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File size: 26,883 Bytes
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import sqlite3, json\n",
"from contextlib import closing\n",
"\n",
"def load_questions(sqlite_filename):\n",
" all_questions = []\n",
" with closing(sqlite3.connect(sqlite_filename)) as db:\n",
" db.row_factory = sqlite3.Row\n",
" with closing(db.cursor()) as cursor:\n",
" results = cursor.execute(\n",
" \"SELECT id, articleId, title, category, section, questions FROM articles WHERE articleType = ? AND doNotUse IS NULL OR doNotUse = 0\",\n",
" ('article',)\n",
" ).fetchall()\n",
" \n",
" for res in results:\n",
" \n",
" questions = json.loads(res['questions'])\n",
" # questions_copy = questions.copy()\n",
" \n",
" for q in questions:\n",
" q['query'] = \" \".join(res['section'].split() + res['title'].split() + q['question'].split()).lower()\n",
" q['articleId'] = res['articleId']\n",
" \n",
" # for q in questions_copy:\n",
" # q['query'] = q['question']\n",
" # q['articleId'] = res['articleId']\n",
"\n",
" all_questions += questions\n",
" # all_questions += questions_copy\n",
" return all_questions\n",
"\n",
"questions = load_questions(\"omnidesk-ai-chatgpt-questions.sqlite\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from langchain.vectorstores import FAISS\n",
"from langchain.docstore.document import Document\n",
"from langchain.embeddings import SentenceTransformerEmbeddings"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"docs = [\n",
" Document(page_content=q['query'], metadata={ 'answer': q['answer'], 'articleId': q['articleId'] })\n",
" for q in questions\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2023-08-07 17:36:37.358149: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n"
]
}
],
"source": [
"from extract_keywords import canonical_keywords, merge_keywords, tokenize_sentence, extract_keywords, init_keyword_extractor\n",
"init_keyword_extractor()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/makcrx/anaconda3/lib/python3.10/site-packages/sklearn/feature_extraction/text.py:528: UserWarning: The parameter 'token_pattern' will not be used since 'tokenizer' is not None'\n",
" warnings.warn(\n"
]
},
{
"data": {
"text/plain": [
"['почта россия трекинг']"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"extract_keywords('пр трекинг')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800000; text-decoration-color: #800000\">╭─────────────────────────────── </span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">Traceback </span><span style=\"color: #bf7f7f; text-decoration-color: #bf7f7f; font-weight: bold\">(most recent call last)</span><span style=\"color: #800000; text-decoration-color: #800000\"> ────────────────────────────────╮</span>\n",
"<span style=\"color: #800000; text-decoration-color: #800000\">│</span> <span style=\"color: #bfbf7f; text-decoration-color: #bfbf7f\">/tmp/ipykernel_1594240/</span><span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">2036088539.py</span>:<span style=\"color: #0000ff; text-decoration-color: #0000ff\">1</span> in <span style=\"color: #00ff00; text-decoration-color: #00ff00\"><module></span> <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
"<span style=\"color: #800000; text-decoration-color: #800000\">│</span> <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
"<span style=\"color: #800000; text-decoration-color: #800000\">│</span> <span style=\"color: #800000; text-decoration-color: #800000; font-style: italic\">[Errno 2] No such file or directory: '/tmp/ipykernel_1594240/2036088539.py'</span> <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
"<span style=\"color: #800000; text-decoration-color: #800000\">╰──────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
"<span style=\"color: #ff0000; text-decoration-color: #ff0000; font-weight: bold\">NameError: </span>name <span style=\"color: #008000; text-decoration-color: #008000\">'SentenceTransformerEmbeddings'</span> is not defined\n",
"</pre>\n"
],
"text/plain": [
"\u001b[31m╭─\u001b[0m\u001b[31m──────────────────────────────\u001b[0m\u001b[31m \u001b[0m\u001b[1;31mTraceback \u001b[0m\u001b[1;2;31m(most recent call last)\u001b[0m\u001b[31m \u001b[0m\u001b[31m───────────────────────────────\u001b[0m\u001b[31m─╮\u001b[0m\n",
"\u001b[31m│\u001b[0m \u001b[2;33m/tmp/ipykernel_1594240/\u001b[0m\u001b[1;33m2036088539.py\u001b[0m:\u001b[94m1\u001b[0m in \u001b[92m<module>\u001b[0m \u001b[31m│\u001b[0m\n",
"\u001b[31m│\u001b[0m \u001b[31m│\u001b[0m\n",
"\u001b[31m│\u001b[0m \u001b[3;31m[Errno 2] No such file or directory: '/tmp/ipykernel_1594240/2036088539.py'\u001b[0m \u001b[31m│\u001b[0m\n",
"\u001b[31m╰──────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n",
"\u001b[1;91mNameError: \u001b[0mname \u001b[32m'SentenceTransformerEmbeddings'\u001b[0m is not defined\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"embeddings = SentenceTransformerEmbeddings(model_name=\"multi-qa-MiniLM-L6-cos-v1\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"output_dir = 'faiss_qa'"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"db = FAISS.from_documents(docs, embeddings)\n",
"db.save_local(output_dir)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%pip install faiss-cpu langchain\n",
"%pip install -U pydantic==1.10.7"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/makcrx/anaconda3/lib/python3.10/site-packages/deeplake/util/check_latest_version.py:32: UserWarning: A newer version of deeplake (3.6.15) is available. It's recommended that you update to the latest version using `pip install -U deeplake`.\n",
" warnings.warn(\n",
"2023-08-03 23:36:22.968666: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n"
]
}
],
"source": [
"from langchain.vectorstores import FAISS\n",
"from langchain.embeddings import SentenceTransformerEmbeddings\n",
"\n",
"embeddings = SentenceTransformerEmbeddings(model_name=\"multi-qa-MiniLM-L6-cos-v1\")\n",
"db = FAISS.load_local('faiss_qa', embeddings)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"query = 'Почему у триггеров Почт России симваольный код не тот?'\n",
"result_docs = db.similarity_search_with_score(query, k=20)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"import reranking\n",
"\n",
"sentences = [doc[0].page_content for doc in result_docs]\n",
"score, index = reranking.search(query, sentences)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'Символьный код доставки Почта России - russian-post.'"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result_docs[index][0].metadata['answer']"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Exception in thread Thread-9 (run):\n",
"Traceback (most recent call last):\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 27, in run\n",
" loop = asyncio.get_event_loop()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 45, in _get_event_loop\n",
" loop = events.get_event_loop_policy().get_event_loop()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/asyncio/events.py\", line 671, in get_event_loop\n",
" raise RuntimeError('There is no current event loop in thread %r.'\n",
"RuntimeError: There is no current event loop in thread 'Thread-9 (run)'.\n",
"\n",
"During handling of the above exception, another exception occurred:\n",
"\n",
"Traceback (most recent call last):\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/threading.py\", line 1016, in _bootstrap_inner\n",
" self.run()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/threading.py\", line 953, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/uvicorn/server.py\", line 61, in run\n",
" return asyncio.run(self.serve(sockets=sockets))\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 31, in run\n",
" _patch_loop(loop)\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 175, in _patch_loop\n",
" raise ValueError('Can\\'t patch loop of type %s' % type(loop))\n",
"ValueError: Can't patch loop of type <class 'uvloop.Loop'>\n",
"/home/makcrx/anaconda3/lib/python3.10/threading.py:1018: RuntimeWarning: coroutine 'Server.serve' was never awaited\n",
" self._invoke_excepthook(self)\n",
"RuntimeWarning: Enable tracemalloc to get the object allocation traceback\n",
"Exception in thread Thread-10 (run):\n",
"Traceback (most recent call last):\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 27, in run\n",
" loop = asyncio.get_event_loop()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 45, in _get_event_loop\n",
" loop = events.get_event_loop_policy().get_event_loop()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/asyncio/events.py\", line 671, in get_event_loop\n",
" raise RuntimeError('There is no current event loop in thread %r.'\n",
"RuntimeError: There is no current event loop in thread 'Thread-10 (run)'.\n",
"\n",
"During handling of the above exception, another exception occurred:\n",
"\n",
"Traceback (most recent call last):\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/threading.py\", line 1016, in _bootstrap_inner\n",
" self.run()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/threading.py\", line 953, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/uvicorn/server.py\", line 61, in run\n",
" return asyncio.run(self.serve(sockets=sockets))\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 31, in run\n",
" _patch_loop(loop)\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 175, in _patch_loop\n",
" raise ValueError('Can\\'t patch loop of type %s' % type(loop))\n",
"ValueError: Can't patch loop of type <class 'uvloop.Loop'>\n",
"Exception in thread Thread-11 (run):\n",
"Traceback (most recent call last):\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 27, in run\n",
" loop = asyncio.get_event_loop()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 45, in _get_event_loop\n",
" loop = events.get_event_loop_policy().get_event_loop()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/asyncio/events.py\", line 671, in get_event_loop\n",
" raise RuntimeError('There is no current event loop in thread %r.'\n",
"RuntimeError: There is no current event loop in thread 'Thread-11 (run)'.\n",
"\n",
"During handling of the above exception, another exception occurred:\n",
"\n",
"Traceback (most recent call last):\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/threading.py\", line 1016, in _bootstrap_inner\n",
" self.run()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/threading.py\", line 953, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/uvicorn/server.py\", line 61, in run\n",
" return asyncio.run(self.serve(sockets=sockets))\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 31, in run\n",
" _patch_loop(loop)\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 175, in _patch_loop\n",
" raise ValueError('Can\\'t patch loop of type %s' % type(loop))\n",
"ValueError: Can't patch loop of type <class 'uvloop.Loop'>\n",
"Exception in thread Thread-12 (run):\n",
"Traceback (most recent call last):\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 27, in run\n",
" loop = asyncio.get_event_loop()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 45, in _get_event_loop\n",
" loop = events.get_event_loop_policy().get_event_loop()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/asyncio/events.py\", line 671, in get_event_loop\n",
" raise RuntimeError('There is no current event loop in thread %r.'\n",
"RuntimeError: There is no current event loop in thread 'Thread-12 (run)'.\n",
"\n",
"During handling of the above exception, another exception occurred:\n",
"\n",
"Traceback (most recent call last):\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/threading.py\", line 1016, in _bootstrap_inner\n",
" self.run()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/threading.py\", line 953, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/uvicorn/server.py\", line 61, in run\n",
" return asyncio.run(self.serve(sockets=sockets))\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 31, in run\n",
" _patch_loop(loop)\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 175, in _patch_loop\n",
" raise ValueError('Can\\'t patch loop of type %s' % type(loop))\n",
"ValueError: Can't patch loop of type <class 'uvloop.Loop'>\n",
"Exception in thread Thread-13 (run):\n",
"Traceback (most recent call last):\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 27, in run\n",
" loop = asyncio.get_event_loop()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 45, in _get_event_loop\n",
" loop = events.get_event_loop_policy().get_event_loop()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/asyncio/events.py\", line 671, in get_event_loop\n",
" raise RuntimeError('There is no current event loop in thread %r.'\n",
"RuntimeError: There is no current event loop in thread 'Thread-13 (run)'.\n",
"\n",
"During handling of the above exception, another exception occurred:\n",
"\n",
"Traceback (most recent call last):\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/threading.py\", line 1016, in _bootstrap_inner\n",
" self.run()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/threading.py\", line 953, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/uvicorn/server.py\", line 61, in run\n",
" return asyncio.run(self.serve(sockets=sockets))\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 31, in run\n",
" _patch_loop(loop)\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 175, in _patch_loop\n",
" raise ValueError('Can\\'t patch loop of type %s' % type(loop))\n",
"ValueError: Can't patch loop of type <class 'uvloop.Loop'>\n",
"Exception in thread Thread-14 (run):\n",
"Traceback (most recent call last):\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 27, in run\n",
" loop = asyncio.get_event_loop()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 45, in _get_event_loop\n",
" loop = events.get_event_loop_policy().get_event_loop()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/asyncio/events.py\", line 671, in get_event_loop\n",
" raise RuntimeError('There is no current event loop in thread %r.'\n",
"RuntimeError: There is no current event loop in thread 'Thread-14 (run)'.\n",
"\n",
"During handling of the above exception, another exception occurred:\n",
"\n",
"Traceback (most recent call last):\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/threading.py\", line 1016, in _bootstrap_inner\n",
" self.run()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/threading.py\", line 953, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/uvicorn/server.py\", line 61, in run\n",
" return asyncio.run(self.serve(sockets=sockets))\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 31, in run\n",
" _patch_loop(loop)\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 175, in _patch_loop\n",
" raise ValueError('Can\\'t patch loop of type %s' % type(loop))\n",
"ValueError: Can't patch loop of type <class 'uvloop.Loop'>\n",
"Exception in thread Thread-15 (run):\n",
"Traceback (most recent call last):\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 27, in run\n",
" loop = asyncio.get_event_loop()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 45, in _get_event_loop\n",
" loop = events.get_event_loop_policy().get_event_loop()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/asyncio/events.py\", line 671, in get_event_loop\n",
" raise RuntimeError('There is no current event loop in thread %r.'\n",
"RuntimeError: There is no current event loop in thread 'Thread-15 (run)'.\n",
"\n",
"During handling of the above exception, another exception occurred:\n",
"\n",
"Traceback (most recent call last):\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/threading.py\", line 1016, in _bootstrap_inner\n",
" self.run()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/threading.py\", line 953, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/uvicorn/server.py\", line 61, in run\n",
" return asyncio.run(self.serve(sockets=sockets))\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 31, in run\n",
" _patch_loop(loop)\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 175, in _patch_loop\n",
" raise ValueError('Can\\'t patch loop of type %s' % type(loop))\n",
"ValueError: Can't patch loop of type <class 'uvloop.Loop'>\n",
"Exception in thread Thread-16 (run):\n",
"Traceback (most recent call last):\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 27, in run\n",
" loop = asyncio.get_event_loop()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 45, in _get_event_loop\n",
" loop = events.get_event_loop_policy().get_event_loop()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/asyncio/events.py\", line 671, in get_event_loop\n",
" raise RuntimeError('There is no current event loop in thread %r.'\n",
"RuntimeError: There is no current event loop in thread 'Thread-16 (run)'.\n",
"\n",
"During handling of the above exception, another exception occurred:\n",
"\n",
"Traceback (most recent call last):\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/threading.py\", line 1016, in _bootstrap_inner\n",
" self.run()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/threading.py\", line 953, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/uvicorn/server.py\", line 61, in run\n",
" return asyncio.run(self.serve(sockets=sockets))\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 31, in run\n",
" _patch_loop(loop)\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 175, in _patch_loop\n",
" raise ValueError('Can\\'t patch loop of type %s' % type(loop))\n",
"ValueError: Can't patch loop of type <class 'uvloop.Loop'>\n",
"Exception in thread Thread-17 (run):\n",
"Traceback (most recent call last):\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 27, in run\n",
" loop = asyncio.get_event_loop()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 45, in _get_event_loop\n",
" loop = events.get_event_loop_policy().get_event_loop()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/asyncio/events.py\", line 671, in get_event_loop\n",
" raise RuntimeError('There is no current event loop in thread %r.'\n",
"RuntimeError: There is no current event loop in thread 'Thread-17 (run)'.\n",
"\n",
"During handling of the above exception, another exception occurred:\n",
"\n",
"Traceback (most recent call last):\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/threading.py\", line 1016, in _bootstrap_inner\n",
" self.run()\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/threading.py\", line 953, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/uvicorn/server.py\", line 61, in run\n",
" return asyncio.run(self.serve(sockets=sockets))\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 31, in run\n",
" _patch_loop(loop)\n",
" File \"/home/makcrx/anaconda3/lib/python3.10/site-packages/nest_asyncio.py\", line 175, in _patch_loop\n",
" raise ValueError('Can\\'t patch loop of type %s' % type(loop))\n",
"ValueError: Can't patch loop of type <class 'uvloop.Loop'>\n"
]
}
],
"source": [
"import gradio as gr\n",
"import reranking\n",
"\n",
"def main(query):\n",
" result_docs = db.similarity_search_with_score(query, k=20)\n",
" sentences = [doc[0].page_content for doc in result_docs]\n",
" score, index = reranking.search(query, sentences)\n",
" return result_docs[index][0].metadata['answer']\n",
"\n",
"demo = gr.Interface(fn=main, inputs=\"text\", outputs=\"text\")\n",
"\n",
"demo.launch()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.10.9"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
|