semantic search

requirements_semantic_search.txt

@@ -0,0 +1,6 @@
+python-dotenv
+openai
+langchain-openai
+langchain-community
+langchain-chroma
+chromadb

semantic_cache.ipynb

@@ -0,0 +1,1339 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "### Python = 3.9\n",
+    "import os\n",
+    "from dotenv import load_dotenv\n",
+    "load_dotenv('environment.env')\n",
+    "\n",
+    "import openai \n",
+    "openai_api_key = os.getenv(\"OPENAI_API_KEY\")\n",
+    "openai.api_key = openai_api_key\n",
+    "\n",
+    "from langchain_openai import OpenAIEmbeddings\n",
+    "embeddings_model = OpenAIEmbeddings()\n",
+    "\n",
+    "from langchain_community.document_loaders.csv_loader import CSVLoader\n",
+    "from langchain_chroma import Chroma\n",
+    "\n",
+    "import pandas as pd\n",
+    "import re\n",
+    "# from supabase import create_client, Client \n",
+    "# supabase_url = os.getenv(\"SUPABASE_URL\")\n",
+    "# supabase_key = os.getenv(\"SUPABASE_KEY\")\n",
+    "# supabase: Client = create_client(supabase_url, supabase_key)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "############## Load data from csv ###############\n",
+    "def extract_question(text):\n",
+    "    match = re.search(r'Question: (.+?)(?:\\n|$)', text)\n",
+    "    if match:\n",
+    "        return match.group(1)\n",
+    "    return None\n",
+    "\n",
+    "\n",
+    "loader = CSVLoader(file_path=\"/QA_database.csv\")\n",
+    "data = loader.load()\n",
+    "\n",
+    "questions = [extract_question(doc.page_content) for doc in data]\n",
+    "\n",
+    "# ########### load data from supabase ##########\n",
+    "# embeddings_model = OpenAIEmbeddings()\n",
+    "# response = supabase.table(\"video_cache_rows\").select(\"question\").execute()\n",
+    "# data = response.data \n",
+    "# created_at = []\n",
+    "# question = []\n",
+    "# ids = []\n",
+    "# answer = []\n",
+    "# video_url = []\n",
+    "\n",
+    "# for item in data:\n",
+    "#     ids.append(item['id'])\n",
+    "#     created_at.append(item['created_at'])\n",
+    "#     question.append(item['question'])\n",
+    "#     answer.append(item['answer'])\n",
+    "#     video_url.append(item['video_url'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "######### generate embedding ###########\n",
+    "embedding = embeddings_model.embed_documents(questions)\n",
+    "\n",
+    "########## Write embedding to the supabase table  #######\n",
+    "# for id, new_embedding in zip(ids, embedding):\n",
+    "#     supabase.table(\"video_cache_rows_duplicate\").insert({\"embedding\": embedding.tolist()}).eq(\"id\", id).execute()\n",
+    "\n",
+    "########### Vector Store #############\n",
+    "# Put pre-compute embeddings to vector store. ## save to disk\n",
+    "vectorstore = Chroma.from_texts(\n",
+    "    texts=questions,\n",
+    "    embedding=embeddings_model,\n",
+    "    persist_directory=\"./chroma_db_carbon_questions\"\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "###### load from disk  #######\n",
+    "vectorstore = Chroma(persist_directory=\"./chroma_db_carbon_questions\", embedding_function=embeddings_model)\n",
+    "\n",
+    "####### Query it #########\n",
+    "def evaluation(target, query, SIMILARITY_THRESHOLD=0.83):\n",
+    "    #### 參考QA_database的標準問題，給予幾個換句話說問題，目標是讓兩者能夠被exact match。\n",
+    "    #### 若無法被exact match，則檢查兩者的similarity score是否在指定的標準以上。\n",
+    "    correct = 0\n",
+    "    count = 0   \n",
+    "    print(f\"問題：{target[0]}\")\n",
+    "    for q in query:\n",
+    "        docs_and_scores = vectorstore.similarity_search_with_relevance_scores(q, k=1)\n",
+    "        doc, score = docs_and_scores[0]\n",
+    "        print(f\"Variation{count+1}:{q}\")\n",
+    "        if doc.page_content in target: \n",
+    "            print(f\"找到Target：{doc.page_content} | score:{round(score, 2)}\")\n",
+    "            correct += 1 \n",
+    "        elif score >= SIMILARITY_THRESHOLD: \n",
+    "            print(f\"找到近似問題：{doc.page_content} | score:{round(score, 2)}\")\n",
+    "        else:\n",
+    "            print(f\"沒有找到 ｜ score:{round(score, 2)}\")\n",
+    "        count += 1\n",
+    "    print(f\"Accuracy rate {correct} / {count}\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：台灣為什麼要制定氣候變遷因應法？\n",
+      "Variation1:氣候變遷因應法是什麼時候制定的\n",
+      "找到Target：台灣為什麼要制定氣候變遷因應法？ | score:0.91\n",
+      "Variation2:氣候變遷因應法有什麼內容\n",
+      "找到Target：台灣為什麼要制定氣候變遷因應法？ | score:0.87\n",
+      "Variation3:氣候變遷有哪些法律\n",
+      "找到Target：台灣為什麼要制定氣候變遷因應法？ | score:0.85\n",
+      "Variation4:台灣有哪些氣候法規\n",
+      "找到近似問題：台灣氣候變遷法是否已設立各階段管制目標? | score:0.87\n",
+      "Variation5:氣候變遷的影響\n",
+      "沒有找到 ｜ score:0.83\n",
+      "Accuracy rate 3 / 5\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"台灣為什麼要制定氣候變遷因應法？\"]\n",
+    "query = [\"氣候變遷因應法是什麼時候制定的\", \"氣候變遷因應法有什麼內容\", \"氣候變遷有哪些法律\", \"台灣有哪些氣候法規\", \"氣候變遷的影響\"]\n",
+    "evaluation(target, query)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 125,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：台灣為什麼要制定氣候變遷因應法？\n",
+      "Variation1:氣候變遷因應法是什麼時候制定的\n",
+      "找到Target：台灣為什麼要制定氣候變遷因應法？ | score:0.91\n",
+      "Variation2:氣候變遷因應法有什麼內容\n",
+      "找到Target：台灣為什麼要制定氣候變遷因應法？ | score:0.87\n",
+      "Variation3:氣候變遷有哪些法律\n",
+      "找到Target：台灣為什麼要制定氣候變遷因應法？ | score:0.85\n",
+      "Variation4:台灣有哪些氣候法規\n",
+      "沒找到Target, 最近似問題：台灣氣候變遷法是否已設立各階段管制目標? | score:0.87\n",
+      "Variation5:氣候變遷的影響\n",
+      "沒有找到 ｜ score:0.83\n",
+      "Accuracy rate 3 / 5\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"台灣為什麼要制定氣候變遷因應法？\"]\n",
+    "query = [\"氣候變遷因應法是什麼時候制定的\", \"氣候變遷因應法有什麼內容\", \"氣候變遷有哪些法律\", \"台灣有哪些氣候法規\", \"氣候變遷的影響\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 126,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：國家溫室氣體長期減量目標\n",
+      "Variation1:溫室氣體減量\n",
+      "沒找到Target, 最近似問題：溫室氣體 | score:0.92\n",
+      "Variation2:台灣溫室氣體減量目標\n",
+      "找到Target：國家溫室氣體長期減量目標 | score:0.94\n",
+      "Variation3:台灣有溫室氣體減量目標嗎\n",
+      "找到Target：國家溫室氣體長期減量目標 | score:0.91\n",
+      "Variation4:我們有溫室氣體減量目標嗎\n",
+      "找到Target：國家溫室氣體長期減量目標 | score:0.88\n",
+      "Variation5:溫室氣體要怎麼減量\n",
+      "沒找到Target, 最近似問題：溫室氣體 | score:0.88\n",
+      "Accuracy rate 3 / 5\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"國家溫室氣體長期減量目標\"]\n",
+    "query = [\"溫室氣體減量\", \"台灣溫室氣體減量目標\", \"台灣有溫室氣體減量目標嗎\", \"我們有溫室氣體減量目標嗎\", \"溫室氣體要怎麼減量\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 127,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：淨零排放意涵為何\n",
+      "Variation1:零排放是什麼\n",
+      "找到Target：淨零排放意涵為何 | score:0.87\n",
+      "Variation2:解釋淨零\n",
+      "找到Target：淨零排放意涵為何 | score:0.82\n",
+      "Variation3:為什麼要淨零\n",
+      "找到Target：淨零排放意涵為何 | score:0.85\n",
+      "Variation4:台灣要把溫室氣體排放歸零嗎\n",
+      "沒找到Target, 最近似問題：組織溫室氣體排放量可以用碳權抵減嗎？ | score:0.85\n",
+      "Variation5:零排放\n",
+      "找到Target：淨零排放意涵為何 | score:0.82\n",
+      "Accuracy rate 4 / 5\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"淨零排放意涵為何\"]\n",
+    "query = [\"零排放是什麼\", \"解釋淨零\", \"為什麼要淨零\", \"台灣要把溫室氣體排放歸零嗎\", \"零排放\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 128,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：是否已設立各階段管制目標\n",
+      "Variation1:碳排放的管制目標有什麼\n",
+      "沒有找到 ｜ score:0.81\n",
+      "Variation2:管制碳排放的階段目標\n",
+      "沒找到Target, 最近似問題：國家溫室氣體長期減量目標 | score:0.86\n",
+      "Variation3:簡短介紹階段性管制目標\n",
+      "找到Target：是否已設立各階段管制目標 | score:0.88\n",
+      "Variation4:設立管制目標\n",
+      "找到Target：是否已設立各階段管制目標 | score:0.9\n",
+      "Variation5:溫室氣體排放的管制\n",
+      "沒找到Target, 最近似問題：溫室氣體 | score:0.9\n",
+      "Accuracy rate 2 / 5\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"是否已設立各階段管制目標\"]\n",
+    "query = [\"碳排放的管制目標有什麼\", \"管制碳排放的階段目標\", \"簡短介紹階段性管制目標\", \"設立管制目標\", \"溫室氣體排放的管制\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 130,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：何類對象需執行溫室氣體盤查\n",
+      "Variation1:誰會被溫室提起盤查\n",
+      "找到Target：何類對象需執行溫室氣體盤查 | score:0.84\n",
+      "Variation2:碳盤查查誰\n",
+      "沒找到Target, 最近似問題：什麼是碳盤查？ | score:0.88\n",
+      "Variation3:誰會被強制碳盤查\n",
+      "沒有找到 ｜ score:0.83\n",
+      "Variation4:溫室氣體排放盤查對象\n",
+      "找到Target：何類對象需執行溫室氣體盤查 | score:0.89\n",
+      "Variation5:哪些公司會被盤查溫室氣體\n",
+      "找到Target：何類對象需執行溫室氣體盤查 | score:0.83\n",
+      "Accuracy rate 3 / 5\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"何類對象需執行溫室氣體盤查\"]\n",
+    "query = [\"誰會被溫室提起盤查\", \"碳盤查查誰\", \"誰會被強制碳盤查\", \"溫室氣體排放盤查對象\", \"哪些公司會被盤查溫室氣體\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 131,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：何謂總量管制，我國是否已設定總量管制\n",
+      "Variation1:排放氣體總量管制是什麼\n",
+      "找到Target：何謂總量管制，我國是否已設定總量管制 | score:0.84\n",
+      "Variation2:總量管制的目標\n",
+      "找到Target：何謂總量管制，我國是否已設定總量管制 | score:0.89\n",
+      "Variation3:介紹總量管制\n",
+      "找到Target：何謂總量管制，我國是否已設定總量管制 | score:0.89\n",
+      "Variation4:總量管制是規範什麼\n",
+      "找到Target：何謂總量管制，我國是否已設定總量管制 | score:0.9\n",
+      "Variation5:總量管制的法規查詢\n",
+      "找到Target：何謂總量管制，我國是否已設定總量管制 | score:0.87\n",
+      "Accuracy rate 5 / 5\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"何謂總量管制，我國是否已設定總量管制\"]\n",
+    "query = [\"排放氣體總量管制是什麼\", \"總量管制的目標\",\"介紹總量管制\", \"總量管制是規範什麼\", \"總量管制的法規查詢\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 132,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：徵收碳費依據\n",
+      "Variation1:碳排放的收費依據\n",
+      "找到Target：徵收碳費依據 | score:0.91\n",
+      "Variation2:碳費收費標準\n",
+      "找到Target：徵收碳費依據 | score:0.88\n",
+      "Variation3:碳排放氣體怎麼收費\n",
+      "找到Target：徵收碳費依據 | score:0.87\n",
+      "Variation4:攤費怎麼計算的\n",
+      "沒有找到 ｜ score:0.75\n",
+      "Variation5:碳排放依據什麼收費\n",
+      "找到Target：徵收碳費依據 | score:0.89\n",
+      "Accuracy rate 4 / 5\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"徵收碳費依據\"]\n",
+    "query = [\"碳排放的收費依據\", \"碳費收費標準\",\"碳排放氣體怎麼收費\", \"攤費怎麼計算的\", \"碳排放依據什麼收費\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 133,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：誰需要繳交碳費？\n",
+      "Variation1:哪類型公司需要交碳費\n",
+      "找到Target：誰需要繳交碳費？ | score:0.86\n",
+      "Variation2:碳費的收費對象\n",
+      "沒找到Target, 最近似問題：碳費用途 | score:0.91\n",
+      "Variation3:如何知道我需不需要繳交碳費\n",
+      "找到Target：誰需要繳交碳費？ | score:0.86\n",
+      "Variation4:製造業需要繳交碳費嗎\n",
+      "找到Target：誰需要繳交碳費？ | score:0.88\n",
+      "Variation5:誰需要繳交溫室氣體排放費用\n",
+      "找到Target：誰需要繳交碳費？ | score:0.89\n",
+      "Accuracy rate 4 / 5\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"誰需要繳交碳費？\"]\n",
+    "query = [\"哪類型公司需要交碳費\", \"碳費的收費對象\",\"如何知道我需不需要繳交碳費\", \"製造業需要繳交碳費嗎\", \"誰需要繳交溫室氣體排放費用\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 138,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：碳費一噸多少錢\n",
+      "Variation1:一頓碳多少錢\n",
+      "找到Target：碳費一噸多少錢 | score:0.91\n",
+      "Variation2:碳排放費率\n",
+      "沒找到Target, 最近似問題：碳費用途 | score:0.84\n",
+      "Variation3:一頓碳的排放收費\n",
+      "沒找到Target, 最近似問題：徵收碳費依據 | score:0.88\n",
+      "Variation4:碳 一頓 的收費多少\n",
+      "找到Target：碳費一噸多少錢 | score:0.92\n",
+      "Accuracy rate 2 / 4\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"碳費一噸多少錢\"]\n",
+    "query = [\"一頓碳多少錢\",\"碳排放費率\", \"一頓碳的排放收費\", \"碳 一頓 的收費多少\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 139,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：碳費用途\n",
+      "Variation1:碳費的目的\n",
+      "找到Target：碳費用途 | score:0.94\n",
+      "Variation2:碳費的使用\n",
+      "找到Target：碳費用途 | score:0.94\n",
+      "Variation3:碳費會被用在什麼事情上\n",
+      "找到Target：碳費用途 | score:0.92\n",
+      "Accuracy rate 3 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"碳費用途\"]\n",
+    "query = [\"碳費的目的\",\"碳費的使用\", \"碳費會被用在什麼事情上\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 140,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：碳權來源\n",
+      "Variation1:碳權是什麼\n",
+      "找到Target：碳權來源 | score:0.9\n",
+      "Variation2:解釋 碳權\n",
+      "找到Target：碳權來源 | score:0.86\n",
+      "Variation3:碳權是怎麼得到的\n",
+      "找到Target：碳權來源 | score:0.9\n",
+      "Accuracy rate 3 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"碳權來源\"]\n",
+    "query = [\"碳權是什麼\",\"解釋 碳權\", \"碳權是怎麼得到的\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 144,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：組織溫室氣體排放量可以用碳權抵減嗎？\n",
+      "Variation1:組織溫室氣體可以抵銷碳權嗎\n",
+      "找到Target：組織溫室氣體排放量可以用碳權抵減嗎？ | score:0.93\n",
+      "Variation2:公司可以用碳權付費溫室氣體排放嗎\n",
+      "找到Target：組織溫室氣體排放量可以用碳權抵減嗎？ | score:0.91\n",
+      "Variation3:組織碳權抵銷溫室氣體\n",
+      "找到Target：組織溫室氣體排放量可以用碳權抵減嗎？ | score:0.89\n",
+      "Variation4:公司碳權抵銷溫室氣體的規定有哪些\n",
+      "找到Target：組織溫室氣體排放量可以用碳權抵減嗎？ | score:0.84\n",
+      "Accuracy rate 4 / 4\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"組織溫室氣體排放量可以用碳權抵減嗎？\"]\n",
+    "query = [\"組織溫室氣體可以抵銷碳權嗎\",\"公司可以用碳權付費溫室氣體排放嗎\", \"組織碳權抵銷溫室氣體\", \"公司碳權抵銷溫室氣體的規定有哪些\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 146,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：碳費可以用碳權抵減嗎\n",
+      "Variation1:碳排放可以抵銷碳權嗎\n",
+      "找到Target：碳費可以用碳權抵減嗎 | score:0.89\n",
+      "Variation2:可以用碳權付費碳費嗎\n",
+      "找到Target：碳費可以用碳權抵減嗎 | score:0.93\n",
+      "Variation3:碳權抵銷碳費的規定\n",
+      "找到Target：碳費可以用碳權抵減嗎 | score:0.87\n",
+      "Variation4:碳權拿來付費碳費 可以嗎\n",
+      "找到Target：碳費可以用碳權抵減嗎 | score:0.91\n",
+      "Accuracy rate 4 / 4\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"碳費可以用碳權抵減嗎\"]\n",
+    "query = [\"碳排放可以抵銷碳權嗎\",\"可以用碳權付費碳費嗎\", \"碳權抵銷碳費的規定\", \"碳權拿來付費碳費 可以嗎\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 147,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：老舊汽車汰舊換新溫室氣體減量效益的用途為何\n",
+      "Variation1:舊汽車汰換 溫室氣體排放抵換 \n",
+      "找到Target：老舊汽車汰舊換新溫室氣體減量效益的用途為何 | score:0.88\n",
+      "Variation2:舊汽車換新 溫室氣體減量效益\n",
+      "找到Target：老舊汽車汰舊換新溫室氣體減量效益的用途為何 | score:0.93\n",
+      "Variation3:舊汽車換新 溫室氣體排放減量 補助\n",
+      "找到Target：老舊汽車汰舊換新溫室氣體減量效益的用途為何 | score:0.88\n",
+      "Accuracy rate 3 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"老舊汽車汰舊換新溫室氣體減量效益的用途為何\"]\n",
+    "query = [\"舊汽車汰換 溫室氣體排放抵換 \",\"舊汽車換新 溫室氣體減量效益\", \"舊汽車換新 溫室氣體排放減量 補助\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 149,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：組織型碳盤查遵循標準\n",
+      "Variation1:組織碳排查 規定 跟標準\n",
+      "找到Target：組織型碳盤查遵循標準 | score:0.9\n",
+      "Variation2:公司碳盤查 法律規定\n",
+      "找到Target：組織型碳盤查遵循標準 | score:0.86\n",
+      "Variation3:組織的碳盤查有哪些規定\n",
+      "找到Target：組織型碳盤查遵循標準 | score:0.92\n",
+      "Variation4:如何確保我的公司遵循碳盤查的規範\n",
+      "找到Target：組織型碳盤查遵循標準 | score:0.88\n",
+      "Variation5:碳盤查 要遵循哪些審查標準\n",
+      "找到Target：組織型碳盤查遵循標準 | score:0.91\n",
+      "Accuracy rate 5 / 5\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"組織型碳盤查遵循標準\"]\n",
+    "query = [\"組織碳排查 規定 跟標準\",\"公司碳盤查 法律規定\", \"組織的碳盤查有哪些規定\" , \"如何確保我的公司遵循碳盤查的規範\", \"碳盤查 要遵循哪些審查標準\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 150,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：溫室氣體種類\n",
+      "Variation1:溫室氣體有哪些\n",
+      "找到Target：溫室氣體種類 | score:0.93\n",
+      "Variation2:溫室氣氣包括哪些\n",
+      "找到Target：溫室氣體種類 | score:0.87\n",
+      "Variation3:甲烷是溫室氣體嗎\n",
+      "沒找到Target, 最近似問題：溫室氣體 | score:0.87\n",
+      "Variation4:二氧化碳是溫室氣體嗎\n",
+      "沒找到Target, 最近似問題：溫室氣體 | score:0.87\n",
+      "Accuracy rate 2 / 4\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"溫室氣體種類\"]\n",
+    "query = [\"溫室氣體有哪些\", \"溫室氣氣包括哪些\" , \"甲烷是溫室氣體嗎\", \"二氧化碳是溫室氣體嗎\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 152,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：盤查範圍應如何設定\n",
+      "Variation1:盤查範圍決定\n",
+      "找到Target：盤查範圍應如何設定 | score:0.95\n",
+      "Variation2:盤查範圍\n",
+      "找到Target：盤查範圍應如何設定 | score:0.95\n",
+      "Variation3:碳排放的盤查範圍\n",
+      "沒找到Target, 最近似問題：碳足跡涵蓋範圍 | score:0.87\n",
+      "Variation4:溫室氣體盤查的範圍\n",
+      "沒找到Target, 最近似問題：溫室氣體 | score:0.85\n",
+      "Accuracy rate 2 / 4\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"盤查範圍應如何設定\"]\n",
+    "query = [\"盤查範圍決定\", \"盤查範圍\" , \"碳排放的盤查範圍\", \"溫室氣體盤查的範圍\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 153,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：溫室氣體排放量計算方式\n",
+      "Variation1:溫室氣體計算單位\n",
+      "找到Target：溫室氣體排放量計算方式 | score:0.9\n",
+      "Variation2:溫室氣體的計算方式\n",
+      "找到Target：溫室氣體排放量計算方式 | score:0.95\n",
+      "Variation3:溫室氣體排放的計量方式\n",
+      "找到Target：溫室氣體排放量計算方式 | score:0.97\n",
+      "Variation4:如何計量溫室氣體的排放\n",
+      "找到Target：溫室氣體排放量計算方式 | score:0.94\n",
+      "Accuracy rate 4 / 4\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"溫室氣體排放量計算方式\"]\n",
+    "query = [\"溫室氣體計算單位\", \"溫室氣體的計算方式\" , \"溫室氣體排放的計量方式\", \"如何計量溫室氣體的排放\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 154,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：完成盤查作業後，需產出何種文件\n",
+      "Variation1:盤查後的報告文件產出\n",
+      "找到Target：完成盤查作業後，需產出何種文件 | score:0.89\n",
+      "Variation2:盤查後的文件產出\n",
+      "找到Target：完成盤查作業後，需產出何種文件 | score:0.9\n",
+      "Variation3:盤查產出的報告\n",
+      "找到Target：完成盤查作業後，需產出何種文件 | score:0.83\n",
+      "Accuracy rate 3 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"完成盤查作業後，需產出何種文件\"]\n",
+    "query = [\"盤查後的報告文件產出\", \"盤查後的文件產出\" , \"盤查產出的報告\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 155,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：組織型盤查是否皆需完成第三者查證作業\n",
+      "Variation1:組織盤查 需要第三者驗證碼\n",
+      "找到Target：組織型盤查是否皆需完成第三者查證作業 | score:0.91\n",
+      "Variation2:組織盤查 需要外部認證嗎\n",
+      "找到Target：組織型盤查是否皆需完成第三者查證作業 | score:0.88\n",
+      "Variation3:組織盤查 第三者檢查\n",
+      "找到Target：組織型盤查是否皆需完成第三者查證作業 | score:0.92\n",
+      "Accuracy rate 3 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"組織型盤查是否皆需完成第三者查證作業\"]\n",
+    "query = [\"組織盤查 需要第三者驗證碼\", \"組織盤查 需要外部認證嗎\" , \"組織盤查 第三者檢查\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 158,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：碳足跡是指\n",
+      "Variation1:解釋碳足跡\n",
+      "沒找到Target, 最近似問題：碳足跡 | score:0.91\n",
+      "Variation2:碳足跡的產生\n",
+      "沒找到Target, 最近似問題：碳足跡 | score:0.92\n",
+      "Variation3:碳足跡是什麼\n",
+      "找到Target：碳足跡是指 | score:0.95\n",
+      "Variation4:哪些活動會產生碳足跡\n",
+      "沒找到Target, 最近似問題：碳足跡 | score:0.85\n",
+      "Accuracy rate 1 / 4\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"碳足跡是指\"]\n",
+    "query = [\"解釋碳足跡\", \"碳足跡的產生\" , \"碳足跡是什麼\", \"哪些活動會產生碳足跡\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 159,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：碳足跡遵循標準\n",
+      "Variation1:碳足跡 法規\n",
+      "沒找到Target, 最近似問題：碳足跡 | score:0.9\n",
+      "Variation2:碳足跡相關規定\n",
+      "找到Target：碳足跡遵循標準 | score:0.91\n",
+      "Variation3:產品碳足跡規定\n",
+      "找到Target：碳足跡遵循標準 | score:0.9\n",
+      "Accuracy rate 2 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"碳足跡遵循標準\"]\n",
+    "query = [\"碳足跡 法規\", \"碳足跡相關規定\" , \"產品碳足跡規定\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 160,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：碳足跡涵蓋範圍\n",
+      "Variation1:碳足跡 範圍舉例\n",
+      "找到Target：碳足跡涵蓋範圍 | score:0.94\n",
+      "Variation2:碳足跡的範圍有多廣\n",
+      "找到Target：碳足跡涵蓋範圍 | score:0.94\n",
+      "Variation3:組織碳足跡 範圍\n",
+      "找到Target：碳足跡涵蓋範圍 | score:0.93\n",
+      "Accuracy rate 3 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"碳足跡涵蓋範圍\"]\n",
+    "query = [\"碳足跡 範圍舉例\", \"碳足跡的範圍有多廣\" , \"組織碳足跡 範圍\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 161,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：CEV系統依循標準為何\n",
+      "Variation1:CEV系統 規定\n",
+      "找到Target：CEV系統依循標準為何 | score:0.9\n",
+      "Variation2:CEV要遵守什麼\n",
+      "找到Target：CEV系統依循標準為何 | score:0.84\n",
+      "Variation3:組織CEV的標準\n",
+      "找到Target：CEV系統依循標準為何 | score:0.87\n",
+      "Accuracy rate 3 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"CEV系統依循標準為何\"]\n",
+    "query = [\"CEV系統 規定\", \"CEV要遵守什麼\" , \"組織CEV的標準\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 162,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：CEV系統可以支援盤查到什麼程度\n",
+      "Variation1:CEV可以盤查到什麼\n",
+      "找到Target：CEV系統可以支援盤查到什麼程度 | score:0.92\n",
+      "Variation2:CEV的支援盤查範圍\n",
+      "找到Target：CEV系統可以支援盤查到什麼程度 | score:0.9\n",
+      "Variation3:CEV可以上傳數據嗎\n",
+      "找到Target：CEV系統可以支援盤查到什麼程度 | score:0.82\n",
+      "Accuracy rate 3 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"CEV系統可以支援盤查到什麼程度\"]\n",
+    "query = [\"CEV可以盤查到什麼\", \"CEV的支援盤查範圍\" , \"CEV可以上傳數據嗎\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 163,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：什麼是精誠資訊\n",
+      "Variation1:精誠 介紹\n",
+      "找到Target：什麼是精誠資訊 | score:0.84\n",
+      "Variation2:精誠的業務範圍\n",
+      "找到Target：什麼是精誠資訊 | score:0.8\n",
+      "Variation3:精誠有哪些主要服務\n",
+      "找到Target：什麼是精誠資訊 | score:0.84\n",
+      "Accuracy rate 3 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"什麼是精誠資訊\"]\n",
+    "query = [\"精誠 介紹\", \"精誠的業務範圍\" , \"精誠有哪些主要服務\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 164,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：溫暖化潛勢是什麼？\n",
+      "Variation1:解釋溫暖化潛勢\n",
+      "找到Target：溫暖化潛勢是什麼？ | score:0.92\n",
+      "Variation2:解釋global warming potential\n",
+      "找到Target：溫暖化潛勢是什麼？ | score:0.78\n",
+      "Variation3:解釋gwp\n",
+      "找到Target：溫暖化潛勢是什麼？ | score:0.66\n",
+      "Accuracy rate 3 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"溫暖化潛勢是什麼？\"]\n",
+    "query = [\"解釋溫暖化潛勢\", \"解釋global warming potential\" , \"解釋gwp\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 166,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：什麼是碳盤查？\n",
+      "Variation1:碳盤查 介紹\n",
+      "找到Target：什麼是碳盤查？ | score:0.9\n",
+      "Variation2:碳盤查是什麼\n",
+      "找到Target：什麼是碳盤查？ | score:0.95\n",
+      "Variation3:碳盤查的意思\n",
+      "沒找到Target, 最近似問題：碳盤查的目的是什麼？ | score:0.93\n",
+      "Accuracy rate 2 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"什麼是碳盤查？\"]\n",
+    "query = [\"碳盤查 介紹\", \"碳盤查是什麼\" , \"碳盤查的意思\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 167,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：碳盤查的目的是什麼？\n",
+      "Variation1:為什麼要做碳盤查\n",
+      "沒找到Target, 最近似問題：什麼是碳盤查？ | score:0.92\n",
+      "Variation2:碳盤查有什麼好處\n",
+      "找到Target：碳盤查的目的是什麼？ | score:0.91\n",
+      "Variation3:碳盤查的目標\n",
+      "找到Target：碳盤查的目的是什麼？ | score:0.92\n",
+      "Accuracy rate 2 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"碳盤查的目的是什麼？\"]\n",
+    "query = [\"為什麼要做碳盤查\", \"碳盤查有什麼好處\" , \"碳盤查的目標\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 169,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：碳盤查的標準有哪些類別?\n",
+      "Variation1:碳盤查的盤查標準\n",
+      "找到Target：碳盤查的標準有哪些類別? | score:0.92\n",
+      "Variation2:碳盤查有哪些標準\n",
+      "找到Target：碳盤查的標準有哪些類別? | score:0.94\n",
+      "Variation3:組織溫室氣體盤查標準\n",
+      "沒找到Target, 最近似問題：溫室氣體 | score:0.86\n",
+      "Accuracy rate 2 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"碳盤查的標準有哪些類別?\"]\n",
+    "query = [\"碳盤查的盤查標準\", \"碳盤查有哪些標準\" , \"組織溫室氣體盤查標準\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 171,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：碳足跡\n",
+      "Variation1:碳足跡 介紹\n",
+      "找到Target：碳足跡 | score:0.93\n",
+      "Variation2:碳足跡 解釋\n",
+      "找到Target：碳足跡 | score:0.94\n",
+      "Variation3:什麼是碳足跡\n",
+      "找到Target：碳足跡 | score:0.93\n",
+      "Accuracy rate 3 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"碳足跡\"]\n",
+    "query = [\"碳足跡 介紹\", \"碳足跡 解釋\",\"什麼是碳足跡\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 173,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：14061-1\n",
+      "Variation1:14064-1是什麼\n",
+      "沒有找到 ｜ score:0.83\n",
+      "Variation2:ISO 14064解釋\n",
+      "沒有找到 ｜ score:0.71\n",
+      "Variation3:iso 14064法規\n",
+      "沒有找到 ｜ score:0.76\n",
+      "Variation4:14061\n",
+      "沒有找到 ｜ score:0.81\n",
+      "Accuracy rate 0 / 4\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"14061-1\"]\n",
+    "query = [\"14064-1是什麼\", \"ISO 14064解釋\",\"iso 14064法規\", \"14061\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 175,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：Describe ESG\n",
+      "Variation1:explain esg\n",
+      "找到Target：Describe ESG | score:0.9\n",
+      "Variation2:whats esg\n",
+      "找到Target：Describe ESG | score:0.91\n",
+      "Variation3:解釋esg\n",
+      "沒有找到 ｜ score:0.79\n",
+      "Variation4:什麼是esg\n",
+      "找到Target：Describe ESG | score:0.85\n",
+      "Accuracy rate 3 / 4\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"Describe ESG\"]\n",
+    "query = [\"explain esg\", \"whats esg\",\"解釋esg\", \"什麼是esg\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 177,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：溫室氣體\n",
+      "Variation1:溫室氣體 介紹\n",
+      "找到Target：溫室氣體 | score:0.94\n",
+      "Variation2:溫室氣體 影響\n",
+      "找到Target：溫室氣體 | score:0.91\n",
+      "Variation3:溫室氣體解釋\n",
+      "找到Target：溫室氣體 | score:0.91\n",
+      "Accuracy rate 3 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"溫室氣體\"]\n",
+    "query = [\"溫室氣體 介紹\", \"溫室氣體 影響\",\"溫室氣體解釋\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 180,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：碳盤查涉及哪些產業或領域？\n",
+      "Variation1:會被碳盤查的產業\n",
+      "找到Target：碳盤查涉及哪些產業或領域？ | score:0.9\n",
+      "Variation2:碳排放 盤查產業\n",
+      "找到Target：碳盤查涉及哪些產業或領域？ | score:0.87\n",
+      "Variation3:哪類型公司需要碳盤查\n",
+      "找到Target：碳盤查涉及哪些產業或領域？ | score:0.84\n",
+      "Accuracy rate 3 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"碳盤查涉及哪些產業或領域？\"]\n",
+    "query = [\"會被碳盤查的產業\", \"碳排放 盤查產業\",\"哪類型公司需要碳盤查\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 182,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：排放係數從哪裡得到？\n",
+      "Variation1:碳排放係數 查詢\n",
+      "找到Target：排放係數從哪裡得到？ | score:0.84\n",
+      "Variation2:哪裏可以查碳足跡資料\n",
+      "沒找到Target, 最近似問題：碳足跡 | score:0.86\n",
+      "Variation3:查詢碳足跡排放係數\n",
+      "沒找到Target, 最近似問題：碳足跡遵循標準 | score:0.83\n",
+      "Accuracy rate 1 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"排放係數從哪裡得到？\"]\n",
+    "query = [\"碳排放係數 查詢\", \"哪裏可以查碳足跡資料\",\"查詢碳足跡排放係數\"]\n",
+    "evaluation(target, query)\n",
+    "# 可加入“碳足跡”到“排放係數”"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 183,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：台灣氣候變遷法是否已設立各階段管制目標?\n",
+      "Variation1:氣候變遷法 各階段目標\n",
+      "找到Target：台灣氣候變遷法是否已設立各階段管制目標? | score:0.92\n",
+      "Variation2:氣候變遷管制的階段性目標\n",
+      "找到Target：台灣氣候變遷法是否已設立各階段管制目標? | score:0.91\n",
+      "Variation3:台灣氣候變遷管制\n",
+      "找到Target：台灣氣候變遷法是否已設立各階段管制目標? | score:0.92\n",
+      "Accuracy rate 3 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"台灣氣候變遷法是否已設立各階段管制目標?\"]\n",
+    "query = [\"氣候變遷法 各階段目標\", \"氣候變遷管制的階段性目標\",\"台灣氣候變遷管制\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 184,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：排放係數法是什麼\n",
+      "Variation1:排放係數計算\n",
+      "找到Target：排放係數法是什麼 | score:0.92\n",
+      "Variation2:碳足跡計算\n",
+      "沒找到Target, 最近似問題：碳足跡 | score:0.91\n",
+      "Variation3:排放係數\n",
+      "找到Target：排放係數法是什麼 | score:0.93\n",
+      "Accuracy rate 2 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"排放係數法是什麼\"]\n",
+    "query = [\"排放係數計算\", \"碳足跡計算\",\"排放係數\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：碳盤查有哪些範疇?\n",
+      "Variation1:碳盤查的範圍\n",
+      "找到Target：碳盤查有哪些範疇? | score:0.93\n",
+      "Variation2:溫室氣體盤查涵蓋範圍\n",
+      "沒找到Target, 最近似問題：溫室氣體 | score:0.85\n",
+      "Variation3:碳排放盤查的範圍有多廣\n",
+      "找到Target：碳盤查有哪些範疇? | score:0.85\n",
+      "Accuracy rate 2 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"碳盤查有哪些範疇?\"]\n",
+    "query = [\"碳盤查的範圍\", \"溫室氣體盤查涵蓋範圍\",\"碳排放盤查的範圍有多廣\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 187,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：制定溫室氣體排放量盤查登錄及查驗管理辦法的目的是什麼\n",
+      "Variation1:溫室氣體排放管理辦法的目的\n",
+      "找到Target：制定溫室氣體排放量盤查登錄及查驗管理辦法的目的是什麼 | score:0.92\n",
+      "Variation2:溫室氣體查驗的目的\n",
+      "找到Target：制定溫室氣體排放量盤查登錄及查驗管理辦法的目的是什麼 | score:0.89\n",
+      "Variation3:溫室氣體管理跟盤查的目的\n",
+      "找到Target：制定溫室氣體排放量盤查登錄及查驗管理辦法的目的是什麼 | score:0.92\n",
+      "Accuracy rate 3 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"制定溫室氣體排放量盤查登錄及查驗管理辦法的目的是什麼\"]\n",
+    "query = [\"溫室氣體排放管理辦法的目的\", \"溫室氣體查驗的目的\",\"溫室氣體管理跟盤查的目的\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 188,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：請問精誠資訊有什麼產品呢？\n",
+      "Variation1:精誠資訊服務介紹\n",
+      "沒找到Target, 最近似問題：什麼是精誠資訊 | score:0.88\n",
+      "Variation2:精誠資訊產品有哪些\n",
+      "找到Target：請問精誠資訊有什麼產品呢？ | score:0.93\n",
+      "Variation3:精誠資訊提供哪些服務\n",
+      "沒找到Target, 最近似問題：什麼是精誠資訊 | score:0.88\n",
+      "Accuracy rate 1 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"請問精誠資訊有什麼產品呢？\"]\n",
+    "query = [\"精誠資訊服務介紹\", \"精誠資訊產品有哪些\",\"精誠資訊提供哪些服務\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 189,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "問題：供應鏈ESG評鑑該怎麼進行?\n",
+      "Variation1:esg評鑑怎麼做\n",
+      "找到Target：供應鏈ESG評鑑該怎麼進行? | score:0.87\n",
+      "Variation2:供應鏈的esg評鑑\n",
+      "找到Target：供應鏈ESG評鑑該怎麼進行? | score:0.93\n",
+      "Variation3:esg評價要準備什麼\n",
+      "找到Target：供應鏈ESG評鑑該怎麼進行? | score:0.84\n",
+      "Accuracy rate 3 / 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "target = [\"供應鏈ESG評鑑該怎麼進行?\"]\n",
+    "query = [\"esg評鑑怎麼做\", \"供應鏈的esg評鑑\",\"esg評價要準備什麼\"]\n",
+    "evaluation(target, query)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    " ### Observations\n",
+    "這裡有一些好像是同義詞的詞，會影響到llm的判讀，例如\n",
+    "- 溫室氣體跟碳排放\n",
+    "- 碳足跡跟排放係數\n",
+    "\n",
+    "--------\n",
+    "- 這裡的數字判斷不出來，例如14061-1。 但不是問題，之前測試過在RAG的Prompt裡面強調就ok了\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "choozemo-carbon",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.19"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}