayloadError):\n                        await asyncio.sleep(5)  # Response payload is not completed\n                        if not retry_count_doubled:\n                            retry_count = retry_count * 2\n                            retry_count_doubled = True\n                    else:\n                        await asyncio.sleep(1)  # Wait for 1 second before retrying\n                    retry = retry + 1\n                    last_error = error\n\n            raise VearchRouterClientRetryError(\n                retry_count,\n                f"embed_and_store_with_limit_and_check - id {id} #[{vector_store.space_name} {vector_store.db_name}] - completely failed with exception {last_error} - retried {retry_count} times",\n                error=last_error,\n            )<\/code><\/pre>\n
(3)\u3001vearch\u5411\u91cf\u5b58\u50a8\u53ca\u76f8\u4f3c\u5ea6\u641c\u7d22\u90e8\u5206\u4ee3\u7801\u5b9e<\/h5>\n
async def score_similarity(\n        self, vector_store, embedding=None, id=None, **search_properties\n    ):\n        """Find the most similar word and the similarity score for a given word in the document"""\n        if not isinstance(embedding, list):\n            try:\n                results_with_scores = await vector_store.search_by_ids(ids=[id])\n                # embedding = response.result.embedding.feature\n                return results_with_scores.results[0].hits.hits\n            except VearchRouterStatusError as error:\n                raise error\n                # if error.found == False:\n                #   query_result = await embeddings.embed_query(word)\n\n        results_with_scores = await vector_store.search(\n            feature=embedding, **search_properties\n        )\n\n        return results_with_scores.hits.hits<\/code><\/pre>\n
2\u3001OpenAi\u5b9e\u73b0\u67e5\u91cd\u7684\u5c40\u9650\u6027<\/h4>\n
(1)\u3001\u6210\u672c<\/h5>\n
\u4ee5\u76ee\u524d100\u4e07\u6570\u636e\u91cf\u4e3a\u4f8b\uff0c\u5982\u679c\u4f7f\u7528\u76ee\u524dOpenAi\u7684\u5f00\u653e\u63a5\u53e3\u5b9e\u73b0\uff0c\u6bcf\u7bc7\u5185\u5bb9\u7531\u4e8etoken\u7b49\u9650\u5236\u8fdb\u51fa\u4e00\u6b21\u9700\u89810.007\u7f8e\u5143\uff0c100\u4e07\u7bc7\u5185\u5bb9\u9700\u89817000\u7f8e\u5143\u624d\u53ef\u4ee5\u5b8c\u6210\u6570\u636e\u7279\u5f81\u63d0\u53d6\u548c\u5411\u91cf\u751f\u6210\uff0c\u4f9d\u7167\u76ee\u524d\u7684\u5185\u5bb9\u4f53\u91cf\u548c\u8fd0\u7528\uff0c\u8fd9\u4e2a\u6210\u672c\u8fd8\u662f\u9ad8\u4e8e\u9884\u671f\uff0c\u5728\u6210\u672c\u65b9\u9762\u6ca1\u6709\u6bd4\u5176\u4ed6\u65b9\u6848\u6709\u4f18\u52bf\u3002<\/p>\n
(2)\u3001\u6548\u7387<\/h5>\n
\u540c\u6837\u4ee5100\u4e07\u6570\u636e\u4e3a\u4f8b\uff0c\u4e00\u7bc7\u5185\u5bb9\u7279\u5f81\u63d0\u53d6\u548c\u5411\u91cf\u751f\u6210\u7684\u65f6\u95f4\u7531\u4e8e\u56fd\u5185\u5404\u79cd\u9650\u5236\uff0c\u65f6\u95f4\u6700\u5feb\u4e5f\u57286-9s\uff0c\u5373\u4fbf\u662f\u5728\u5e76\u53d1\u4ee5\u53ca\u591atoken\u7684\u60c5\u51b5\u4e0b\uff0c\u90a3100\u4e07\u5185\u5bb9\u6267\u884c\u5b8c\u6210\u6700\u5c11\u4e5f\u5927\u4e8e30\u5929\uff0c\u8fd9\u5728\u5b9e\u6548\u6027\u65b9\u9762\u76f8\u6bd4\u4e8e\u5176\u4ed6\u65b9\u6848\u4e5f\u4e0d\u5360\u4f18\u52bf\u3002<\/p>\n
3\u3001M3E\u6a21\u578b\u5f15\u5165<\/h4>\n
(1)\u3001\u6a21\u578b\u8c03\u7814\u4ecb\u7ecd<\/h5>\n
M3E\uff08Moka Massive Mixed Embedding\uff09\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u4e2d\u6587\u5d4c\u5165\u6a21\u578b\uff0c\u5177\u6709\u4ee5\u4e0b\u4f18\u52bf\uff1a<\/p>\n
\u591a\u6a21\u6001\u652f\u6301\uff1aM3E\u6a21\u578b\u80fd\u591f\u540c\u65f6\u5904\u7406\u591a\u79cd\u6a21\u6001\u7684\u6570\u636e\uff0c\u5982\u6587\u672c\u3001\u56fe\u50cf\u3001\u8bed\u97f3\u7b49\u3002\u8fd9\u79cd\u591a\u6a21\u6001\u7684\u652f\u6301\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u66f4\u597d\u5730\u5904\u7406\u590d\u6742\u7684\u73b0\u5b9e\u573a\u666f\uff0c\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u8bed\u4e49\u7406\u89e3\u3002<\/p>\n
\u591a\u4efb\u52a1\u5b66\u4e60\uff1aM3E\u6a21\u578b\u652f\u6301\u540c\u65f6\u5b66\u4e60\u591a\u4e2a\u4efb\u52a1\uff0c\u800c\u4e0d\u9700\u8981\u9488\u5bf9\u6bcf\u4e2a\u4efb\u52a1\u5355\u72ec\u8bad\u7ec3\u4e00\u4e2a\u6a21\u578b\u3002\u901a\u8fc7\u5171\u4eab\u6a21\u578b\u7684\u53c2\u6570\u548c\u7279\u5f81\u8868\u793a\uff0cM3E\u80fd\u591f\u5c06\u4e0d\u540c\u4efb\u52a1\u4e4b\u95f4\u7684\u77e5\u8bc6\u76f8\u4e92\u4f20\u9012\u548c\u5171\u4eab\uff0c\u63d0\u9ad8\u5b66\u4e60\u6548\u7387\u548c\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n
\u5143\u5d4c\u5165\u5b66\u4e60\uff1aM3E\u6a21\u578b\u91c7\u7528\u5143\u5b66\u4e60\u7684\u601d\u60f3\uff0c\u901a\u8fc7\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6a21\u62df\u5feb\u901f\u5b66\u4e60\u65b0\u4efb\u52a1\u7684\u8fc7\u7a0b\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u66f4\u597d\u5730\u9002\u5e94\u65b0\u4efb\u52a1\u3002\u8fd9\u79cd\u5143\u5b66\u4e60\u7684\u80fd\u529b\u4f7f\u5f97M3E\u6a21\u578b\u5728\u9762\u5bf9\u65b0\u4efb\u52a1\u65f6\u80fd\u591f\u4ece\u5c11\u91cf\u6837\u672c\u4e2d\u5feb\u901f\u5b66\u4e60\u5e76\u53d6\u5f97\u826f\u597d\u7684\u6027\u80fd\u3002<\/p>\n
\u4e2d\u6587\u8bed\u4e49\u7406\u89e3\uff1aM3E\u6a21\u578b\u4e13\u6ce8\u4e8e\u4e2d\u6587\u8bed\u4e49\u7406\u89e3\u4efb\u52a1\uff0c\u5177\u6709\u9488\u5bf9\u4e2d\u6587\u8bed\u8a00\u7279\u70b9\u7684\u4f18\u5316\u3002\u8fd9\u4f7f\u5f97M3E\u6a21\u578b\u5728\u5904\u7406\u4e2d\u6587\u6587\u672c\u65f6\u80fd\u591f\u66f4\u597d\u5730\u6355\u6349\u8bed\u4e49\u4fe1\u606f\uff0c\u63d0\u4f9b\u66f4\u51c6\u786e\u7684\u5d4c\u5165\u8868\u793a\u3002<\/p>\n
\u5f00\u6e90\u548c\u53ef\u5b9a\u5236\u6027\uff1aM3E\u6a21\u578b\u662f\u5f00\u6e90\u7684\uff0c\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u8fdb\u884c\u5b9a\u5236\u548c\u6269\u5c55\u3002\u5f00\u653e\u6e90\u4ee3\u7801\u4f7f\u5f97\u7528\u6237\u53ef\u4ee5\u81ea\u7531\u5730\u4fee\u6539\u548c\u4f18\u5316\u6a21\u578b\uff0c\u4ee5\u9002\u5e94\u4e0d\u540c\u7684\u5e94\u7528\u573a\u666f\u3002<\/p>\n
\u6a21\u578b\u5bf9\u6bd4\uff1a<\/p>\n\n\n\n\n\n\n\n\n
<\/th>\n\u53c2\u6570\u6570\u91cf<\/th>\n\u7ef4\u5ea6<\/th>\n\u4e2d\u6587<\/th>\n\u82f1\u6587<\/th>\ns2s<\/th>\ns2p<\/th>\ns2c<\/th>\n\u5f00\u6e90<\/th>\n\u517c\u5bb9\u6027<\/th>\ns2s Acc<\/th>\ns2p ndcg@10<\/a><\/th>\n<\/tr>\n<\/thead>\n
m3e-small<\/td>\n24M<\/td>\n512<\/td>\n\u662f<\/td>\n\u5426<\/td>\n\u662f<\/td>\n\u5426<\/td>\n\u5426<\/td>\n\u662f<\/td>\n\u4f18<\/td>\n0.5834<\/td>\n0.7262<\/td>\n<\/tr>\n
m3e-base<\/td>\n110M<\/td>\n768<\/td>\n\u662f<\/td>\n\u662f<\/td>\n\u662f<\/td>\n\u662f<\/td>\n\u5426<\/td>\n\u662f<\/td>\n\u4f18<\/td>\n0.6157<\/td>\n0.8004<\/td>\n<\/tr>\n
text2vec<\/td>\n110M<\/td>\n768<\/td>\n\u662f<\/td>\n\u5426<\/td>\n\u662f<\/td>\n\u5426<\/td>\n\u5426<\/td>\n\u662f<\/td>\n\u4f18<\/td>\n0.5755<\/td>\n0.6346<\/td>\n<\/tr>\n
openai-ada-002<\/td>\n\u672a\u77e5<\/td>\n1536<\/td>\n\u662f<\/td>\n\u662f<\/td>\n\u662f<\/td>\n\u662f<\/td>\n\u662f<\/td>\n\u5426<\/td>\n\u4f18<\/td>\n0.5956<\/td>\n0.7786<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
(2)\u3001M3E\u9009\u62e9\u7684\u5fc5\u8981<\/h5>\n
a\u3001\u5b9e\u8df5\u8fc7\u7a0b\u4e2d\u5728\u4e0d\u727a\u7272\u51c6\u786e\u5ea6\u7684\u60c5\u51b5\u4e0b\u5411\u91cf\u7ef4\u5ea6\u957f\u5ea6\u77ed\uff0c\u8282\u7701\u5b58\u50a8\u7a7a\u95f4\u548c\u5e26\u5bbd\uff0c\u4e14\u5728\u548cvearch\u5411\u91cf\u5e93\u7ed3\u5408\u4f7f\u7528\u7684\u8fc7\u7a0b\u4e2d\u53d1\u73b0768\u7ef4\u5ea6\u7684\u5411\u91cf\u751f\u5728\u67e5\u8be2\u548c\u5b58\u50a8\u65f6\u8868\u73b0\u7684\u66f4\u4f18\u8d8a\u3002<\/strong><\/p>\n
b\u3001\u6a21\u578b\u975e\u5546\u4e1a\u5f00\u6e90\u5e76\u4e14\u53ef\u4ee5\u672c\u5730\u5fae\u8c03\u6a21\u578b\uff0c\u6709\u6548\u7ed3\u5408\u4e1a\u52a1\u573a\u666f\u8fdb\u884c<\/strong><\/p>\n
c\u3001\u53ef\u4ee5\u6709\u9488\u5bf9\u6027\u7684\u6839\u636e\u6570\u636e\u89c4\u6a21\u548c\u573a\u666f\u4f18\u5316\u548c\u5206\u914d\u8d44\u6e90\uff0c\u5b9a\u65f6\u9ad8\u6548\u7684\u8fbe\u5230\u4e1a\u52a1\u9884\u671f\u6548\u679c\u76ee\u6807\u3002<\/strong><\/p>\n
d\u3001\u517c\u5bb9\u6027\uff0c\u4ee3\u8868\u4e86\u6a21\u578b\u5728\u5f00\u6e90\u793e\u533a\u4e2d\u5404\u79cd\u9879\u76ee\u88ab\u652f\u6301\u7684\u7a0b\u5ea6\uff0c\u7531\u4e8e m3e \u548c text2vec \u90fd\u53ef\u4ee5\u76f4\u63a5\u901a\u8fc7 sentence-transformers \u76f4\u63a5\u4f7f\u7528\uff0c\u6240\u4ee5\u548c openai \u5728\u793e\u533a\u7684\u652f\u6301\u5ea6\u4e0a\u76f8\u5f53<\/strong><\/p>\n
e\u3001\u4f7f\u7528\u573a\u666f\u4e3b\u8981\u662f\u4e2d\u6587\uff0c\u5c11\u91cf\u82f1\u6587\u7684\u60c5\u51b5\uff0c\u5efa\u8bae\u4f7f\u7528 m3e \u7cfb\u5217\u7684\u6a21\u578b\uff0cM3E \u5728\u5927\u89c4\u6a21\u53e5\u5bf9\u6570\u636e\u96c6\u4e0a\u7684\u8bad\u7ec3\uff0c\u5305\u542b\u4e2d\u6587\u767e\u79d1\uff0c\u91d1\u878d\uff0c\u533b\u7597\uff0c\u6cd5\u5f8b\uff0c\u65b0\u95fb\uff0c\u5b66\u672f\u7b49\u591a\u4e2a\u9886\u57df\u5171\u8ba1 2200W \u53e5\u5bf9\u6837\u672c\uff0c\u6570\u636e\u96c6\u8be6\u89c1<\/strong>M3E \u6570\u636e\u96c6<\/strong><\/a><\/p>\n
f\u3001\u6a21\u578b\u6301\u7eed\u4f18\u5316\u4e2d\uff0c\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u53ef\u4ee5\u6301\u7eed\u63d0\u9ad8\u6570\u636e\u8d28\u91cf\uff0c\u540e\u7eed\u53ef\u671f\u5f85\u66f4\u52a0\u4f18\u79c0\u7684\u6a21\u578b\u3002<\/strong><\/p>\n
(3)\u3001\u8fd0\u7528<\/h5>\n
pip3 install -i https:\/\/mirrors.jd.com\/pypi\/simple sentence-transformers==2.2.2\n\n#### Download m3e-base\npython3 -c "from sentence_transformers import SentenceTransformer; model = SentenceTransformer('moka-ai\/m3e-base'); print(model.encode(['Hello World!', '\u4f60\u597d,\u4e16\u754c!']))"\n\n#### Save m3e-base to local path\npython3 -c "from sentence_transformers import SentenceTransformer; model = SentenceTransformer('moka-ai\/m3e-base'); model.save('m3e-base-model\/')"\n\n<\/code><\/pre>\n
\u4ee3\u7801\u793a\u4f8b\uff1a\nasync def embed (self, text_or_documents):\n      if isinstance(text_or_documents, list):\n          documents = text_or_documents\n      else:\n          """Split the text_or_documents, embed the documents and insert the embedding into the online vector storage"""\n          text_splitter = LocalTextSplitter().get_instance() # self._tokenizer = spacy.load(pipeline)\n          documents = text_splitter.split_text(text_or_documents)\n\n      \n      embedding_return = await self._async_***_with_****(documents=documents)\n      if len(embedding_return) > 1:\n          # Compute the mean vector\n           **************\n\n          # Normalizing the mean vector\n           *************\n      \n      return embedding\n\n\u5411\u91cf\u751f\u6210\u793a\u4f8b\uff1a\n{"_index":"content_gpt_db","_type":"content_space_m3e","_id":867602,"found":true,"_source":{"content_type":1,"embedding":{"feature":[0.04050827,0.021327972,-0.0051002502,0.017009735,-0.016672134,-0.01061821,0.026807785,-0.018224716,-0.03107071,-0.0053977966,0.043376923,0.028705597,0.004207611,-0.020687103,-0.0447731,-0.009578705,0.05571747,0.06632233,-0.051948547,-0.013450623,-0.032985687,-0.008350372,-0.043361664,-0.02400589,-0.019294739,-0.023269653,0.005455017,0.0059661865,0.008682251,-0.023887634,0.046310425,-0.036338806,-0.0020313263,0.0062503815,0.05295372,0.026079178,0.011068344,-0.028791428,0.029096603,0.030740738,0.026367188,0.052009583,-0.009216309,-0.004173279,0.0009822845,0.018190384,0.033262253,0.05126381,0.012481689,0.005584717,-0.011810303,0.35385132,-0.043067932,0.0099105835,-0.014457703,0.038978577,0.022174835,-0.039844513,-0.012966156,-0.011081696,0.009370804,-0.024477005,-0.01061058,0.0028133392,-0.009471893,-0.027820587,-0.041484833,0.011547089,0.009700775,-0.05132675,0.06669235,-0.06849289,-0.0129470825,0.004447937,0.074913025,0.008506775,-0.033031464,0.017101288,0.045627594,-0.009830475,0.02917099,0.030750275,-0.017490387,-0.016429901,-0.042669296,-0.014154434,0.0004749298,0.049741745,0.07151413,-0.012218475,-0.013538361,-0.016918182,0.016963959,-0.015842438,-0.03572464,-0.034015656,0.046806335,-0.001625061,-0.006690979,0.040275574,-0.035312653,0.008182526,-0.024295807,-0.047908783,0.023643494,0.054634094,-0.07056427,0.04160309,-0.014863968,0.00399971,0.025701523,-0.0082912445,-0.022632599,0.0016212463,-0.059513092,-0.022808075,-0.008533478,-0.052440643,0.037700653,-0.045360565,0.0012359619,0.06803894,-0.04005432,-0.02885437,-0.032421112,0.010250092,-0.0092430115,0.055828094,-0.05140686,-0.0019073486,0.012435913,-0.04206848,-0.08063507,-0.016105652,-0.00031280518,-0.005180359,0.002243042,-0.009155273,-0.044174194,-0.007598877,0.015665054,0.015577316,0.006883621,-0.031778336,-0.017795563,0.016918182,0.019405365,0.0077323914,-0.012916565,-0.007698059,0.031211853,-0.048286438,0.017166138,0.0033416748,-0.02381897,0.03614807,-0.014591217,0.06523514,-0.04491043,-0.05462265,0.029396057,0.03844452,0.011238098,-0.051124573,-0.024749756,0.0068511963,0.0137786865,-0.033081055,-0.0028033257,0.0011496544,-0.012090206,-0.013271809,-0.018554688,-0.019104004,-0.004699707,-0.11206055,0.007501602,0.0144023895,-0.019788742,0.028829575,-0.03552246,0.028182983,-0.027923584,0.014785767,-0.032590866,-0.0011997223,0.003458023,0.036985397,-0.012435913,-0.040542603,-0.034469604,-0.0028839111,-0.014625549,0.014442444,0.06880951,0.01688385,-0.044792175,-0.014442444,-0.01712799,0.024909973,0.036842346,-0.015365601,0.032600403,-0.023117065,-0.017802238,-0.011162758,0.021027565,-0.0071382523,0.0023880005,0.016410828,-0.07878876,-0.033210754,0.029317856,0.037729263,-0.013490677,0.01420784,-0.076553345,0.03074646,0.020904541,-0.016113281,-0.008716583,-0.058559418,-0.03612137,-0.029781342,-0.03557396,-0.026613235,-0.0034923553,0.033971786,0.01530838,0.019039154,0.05249405,-0.06877518,-0.05325699,-0.054332733,0.022380829,0.0017127991,-0.00060653687,0.003200531,-0.05033493,0.031169891,-0.027420044,0.07209778,0.03919983,0.023788452,-0.03340912,0.038368225,-0.011619568,-0.049583435,0.023187637,-0.031404495,0.001543045,0.011007309,0.03263092,0.0027999878,-0.029151917,-0.03868866,-0.01224041,-0.006829262,-0.014925957,-0.008881569,-0.0025873184,0.012497902,0.018328667,0.0066041946,-0.03035736,-0.0110321045,-0.03830719,-0.026245117,-0.03142929,-0.007991791,0.019321442,-0.021755219,-0.008829117,-0.050519943,0.010892868,-0.015569687,0.0134391785,0.02917862,0.00075912476,-0.09794235,0.011421204,0.04624176,0.066841125,-0.0044174194,-0.019325256,-0.0010528564,-0.03643036,-0.025726318,-0.014377594,-0.024211884,-0.03343582,0.020572662,0.027690887,0.0475502,0.03835678,-0.043956757,-0.00034713745,0.048107147,0.025608063,-0.014255524,0.028633118,-0.07511139,-0.048667908,0.0210495,0.06496048,0.013729095,-0.0051841736,0.016643524,-0.022533417,0.0012626648,0.034671783,-0.029605865,-0.011131287,0.0044937134,-0.065330505,0.019874573,-0.05259323,0.00045394897,-0.008098602,0.01354599,0.05250168,0.07034683,-0.0058631897,0.07423782,0.011419296,-0.037618637,0.01867485,0.000062942505,0.004085541,0.038211823,0.019878387,-0.0754509,0.0065402985,0.0045223236,0.030115128,0.0017757416,-0.014886856,-0.011007309,0.026533127,0.033769608,-0.051013947,0.035007477,0.05788803,-0.049877167,-0.037107468,0.0016613007,0.015481949,-0.02353859,-0.039718628,-0.04598999,-0.044052124,0.010528564,-0.028961182,-0.016166687,0.0015945435,-0.013336182,0.032533646,0.018568039,0.03763771,0.025045395,-0.052635193,-0.051948547,-0.062217712,0.08403778,0.0012397766,-0.0012321472,0.056552887,-0.027065277,0.04188156,-0.03208542,0.06875229,0.0647316,-0.013954163,-0.022972107,0.11660004,0.032203674,-0.031936646,0.0020599365,-0.020370483,-0.06651306,0.0062942505,-0.049430847,0.04660797,0.020118713,-0.031578064,-0.005180359,-0.0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4\u3001vearch\u6570\u636e\u5e93\u5411\u91cf\u5b58\u50a8<\/h4>\n
(1)\u3001vearch\u8be6\u7ec6\u4ecb\u7ecd<\/h5>\n
Vearch \u662f\u5bf9\u5927\u89c4\u6a21\u6df1\u5ea6\u5b66\u4e60\u5411\u91cf\u8fdb\u884c\u9ad8\u6027\u80fd\u76f8\u4f3c\u641c\u7d22\u7684\u5f39\u6027\u5206\u5e03\u5f0f\u7cfb\u7edf\u3002\u5177\u6709\u4ee5\u4e0b\u529f\u80fd\uff1a<\/p>\n
1\u3001\u652f\u6301CPU\u4e0eGPU\u4e24\u79cd\u7248\u672c\u3002<\/p>\n
2\u3001\u652f\u6301\u5b9e\u65f6\u6dfb\u52a0\u6570\u636e\u5230\u7d22\u5f15\u3002<\/p>\n
3\u3001\u652f\u6301\u5355\u4e2a\u6587\u6863\u5b9a\u4e49\u591a\u4e2a\u5411\u91cf\u5b57\u6bb5, \u6dfb\u52a0\u3001\u641c\u7d22\u6279\u91cf\u64cd\u4f5c\u3002<\/p>\n
4\u3001\u652f\u6301\u6570\u503c\u5b57\u6bb5\u8303\u56f4\u8fc7\u6ee4\u4e0estring\u5b57\u6bb5\u6807\u7b7e\u8fc7\u6ee4\u3002<\/p>\n
5\u3001\u652f\u6301IVFPQ\u3001HNSW\u3001\u4e8c\u8fdb\u5236\u7b49\u7d22\u5f15\u65b9\u5f0f(HNSW\u3001\u4e8c\u8fdb\u5236\u65b9\u5f0f4\u6708\u4e0b\u65ec\u53d1\u5e03)\u3002<\/p>\n
6\u3001\u652f\u6301Python SDK\u672c\u5730\u5feb\u901f\u5f00\u53d1\u9a8c\u8bc1\u3002<\/p>\n
7\u3001\u652f\u6301\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u63d2\u4ef6\u65b9\u4fbf\u7cfb\u7edf\u90e8\u7f72\u4f7f\u7528\u3002<\/p>\n
Vearch\u4eac\u4e1c\u81ea\u7814\u5f00\u6e90\u7684\u9879\u76ee\uff0c\u5177\u6709\u5f3a\u5927\u7684\u76f8\u4f3c\u641c\u7d22\u7684\u5f39\u6027\u5206\u5e03\u5f0f\u80fd\u529b\u3002\u53ef\u5728\u6cf0\u5c71\u7533\u8bf7\u4f7f\u7528\uff0c\u5177\u4f53\u6587\u6863\u53c2\u8003\uff1ahttps:\/\/vearch.readthedocs.io\/zh_CN\/latest\/overview.html#<\/a><\/p>\n
(2)\u3001\u5411\u91cf\u5b58\u50a8<\/h5>\n
vearch_instance = VearchInstance(vearch_llm_instance=vearch_llm_instance)\n\nimport random\nasync def embed_content (      \n      content_generator,\n      concurrent_task_limit,\n      vearch_instance,\n      pbar\n      ):\n    semaphore = asyncio.Semaphore(concurrent_task_limit)\n\n@handle_error_and_log\n    @handle_client_response_type_check\n    async def insert(\n        self, db_name, space_name, vector_id, **vector_properties\n    ) -> VearchRouterOperationResponse:\n        if "feature" in vector_properties:\n            properties = {**vector_properties}\n            del properties["feature"]\n            return await self.router.insert(\n                db_name,\n                space_name,\n                vector_id,\n                embedding={  # NOTE\/FUTURE hard coded\n                    "feature": vector_properties["feature"]\n                },\n                **properties,\n            )\n        return await self.router.insert(\n            db_name, space_name, vector_id, **vector_properties\n        )\n\n<\/code><\/pre>\n
(3)\u3001\u76f8\u4f3c\u5ea6\u67e5\u8be2<\/h5>\n
\u67e5\u8be2\u8bed\u53e5\uff1a\nhttp:\/\/jdh-content-gpt-vector-router.vectorbase.svc.ht09.n.jd.local\/content_gpt_db\/content_space_m3e\/_search\n{\n    "query":{\n        "ids":[\n            580670\n        ],\n        "sum":[\n            {\n                "field":"embedding",\n                "feature":[\n\n                ]\n            }\n        ]\n    },\n    "retrieval_param":{\n        "parallel_on_queries":1,\n        "recall_num":100,\n        "nprobe":80,\n        "metric_type":"InnerProduct"\n    },\n    "is_brute_search":0,\n    "online_log_level":"debug",\n    "quick":false,\n    "vector_value":false,\n    "client_type":"leader",\n    "l2_sqrt":true,\n    "size":10\n}<\/code><\/pre>\n
\u4e09\u3001\u67e5\u91cd\u7ed3\u679c\u53caM3E\u3001OpenAi\u67e5\u91cd\u76f8\u4f3c\u5ea6\u6548\u679c\u6bd4\u8f83<\/h2>\n
1\u3001\u67e5\u91cd\u76f8\u4f3c\u5ea6\u9a8c\u8bc1\u7ed3\u679c\u5c55\u793a<\/h4>\n
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Zhao\uff0cAlan Blayney.et al.EGCG binds intrinsically disordered N-terminal domain of p53 and disrupts p53-MDM2 interaction.Nature Communications(2021).DOI\uff1a 10.1038\/s41467-021-21258-5\n\u6807\u9898\uff1a\u56f4\u7edd\u7ecf\u671f\u7efc\u5408\u5f81\u53ef\u4ee5\u4e0d\u7ba1\u5417 \u4e0d\u6cbb\u56f4\u7edd\u7ecf\u671f\u7efc\u5408\u5f81\u7684\u5371\u5bb3\u9700\u6e05\u695a 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asyncio\nimport aiofiles\nimport os\nimport openpyxl\nimport json\nimport sys\nimport re\n\n# from langchain.document_loaders import TextLoader\n# from langchain.schema import Document\nimport numpy as np\nimport aiohttp\nimport logging\nimport asyncio\n\n# Get the directory containing the current file\ncurrent_dir = os.path.dirname(os.path.abspath(__file__))\n\n# Get the parent directory (project root directory)\nproject_root_dir = os.path.dirname(current_dir)\n\n# Add it to sys.path\nsys.path.append(project_root_dir)\n\nfrom shared.VearchInstance import VearchInstance\n\nlogger = logging.getLogger(__name__)\n\nasync def async_os_walk(root_dir):\n    """A simple, async version of os.walk."""\n    for root, dirs, files in os.walk(root_dir):\n        for filename in files:\n            yield root, filename\n\n\n"""Main execution function"""\nfrom shared.TerminalColor import bcolors\n\nasync def main():\n    # from shared.VearchOpenAI import VearchOpenAI\n    from shared.VearchM3e import VearchM3e\n    vearch_instance = VearchInstance(VearchM3e)\n    content_vector_store = vearch_instance.content_vector_store\n\n    root_logger = logging.getLogger("")\n    logging.basicConfig(\n        level=logging.INFO,\n        format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",\n    )\n\n    force_recreate_spaces = True\n    await vearch_instance.client.prewarm()\n    if force_recreate_spaces:\n      await vearch_instance.ensure_empty()\n    else:\n      await vearch_instance.ensure()\n\n    # Limit to 10 concurrent tasks.\n    concurrent_task_limit = 16\n    semaphore = asyncio.Semaphore(concurrent_task_limit)\n\n    vearch_instance.log_configurations(\n        "===Concurrency===",\n        f"max concurrent requests: {concurrent_task_limit}",\n        f"semaphore: {semaphore}",\n        root_logger=root_logger,\n    )\n\n    # Define paths to the index and content data, and the label file\n    new_content_to_analyze_dir = os.path.join(current_dir, ".\/data\/content\/")\n\n    # Load the label data from the Excel file\n    wb = openpyxl.load_workbook(os.path.join(current_dir, ".\/data\/content.xlsx"))\n    sheet = wb.active\n\n    content_id_dict = {}\n\n    async def process_row(row):\n        preowned_article_body = row[0].value\n        preowned_article_id = vearch_instance.generate_id(preowned_article_body)\n\n        root_logger.info(\n            "preowned_article_body: {}, preowned_article_id: {}".format(\n                preowned_article_body[:20], preowned_article_id\n            )\n        )\n\n        content_id_dict[preowned_article_id] = preowned_article_body[:50]\n\n        return await vearch_instance.llm.embed_and_store_with_limit_and_check(\n            semaphore=semaphore,\n            text=preowned_article_body,\n            id=preowned_article_id,\n            vector_store=content_vector_store,\n            content_type=vearch_instance.content_type_look_up("preowned_article"),\n        )\n\n    await asyncio.gather(*[process_row(row) for row in sheet.iter_rows()])\n\n    # Asynchronously walk through every file in the root directory\n    async for dirpath, filename in async_os_walk(new_content_to_analyze_dir):\n        # Asynchronously build the search index for the document with filename in the dirpath\n        content_file_path = os.path.join(dirpath, filename)\n        match = re.search(r"(\/d+)", filename)\n        if match:\n            content_id = int(match.group(1))\n        else:\n            content_id = vearch_instance.generate_id(content_file_path)\n\n        root_logger.info("filename: {}, content_id: {}".format(filename, content_id))\n        \n        text = await vearch_instance.llm.load_file(file_path=content_file_path)\n        embedding = await vearch_instance.llm.embed(text)\n\n        # Asynchronously get the most similar texts and their similarity score for the label\n        search_result = await vearch_instance.llm.score_similarity(\n            embedding=embedding, vector_store=content_vector_store, min_score=-0.1\n        )\n\n        sorted_search_result = sorted(\n            search_result, key=lambda hit: hit.score, reverse=True\n        )\n\n        for preowned_article in sorted_search_result:\n            if preowned_article.id in content_id_dict:\n              text = content_id_dict[preowned_article.id]\n              root_logger.info(\n                  f"{filename}: {bcolors.OKBLUE} score {preowned_article.score}{bcolors.ENDC}: ({bcolors.UNDERLINE}{text[0:100]}{bcolors.ENDC})"\n              )\n\nfrom shared.AsyncThread import start_asyncio_in_new_thread\n\n# Running the main function using asyncio\nif __name__ == "__main__":\n    async_thread = start_asyncio_in_new_thread()\n    async_thread.run(main())\n\n\n<\/code><\/pre>\n
2\u3001M3E\u3001OpenAi\u67e5\u91cd\u76f8\u4f3c\u5ea6\u6548\u679c\u6bd4\u8f83<\/h4>\n
\u5229\u7528M3E\u548cOpenAi\u4e0d\u540c\u6a21\u578b\u63d0\u53d6\u7684\u7279\u5f81\u751f\u6210\u5411\u91cf\u540e\u8ba1\u7b97\u7684\u76f8\u4f3c\u5ea6\u57fa\u672c\u4e0a\u4e00\u81f4\uff0c\u4e14M3E\u63d0\u53d6\u7684\u7279\u5f81\u5bf9\u4e2d\u6587\u7684\u652f\u6301\u66f4\u597d\uff0c\u66f4\u7ec6\u5316\uff0c\u5bfc\u81f4\u6700\u7ec8\u8ba1\u7b97\u5206\u503c\u4ee5\u540e\u4e5f\u66f4\u52a0\u76f4\u89c2\uff0c\u80fd\u591f\u5feb\u901f\u7684\u9a8c\u8bc1\u5b9a\u4f4d\u51fa\u76f8\u4f3c\u5ea6\u754c\u9650\uff0c\u5bf9\u4e8e\u5185\u5bb9\u67e5\u91cd\u4e1a\u52a1\u66f4\u52a0\u53cb\u597d\uff0c\u4e14\u5728\u6210\u672c\u548c\u6548\u7387\u4e0a\u66f4\u5177\u6709\u4f18\u52bf\u3002<\/p>\n
local-openAI-faiss\n score 0.8051140308380127: (\u6587\u7ae0\u6807\u9898\uff1a\u777e\u4e38\u708e\u5982\u4f55\u6cbb\u597d \u8fd9\u4e09\u79cd\u65b9\u6cd5\u4e0d\u53ef\u5ffd\u89c6 \u6587\u7ae0\u5185\u5bb9\uff1a\u4f5c\u8005\uff1a\u67f3\u745e\u777e\u4e38\u708e\u53ef\u4ee5\u7b80\u5355\u7684\u5206\u4e3a)\n score 0.7848645448684692: (\u6587\u7ae0\u6807\u9898\uff1a\u8865\u80be\u671f\u95f4\u80fd\u4e0d\u80fd\u540c\u623f\uff1f \u6587\u7ae0\u5185\u5bb9\uff1a\u73b0\u5b9e\u751f\u6d3b\u4e2d\u7684\u538b\u529b\u5927\uff0c\u4ee5\u53ca\u8282\u594f\u5feb\uff0c\u5f88\u591a\u7537\u6027\u5f80\u5f80)\n score 0.7846496105194092: (\u6587\u7ae0\u6807\u9898\uff1a\u56f4\u7edd\u7ecf\u671f\u7efc\u5408\u5f81\u53ef\u4ee5\u4e0d\u7ba1\u5417 \u4e0d\u6cbb\u56f4\u7edd\u7ecf\u671f\u7efc\u5408\u5f81\u7684\u5371\u5bb3\u9700\u6e05\u695a \u6587\u7ae0\u5185\u5bb9\uff1a\u4f5c\u8005\uff1a\u5218)\n score 0.782593309879303: (\u6587\u7ae0\u6807\u9898\uff1a\u65b0\u751f\u513f\u5438\u5165\u6027\u80ba\u708e\u4ea7\u751f\u7684\u539f\u56e0\u6709\u54ea\u4e9b \u6587\u7ae0\u5185\u5bb9\uff1a\u4f5c\u8005\uff1a\u8bb8\u91d1\u4e91\u5bf9\u65b0\u751f\u513f\u5438\u5165\u6027\u80ba\u708e\u8fd9)\n score 0.781638503074646: (\u6587\u7ae0\u6807\u9898\uff1a\u808b\u9aa8\u9aa8\u6298\u7684\u6cbb\u7597 \u6587\u7ae0\u5185\u5bb9\uff1a1.\u95ed\u5408\u6027\u5355\u5904\u808b\u9aa8 \u9aa8\u6298 \u6cbb\u7597\u7684\u91cd\u70b9\u662f\u6b62\u75db\u3001\u56fa\u5b9a\u80f8\u5ed3\u548c)\n score 0.7784459590911865: (\u6587\u7ae0\u6807\u9898\uff1a\u7ecf\u5e38\u5934\u75db\u662f\u600e\u4e48\u56de\u4e8b \u76d8\u70b9\u5f15\u8d77\u5934\u75db\u76844\u5927\u539f\u56e0 \u6587\u7ae0\u5185\u5bb9\uff1a\u4f5c\u8005\uff1a\u8bb8\u91d1\u4e91\u5934\u75db\u662f\u4e00\u79cd\u5f88)\n score 0.7778044939041138: (\u6587\u7ae0\u6807\u9898\uff1a\u9f3b\u75d2\u600e\u4e48\u56de\u4e8b 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(\u6807\u9898:\u4ec0\u4e48\u60c5\u51b5\u5f71\u54cd\u7537\u4eba\u7684\u6027\u798f\uff1f \u6587\u7ae0\u5185\u5bb9\uff1a\u5404\u79cd\u6c61\u67d3\u5bfc\u81f4\u7537\u6027\u4e0d\u80b2\u5728\u6211\u56fd\uff0c\u4e0d\u80b2\u5bb6\u5ead\u5360\u5df2\u5a5a\u5bb6)\nscore 0.22340437769889832: (\u6807\u9898\uff1a\u8b66\u60d5\u8001\u5e74\u75f4\u5446\u75c7\uff01\u65e9\u671f\u8ff9\u8c61\u4f60\u8981\u77e5\u9053 \u6587\u7ae0\u5185\u5bb9\uff1a\u8001\u5e74\u6027\u75f4\u5446\uff08\u963f\u5c14\u8328\u6d77\u9ed8\u75c5\uff09\u5206\u4e3a\u65e9\u671f)\n\nvearch-M3e-InnerProduct\nscore 0.8227248787879944: (\u6807\u9898\uff1a\u4e03\u4e2a\u6708\u5927\u7684\u5b9d\u5b9d\u6e7f\u75b9\u5e94\u5bf9\u63aa\u65bd \u6587\u7ae0\u5185\u5bb9\uff1a\u521d\u4e3a\u5bb6\u957f\u65f6\uff0c\u5b69\u5b50\u751f\u75c5\u5e38\u8ba9\u4eba\u624b\u8db3\u65e0\u63aa\uff0c\u5c24\u5176\u662f)\nscore 0.8545650839805603: (\u6807\u9898\uff1a\u98ce\u6e7f\u75c5\u7684\u539f\u56e0\u53ca\u65e9\u671f\u75c7\u72b6 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\u56db\u3001\u603b\u7ed3<\/h2>\n
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Vearch\u76ee\u524d\u5728\u4eac\u4e1c\u6cf0\u5c71\u5e73\u53f0\u76f4\u63a5\u80fd\u591f\u7533\u8bf7\u5f00\u653e\u4f7f\u7528\uff0c\u4e14\u6709\u6280\u672f\u4eba\u5458\u4e13\u95e8\u7ef4\u62a4\u548c\u63d0\u4f9b\u6280\u672f\u652f\u6301\uff0c\u6709\u5f88\u53ef\u9760\u7684\u4fdd\u969c\u3002<\/strong><\/p>\n
\n
\u4f5c\u8005\uff1a\u4eac\u4e1c\u5065\u5eb7 \u5218\u7ee7\u5e05<\/p>\n
\u6765\u6e90\uff1a\u4eac\u4e1c\u4e91\u5f00\u53d1\u8005\u793e\u533a \u8f6c\u8f7d\u8bf7\u6ce8\u660e\u6765\u6e90<\/p>\n<\/blockquote>\n
https:\/\/segmentfault.com\/a\/1190000044235620<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"
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