mirror of
https://github.com/james-m-jordan/openai-cookbook.git
synced 2025-05-09 19:32:38 +00:00
Update notebooks (#598)
This commit is contained in:
Anton Troynikov
GitHub
parent
964dd85ed3
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" Obtaining dependency information for anyio<5,>=3.4.0 from https://files.pythonhosted.org/packages/19/24/44299477fe7dcc9cb58d0a57d5a7588d6af2ff403fdd2d47a246c91a3246/anyio-3.7.1-py3-none-any.whl.metadata\n",
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" Obtaining dependency information for exceptiongroup from https://files.pythonhosted.org/packages/fe/17/f43b7c9ccf399d72038042ee72785c305f6c6fdc6231942f8ab99d995742/exceptiongroup-1.1.2-py3-none-any.whl.metadata\n",
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"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m399.3/399.3 kB\u001b[0m \u001b[31m12.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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"Installing collected packages: tokenizers, pytz, pypika, mpmath, monotonic, flatbuffers, websockets, uvloop, tzdata, sympy, sniffio, pyyaml, python-dotenv, pydantic, pulsar-client, protobuf, overrides, numpy, importlib-resources, humanfriendly, httptools, h11, exceptiongroup, click, backoff, uvicorn, posthog, pandas, coloredlogs, chroma-hnswlib, anyio, watchfiles, starlette, onnxruntime, fastapi, chromadb\n",
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"Successfully installed anyio-3.7.1 backoff-2.2.1 chroma-hnswlib-0.7.1 chromadb-0.4.2 click-8.1.6 coloredlogs-15.0.1 exceptiongroup-1.1.2 fastapi-0.99.1 flatbuffers-23.5.26 h11-0.14.0 httptools-0.6.0 humanfriendly-10.0 importlib-resources-6.0.0 monotonic-1.6 mpmath-1.3.0 numpy-1.25.1 onnxruntime-1.15.1 overrides-7.3.1 pandas-2.0.3 posthog-3.0.1 protobuf-4.23.4 pulsar-client-3.2.0 pydantic-1.10.11 pypika-0.48.9 python-dotenv-1.0.0 pytz-2023.3 pyyaml-6.0.1 sniffio-1.3.0 starlette-0.27.0 sympy-1.12 tokenizers-0.13.3 tzdata-2023.3 uvicorn-0.23.1 uvloop-0.17.0 watchfiles-0.19.0 websockets-11.0.3\n",
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" Stored in directory: /Users/antontroynikov/Library/Caches/pip/wheels/8b/f1/7f/5c94f0a7a505ca1c81cd1d9208ae2064675d97582078e6c769\n",
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],
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|
"source": [
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||||||
"# We'll need to install the Chroma client\n",
|
"# Make sure the OpenAI library is installed\n",
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||||||
"!pip install chromadb\n",
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"%pip install openai\n",
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"%pip install wget\n",
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"# Install numpy for data manipulation\n",
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"%pip install numpy"
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|
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|
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||||||
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|
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|
||||||
"source": [
|
"source": [
|
||||||
"\n",
|
"chroma_client = chromadb.EphemeralClient() # Equivalent to chromadb.Client(), ephemeral.\n",
|
||||||
"\n",
|
"# Uncomment for persistent client\n",
|
||||||
"chroma_client = chromadb.Client() # Ephemeral. Comment out for the persistent version.\n",
|
"# chroma_client = chromadb.PersistentClient()"
|
||||||
"\n",
|
|
||||||
"# Uncomment the following for the persistent version. \n",
|
|
||||||
"# import chromadb.config.Settings\n",
|
|
||||||
"# persist_directory = 'chroma_persistence' # Directory to store persisted Chroma data. \n",
|
|
||||||
"# client = chromadb.Client(\n",
|
|
||||||
"# Settings(\n",
|
|
||||||
"# persist_directory=persist_directory,\n",
|
|
||||||
"# chroma_db_impl=\"duckdb+parquet\",\n",
|
|
||||||
"# )\n",
|
|
||||||
"# )"
|
|
||||||
]
|
]
|
||||||
},
|
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|
||||||
{
|
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|
||||||
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|
|||||||
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|
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|
||||||
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|
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|
||||||
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|
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|
||||||
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|
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|
||||||
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|
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|
||||||
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|
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|
||||||
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|
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|
||||||
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|
|||||||
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|
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|
||||||
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|
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|
||||||
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|
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|
||||||
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|
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|
||||||
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|
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|
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|
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|
||||||
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|
|||||||
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|
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|
||||||
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|
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|
||||||
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|
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|
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|
||||||
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|
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||||||
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|
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|
||||||
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|
|||||||
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|
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|
||||||
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|
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|
||||||
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|
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|
||||||
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|
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|
||||||
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|
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|
||||||
@ -514,61 +689,61 @@
|
|||||||
" </thead>\n",
|
" </thead>\n",
|
||||||
" <tbody>\n",
|
" <tbody>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>116</th>\n",
|
" <th>2</th>\n",
|
||||||
" <td>12249</td>\n",
|
" <td>23266</td>\n",
|
||||||
" <td>0.265118</td>\n",
|
" <td>0.249646</td>\n",
|
||||||
" <td>Europe</td>\n",
|
" <td>Art</td>\n",
|
||||||
" <td>Europe is the western part of the continent of...</td>\n",
|
" <td>Art is a creative activity that expresses imag...</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>1332</th>\n",
|
" <th>11777</th>\n",
|
||||||
" <td>12248</td>\n",
|
" <td>15436</td>\n",
|
||||||
" <td>0.290684</td>\n",
|
" <td>0.271688</td>\n",
|
||||||
" <td>European</td>\n",
|
" <td>Hellenistic art</td>\n",
|
||||||
" <td>European may mean:\\nA person or attribute of t...</td>\n",
|
" <td>The art of the Hellenistic time (from 400 B.C....</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>2885</th>\n",
|
" <th>12178</th>\n",
|
||||||
" <td>12225</td>\n",
|
" <td>23265</td>\n",
|
||||||
" <td>0.314833</td>\n",
|
" <td>0.279306</td>\n",
|
||||||
" <td>Scandinavia</td>\n",
|
" <td>Byzantine art</td>\n",
|
||||||
" <td>Scandinavia is a group of countries in norther...</td>\n",
|
" <td>Byzantine art is a form of Christian Greek art...</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>12212</th>\n",
|
" <th>13215</th>\n",
|
||||||
" <td>1332</td>\n",
|
" <td>11777</td>\n",
|
||||||
" <td>0.317179</td>\n",
|
" <td>0.294415</td>\n",
|
||||||
" <td>Western civilization</td>\n",
|
" <td>Art film</td>\n",
|
||||||
" <td>Western civilization, western culture or the ...</td>\n",
|
" <td>Art films are a type of movie that is very dif...</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>12216</th>\n",
|
" <th>15436</th>\n",
|
||||||
" <td>12216</td>\n",
|
" <td>22108</td>\n",
|
||||||
" <td>0.321235</td>\n",
|
" <td>0.305937</td>\n",
|
||||||
" <td>Eastern Europe</td>\n",
|
" <td>Renaissance art</td>\n",
|
||||||
" <td>Eastern Europe is the eastern region of Europe...</td>\n",
|
" <td>Many of the most famous and best-loved works o...</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" </tbody>\n",
|
" </tbody>\n",
|
||||||
"</table>\n",
|
"</table>\n",
|
||||||
"</div>"
|
"</div>"
|
||||||
],
|
],
|
||||||
"text/plain": [
|
"text/plain": [
|
||||||
" id score title \\\n",
|
" id score title \\\n",
|
||||||
"116 12249 0.265118 Europe \n",
|
"2 23266 0.249646 Art \n",
|
||||||
"1332 12248 0.290684 European \n",
|
"11777 15436 0.271688 Hellenistic art \n",
|
||||||
"2885 12225 0.314833 Scandinavia \n",
|
"12178 23265 0.279306 Byzantine art \n",
|
||||||
"12212 1332 0.317179 Western civilization \n",
|
"13215 11777 0.294415 Art film \n",
|
||||||
"12216 12216 0.321235 Eastern Europe \n",
|
"15436 22108 0.305937 Renaissance art \n",
|
||||||
"\n",
|
"\n",
|
||||||
" content \n",
|
" content \n",
|
||||||
"116 Europe is the western part of the continent of... \n",
|
"2 Art is a creative activity that expresses imag... \n",
|
||||||
"1332 European may mean:\\nA person or attribute of t... \n",
|
"11777 The art of the Hellenistic time (from 400 B.C.... \n",
|
||||||
"2885 Scandinavia is a group of countries in norther... \n",
|
"12178 Byzantine art is a form of Christian Greek art... \n",
|
||||||
"12212 Western civilization, western culture or the ... \n",
|
"13215 Art films are a type of movie that is very dif... \n",
|
||||||
"12216 Eastern Europe is the eastern region of Europe... "
|
"15436 Many of the most famous and best-loved works o... "
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
"execution_count": 12,
|
"execution_count": 17,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "execute_result"
|
"output_type": "execute_result"
|
||||||
}
|
}
|
||||||
@ -585,7 +760,7 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 13,
|
"execution_count": 18,
|
||||||
"id": "f4db910a",
|
"id": "f4db910a",
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
@ -672,7 +847,7 @@
|
|||||||
"11702 William Wallace was a Scottish knight who foug... "
|
"11702 William Wallace was a Scottish knight who foug... "
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
"execution_count": 13,
|
"execution_count": 18,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "execute_result"
|
"output_type": "execute_result"
|
||||||
}
|
}
|
||||||
@ -694,21 +869,13 @@
|
|||||||
"source": [
|
"source": [
|
||||||
"Now that you've got a basic embeddings search running, you can [hop over to the Chroma docs](https://docs.trychroma.com/usage-guide#using-where-filters) to learn more about how to add filters to your query, update/delete data in your collections, and deploy Chroma."
|
"Now that you've got a basic embeddings search running, you can [hop over to the Chroma docs](https://docs.trychroma.com/usage-guide#using-where-filters) to learn more about how to add filters to your query, update/delete data in your collections, and deploy Chroma."
|
||||||
]
|
]
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": null,
|
|
||||||
"id": "0119d87a",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [],
|
|
||||||
"source": []
|
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"metadata": {
|
"metadata": {
|
||||||
"kernelspec": {
|
"kernelspec": {
|
||||||
"display_name": "vector_db_split",
|
"display_name": "chroma_openai",
|
||||||
"language": "python",
|
"language": "python",
|
||||||
"name": "vector_db_split"
|
"name": "python3"
|
||||||
},
|
},
|
||||||
"language_info": {
|
"language_info": {
|
||||||
"codemirror_mode": {
|
"codemirror_mode": {
|
||||||
@ -720,12 +887,7 @@
|
|||||||
"name": "python",
|
"name": "python",
|
||||||
"nbconvert_exporter": "python",
|
"nbconvert_exporter": "python",
|
||||||
"pygments_lexer": "ipython3",
|
"pygments_lexer": "ipython3",
|
||||||
"version": "3.10.11"
|
"version": "3.10.12"
|
||||||
},
|
|
||||||
"vscode": {
|
|
||||||
"interpreter": {
|
|
||||||
"hash": "fd16a328ca3d68029457069b79cb0b38eb39a0f5ccc4fe4473d3047707df8207"
|
|
||||||
}
|
|
||||||
}
|
}
|
||||||
},
|
},
|
||||||
"nbformat": 4,
|
"nbformat": 4,
|
||||||
|
|||||||
@ -34,9 +34,17 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": null,
|
"execution_count": 2,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [],
|
"outputs": [
|
||||||
|
{
|
||||||
|
"name": "stdout",
|
||||||
|
"output_type": "stream",
|
||||||
|
"text": [
|
||||||
|
"Note: you may need to restart the kernel to use updated packages.\n"
|
||||||
|
]
|
||||||
|
}
|
||||||
|
],
|
||||||
"source": [
|
"source": [
|
||||||
"%pip install -qU openai chromadb pandas"
|
"%pip install -qU openai chromadb pandas"
|
||||||
]
|
]
|
||||||
@ -52,7 +60,7 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 2,
|
"execution_count": 3,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
@ -67,7 +75,7 @@
|
|||||||
"import os\n",
|
"import os\n",
|
||||||
"\n",
|
"\n",
|
||||||
"# Uncomment the following line to set the environment variable in the notebook\n",
|
"# Uncomment the following line to set the environment variable in the notebook\n",
|
||||||
"# os.environ[\"OPENAI_API_KEY\"] = \"sk-xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx\" \n",
|
"# os.environ[\"OPENAI_API_KEY\"] = 'sk-xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx'\n",
|
||||||
"\n",
|
"\n",
|
||||||
"if os.getenv(\"OPENAI_API_KEY\") is not None:\n",
|
"if os.getenv(\"OPENAI_API_KEY\") is not None:\n",
|
||||||
" print(\"OPENAI_API_KEY is ready\")\n",
|
" print(\"OPENAI_API_KEY is ready\")\n",
|
||||||
@ -91,7 +99,7 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 3,
|
"execution_count": 4,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
@ -177,7 +185,7 @@
|
|||||||
"4 {} [5152028, 11705328] "
|
"4 {} [5152028, 11705328] "
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
"execution_count": 3,
|
"execution_count": 4,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "execute_result"
|
"output_type": "execute_result"
|
||||||
}
|
}
|
||||||
@ -205,7 +213,7 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 4,
|
"execution_count": 5,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [],
|
"outputs": [],
|
||||||
"source": [
|
"source": [
|
||||||
@ -556,7 +564,7 @@
|
|||||||
"# We initialize an embedding function, and provide it to the collection.\n",
|
"# We initialize an embedding function, and provide it to the collection.\n",
|
||||||
"embedding_function = OpenAIEmbeddingFunction(api_key=os.getenv(\"OPENAI_API_KEY\"))\n",
|
"embedding_function = OpenAIEmbeddingFunction(api_key=os.getenv(\"OPENAI_API_KEY\"))\n",
|
||||||
"\n",
|
"\n",
|
||||||
"chroma_client = chromadb.Client()\n",
|
"chroma_client = chromadb.Client() # Ephemeral by default\n",
|
||||||
"scifact_corpus_collection = chroma_client.create_collection(name='scifact_corpus', embedding_function=embedding_function)"
|
"scifact_corpus_collection = chroma_client.create_collection(name='scifact_corpus', embedding_function=embedding_function)"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
@ -975,7 +983,7 @@
|
|||||||
"name": "python",
|
"name": "python",
|
||||||
"nbconvert_exporter": "python",
|
"nbconvert_exporter": "python",
|
||||||
"pygments_lexer": "ipython3",
|
"pygments_lexer": "ipython3",
|
||||||
"version": "3.9.16"
|
"version": "3.10.12"
|
||||||
},
|
},
|
||||||
"vscode": {
|
"vscode": {
|
||||||
"interpreter": {
|
"interpreter": {
|
||||||
|
|||||||
Loading…
x
Reference in New Issue
Block a user