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- .gitattributes +1 -0
- App.ipynb +0 -0
- Deep_Learning_for_Speaker_Identification.pdf +0 -0
- Requirements/environment.yml +287 -0
- Requirements/requirements.txt +231 -0
- best_model/fingerprint.pb +3 -0
- best_model/keras_metadata.pb +3 -0
- best_model/saved_model.pb +3 -0
- best_model/variables/variables.data-00000-of-00001 +3 -0
- best_model/variables/variables.index +0 -0
- best_model_mel.h5 +3 -0
- metrics/best_model_mel_metrics +7 -0
- metrics/model1_mel_metrics +7 -0
- metrics/model1_mfcc_metrics +7 -0
- metrics/model2_mel_metrics +7 -0
- metrics/model2_mfcc_metrics +7 -0
- metrics/model3_mel_metrics +7 -0
- metrics/model3_mfcc_metrics +7 -0
- metrics/model4_mel_metrics +7 -0
- metrics/model4_mfcc_metrics +7 -0
- metrics/model5_mel_metrics +7 -0
- metrics/model5_mfcc_metrics +7 -0
- metrics/model6_mel_metrics +7 -0
- metrics/model6_mfcc_metrics +7 -0
- model1_mel.h5 +3 -0
- model1_mfcc.h5 +3 -0
- model2_mel.h5 +3 -0
- model2_mfcc.h5 +3 -0
- model3_mel.h5 +3 -0
- model3_mfcc.h5 +3 -0
- model4_mel.h5 +3 -0
- model4_mfcc.h5 +3 -0
- model5_mel.h5 +3 -0
- model5_mfcc.h5 +3 -0
- model6_mel.h5 +3 -0
- model6_mfcc.h5 +3 -0
- plots/Table of Results.png +0 -0
- plots/best_model_mel_accuracy.png +0 -0
- plots/best_model_mel_dataset_evaluation_accents.png +0 -0
- plots/best_model_mel_dataset_evaluation_genders.png +0 -0
- plots/best_model_mel_metrics.png +0 -0
- plots/best_model_mel_metrics_bottom_20_speakers.png +0 -0
- plots/best_model_mel_metrics_subset.png +0 -0
- plots/best_model_mel_metrics_top_20_speakers.png +0 -0
- plots/mel_spectrogram.png +0 -0
- plots/mfcc.png +0 -0
- plots/model1_mel_accuracy.png +0 -0
- plots/model1_mel_metrics.png +0 -0
- plots/model1_mel_metrics_bottom_20_speakers.png +0 -0
- plots/model1_mel_metrics_subset.png +0 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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best_model/variables/variables.data-00000-of-00001 filter=lfs diff=lfs merge=lfs -text
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App.ipynb
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Deep_Learning_for_Speaker_Identification.pdf
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Requirements/environment.yml
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1 |
+
name: SpeechTechnology
|
2 |
+
channels:
|
3 |
+
- conda-forge
|
4 |
+
- defaults
|
5 |
+
dependencies:
|
6 |
+
- anyio=3.5.0=py39haa95532_0
|
7 |
+
- argon2-cffi=21.3.0=pyhd3eb1b0_0
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8 |
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- argon2-cffi-bindings=21.2.0=py39h2bbff1b_0
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9 |
+
- asttokens=2.0.5=pyhd3eb1b0_0
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10 |
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- attrs=22.1.0=py39haa95532_0
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11 |
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- backcall=0.2.0=pyhd3eb1b0_0
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12 |
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- beautifulsoup4=4.11.1=py39haa95532_0
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13 |
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- blas=1.0=mkl
|
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- bleach=4.1.0=pyhd3eb1b0_0
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- ca-certificates=2023.01.10=haa95532_0
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- certifi=2022.12.7=py39haa95532_0
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- cffi=1.15.1=py39h2bbff1b_3
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- colorama=0.4.6=py39haa95532_0
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- debugpy=1.5.1=py39hd77b12b_0
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- defusedxml=0.7.1=pyhd3eb1b0_0
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- eigen=3.3.7=h59b6b97_1
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22 |
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- entrypoints=0.4=py39haa95532_0
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- ffmpeg=4.2.2=he774522_0
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- icc_rt=2022.1.0=h6049295_2
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- idna=3.4=py39haa95532_0
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- intel-openmp=2021.4.0=haa95532_3556
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- ipykernel=6.19.2=py39hd4e2768_0
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- ipython=8.10.0=py39haa95532_0
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38 |
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- ipython_genutils=0.2.0=pyhd3eb1b0_1
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91 |
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92 |
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- pycparser=2.21=pyhd3eb1b0_0
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93 |
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- python=3.9.16=h6244533_0
|
95 |
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- python-dateutil=2.8.2=pyhd3eb1b0_0
|
96 |
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- python-fastjsonschema=2.16.2=py39haa95532_0
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- qt-main=5.15.2=he8e5bd7_7
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|
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- pip:
|
127 |
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- absl-py==2.0.0
|
128 |
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- aiohttp==3.8.6
|
129 |
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|
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|
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|
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|
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|
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|
135 |
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|
136 |
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|
137 |
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|
138 |
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|
139 |
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|
140 |
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|
141 |
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|
142 |
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- comm==0.1.4
|
143 |
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- contourpy==1.1.1
|
144 |
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- cycler==0.12.1
|
145 |
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|
146 |
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- decorator==4.4.2
|
147 |
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|
148 |
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|
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|
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|
152 |
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|
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|
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|
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|
159 |
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- libclang==16.0.6
|
193 |
+
- librosa==0.10.1
|
194 |
+
- llvmlite==0.41.0
|
195 |
+
- markdown==3.5
|
196 |
+
- markdown-it-py==3.0.0
|
197 |
+
- matplotlib==3.8.0
|
198 |
+
- mdurl==0.1.2
|
199 |
+
- ml-dtypes==0.2.0
|
200 |
+
- moviepy==1.0.3
|
201 |
+
- mpmath==1.3.0
|
202 |
+
- msgpack==1.0.7
|
203 |
+
- multidict==6.0.4
|
204 |
+
- networkx==3.1
|
205 |
+
- numba==0.58.0
|
206 |
+
- oauthlib==3.2.2
|
207 |
+
- onnxruntime==1.15.1
|
208 |
+
- openai==0.28.1
|
209 |
+
- opencv-python==4.8.0.76
|
210 |
+
- opencv-python-headless==4.8.1.78
|
211 |
+
- opt-einsum==3.3.0
|
212 |
+
- pandas==2.1.1
|
213 |
+
- piexif==1.1.3
|
214 |
+
- pillow==10.0.1
|
215 |
+
- pooch==1.7.0
|
216 |
+
- proglog==0.1.10
|
217 |
+
- prometheus-fastapi-instrumentator==6.0.0
|
218 |
+
- proto-plus==1.22.3
|
219 |
+
- protobuf==4.24.4
|
220 |
+
- pyarrow==13.0.0
|
221 |
+
- pyasn1==0.5.0
|
222 |
+
- pyasn1-modules==0.3.0
|
223 |
+
- pybase64==1.3.1
|
224 |
+
- pycocotools==2.0.7
|
225 |
+
- pydantic==1.10.13
|
226 |
+
- pydantic-core==2.10.1
|
227 |
+
- pydeck==0.8.1b0
|
228 |
+
- pygments==2.16.1
|
229 |
+
- pyparsing==3.1.1
|
230 |
+
- pyreadline3==3.4.1
|
231 |
+
- pytesseract==0.3.10
|
232 |
+
- python-dotenv==1.0.0
|
233 |
+
- pytz==2023.3.post1
|
234 |
+
- pyyaml==6.0.1
|
235 |
+
- pyzbar==0.1.9
|
236 |
+
- qtconsole==5.4.4
|
237 |
+
- qtpy==2.4.1
|
238 |
+
- redis==5.0.1
|
239 |
+
- renderlab==0.1.20230421184216
|
240 |
+
- replicate==0.15.4
|
241 |
+
- requests==2.31.0
|
242 |
+
- requests-oauthlib==1.3.1
|
243 |
+
- rich==13.5.2
|
244 |
+
- rsa==4.9
|
245 |
+
- scikeras==0.12.0
|
246 |
+
- scikit-image==0.22.0
|
247 |
+
- scikit-learn==1.3.1
|
248 |
+
- scipy==1.11.3
|
249 |
+
- seaborn==0.13.0
|
250 |
+
- shapely==2.0.1
|
251 |
+
- smmap==5.0.1
|
252 |
+
- soundfile==0.12.1
|
253 |
+
- soxr==0.3.7
|
254 |
+
- stable-baselines3==2.1.0
|
255 |
+
- starlette==0.20.4
|
256 |
+
- streamlit==1.27.2
|
257 |
+
- supervision==0.16.0
|
258 |
+
- sympy==1.12
|
259 |
+
- tenacity==8.2.3
|
260 |
+
- tensorboard==2.14.1
|
261 |
+
- tensorboard-data-server==0.7.1
|
262 |
+
- tensorflow==2.14.0
|
263 |
+
- tensorflow-estimator==2.14.0
|
264 |
+
- tensorflow-intel==2.14.0
|
265 |
+
- tensorflow-io-gcs-filesystem==0.31.0
|
266 |
+
- termcolor==2.3.0
|
267 |
+
- threadpoolctl==3.2.0
|
268 |
+
- tifffile==2023.9.26
|
269 |
+
- toml==0.10.2
|
270 |
+
- toolz==0.12.0
|
271 |
+
- torch==2.1.0+cu118
|
272 |
+
- torchvision==0.16.0
|
273 |
+
- tqdm==4.66.1
|
274 |
+
- ttach==0.0.3
|
275 |
+
- typer==0.9.0
|
276 |
+
- typing-extensions==4.8.0
|
277 |
+
- tzdata==2023.3
|
278 |
+
- tzlocal==5.1
|
279 |
+
- urllib3==2.0.6
|
280 |
+
- validators==0.22.0
|
281 |
+
- watchdog==3.0.0
|
282 |
+
- werkzeug==3.0.0
|
283 |
+
- widgetsnbextension==4.0.9
|
284 |
+
- wrapt==1.14.1
|
285 |
+
- yarl==1.9.2
|
286 |
+
- zipp==3.17.0
|
287 |
+
prefix: C:\Users\User\anaconda3\envs\SpeechTechnology
|
Requirements/requirements.txt
ADDED
@@ -0,0 +1,231 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
absl-py==2.0.0
|
2 |
+
aiohttp==3.8.6
|
3 |
+
aiosignal==1.3.1
|
4 |
+
altair==5.1.2
|
5 |
+
annotated-types==0.6.0
|
6 |
+
anyio @ file:///C:/ci/anyio_1644481921011/work/dist
|
7 |
+
APScheduler==3.10.1
|
8 |
+
argon2-cffi @ file:///opt/conda/conda-bld/argon2-cffi_1645000214183/work
|
9 |
+
argon2-cffi-bindings @ file:///C:/ci/argon2-cffi-bindings_1644551690056/work
|
10 |
+
asttokens @ file:///opt/conda/conda-bld/asttokens_1646925590279/work
|
11 |
+
astunparse==1.6.3
|
12 |
+
async-timeout==4.0.3
|
13 |
+
attrs @ file:///C:/b/abs_09s3y775ra/croot/attrs_1668696195628/work
|
14 |
+
audioread==3.0.1
|
15 |
+
backcall @ file:///home/ktietz/src/ci/backcall_1611930011877/work
|
16 |
+
beautifulsoup4 @ file:///C:/ci/beautifulsoup4_1650293025093/work
|
17 |
+
bleach @ file:///opt/conda/conda-bld/bleach_1641577558959/work
|
18 |
+
blinker==1.6.3
|
19 |
+
cachetools==5.3.1
|
20 |
+
certifi @ file:///C:/b/abs_85o_6fm0se/croot/certifi_1671487778835/work/certifi
|
21 |
+
cffi @ file:///C:/b/abs_49n3v2hyhr/croot/cffi_1670423218144/work
|
22 |
+
charset-normalizer==3.3.0
|
23 |
+
click==8.1.7
|
24 |
+
cloudpickle==3.0.0
|
25 |
+
colorama @ file:///C:/b/abs_a9ozq0l032/croot/colorama_1672387194846/work
|
26 |
+
coloredlogs==15.0.1
|
27 |
+
comm==0.1.4
|
28 |
+
contourpy==1.1.1
|
29 |
+
cycler==0.12.1
|
30 |
+
Cython==3.0.0
|
31 |
+
debugpy @ file:///C:/ci/debugpy_1637091961445/work
|
32 |
+
decorator==4.4.2
|
33 |
+
defusedxml @ file:///tmp/build/80754af9/defusedxml_1615228127516/work
|
34 |
+
docker==6.1.3
|
35 |
+
entrypoints @ file:///C:/ci/entrypoints_1649926621128/work
|
36 |
+
executing @ file:///opt/conda/conda-bld/executing_1646925071911/work
|
37 |
+
Farama-Notifications==0.0.4
|
38 |
+
fastapi==0.85.1
|
39 |
+
fastjsonschema @ file:///C:/Users/BUILDE~1/AppData/Local/Temp/abs_ebruxzvd08/croots/recipe/python-fastjsonschema_1661376484940/work
|
40 |
+
filelock==3.12.4
|
41 |
+
Flask==3.0.0
|
42 |
+
flatbuffers==23.5.26
|
43 |
+
flit_core @ file:///opt/conda/conda-bld/flit-core_1644941570762/work/source/flit_core
|
44 |
+
fonttools==4.43.1
|
45 |
+
frozenlist==1.4.0
|
46 |
+
fsspec==2023.9.2
|
47 |
+
gast==0.5.4
|
48 |
+
gitdb==4.0.11
|
49 |
+
GitPython==3.1.40
|
50 |
+
google-api-core==2.12.0
|
51 |
+
google-auth==2.23.3
|
52 |
+
google-auth-oauthlib==1.0.0
|
53 |
+
google-cloud-vision==3.4.4
|
54 |
+
google-pasta==0.2.0
|
55 |
+
googleapis-common-protos==1.60.0
|
56 |
+
GPUtil==1.4.0
|
57 |
+
grad-cam==1.4.8
|
58 |
+
grpcio==1.59.0
|
59 |
+
grpcio-status==1.59.0
|
60 |
+
gymnasium==0.29.1
|
61 |
+
h11==0.14.0
|
62 |
+
h5py==3.10.0
|
63 |
+
httpcore==0.18.0
|
64 |
+
httpx==0.25.0
|
65 |
+
humanfriendly==10.0
|
66 |
+
idna @ file:///C:/b/abs_bdhbebrioa/croot/idna_1666125572046/work
|
67 |
+
imageio==2.31.6
|
68 |
+
imageio-ffmpeg==0.4.9
|
69 |
+
importlib-metadata==6.8.0
|
70 |
+
importlib-resources==6.1.0
|
71 |
+
inference==0.9.4
|
72 |
+
IProgress==0.4
|
73 |
+
ipykernel @ file:///C:/b/abs_b4f07tbsyd/croot/ipykernel_1672767104060/work
|
74 |
+
ipython @ file:///C:/b/abs_d3h279dv3h/croot/ipython_1676582236558/work
|
75 |
+
ipython-genutils @ file:///tmp/build/80754af9/ipython_genutils_1606773439826/work
|
76 |
+
ipywidgets==8.1.1
|
77 |
+
itsdangerous==2.1.2
|
78 |
+
jedi @ file:///C:/ci/jedi_1644315428289/work
|
79 |
+
Jinja2 @ file:///C:/b/abs_7cdis66kl9/croot/jinja2_1666908141852/work
|
80 |
+
joblib==1.3.2
|
81 |
+
jsonschema @ file:///C:/b/abs_6ccs97j_l8/croot/jsonschema_1676558690963/work
|
82 |
+
jupyter==1.0.0
|
83 |
+
jupyter-console==6.6.3
|
84 |
+
jupyter-server @ file:///C:/b/abs_1cfi3__jl8/croot/jupyter_server_1671707636383/work
|
85 |
+
jupyter_client @ file:///C:/b/abs_d8fk_kz9zk/croot/jupyter_client_1676330195659/work
|
86 |
+
jupyter_core @ file:///C:/b/abs_bd7elvu3w2/croot/jupyter_core_1676538600510/work
|
87 |
+
jupyterlab-pygments @ file:///tmp/build/80754af9/jupyterlab_pygments_1601490720602/work
|
88 |
+
jupyterlab-widgets==3.0.9
|
89 |
+
keras==2.14.0
|
90 |
+
keras-tuner==1.4.6
|
91 |
+
kiwisolver==1.4.5
|
92 |
+
kt-legacy==1.0.5
|
93 |
+
lazy_loader==0.3
|
94 |
+
libclang==16.0.6
|
95 |
+
librosa==0.10.1
|
96 |
+
llvmlite==0.41.0
|
97 |
+
lxml @ file:///C:/ci/lxml_1657527445690/work
|
98 |
+
Markdown==3.5
|
99 |
+
markdown-it-py==3.0.0
|
100 |
+
MarkupSafe @ file:///C:/ci/markupsafe_1654508077284/work
|
101 |
+
matplotlib==3.8.0
|
102 |
+
matplotlib-inline @ file:///C:/ci/matplotlib-inline_1661915841596/work
|
103 |
+
mdurl==0.1.2
|
104 |
+
mistune @ file:///C:/ci/mistune_1607359457024/work
|
105 |
+
mkl-fft==1.3.1
|
106 |
+
mkl-random @ file:///C:/ci/mkl_random_1626186184308/work
|
107 |
+
mkl-service==2.4.0
|
108 |
+
ml-dtypes==0.2.0
|
109 |
+
moviepy==1.0.3
|
110 |
+
mpmath==1.3.0
|
111 |
+
msgpack==1.0.7
|
112 |
+
multidict==6.0.4
|
113 |
+
nbclassic @ file:///C:/b/abs_d0_ze5q0j2/croot/nbclassic_1676902914817/work
|
114 |
+
nbclient @ file:///C:/ci/nbclient_1650290387259/work
|
115 |
+
nbconvert @ file:///C:/b/abs_4av3q4okro/croot/nbconvert_1668450658054/work
|
116 |
+
nbformat @ file:///C:/b/abs_85_3g7dkt4/croot/nbformat_1670352343720/work
|
117 |
+
nest-asyncio @ file:///C:/b/abs_3a_4jsjlqu/croot/nest-asyncio_1672387322800/work
|
118 |
+
networkx==3.1
|
119 |
+
notebook @ file:///C:/b/abs_ca13hqvuzw/croot/notebook_1668179888546/work
|
120 |
+
notebook_shim @ file:///C:/b/abs_ebfczttg6x/croot/notebook-shim_1668160590914/work
|
121 |
+
numba==0.58.0
|
122 |
+
numpy @ file:///C:/b/abs_datssh7cer/croot/numpy_and_numpy_base_1672336199388/work
|
123 |
+
oauthlib==3.2.2
|
124 |
+
onnxruntime==1.15.1
|
125 |
+
openai==0.28.1
|
126 |
+
opencv-python==4.8.0.76
|
127 |
+
opencv-python-headless==4.8.1.78
|
128 |
+
opt-einsum==3.3.0
|
129 |
+
packaging @ file:///C:/b/abs_cfsup8ur87/croot/packaging_1671697442297/work
|
130 |
+
pandas==2.1.1
|
131 |
+
pandocfilters @ file:///opt/conda/conda-bld/pandocfilters_1643405455980/work
|
132 |
+
parso @ file:///opt/conda/conda-bld/parso_1641458642106/work
|
133 |
+
pickleshare @ file:///tmp/build/80754af9/pickleshare_1606932040724/work
|
134 |
+
piexif==1.1.3
|
135 |
+
Pillow==10.0.1
|
136 |
+
platformdirs @ file:///C:/b/abs_73cc5cz_1u/croots/recipe/platformdirs_1662711386458/work
|
137 |
+
pooch==1.7.0
|
138 |
+
proglog==0.1.10
|
139 |
+
prometheus-client @ file:///C:/Windows/TEMP/abs_ab9nx8qb08/croots/recipe/prometheus_client_1659455104602/work
|
140 |
+
prometheus-fastapi-instrumentator==6.0.0
|
141 |
+
prompt-toolkit @ file:///C:/b/abs_6coz5_9f2s/croot/prompt-toolkit_1672387908312/work
|
142 |
+
proto-plus==1.22.3
|
143 |
+
protobuf==4.24.4
|
144 |
+
psutil @ file:///C:/Windows/Temp/abs_b2c2fd7f-9fd5-4756-95ea-8aed74d0039flsd9qufz/croots/recipe/psutil_1656431277748/work
|
145 |
+
pure-eval @ file:///opt/conda/conda-bld/pure_eval_1646925070566/work
|
146 |
+
pyarrow==13.0.0
|
147 |
+
pyasn1==0.5.0
|
148 |
+
pyasn1-modules==0.3.0
|
149 |
+
pybase64==1.3.1
|
150 |
+
pycocotools==2.0.7
|
151 |
+
pycparser @ file:///tmp/build/80754af9/pycparser_1636541352034/work
|
152 |
+
pydantic==1.10.13
|
153 |
+
pydantic_core==2.10.1
|
154 |
+
pydeck==0.8.1b0
|
155 |
+
Pygments==2.16.1
|
156 |
+
pyparsing==3.1.1
|
157 |
+
pyreadline3==3.4.1
|
158 |
+
pyrsistent @ file:///C:/ci/pyrsistent_1636093225342/work
|
159 |
+
pytesseract==0.3.10
|
160 |
+
python-dateutil @ file:///tmp/build/80754af9/python-dateutil_1626374649649/work
|
161 |
+
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|
162 |
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163 |
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164 |
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pywinpty @ file:///C:/b/abs_73vshmevwq/croot/pywinpty_1677609966356/work/target/wheels/pywinpty-2.0.10-cp39-none-win_amd64.whl
|
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