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spudnik
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wavlm-emotion

Audio Classification
Transformers
Safetensors
wavlm
Generated from Trainer
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spudnik/group55_wavlm_audio_emotion_recognition

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Files changed (4) hide show
  1. README.md +52 -22
  2. config.json +2 -0
  3. model.safetensors +1 -1
  4. training_args.bin +1 -1
README.md CHANGED
@@ -34,39 +34,69 @@ More information needed
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  ### Training hyperparameters
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  The following hyperparameters were used during training:
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- - learning_rate: 5e-05
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  - train_batch_size: 32
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  - eval_batch_size: 32
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  - seed: 42
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  - optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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  - lr_scheduler_type: linear
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- - num_epochs: 20
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  - mixed_precision_training: Native AMP
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  ### Training results
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  | Training Loss | Epoch | Step | Validation Loss |
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  |:-------------:|:-----:|:----:|:---------------:|
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- | No log | 1.0 | 96 | 1.9483 |
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- | 1.9533 | 2.0 | 192 | 1.9533 |
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- | 1.9514 | 3.0 | 288 | 1.9515 |
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- | 1.9493 | 4.0 | 384 | 1.9468 |
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- | 1.95 | 5.0 | 480 | 1.9551 |
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- | 1.9495 | 6.0 | 576 | 1.9489 |
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- | 1.9486 | 7.0 | 672 | 1.9474 |
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- | 1.949 | 8.0 | 768 | 1.9484 |
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- | 1.9484 | 9.0 | 864 | 1.9473 |
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- | 1.9481 | 10.0 | 960 | 1.9468 |
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- | 1.9479 | 11.0 | 1056 | 1.9485 |
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- | 1.9477 | 12.0 | 1152 | 1.9475 |
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- | 1.9473 | 13.0 | 1248 | 1.9480 |
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- | 1.9474 | 14.0 | 1344 | 1.9481 |
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- | 1.9468 | 15.0 | 1440 | 1.9473 |
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- | 1.9469 | 16.0 | 1536 | 1.9468 |
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- | 1.9466 | 17.0 | 1632 | 1.9470 |
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- | 1.9463 | 18.0 | 1728 | 1.9473 |
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- | 1.9459 | 19.0 | 1824 | 1.9473 |
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- | 1.9458 | 20.0 | 1920 | 1.9475 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ### Framework versions
 
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  ### Training hyperparameters
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  The following hyperparameters were used during training:
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+ - learning_rate: 1e-05
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  - train_batch_size: 32
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  - eval_batch_size: 32
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  - seed: 42
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  - optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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  - lr_scheduler_type: linear
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+ - num_epochs: 50
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  - mixed_precision_training: Native AMP
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  ### Training results
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  | Training Loss | Epoch | Step | Validation Loss |
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  |:-------------:|:-----:|:----:|:---------------:|
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+ | No log | 1.0 | 96 | 1.9486 |
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+ | 1.9484 | 2.0 | 192 | 1.9463 |
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+ | 1.9474 | 3.0 | 288 | 1.9497 |
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+ | 1.948 | 4.0 | 384 | 1.9488 |
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+ | 1.9485 | 5.0 | 480 | 1.9475 |
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+ | 1.9484 | 6.0 | 576 | 1.9459 |
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+ | 1.9477 | 7.0 | 672 | 1.9463 |
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+ | 1.9478 | 8.0 | 768 | 1.9487 |
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+ | 1.9472 | 9.0 | 864 | 1.9500 |
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+ | 1.9476 | 10.0 | 960 | 1.9474 |
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+ | 1.948 | 11.0 | 1056 | 1.9484 |
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+ | 1.9469 | 12.0 | 1152 | 1.9486 |
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+ | 1.9466 | 13.0 | 1248 | 1.9490 |
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+ | 1.9457 | 14.0 | 1344 | 1.9477 |
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+ | 1.9466 | 15.0 | 1440 | 1.9468 |
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+ | 1.9467 | 16.0 | 1536 | 1.9481 |
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+ | 1.947 | 17.0 | 1632 | 1.9502 |
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+ | 1.9455 | 18.0 | 1728 | 1.9486 |
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+ | 1.9468 | 19.0 | 1824 | 1.9508 |
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+ | 1.9475 | 20.0 | 1920 | 1.9504 |
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+ | 1.948 | 21.0 | 2016 | 1.9503 |
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+ | 1.9466 | 22.0 | 2112 | 1.9508 |
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+ | 1.9475 | 23.0 | 2208 | 1.9516 |
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+ | 1.9474 | 24.0 | 2304 | 1.9477 |
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+ | 1.9473 | 25.0 | 2400 | 1.9504 |
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+ | 1.9473 | 26.0 | 2496 | 1.9499 |
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+ | 1.9469 | 27.0 | 2592 | 1.9494 |
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+ | 1.9472 | 28.0 | 2688 | 1.9494 |
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+ | 1.9479 | 29.0 | 2784 | 1.9503 |
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+ | 1.9474 | 30.0 | 2880 | 1.9508 |
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+ | 1.9471 | 31.0 | 2976 | 1.9503 |
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+ | 1.947 | 32.0 | 3072 | 1.9500 |
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+ | 1.9464 | 33.0 | 3168 | 1.9497 |
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+ | 1.9467 | 34.0 | 3264 | 1.9481 |
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+ | 1.9454 | 35.0 | 3360 | 1.9476 |
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+ | 1.9467 | 36.0 | 3456 | 1.9482 |
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+ | 1.9461 | 37.0 | 3552 | 1.9473 |
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+ | 1.9455 | 38.0 | 3648 | 1.9473 |
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+ | 1.9465 | 39.0 | 3744 | 1.9485 |
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+ | 1.9467 | 40.0 | 3840 | 1.9483 |
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+ | 1.9463 | 41.0 | 3936 | 1.9477 |
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+ | 1.946 | 42.0 | 4032 | 1.9487 |
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+ | 1.9465 | 43.0 | 4128 | 1.9488 |
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+ | 1.9474 | 44.0 | 4224 | 1.9479 |
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+ | 1.9456 | 45.0 | 4320 | 1.9481 |
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+ | 1.9458 | 46.0 | 4416 | 1.9472 |
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+ | 1.9467 | 47.0 | 4512 | 1.9471 |
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+ | 1.9466 | 48.0 | 4608 | 1.9472 |
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+ | 1.9463 | 49.0 | 4704 | 1.9474 |
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+ | 1.9457 | 50.0 | 4800 | 1.9475 |
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  ### Framework versions
config.json CHANGED
@@ -9,6 +9,7 @@
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  "WavLMForSequenceClassification"
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  ],
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  "attention_dropout": 0.1,
 
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  "bos_token_id": 1,
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  "classifier_proj_size": 256,
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  "codevector_dim": 256,
@@ -54,6 +55,7 @@
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  "freeze_feat_extract_train": true,
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  "hidden_act": "gelu",
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  "hidden_dropout": 0.1,
 
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  "hidden_size": 768,
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  "id2label": {
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  "0": "LABEL_0",
 
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  "WavLMForSequenceClassification"
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  ],
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  "attention_dropout": 0.1,
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+ "attention_probs_dropout_prob": 0.3,
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  "bos_token_id": 1,
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  "classifier_proj_size": 256,
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  "codevector_dim": 256,
 
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  "freeze_feat_extract_train": true,
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  "hidden_act": "gelu",
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  "hidden_dropout": 0.1,
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+ "hidden_dropout_prob": 0.3,
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  "hidden_size": 768,
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  "id2label": {
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  "0": "LABEL_0",
model.safetensors CHANGED
@@ -1,3 +1,3 @@
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  size 378352396
training_args.bin CHANGED
@@ -1,3 +1,3 @@
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  size 5240
 
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