Commit
•
13dd954
1
Parent(s):
6b04271
draft app
Browse files- app.py +108 -0
- requirements.in +4 -0
- requirements.txt +294 -0
app.py
ADDED
@@ -0,0 +1,108 @@
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import gradio as gr
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from qdrant_client import QdrantClient
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from qdrant_client import models
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from sentence_transformers import SentenceTransformer
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from huggingface_hub import hf_hub_url
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from dotenv import load_dotenv
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import os
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from functools import lru_cache
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load_dotenv()
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URL = os.getenv("QDRANT_URL")
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QDRANT_API_KEY = os.getenv("QDRANT_API_KEY")
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sentence_embedding_model = SentenceTransformer("BAAI/bge-large-en")
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print(URL)
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print(QDRANT_API_KEY)
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collection_name = "dataset_cards"
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client = QdrantClient(
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url=URL,
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api_key=QDRANT_API_KEY,
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)
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def format_results(results):
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markdown = ""
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for result in results:
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hub_id = result.payload["id"]
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url = hf_hub_url(hub_id, "README.md", repo_type="dataset")
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header = f"## [{hub_id}]({url})"
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markdown += header + "\n"
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markdown += result.payload["section_text"] + "\n"
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return markdown
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@lru_cache()
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def search(query: str):
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query_ = sentence_embedding_model.encode(
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f"Represent this sentence for searching relevant passages:{query}"
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)
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results = client.search(
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collection_name="dataset_cards",
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query_vector=query_,
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limit=10,
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)
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return format_results(results)
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@lru_cache()
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def hub_id_qdrant_id(hub_id):
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matches = client.scroll(
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collection_name="dataset_cards",
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scroll_filter=models.Filter(
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must=[
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models.FieldCondition(key="id", match=models.MatchValue(value=hub_id)),
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]
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),
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limit=1,
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with_payload=True,
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with_vectors=False,
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)
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try:
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return matches[0][0].id
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except IndexError as e:
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raise gr.Error(
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f"Hub id {hub_id} not in out database. This could be because it is very new or because it doesn't have much documentation."
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) from e
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@lru_cache()
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def recommend(hub_id):
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positive_id = hub_id_qdrant_id(hub_id)
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results = client.recommend(collection_name=collection_name, positive=[positive_id])
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return format_results(results)
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def query(search_term, search_type):
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if search_type == "Recommend similar datasets":
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return recommend(search_term)
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else:
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return search(search_term)
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with gr.Blocks() as demo:
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gr.Markdown("## 🤗 Sematic dataset search")
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with gr.Row():
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gr.Markdown(
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"This Gradio app allows you to search for datasets based on their descriptions. You can either search for similar datasets to a given dataset or search for datasets based on a query."
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)
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with gr.Row():
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search_term = gr.Textbox(value="movie review sentiment",
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label="hub id i.e. IMDB or query i.e. movie review sentiment"
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)
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with gr.Row():
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with gr.Row():
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find_similar_btn = gr.Button("Search")
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search_type = gr.Radio(
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["Recommend similar datasets", "Semantic Search"],
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label="Search type",
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value="Semantic Search",
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interactive=True,
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)
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results = gr.Markdown()
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find_similar_btn.click(query, [search_term, search_type], results)
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demo.launch()
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requirements.in
ADDED
@@ -0,0 +1,4 @@
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gradio
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python-dotenv
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qdrant-client==1.3.1
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sentence-transformers
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requirements.txt
ADDED
@@ -0,0 +1,294 @@
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1 |
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#
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2 |
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# This file is autogenerated by pip-compile with Python 3.11
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3 |
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# by the following command:
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4 |
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#
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5 |
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# pip-compile
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6 |
+
#
|
7 |
+
aiofiles==23.2.1
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8 |
+
# via gradio
|
9 |
+
aiohttp==3.8.5
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10 |
+
# via gradio
|
11 |
+
aiosignal==1.3.1
|
12 |
+
# via aiohttp
|
13 |
+
altair==5.0.1
|
14 |
+
# via gradio
|
15 |
+
anyio==3.7.1
|
16 |
+
# via
|
17 |
+
# httpcore
|
18 |
+
# starlette
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19 |
+
async-timeout==4.0.2
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20 |
+
# via aiohttp
|
21 |
+
attrs==23.1.0
|
22 |
+
# via
|
23 |
+
# aiohttp
|
24 |
+
# jsonschema
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25 |
+
# referencing
|
26 |
+
certifi==2023.7.22
|
27 |
+
# via
|
28 |
+
# httpcore
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29 |
+
# httpx
|
30 |
+
# requests
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31 |
+
charset-normalizer==3.2.0
|
32 |
+
# via
|
33 |
+
# aiohttp
|
34 |
+
# requests
|
35 |
+
click==8.1.6
|
36 |
+
# via
|
37 |
+
# nltk
|
38 |
+
# uvicorn
|
39 |
+
contourpy==1.1.0
|
40 |
+
# via matplotlib
|
41 |
+
cycler==0.11.0
|
42 |
+
# via matplotlib
|
43 |
+
fastapi==0.101.0
|
44 |
+
# via gradio
|
45 |
+
ffmpy==0.3.1
|
46 |
+
# via gradio
|
47 |
+
filelock==3.12.2
|
48 |
+
# via
|
49 |
+
# huggingface-hub
|
50 |
+
# torch
|
51 |
+
# transformers
|
52 |
+
fonttools==4.42.0
|
53 |
+
# via matplotlib
|
54 |
+
frozenlist==1.4.0
|
55 |
+
# via
|
56 |
+
# aiohttp
|
57 |
+
# aiosignal
|
58 |
+
fsspec==2023.6.0
|
59 |
+
# via
|
60 |
+
# gradio-client
|
61 |
+
# huggingface-hub
|
62 |
+
gradio==3.39.0
|
63 |
+
# via -r requirements.in
|
64 |
+
gradio-client==0.3.0
|
65 |
+
# via gradio
|
66 |
+
grpcio==1.56.2
|
67 |
+
# via
|
68 |
+
# grpcio-tools
|
69 |
+
# qdrant-client
|
70 |
+
grpcio-tools==1.56.2
|
71 |
+
# via qdrant-client
|
72 |
+
h11==0.14.0
|
73 |
+
# via
|
74 |
+
# httpcore
|
75 |
+
# uvicorn
|
76 |
+
h2==4.1.0
|
77 |
+
# via httpx
|
78 |
+
hpack==4.0.0
|
79 |
+
# via h2
|
80 |
+
httpcore==0.17.3
|
81 |
+
# via httpx
|
82 |
+
httpx[http2]==0.24.1
|
83 |
+
# via
|
84 |
+
# gradio
|
85 |
+
# gradio-client
|
86 |
+
# qdrant-client
|
87 |
+
huggingface-hub==0.16.4
|
88 |
+
# via
|
89 |
+
# gradio
|
90 |
+
# gradio-client
|
91 |
+
# sentence-transformers
|
92 |
+
# transformers
|
93 |
+
hyperframe==6.0.1
|
94 |
+
# via h2
|
95 |
+
idna==3.4
|
96 |
+
# via
|
97 |
+
# anyio
|
98 |
+
# httpx
|
99 |
+
# requests
|
100 |
+
# yarl
|
101 |
+
jinja2==3.1.2
|
102 |
+
# via
|
103 |
+
# altair
|
104 |
+
# gradio
|
105 |
+
# torch
|
106 |
+
joblib==1.3.2
|
107 |
+
# via
|
108 |
+
# nltk
|
109 |
+
# scikit-learn
|
110 |
+
jsonschema==4.19.0
|
111 |
+
# via altair
|
112 |
+
jsonschema-specifications==2023.7.1
|
113 |
+
# via jsonschema
|
114 |
+
kiwisolver==1.4.4
|
115 |
+
# via matplotlib
|
116 |
+
linkify-it-py==2.0.2
|
117 |
+
# via markdown-it-py
|
118 |
+
markdown-it-py[linkify]==2.2.0
|
119 |
+
# via
|
120 |
+
# gradio
|
121 |
+
# mdit-py-plugins
|
122 |
+
markupsafe==2.1.3
|
123 |
+
# via
|
124 |
+
# gradio
|
125 |
+
# jinja2
|
126 |
+
matplotlib==3.7.2
|
127 |
+
# via gradio
|
128 |
+
mdit-py-plugins==0.3.3
|
129 |
+
# via gradio
|
130 |
+
mdurl==0.1.2
|
131 |
+
# via markdown-it-py
|
132 |
+
mpmath==1.3.0
|
133 |
+
# via sympy
|
134 |
+
multidict==6.0.4
|
135 |
+
# via
|
136 |
+
# aiohttp
|
137 |
+
# yarl
|
138 |
+
networkx==3.1
|
139 |
+
# via torch
|
140 |
+
nltk==3.8.1
|
141 |
+
# via sentence-transformers
|
142 |
+
numpy==1.25.2
|
143 |
+
# via
|
144 |
+
# altair
|
145 |
+
# contourpy
|
146 |
+
# gradio
|
147 |
+
# matplotlib
|
148 |
+
# pandas
|
149 |
+
# qdrant-client
|
150 |
+
# scikit-learn
|
151 |
+
# scipy
|
152 |
+
# sentence-transformers
|
153 |
+
# torchvision
|
154 |
+
# transformers
|
155 |
+
orjson==3.9.4
|
156 |
+
# via gradio
|
157 |
+
packaging==23.1
|
158 |
+
# via
|
159 |
+
# gradio
|
160 |
+
# gradio-client
|
161 |
+
# huggingface-hub
|
162 |
+
# matplotlib
|
163 |
+
# transformers
|
164 |
+
pandas==2.0.3
|
165 |
+
# via
|
166 |
+
# altair
|
167 |
+
# gradio
|
168 |
+
pillow==10.0.0
|
169 |
+
# via
|
170 |
+
# gradio
|
171 |
+
# matplotlib
|
172 |
+
# torchvision
|
173 |
+
portalocker==2.7.0
|
174 |
+
# via qdrant-client
|
175 |
+
protobuf==4.24.0
|
176 |
+
# via grpcio-tools
|
177 |
+
pydantic==1.10.12
|
178 |
+
# via
|
179 |
+
# fastapi
|
180 |
+
# gradio
|
181 |
+
# qdrant-client
|
182 |
+
pydub==0.25.1
|
183 |
+
# via gradio
|
184 |
+
pyparsing==3.0.9
|
185 |
+
# via matplotlib
|
186 |
+
python-dateutil==2.8.2
|
187 |
+
# via
|
188 |
+
# matplotlib
|
189 |
+
# pandas
|
190 |
+
python-dotenv==1.0.0
|
191 |
+
# via -r requirements.in
|
192 |
+
python-multipart==0.0.6
|
193 |
+
# via gradio
|
194 |
+
pytz==2023.3
|
195 |
+
# via pandas
|
196 |
+
pyyaml==6.0.1
|
197 |
+
# via
|
198 |
+
# gradio
|
199 |
+
# huggingface-hub
|
200 |
+
# transformers
|
201 |
+
qdrant-client==1.3.1
|
202 |
+
# via -r requirements.in
|
203 |
+
referencing==0.30.2
|
204 |
+
# via
|
205 |
+
# jsonschema
|
206 |
+
# jsonschema-specifications
|
207 |
+
regex==2023.8.8
|
208 |
+
# via
|
209 |
+
# nltk
|
210 |
+
# transformers
|
211 |
+
requests==2.31.0
|
212 |
+
# via
|
213 |
+
# gradio
|
214 |
+
# gradio-client
|
215 |
+
# huggingface-hub
|
216 |
+
# torchvision
|
217 |
+
# transformers
|
218 |
+
rpds-py==0.9.2
|
219 |
+
# via
|
220 |
+
# jsonschema
|
221 |
+
# referencing
|
222 |
+
safetensors==0.3.2
|
223 |
+
# via transformers
|
224 |
+
scikit-learn==1.3.0
|
225 |
+
# via sentence-transformers
|
226 |
+
scipy==1.11.1
|
227 |
+
# via
|
228 |
+
# scikit-learn
|
229 |
+
# sentence-transformers
|
230 |
+
semantic-version==2.10.0
|
231 |
+
# via gradio
|
232 |
+
sentence-transformers==2.2.2
|
233 |
+
# via -r requirements.in
|
234 |
+
sentencepiece==0.1.99
|
235 |
+
# via sentence-transformers
|
236 |
+
six==1.16.0
|
237 |
+
# via python-dateutil
|
238 |
+
sniffio==1.3.0
|
239 |
+
# via
|
240 |
+
# anyio
|
241 |
+
# httpcore
|
242 |
+
# httpx
|
243 |
+
starlette==0.27.0
|
244 |
+
# via fastapi
|
245 |
+
sympy==1.12
|
246 |
+
# via torch
|
247 |
+
threadpoolctl==3.2.0
|
248 |
+
# via scikit-learn
|
249 |
+
tokenizers==0.13.3
|
250 |
+
# via transformers
|
251 |
+
toolz==0.12.0
|
252 |
+
# via altair
|
253 |
+
torch==2.0.1
|
254 |
+
# via
|
255 |
+
# sentence-transformers
|
256 |
+
# torchvision
|
257 |
+
torchvision==0.15.2
|
258 |
+
# via sentence-transformers
|
259 |
+
tqdm==4.66.0
|
260 |
+
# via
|
261 |
+
# huggingface-hub
|
262 |
+
# nltk
|
263 |
+
# sentence-transformers
|
264 |
+
# transformers
|
265 |
+
transformers==4.31.0
|
266 |
+
# via sentence-transformers
|
267 |
+
typing-extensions==4.5.0
|
268 |
+
# via
|
269 |
+
# fastapi
|
270 |
+
# gradio
|
271 |
+
# gradio-client
|
272 |
+
# huggingface-hub
|
273 |
+
# pydantic
|
274 |
+
# qdrant-client
|
275 |
+
# torch
|
276 |
+
tzdata==2023.3
|
277 |
+
# via pandas
|
278 |
+
uc-micro-py==1.0.2
|
279 |
+
# via linkify-it-py
|
280 |
+
urllib3==1.26.16
|
281 |
+
# via
|
282 |
+
# qdrant-client
|
283 |
+
# requests
|
284 |
+
uvicorn==0.23.2
|
285 |
+
# via gradio
|
286 |
+
websockets==11.0.3
|
287 |
+
# via
|
288 |
+
# gradio
|
289 |
+
# gradio-client
|
290 |
+
yarl==1.9.2
|
291 |
+
# via aiohttp
|
292 |
+
|
293 |
+
# The following packages are considered to be unsafe in a requirements file:
|
294 |
+
# setuptools
|