Training in progress, step 134000

pytorch_model.bin

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run.sh

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         --dataset_name="NbAiLab/NST" \
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         --output_dir="./" \
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         --per_device_eval_batch_size="12" \

special_tokens_map.json

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+***** Running Evaluation *****███▎                                                                         | 134000/483200 [24:28<229:51:47,  2.37s/it]
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+100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████| 6300/6300 [1:14:43<00:00,  1.36it/s]
+Saving model checkpoint to ./checkpoint-134000
+Configuration saved in ./checkpoint-134000/config.json                                                   | 134000/483200 [1:40:28<229:51:47,  2.37s/it]
+Model weights saved in ./checkpoint-134000/pytorch_model.bin
+Feature extractor saved in ./checkpoint-134000/preprocessor_config.json

wandb/run-20220919_091309-2lk1vb0u/files/requirements.txt

@@ -0,0 +1,77 @@
+aiohttp==3.8.1
+aiosignal==1.2.0
+appdirs==1.4.4
+async-timeout==4.0.2
+attrs==21.4.0
+audioread==2.1.9
+certifi==2021.10.8
+cffi==1.15.0
+charset-normalizer==2.0.12
+click==8.1.2
+datasets==2.1.0
+decorator==5.1.1
+dill==0.3.4
+docker-pycreds==0.4.0
+filelock==3.6.0
+frozenlist==1.3.0
+fsspec==2022.3.0
+gitdb==4.0.9
+gitpython==3.1.27
+huggingface-hub==0.5.1
+hypothesis==6.46.5
+idna==3.3
+jiwer==2.3.0
+joblib==1.1.0
+kenlm==0.0.0
+librosa==0.9.1
+llvmlite==0.38.0
+multidict==6.0.2
+multiprocess==0.70.12.2
+numba==0.55.1
+numpy==1.21.6
+packaging==21.3
+pandas==1.4.2
+pathtools==0.1.2
+pillow==9.1.0
+pip==20.3.4
+pkg-resources==0.0.0
+pooch==1.6.0
+promise==2.3
+protobuf==3.20.1
+psutil==5.9.0
+pyarrow==7.0.0
+pycparser==2.21
+pyctcdecode==0.3.0
+pygtrie==2.4.2
+pyparsing==3.0.8
+python-dateutil==2.8.2
+python-levenshtein==0.12.2
+pytz==2022.1
+pyyaml==6.0
+regex==2022.4.24
+requests==2.27.1
+resampy==0.2.2
+responses==0.18.0
+sacremoses==0.0.49
+scikit-learn==1.0.2
+scipy==1.8.0
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+setproctitle==1.2.3
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+shortuuid==1.0.8
+six==1.16.0
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+sortedcontainers==2.4.0
+soundfile==0.10.3.post1
+threadpoolctl==3.1.0
+tokenizers==0.12.1
+torch==1.11.0+cu113
+torchaudio==0.11.0+cu113
+torchvision==0.12.0+cu113
+tqdm==4.64.0
+transformers==4.18.0
+typing-extensions==4.2.0
+urllib3==1.26.9
+wandb==0.12.15
+xxhash==3.0.0
+yarl==1.7.2

wandb/run-20220919_091309-2lk1vb0u/files/wandb-metadata.json

@@ -0,0 +1,63 @@
+{
+    "os": "Linux-5.13.0-40-generic-x86_64-with-glibc2.34",
+    "python": "3.9.7",
+    "heartbeatAt": "2022-09-19T07:13:10.700148",
+    "startedAt": "2022-09-19T07:13:09.511200",
+    "docker": null,
+    "cpu_count": 96,
+    "cuda": null,
+    "args": [
+        "--model_name_or_path=facebook/wav2vec2-xls-r-1b",
+        "--hub_model_id=NbAiLab/wav2vec2-1b-nst",
+        "--dataset_name=NbAiLab/NST",
+        "--dataset_config=no-close",
+        "--output_dir=./",
+        "--num_train_epochs=40",
+        "--per_device_train_batch_size=12",
+        "--per_device_eval_batch_size=12",
+        "--gradient_accumulation_steps=2",
+        "--learning_rate=2e-5",
+        "--warmup_steps=2000",
+        "--length_column_name=input_length",
+        "--evaluation_strategy=steps",
+        "--text_column_name=text",
+        "--save_steps=500",
+        "--eval_steps=500",
+        "--logging_steps=100",
+        "--layerdrop=0.041",
+        "--attention_dropout=0.094",
+        "--activation_dropout=0.055",
+        "--hidden_dropout=0.047",
+        "--save_total_limit=3",
+        "--freeze_feature_encoder",
+        "--feat_proj_dropout=0.04",
+        "--mask_time_prob=0.082",
+        "--mask_time_length=10",
+        "--mask_feature_prob=0.25",
+        "--mask_feature_length=64",
+        "--gradient_checkpointing",
+        "--min_duration_in_seconds=0.5",
+        "--max_duration_in_seconds=30.0",
+        "--use_auth_token",
+        "--seed=42",
+        "--fp16",
+        "--group_by_length",
+        "--do_train",
+        "--do_eval",
+        "--push_to_hub",
+        "--preprocessing_num_workers=32",
+        "--ctc_zero_infinity"
+    ],
+    "state": "running",
+    "program": "/mnt/lv_ai_1_dante/ml/models/wav2vec2-1b-nst/run_speech_recognition_ctc.py",
+    "codePath": "run_speech_recognition_ctc.py",
+    "git": {
+        "remote": "https://huggingface.co/NbAiLab/wav2vec2-1b-nst",
+        "commit": "95c2a73b0d67534d82face4a991723c148a7bcc9"
+    },
+    "email": "[email protected]",
+    "root": "/mnt/lv_ai_1_dante/ml/models/wav2vec2-1b-nst",
+    "host": "dante",
+    "username": "rolvb",
+    "executable": "/mnt/lv_ai_1_dante/ml/rolvb/venv/bin/python"
+}

wandb/run-20220919_091309-2lk1vb0u/logs/debug.log

@@ -0,0 +1,27 @@
+2022-09-19 09:13:09,514 INFO    MainThread:611262 [wandb_setup.py:_flush():75] Loading settings from /home/rolvb/.config/wandb/settings
+2022-09-19 09:13:09,514 INFO    MainThread:611262 [wandb_setup.py:_flush():75] Loading settings from /mnt/lv_ai_1_dante/ml/models/wav2vec2-1b-nst/wandb/settings
+2022-09-19 09:13:09,514 INFO    MainThread:611262 [wandb_setup.py:_flush():75] Loading settings from environment variables: {'project': 'wav2vec2', 'entity': 'NbAiLab'}
+2022-09-19 09:13:09,514 INFO    MainThread:611262 [wandb_setup.py:_flush():75] Inferring run settings from compute environment: {'program_relpath': 'run_speech_recognition_ctc.py', 'program': '/mnt/lv_ai_1_dante/ml/models/wav2vec2-1b-nst/run_speech_recognition_ctc.py'}
+2022-09-19 09:13:09,514 INFO    MainThread:611262 [wandb_init.py:_log_setup():437] Logging user logs to /mnt/lv_ai_1_dante/ml/models/wav2vec2-1b-nst/wandb/run-20220919_091309-2lk1vb0u/logs/debug.log
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