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gemma-3n-E4B-it
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hysts HF Staff commited on
Commit
52f5c65
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1 Parent(s): 01e4a7b

Update

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Files changed (6) hide show
  1. app.py +1 -9
  2. pyproject.toml +2 -10
  3. requirements.txt +28 -3
  4. uv.lock +12 -408
  5. wheels/timm-1.0.16.dev0-py3-none-any.whl +0 -3
  6. wheels/transformers-4.53.0.dev0-py3-none-any.whl +0 -3
app.py CHANGED
@@ -1,16 +1,9 @@
1
  import os
2
  import pathlib
3
- import shlex
4
- import subprocess
5
  import tempfile
6
  from collections.abc import Iterator
7
  from threading import Thread
8
 
9
- # TODO: remove this once the transformers implementation is published # noqa: FIX002, TD002, TD003
10
- if os.getenv("SPACE_ID"):
11
- subprocess.run(shlex.split("pip install wheels/timm-1.0.16.dev0-py3-none-any.whl"), check=True) # noqa: S603
12
- subprocess.run(shlex.split("pip install wheels/transformers-4.53.0.dev0-py3-none-any.whl"), check=True) # noqa: S603
13
-
14
  import av
15
  import gradio as gr
16
  import spaces
@@ -19,8 +12,7 @@ from gradio.utils import get_upload_folder
19
  from transformers import AutoModelForImageTextToText, AutoProcessor
20
  from transformers.generation.streamers import TextIteratorStreamer
21
 
22
- # TODO: update model_id # noqa: FIX002, TD002, TD003
23
- model_id = "gg-hf-gm/gemma-3n-E4B-it"
24
 
25
  processor = AutoProcessor.from_pretrained(model_id)
26
  model = AutoModelForImageTextToText.from_pretrained(model_id, device_map="auto", torch_dtype=torch.bfloat16)
 
1
  import os
2
  import pathlib
 
 
3
  import tempfile
4
  from collections.abc import Iterator
5
  from threading import Thread
6
 
 
 
 
 
 
7
  import av
8
  import gradio as gr
9
  import spaces
 
12
  from transformers import AutoModelForImageTextToText, AutoProcessor
13
  from transformers.generation.streamers import TextIteratorStreamer
14
 
15
+ model_id = "google/gemma-3n-E4B-it"
 
16
 
17
  processor = AutoProcessor.from_pretrained(model_id)
18
  model = AutoModelForImageTextToText.from_pretrained(model_id, device_map="auto", torch_dtype=torch.bfloat16)
pyproject.toml CHANGED
@@ -11,8 +11,10 @@ dependencies = [
11
  "hf-transfer>=0.1.9",
12
  "librosa>=0.11.0",
13
  "spaces>=0.37.1",
 
14
  "torch==2.5.1",
15
  "torchvision>=0.20.1",
 
16
  ]
17
 
18
  [tool.ruff]
@@ -55,13 +57,3 @@ convention = "google"
55
 
56
  [tool.ruff.format]
57
  docstring-code-format = true
58
-
59
- [tool.uv.sources]
60
- timm = { path = "wheels/timm-1.0.16.dev0-py3-none-any.whl" }
61
- transformers = { path = "wheels/transformers-4.53.0.dev0-py3-none-any.whl" }
62
-
63
- [dependency-groups]
64
- dev = [
65
- "timm",
66
- "transformers",
67
- ]
 
11
  "hf-transfer>=0.1.9",
12
  "librosa>=0.11.0",
13
  "spaces>=0.37.1",
14
+ "timm>=1.0.16",
15
  "torch==2.5.1",
16
  "torchvision>=0.20.1",
17
+ "transformers>=4.53.0",
18
  ]
19
 
20
  [tool.ruff]
 
57
 
58
  [tool.ruff.format]
59
  docstring-code-format = true
 
 
 
 
 
 
 
 
 
 
requirements.txt CHANGED
@@ -40,6 +40,7 @@ filelock==3.18.0
40
  # via
41
  # huggingface-hub
42
  # torch
 
43
  # triton
44
  fsspec==2025.5.1
45
  # via
@@ -75,6 +76,9 @@ huggingface-hub==0.33.0
75
  # accelerate
76
  # gradio
77
  # gradio-client
 
 
 
78
  idna==3.10
79
  # via
80
  # anyio
@@ -122,6 +126,7 @@ numpy==2.2.6
122
  # soundfile
123
  # soxr
124
  # torchvision
 
125
  nvidia-cublas-cu12==12.4.5.8
126
  # via
127
  # nvidia-cudnn-cu12
@@ -165,6 +170,7 @@ packaging==25.0
165
  # lazy-loader
166
  # pooch
167
  # spaces
 
168
  pandas==2.3.0
169
  # via gradio
170
  pillow==11.2.1
@@ -203,11 +209,16 @@ pyyaml==6.0.2
203
  # accelerate
204
  # gradio
205
  # huggingface-hub
 
 
 
 
206
  requests==2.32.4
207
  # via
208
  # huggingface-hub
209
  # pooch
210
  # spaces
 
211
  rich==14.0.0
212
  # via typer
213
  ruff==0.12.0
@@ -215,7 +226,10 @@ ruff==0.12.0
215
  safehttpx==0.1.6
216
  # via gradio
217
  safetensors==0.5.3
218
- # via accelerate
 
 
 
219
  scikit-learn==1.7.0
220
  # via librosa
221
  scipy==1.15.3
@@ -244,17 +258,28 @@ sympy==1.13.1
244
  # via torch
245
  threadpoolctl==3.6.0
246
  # via scikit-learn
 
 
 
 
247
  tomlkit==0.13.3
248
  # via gradio
249
  torch==2.5.1
250
  # via
251
  # gemma-3n-e4b-it (pyproject.toml)
252
  # accelerate
 
253
  # torchvision
254
  torchvision==0.20.1
255
- # via gemma-3n-e4b-it (pyproject.toml)
 
 
256
  tqdm==4.67.1
257
- # via huggingface-hub
 
 
 
 
258
  triton==3.1.0
259
  # via torch
260
  typer==0.16.0
 
40
  # via
41
  # huggingface-hub
42
  # torch
43
+ # transformers
44
  # triton
45
  fsspec==2025.5.1
46
  # via
 
76
  # accelerate
77
  # gradio
78
  # gradio-client
79
+ # timm
80
+ # tokenizers
81
+ # transformers
82
  idna==3.10
83
  # via
84
  # anyio
 
126
  # soundfile
127
  # soxr
128
  # torchvision
129
+ # transformers
130
  nvidia-cublas-cu12==12.4.5.8
131
  # via
132
  # nvidia-cudnn-cu12
 
170
  # lazy-loader
171
  # pooch
172
  # spaces
173
+ # transformers
174
  pandas==2.3.0
175
  # via gradio
176
  pillow==11.2.1
 
209
  # accelerate
210
  # gradio
211
  # huggingface-hub
212
+ # timm
213
+ # transformers
214
+ regex==2024.11.6
215
+ # via transformers
216
  requests==2.32.4
217
  # via
218
  # huggingface-hub
219
  # pooch
220
  # spaces
221
+ # transformers
222
  rich==14.0.0
223
  # via typer
224
  ruff==0.12.0
 
226
  safehttpx==0.1.6
227
  # via gradio
228
  safetensors==0.5.3
229
+ # via
230
+ # accelerate
231
+ # timm
232
+ # transformers
233
  scikit-learn==1.7.0
234
  # via librosa
235
  scipy==1.15.3
 
258
  # via torch
259
  threadpoolctl==3.6.0
260
  # via scikit-learn
261
+ timm==1.0.16
262
+ # via gemma-3n-e4b-it (pyproject.toml)
263
+ tokenizers==0.21.2
264
+ # via transformers
265
  tomlkit==0.13.3
266
  # via gradio
267
  torch==2.5.1
268
  # via
269
  # gemma-3n-e4b-it (pyproject.toml)
270
  # accelerate
271
+ # timm
272
  # torchvision
273
  torchvision==0.20.1
274
+ # via
275
+ # gemma-3n-e4b-it (pyproject.toml)
276
+ # timm
277
  tqdm==4.67.1
278
+ # via
279
+ # huggingface-hub
280
+ # transformers
281
+ transformers==4.53.0
282
+ # via gemma-3n-e4b-it (pyproject.toml)
283
  triton==3.1.0
284
  # via torch
285
  typer==0.16.0
uv.lock CHANGED
@@ -373,13 +373,9 @@ dependencies = [
373
  { name = "hf-transfer" },
374
  { name = "librosa" },
375
  { name = "spaces" },
 
376
  { name = "torch" },
377
  { name = "torchvision" },
378
- ]
379
-
380
- [package.dev-dependencies]
381
- dev = [
382
- { name = "timm" },
383
  { name = "transformers" },
384
  ]
385
 
@@ -391,15 +387,14 @@ requires-dist = [
391
  { name = "hf-transfer", specifier = ">=0.1.9" },
392
  { name = "librosa", specifier = ">=0.11.0" },
393
  { name = "spaces", specifier = ">=0.37.1" },
 
394
  { name = "torch", specifier = "==2.5.1" },
395
  { name = "torchvision", specifier = ">=0.20.1" },
 
396
  ]
397
 
398
  [package.metadata.requires-dev]
399
- dev = [
400
- { name = "timm", path = "wheels/timm-1.0.16.dev0-py3-none-any.whl" },
401
- { name = "transformers", path = "wheels/transformers-4.53.0.dev0-py3-none-any.whl" },
402
- ]
403
 
404
  [[package]]
405
  name = "gradio"
@@ -1957,8 +1952,8 @@ wheels = [
1957
 
1958
  [[package]]
1959
  name = "timm"
1960
- version = "1.0.16.dev0"
1961
- source = { path = "wheels/timm-1.0.16.dev0-py3-none-any.whl" }
1962
  dependencies = [
1963
  { name = "huggingface-hub" },
1964
  { name = "pyyaml" },
@@ -1966,17 +1961,9 @@ dependencies = [
1966
  { name = "torch" },
1967
  { name = "torchvision" },
1968
  ]
 
1969
  wheels = [
1970
- { filename = "timm-1.0.16.dev0-py3-none-any.whl", hash = "sha256:bc9686fd88dfc74611ac0eb9c6a8598ea33f9cfc8cb1a7477cd9c765c659bae9" },
1971
- ]
1972
-
1973
- [package.metadata]
1974
- requires-dist = [
1975
- { name = "huggingface-hub" },
1976
- { name = "pyyaml" },
1977
- { name = "safetensors" },
1978
- { name = "torch" },
1979
- { name = "torchvision" },
1980
  ]
1981
 
1982
  [[package]]
@@ -2094,8 +2081,8 @@ wheels = [
2094
 
2095
  [[package]]
2096
  name = "transformers"
2097
- version = "4.53.0.dev0"
2098
- source = { path = "wheels/transformers-4.53.0.dev0-py3-none-any.whl" }
2099
  dependencies = [
2100
  { name = "filelock" },
2101
  { name = "huggingface-hub" },
@@ -2108,394 +2095,11 @@ dependencies = [
2108
  { name = "tokenizers" },
2109
  { name = "tqdm" },
2110
  ]
 
2111
  wheels = [
2112
- { filename = "transformers-4.53.0.dev0-py3-none-any.whl", hash = "sha256:6f2c9040adc3ac4574b20aaf04883ba8a5f0ef6fc62b1d1ca24744369205fdd5" },
2113
  ]
2114
 
2115
- [package.metadata]
2116
- requires-dist = [
2117
- { name = "accelerate", marker = "extra == 'accelerate'", specifier = ">=0.26.0" },
2118
- { name = "accelerate", marker = "extra == 'all'", specifier = ">=0.26.0" },
2119
- { name = "accelerate", marker = "extra == 'deepspeed'", specifier = ">=0.26.0" },
2120
- { name = "accelerate", marker = "extra == 'deepspeed-testing'", specifier = ">=0.26.0" },
2121
- { name = "accelerate", marker = "extra == 'dev'", specifier = ">=0.26.0" },
2122
- { name = "accelerate", marker = "extra == 'dev-torch'", specifier = ">=0.26.0" },
2123
- { name = "accelerate", marker = "extra == 'torch'", specifier = ">=0.26.0" },
2124
- { name = "av", marker = "extra == 'all'" },
2125
- { name = "av", marker = "extra == 'dev'" },
2126
- { name = "av", marker = "extra == 'video'" },
2127
- { name = "beautifulsoup4", marker = "extra == 'deepspeed-testing'" },
2128
- { name = "beautifulsoup4", marker = "extra == 'dev'" },
2129
- { name = "beautifulsoup4", marker = "extra == 'dev-tensorflow'" },
2130
- { name = "beautifulsoup4", marker = "extra == 'dev-torch'" },
2131
- { name = "beautifulsoup4", marker = "extra == 'testing'" },
2132
- { name = "blobfile", marker = "extra == 'tiktoken'" },
2133
- { name = "codecarbon", marker = "extra == 'all'", specifier = ">=2.8.1" },
2134
- { name = "codecarbon", marker = "extra == 'codecarbon'", specifier = ">=2.8.1" },
2135
- { name = "codecarbon", marker = "extra == 'dev'", specifier = ">=2.8.1" },
2136
- { name = "codecarbon", marker = "extra == 'dev-torch'", specifier = ">=2.8.1" },
2137
- { name = "cookiecutter", marker = "extra == 'deepspeed-testing'", specifier = "==1.7.3" },
2138
- { name = "cookiecutter", marker = "extra == 'dev'", specifier = "==1.7.3" },
2139
- { name = "cookiecutter", marker = "extra == 'dev-tensorflow'", specifier = "==1.7.3" },
2140
- { name = "cookiecutter", marker = "extra == 'dev-torch'", specifier = "==1.7.3" },
2141
- { name = "cookiecutter", marker = "extra == 'modelcreation'", specifier = "==1.7.3" },
2142
- { name = "cookiecutter", marker = "extra == 'testing'", specifier = "==1.7.3" },
2143
- { name = "datasets", marker = "extra == 'deepspeed-testing'", specifier = "!=2.5.0" },
2144
- { name = "datasets", marker = "extra == 'dev'", specifier = "!=2.5.0" },
2145
- { name = "datasets", marker = "extra == 'dev-tensorflow'", specifier = "!=2.5.0" },
2146
- { name = "datasets", marker = "extra == 'dev-torch'", specifier = "!=2.5.0" },
2147
- { name = "datasets", marker = "extra == 'quality'", specifier = "!=2.5.0" },
2148
- { name = "datasets", marker = "extra == 'retrieval'", specifier = "!=2.5.0" },
2149
- { name = "datasets", marker = "extra == 'testing'", specifier = "!=2.5.0" },
2150
- { name = "deepspeed", marker = "extra == 'deepspeed'", specifier = ">=0.9.3" },
2151
- { name = "deepspeed", marker = "extra == 'deepspeed-testing'", specifier = ">=0.9.3" },
2152
- { name = "dill", marker = "extra == 'deepspeed-testing'", specifier = "<0.3.5" },
2153
- { name = "dill", marker = "extra == 'dev'", specifier = "<0.3.5" },
2154
- { name = "dill", marker = "extra == 'dev-tensorflow'", specifier = "<0.3.5" },
2155
- { name = "dill", marker = "extra == 'dev-torch'", specifier = "<0.3.5" },
2156
- { name = "dill", marker = "extra == 'testing'", specifier = "<0.3.5" },
2157
- { name = "evaluate", marker = "extra == 'deepspeed-testing'", specifier = ">=0.2.0" },
2158
- { name = "evaluate", marker = "extra == 'dev'", specifier = ">=0.2.0" },
2159
- { name = "evaluate", marker = "extra == 'dev-tensorflow'", specifier = ">=0.2.0" },
2160
- { name = "evaluate", marker = "extra == 'dev-torch'", specifier = ">=0.2.0" },
2161
- { name = "evaluate", marker = "extra == 'testing'", specifier = ">=0.2.0" },
2162
- { name = "faiss-cpu", marker = "extra == 'deepspeed-testing'" },
2163
- { name = "faiss-cpu", marker = "extra == 'dev'" },
2164
- { name = "faiss-cpu", marker = "extra == 'dev-tensorflow'" },
2165
- { name = "faiss-cpu", marker = "extra == 'dev-torch'" },
2166
- { name = "faiss-cpu", marker = "extra == 'retrieval'" },
2167
- { name = "faiss-cpu", marker = "extra == 'testing'" },
2168
- { name = "fastapi", marker = "extra == 'serving'" },
2169
- { name = "filelock" },
2170
- { name = "filelock", marker = "extra == 'torchhub'" },
2171
- { name = "flax", marker = "extra == 'all'", specifier = ">=0.4.1,<=0.7.0" },
2172
- { name = "flax", marker = "extra == 'dev'", specifier = ">=0.4.1,<=0.7.0" },
2173
- { name = "flax", marker = "extra == 'flax'", specifier = ">=0.4.1,<=0.7.0" },
2174
- { name = "ftfy", marker = "extra == 'ftfy'" },
2175
- { name = "fugashi", marker = "extra == 'dev'", specifier = ">=1.0" },
2176
- { name = "fugashi", marker = "extra == 'dev-torch'", specifier = ">=1.0" },
2177
- { name = "fugashi", marker = "extra == 'ja'", specifier = ">=1.0" },
2178
- { name = "gitpython", marker = "extra == 'deepspeed-testing'", specifier = "<3.1.19" },
2179
- { name = "gitpython", marker = "extra == 'dev'", specifier = "<3.1.19" },
2180
- { name = "gitpython", marker = "extra == 'dev-tensorflow'", specifier = "<3.1.19" },
2181
- { name = "gitpython", marker = "extra == 'dev-torch'", specifier = "<3.1.19" },
2182
- { name = "gitpython", marker = "extra == 'quality'", specifier = "<3.1.19" },
2183
- { name = "gitpython", marker = "extra == 'testing'", specifier = "<3.1.19" },
2184
- { name = "hf-xet", marker = "extra == 'hf-xet'" },
2185
- { name = "huggingface-hub", specifier = ">=0.30.0,<1.0" },
2186
- { name = "huggingface-hub", marker = "extra == 'torchhub'", specifier = ">=0.30.0,<1.0" },
2187
- { name = "importlib-metadata", marker = "extra == 'torchhub'" },
2188
- { name = "ipadic", marker = "extra == 'dev'", specifier = ">=1.0.0,<2.0" },
2189
- { name = "ipadic", marker = "extra == 'dev-torch'", specifier = ">=1.0.0,<2.0" },
2190
- { name = "ipadic", marker = "extra == 'ja'", specifier = ">=1.0.0,<2.0" },
2191
- { name = "jax", marker = "extra == 'all'", specifier = ">=0.4.1,<=0.4.13" },
2192
- { name = "jax", marker = "extra == 'dev'", specifier = ">=0.4.1,<=0.4.13" },
2193
- { name = "jax", marker = "extra == 'flax'", specifier = ">=0.4.1,<=0.4.13" },
2194
- { name = "jaxlib", marker = "extra == 'all'", specifier = ">=0.4.1,<=0.4.13" },
2195
- { name = "jaxlib", marker = "extra == 'dev'", specifier = ">=0.4.1,<=0.4.13" },
2196
- { name = "jaxlib", marker = "extra == 'flax'", specifier = ">=0.4.1,<=0.4.13" },
2197
- { name = "kenlm", marker = "extra == 'all'" },
2198
- { name = "kenlm", marker = "extra == 'audio'" },
2199
- { name = "kenlm", marker = "extra == 'dev'" },
2200
- { name = "kenlm", marker = "extra == 'dev-tensorflow'" },
2201
- { name = "kenlm", marker = "extra == 'dev-torch'" },
2202
- { name = "kenlm", marker = "extra == 'flax-speech'" },
2203
- { name = "kenlm", marker = "extra == 'speech'" },
2204
- { name = "kenlm", marker = "extra == 'tf-speech'" },
2205
- { name = "kenlm", marker = "extra == 'torch-speech'" },
2206
- { name = "keras", marker = "extra == 'tf-cpu'", specifier = ">2.9,<2.16" },
2207
- { name = "keras-nlp", marker = "extra == 'all'", specifier = ">=0.3.1,<0.14.0" },
2208
- { name = "keras-nlp", marker = "extra == 'dev'", specifier = ">=0.3.1,<0.14.0" },
2209
- { name = "keras-nlp", marker = "extra == 'dev-tensorflow'", specifier = ">=0.3.1,<0.14.0" },
2210
- { name = "keras-nlp", marker = "extra == 'tf'", specifier = ">=0.3.1,<0.14.0" },
2211
- { name = "keras-nlp", marker = "extra == 'tf-cpu'", specifier = ">=0.3.1,<0.14.0" },
2212
- { name = "kernels", marker = "extra == 'all'", specifier = ">=0.4.4,<0.5" },
2213
- { name = "kernels", marker = "extra == 'dev'", specifier = ">=0.4.4,<0.5" },
2214
- { name = "kernels", marker = "extra == 'dev-torch'", specifier = ">=0.4.4,<0.5" },
2215
- { name = "kernels", marker = "extra == 'hub-kernels'", specifier = ">=0.4.4,<0.5" },
2216
- { name = "kernels", marker = "extra == 'integrations'", specifier = ">=0.4.4,<0.5" },
2217
- { name = "libcst", marker = "extra == 'dev'" },
2218
- { name = "libcst", marker = "extra == 'dev-tensorflow'" },
2219
- { name = "libcst", marker = "extra == 'dev-torch'" },
2220
- { name = "libcst", marker = "extra == 'quality'" },
2221
- { name = "librosa", marker = "extra == 'all'" },
2222
- { name = "librosa", marker = "extra == 'audio'" },
2223
- { name = "librosa", marker = "extra == 'dev'" },
2224
- { name = "librosa", marker = "extra == 'dev-tensorflow'" },
2225
- { name = "librosa", marker = "extra == 'dev-torch'" },
2226
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2227
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- { name = "torchaudio", marker = "extra == 'torch-speech'" },
2479
- { name = "torchvision", marker = "extra == 'all'" },
2480
- { name = "torchvision", marker = "extra == 'dev'" },
2481
- { name = "torchvision", marker = "extra == 'dev-torch'" },
2482
- { name = "torchvision", marker = "extra == 'torch-vision'" },
2483
- { name = "tqdm", specifier = ">=4.27" },
2484
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2485
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2486
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2487
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2489
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2490
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2491
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2492
- { name = "urllib3", marker = "extra == 'dev-tensorflow'", specifier = "<2.0.0" },
2493
- { name = "urllib3", marker = "extra == 'dev-torch'", specifier = "<2.0.0" },
2494
- { name = "urllib3", marker = "extra == 'quality'", specifier = "<2.0.0" },
2495
- { name = "uvicorn", marker = "extra == 'serving'" },
2496
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2498
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2499
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2500
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2501
  version = "3.1.0"
 
373
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374
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375
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376
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377
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378
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379
  { name = "transformers" },
380
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381
 
 
387
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388
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389
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390
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391
  { name = "torch", specifier = "==2.5.1" },
392
  { name = "torchvision", specifier = ">=0.20.1" },
393
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394
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395
 
396
  [package.metadata.requires-dev]
397
+ dev = []
 
 
 
398
 
399
  [[package]]
400
  name = "gradio"
 
1952
 
1953
  [[package]]
1954
  name = "timm"
1955
+ version = "1.0.16"
1956
+ source = { registry = "https://pypi.org/simple" }
1957
  dependencies = [
1958
  { name = "huggingface-hub" },
1959
  { name = "pyyaml" },
 
1961
  { name = "torch" },
1962
  { name = "torchvision" },
1963
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1964
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1965
  wheels = [
1966
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1967
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1968
 
1969
  [[package]]
 
2081
 
2082
  [[package]]
2083
  name = "transformers"
2084
+ version = "4.53.0"
2085
+ source = { registry = "https://pypi.org/simple" }
2086
  dependencies = [
2087
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2088
  { name = "huggingface-hub" },
 
2095
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2096
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2097
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2098
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2102
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2103
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2104
  name = "triton"
2105
  version = "3.1.0"
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