Upload fine-tuned HUBERT vowel classifier
Browse files- .DS_Store +0 -0
- checkpoints/.DS_Store +0 -0
- checkpoints/checkpoint-10916/config.json +98 -0
- checkpoints/checkpoint-10916/model.safetensors +3 -0
- checkpoints/checkpoint-10916/optimizer.pt +3 -0
- checkpoints/checkpoint-10916/rng_state.pth +3 -0
- checkpoints/checkpoint-10916/scheduler.pt +3 -0
- checkpoints/checkpoint-10916/trainer_state.json +98 -0
- checkpoints/checkpoint-10916/training_args.bin +3 -0
- checkpoints/checkpoint-13645/config.json +98 -0
- checkpoints/checkpoint-13645/model.safetensors +3 -0
- checkpoints/checkpoint-13645/optimizer.pt +3 -0
- checkpoints/checkpoint-13645/rng_state.pth +3 -0
- checkpoints/checkpoint-13645/scheduler.pt +3 -0
- checkpoints/checkpoint-13645/trainer_state.json +114 -0
- checkpoints/checkpoint-13645/training_args.bin +3 -0
- checkpoints/checkpoint-2729/config.json +98 -0
- checkpoints/checkpoint-2729/model.safetensors +3 -0
- checkpoints/checkpoint-2729/optimizer.pt +3 -0
- checkpoints/checkpoint-2729/rng_state.pth +3 -0
- checkpoints/checkpoint-2729/scheduler.pt +3 -0
- checkpoints/checkpoint-2729/trainer_state.json +50 -0
- checkpoints/checkpoint-2729/training_args.bin +3 -0
- checkpoints/checkpoint-5458/config.json +98 -0
- checkpoints/checkpoint-5458/model.safetensors +3 -0
- checkpoints/checkpoint-5458/optimizer.pt +3 -0
- checkpoints/checkpoint-5458/rng_state.pth +3 -0
- checkpoints/checkpoint-5458/scheduler.pt +3 -0
- checkpoints/checkpoint-5458/trainer_state.json +66 -0
- checkpoints/checkpoint-5458/training_args.bin +3 -0
- checkpoints/checkpoint-8187/config.json +98 -0
- checkpoints/checkpoint-8187/model.safetensors +3 -0
- checkpoints/checkpoint-8187/optimizer.pt +3 -0
- checkpoints/checkpoint-8187/rng_state.pth +3 -0
- checkpoints/checkpoint-8187/scheduler.pt +3 -0
- checkpoints/checkpoint-8187/trainer_state.json +82 -0
- checkpoints/checkpoint-8187/training_args.bin +3 -0
- classification_report.csv +13 -0
- config.json +10 -2
- confusion_matrix.png +0 -0
- label_encoder.pkl +2 -2
- model.safetensors +2 -2
- model_info.txt +4 -0
.DS_Store
ADDED
|
Binary file (6.15 kB). View file
|
|
|
checkpoints/.DS_Store
ADDED
|
Binary file (8.2 kB). View file
|
|
|
checkpoints/checkpoint-10916/config.json
ADDED
|
@@ -0,0 +1,98 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"activation_dropout": 0.1,
|
| 3 |
+
"apply_spec_augment": true,
|
| 4 |
+
"architectures": [
|
| 5 |
+
"HubertForSequenceClassification"
|
| 6 |
+
],
|
| 7 |
+
"attention_dropout": 0.1,
|
| 8 |
+
"bos_token_id": 1,
|
| 9 |
+
"classifier_proj_size": 256,
|
| 10 |
+
"conv_bias": false,
|
| 11 |
+
"conv_dim": [
|
| 12 |
+
512,
|
| 13 |
+
512,
|
| 14 |
+
512,
|
| 15 |
+
512,
|
| 16 |
+
512,
|
| 17 |
+
512,
|
| 18 |
+
512
|
| 19 |
+
],
|
| 20 |
+
"conv_kernel": [
|
| 21 |
+
10,
|
| 22 |
+
3,
|
| 23 |
+
3,
|
| 24 |
+
3,
|
| 25 |
+
3,
|
| 26 |
+
2,
|
| 27 |
+
2
|
| 28 |
+
],
|
| 29 |
+
"conv_pos_batch_norm": false,
|
| 30 |
+
"conv_stride": [
|
| 31 |
+
5,
|
| 32 |
+
2,
|
| 33 |
+
2,
|
| 34 |
+
2,
|
| 35 |
+
2,
|
| 36 |
+
2,
|
| 37 |
+
2
|
| 38 |
+
],
|
| 39 |
+
"ctc_loss_reduction": "sum",
|
| 40 |
+
"ctc_zero_infinity": false,
|
| 41 |
+
"do_stable_layer_norm": false,
|
| 42 |
+
"eos_token_id": 2,
|
| 43 |
+
"feat_extract_activation": "gelu",
|
| 44 |
+
"feat_extract_dropout": 0.0,
|
| 45 |
+
"feat_extract_norm": "group",
|
| 46 |
+
"feat_proj_dropout": 0.1,
|
| 47 |
+
"feat_proj_layer_norm": true,
|
| 48 |
+
"final_dropout": 0.1,
|
| 49 |
+
"gradient_checkpointing": false,
|
| 50 |
+
"hidden_act": "gelu",
|
| 51 |
+
"hidden_dropout": 0.1,
|
| 52 |
+
"hidden_dropout_prob": 0.1,
|
| 53 |
+
"hidden_size": 768,
|
| 54 |
+
"id2label": {
|
| 55 |
+
"0": "LABEL_0",
|
| 56 |
+
"1": "LABEL_1",
|
| 57 |
+
"2": "LABEL_2",
|
| 58 |
+
"3": "LABEL_3",
|
| 59 |
+
"4": "LABEL_4",
|
| 60 |
+
"5": "LABEL_5",
|
| 61 |
+
"6": "LABEL_6",
|
| 62 |
+
"7": "LABEL_7",
|
| 63 |
+
"8": "LABEL_8"
|
| 64 |
+
},
|
| 65 |
+
"initializer_range": 0.02,
|
| 66 |
+
"intermediate_size": 3072,
|
| 67 |
+
"label2id": {
|
| 68 |
+
"LABEL_0": 0,
|
| 69 |
+
"LABEL_1": 1,
|
| 70 |
+
"LABEL_2": 2,
|
| 71 |
+
"LABEL_3": 3,
|
| 72 |
+
"LABEL_4": 4,
|
| 73 |
+
"LABEL_5": 5,
|
| 74 |
+
"LABEL_6": 6,
|
| 75 |
+
"LABEL_7": 7,
|
| 76 |
+
"LABEL_8": 8
|
| 77 |
+
},
|
| 78 |
+
"layer_norm_eps": 1e-05,
|
| 79 |
+
"layerdrop": 0.1,
|
| 80 |
+
"mask_feature_length": 10,
|
| 81 |
+
"mask_feature_min_masks": 0,
|
| 82 |
+
"mask_feature_prob": 0.0,
|
| 83 |
+
"mask_time_length": 10,
|
| 84 |
+
"mask_time_min_masks": 2,
|
| 85 |
+
"mask_time_prob": 0.0,
|
| 86 |
+
"model_type": "hubert",
|
| 87 |
+
"num_attention_heads": 12,
|
| 88 |
+
"num_conv_pos_embedding_groups": 16,
|
| 89 |
+
"num_conv_pos_embeddings": 128,
|
| 90 |
+
"num_feat_extract_layers": 7,
|
| 91 |
+
"num_hidden_layers": 12,
|
| 92 |
+
"pad_token_id": 0,
|
| 93 |
+
"tokenizer_class": "Wav2Vec2CTCTokenizer",
|
| 94 |
+
"torch_dtype": "float32",
|
| 95 |
+
"transformers_version": "4.51.3",
|
| 96 |
+
"use_weighted_layer_sum": false,
|
| 97 |
+
"vocab_size": 32
|
| 98 |
+
}
|
checkpoints/checkpoint-10916/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a467102e2eca83185336bcd6488e3eee01fbba8c4a49e8074cfde44a0d53266d
|
| 3 |
+
size 378309148
|
checkpoints/checkpoint-10916/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f192fc14c22f672367cb1dd14d62c7216e9dc8debf99e6cf19a762c37b3a631f
|
| 3 |
+
size 756734475
|
checkpoints/checkpoint-10916/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:b6d08a5484f52cbb805c81b0a3ac668e47c0bb3f8fb5a45803e8cf1d5c9364a6
|
| 3 |
+
size 14455
|
checkpoints/checkpoint-10916/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9b6b3d374d162562d7181e35af847e336046d647cafbf1ee9adf8e902f093a19
|
| 3 |
+
size 1465
|
checkpoints/checkpoint-10916/trainer_state.json
ADDED
|
@@ -0,0 +1,98 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_global_step": 10916,
|
| 3 |
+
"best_metric": 0.8916987355689939,
|
| 4 |
+
"best_model_checkpoint": "./fine_tuned_vowel_model_hubert/checkpoints/checkpoint-10916",
|
| 5 |
+
"epoch": 4.0,
|
| 6 |
+
"eval_steps": 500,
|
| 7 |
+
"global_step": 10916,
|
| 8 |
+
"is_hyper_param_search": false,
|
| 9 |
+
"is_local_process_zero": true,
|
| 10 |
+
"is_world_process_zero": true,
|
| 11 |
+
"log_history": [
|
| 12 |
+
{
|
| 13 |
+
"epoch": 1.0,
|
| 14 |
+
"grad_norm": 0.7431244850158691,
|
| 15 |
+
"learning_rate": 4.0003664345914255e-05,
|
| 16 |
+
"loss": 0.7026,
|
| 17 |
+
"step": 2729
|
| 18 |
+
},
|
| 19 |
+
{
|
| 20 |
+
"epoch": 1.0,
|
| 21 |
+
"eval_accuracy": 0.8449697636063771,
|
| 22 |
+
"eval_loss": 0.5954396724700928,
|
| 23 |
+
"eval_runtime": 13.4904,
|
| 24 |
+
"eval_samples_per_second": 404.511,
|
| 25 |
+
"eval_steps_per_second": 50.629,
|
| 26 |
+
"step": 2729
|
| 27 |
+
},
|
| 28 |
+
{
|
| 29 |
+
"epoch": 2.0,
|
| 30 |
+
"grad_norm": 0.1394549012184143,
|
| 31 |
+
"learning_rate": 3.0003664345914256e-05,
|
| 32 |
+
"loss": 0.4608,
|
| 33 |
+
"step": 5458
|
| 34 |
+
},
|
| 35 |
+
{
|
| 36 |
+
"epoch": 2.0,
|
| 37 |
+
"eval_accuracy": 0.8792376763789628,
|
| 38 |
+
"eval_loss": 0.5260357856750488,
|
| 39 |
+
"eval_runtime": 12.9279,
|
| 40 |
+
"eval_samples_per_second": 422.112,
|
| 41 |
+
"eval_steps_per_second": 52.832,
|
| 42 |
+
"step": 5458
|
| 43 |
+
},
|
| 44 |
+
{
|
| 45 |
+
"epoch": 3.0,
|
| 46 |
+
"grad_norm": 116.29024505615234,
|
| 47 |
+
"learning_rate": 2.0003664345914254e-05,
|
| 48 |
+
"loss": 0.371,
|
| 49 |
+
"step": 8187
|
| 50 |
+
},
|
| 51 |
+
{
|
| 52 |
+
"epoch": 3.0,
|
| 53 |
+
"eval_accuracy": 0.8887667216419278,
|
| 54 |
+
"eval_loss": 0.5250139236450195,
|
| 55 |
+
"eval_runtime": 12.4693,
|
| 56 |
+
"eval_samples_per_second": 437.635,
|
| 57 |
+
"eval_steps_per_second": 54.775,
|
| 58 |
+
"step": 8187
|
| 59 |
+
},
|
| 60 |
+
{
|
| 61 |
+
"epoch": 4.0,
|
| 62 |
+
"grad_norm": 18.14418601989746,
|
| 63 |
+
"learning_rate": 1.0003664345914255e-05,
|
| 64 |
+
"loss": 0.2928,
|
| 65 |
+
"step": 10916
|
| 66 |
+
},
|
| 67 |
+
{
|
| 68 |
+
"epoch": 4.0,
|
| 69 |
+
"eval_accuracy": 0.8916987355689939,
|
| 70 |
+
"eval_loss": 0.57878178358078,
|
| 71 |
+
"eval_runtime": 12.1012,
|
| 72 |
+
"eval_samples_per_second": 450.946,
|
| 73 |
+
"eval_steps_per_second": 56.441,
|
| 74 |
+
"step": 10916
|
| 75 |
+
}
|
| 76 |
+
],
|
| 77 |
+
"logging_steps": 500,
|
| 78 |
+
"max_steps": 13645,
|
| 79 |
+
"num_input_tokens_seen": 0,
|
| 80 |
+
"num_train_epochs": 5,
|
| 81 |
+
"save_steps": 500,
|
| 82 |
+
"stateful_callbacks": {
|
| 83 |
+
"TrainerControl": {
|
| 84 |
+
"args": {
|
| 85 |
+
"should_epoch_stop": false,
|
| 86 |
+
"should_evaluate": false,
|
| 87 |
+
"should_log": false,
|
| 88 |
+
"should_save": true,
|
| 89 |
+
"should_training_stop": false
|
| 90 |
+
},
|
| 91 |
+
"attributes": {}
|
| 92 |
+
}
|
| 93 |
+
},
|
| 94 |
+
"total_flos": 1.803131179533748e+17,
|
| 95 |
+
"train_batch_size": 8,
|
| 96 |
+
"trial_name": null,
|
| 97 |
+
"trial_params": null
|
| 98 |
+
}
|
checkpoints/checkpoint-10916/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c3178195344f46f46b3031b675585d8c03b499e7d32bb87bf40496a15e9e1126
|
| 3 |
+
size 5713
|
checkpoints/checkpoint-13645/config.json
ADDED
|
@@ -0,0 +1,98 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"activation_dropout": 0.1,
|
| 3 |
+
"apply_spec_augment": true,
|
| 4 |
+
"architectures": [
|
| 5 |
+
"HubertForSequenceClassification"
|
| 6 |
+
],
|
| 7 |
+
"attention_dropout": 0.1,
|
| 8 |
+
"bos_token_id": 1,
|
| 9 |
+
"classifier_proj_size": 256,
|
| 10 |
+
"conv_bias": false,
|
| 11 |
+
"conv_dim": [
|
| 12 |
+
512,
|
| 13 |
+
512,
|
| 14 |
+
512,
|
| 15 |
+
512,
|
| 16 |
+
512,
|
| 17 |
+
512,
|
| 18 |
+
512
|
| 19 |
+
],
|
| 20 |
+
"conv_kernel": [
|
| 21 |
+
10,
|
| 22 |
+
3,
|
| 23 |
+
3,
|
| 24 |
+
3,
|
| 25 |
+
3,
|
| 26 |
+
2,
|
| 27 |
+
2
|
| 28 |
+
],
|
| 29 |
+
"conv_pos_batch_norm": false,
|
| 30 |
+
"conv_stride": [
|
| 31 |
+
5,
|
| 32 |
+
2,
|
| 33 |
+
2,
|
| 34 |
+
2,
|
| 35 |
+
2,
|
| 36 |
+
2,
|
| 37 |
+
2
|
| 38 |
+
],
|
| 39 |
+
"ctc_loss_reduction": "sum",
|
| 40 |
+
"ctc_zero_infinity": false,
|
| 41 |
+
"do_stable_layer_norm": false,
|
| 42 |
+
"eos_token_id": 2,
|
| 43 |
+
"feat_extract_activation": "gelu",
|
| 44 |
+
"feat_extract_dropout": 0.0,
|
| 45 |
+
"feat_extract_norm": "group",
|
| 46 |
+
"feat_proj_dropout": 0.1,
|
| 47 |
+
"feat_proj_layer_norm": true,
|
| 48 |
+
"final_dropout": 0.1,
|
| 49 |
+
"gradient_checkpointing": false,
|
| 50 |
+
"hidden_act": "gelu",
|
| 51 |
+
"hidden_dropout": 0.1,
|
| 52 |
+
"hidden_dropout_prob": 0.1,
|
| 53 |
+
"hidden_size": 768,
|
| 54 |
+
"id2label": {
|
| 55 |
+
"0": "LABEL_0",
|
| 56 |
+
"1": "LABEL_1",
|
| 57 |
+
"2": "LABEL_2",
|
| 58 |
+
"3": "LABEL_3",
|
| 59 |
+
"4": "LABEL_4",
|
| 60 |
+
"5": "LABEL_5",
|
| 61 |
+
"6": "LABEL_6",
|
| 62 |
+
"7": "LABEL_7",
|
| 63 |
+
"8": "LABEL_8"
|
| 64 |
+
},
|
| 65 |
+
"initializer_range": 0.02,
|
| 66 |
+
"intermediate_size": 3072,
|
| 67 |
+
"label2id": {
|
| 68 |
+
"LABEL_0": 0,
|
| 69 |
+
"LABEL_1": 1,
|
| 70 |
+
"LABEL_2": 2,
|
| 71 |
+
"LABEL_3": 3,
|
| 72 |
+
"LABEL_4": 4,
|
| 73 |
+
"LABEL_5": 5,
|
| 74 |
+
"LABEL_6": 6,
|
| 75 |
+
"LABEL_7": 7,
|
| 76 |
+
"LABEL_8": 8
|
| 77 |
+
},
|
| 78 |
+
"layer_norm_eps": 1e-05,
|
| 79 |
+
"layerdrop": 0.1,
|
| 80 |
+
"mask_feature_length": 10,
|
| 81 |
+
"mask_feature_min_masks": 0,
|
| 82 |
+
"mask_feature_prob": 0.0,
|
| 83 |
+
"mask_time_length": 10,
|
| 84 |
+
"mask_time_min_masks": 2,
|
| 85 |
+
"mask_time_prob": 0.0,
|
| 86 |
+
"model_type": "hubert",
|
| 87 |
+
"num_attention_heads": 12,
|
| 88 |
+
"num_conv_pos_embedding_groups": 16,
|
| 89 |
+
"num_conv_pos_embeddings": 128,
|
| 90 |
+
"num_feat_extract_layers": 7,
|
| 91 |
+
"num_hidden_layers": 12,
|
| 92 |
+
"pad_token_id": 0,
|
| 93 |
+
"tokenizer_class": "Wav2Vec2CTCTokenizer",
|
| 94 |
+
"torch_dtype": "float32",
|
| 95 |
+
"transformers_version": "4.51.3",
|
| 96 |
+
"use_weighted_layer_sum": false,
|
| 97 |
+
"vocab_size": 32
|
| 98 |
+
}
|
checkpoints/checkpoint-13645/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3e253002c57e573c2a7d2c6bb92948a0532b9471527eec6e154d4b71b819e6b7
|
| 3 |
+
size 378309148
|
checkpoints/checkpoint-13645/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:173b8dc5d365bb15274565588dc12293988d45da5ab409bd7a207d74fde20c26
|
| 3 |
+
size 756734475
|
checkpoints/checkpoint-13645/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ea68a63b52eb6548d8b3f161d296b8f31e6c69810c9d3267393657d6694b91a0
|
| 3 |
+
size 14455
|
checkpoints/checkpoint-13645/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3b58bab2079a1e60f13455dd02b5b0d37795a4e3bd7bee0f5e83d482f80f5668
|
| 3 |
+
size 1465
|
checkpoints/checkpoint-13645/trainer_state.json
ADDED
|
@@ -0,0 +1,114 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_global_step": 13645,
|
| 3 |
+
"best_metric": 0.8944474986256185,
|
| 4 |
+
"best_model_checkpoint": "./fine_tuned_vowel_model_hubert/checkpoints/checkpoint-13645",
|
| 5 |
+
"epoch": 5.0,
|
| 6 |
+
"eval_steps": 500,
|
| 7 |
+
"global_step": 13645,
|
| 8 |
+
"is_hyper_param_search": false,
|
| 9 |
+
"is_local_process_zero": true,
|
| 10 |
+
"is_world_process_zero": true,
|
| 11 |
+
"log_history": [
|
| 12 |
+
{
|
| 13 |
+
"epoch": 1.0,
|
| 14 |
+
"grad_norm": 0.7431244850158691,
|
| 15 |
+
"learning_rate": 4.0003664345914255e-05,
|
| 16 |
+
"loss": 0.7026,
|
| 17 |
+
"step": 2729
|
| 18 |
+
},
|
| 19 |
+
{
|
| 20 |
+
"epoch": 1.0,
|
| 21 |
+
"eval_accuracy": 0.8449697636063771,
|
| 22 |
+
"eval_loss": 0.5954396724700928,
|
| 23 |
+
"eval_runtime": 13.4904,
|
| 24 |
+
"eval_samples_per_second": 404.511,
|
| 25 |
+
"eval_steps_per_second": 50.629,
|
| 26 |
+
"step": 2729
|
| 27 |
+
},
|
| 28 |
+
{
|
| 29 |
+
"epoch": 2.0,
|
| 30 |
+
"grad_norm": 0.1394549012184143,
|
| 31 |
+
"learning_rate": 3.0003664345914256e-05,
|
| 32 |
+
"loss": 0.4608,
|
| 33 |
+
"step": 5458
|
| 34 |
+
},
|
| 35 |
+
{
|
| 36 |
+
"epoch": 2.0,
|
| 37 |
+
"eval_accuracy": 0.8792376763789628,
|
| 38 |
+
"eval_loss": 0.5260357856750488,
|
| 39 |
+
"eval_runtime": 12.9279,
|
| 40 |
+
"eval_samples_per_second": 422.112,
|
| 41 |
+
"eval_steps_per_second": 52.832,
|
| 42 |
+
"step": 5458
|
| 43 |
+
},
|
| 44 |
+
{
|
| 45 |
+
"epoch": 3.0,
|
| 46 |
+
"grad_norm": 116.29024505615234,
|
| 47 |
+
"learning_rate": 2.0003664345914254e-05,
|
| 48 |
+
"loss": 0.371,
|
| 49 |
+
"step": 8187
|
| 50 |
+
},
|
| 51 |
+
{
|
| 52 |
+
"epoch": 3.0,
|
| 53 |
+
"eval_accuracy": 0.8887667216419278,
|
| 54 |
+
"eval_loss": 0.5250139236450195,
|
| 55 |
+
"eval_runtime": 12.4693,
|
| 56 |
+
"eval_samples_per_second": 437.635,
|
| 57 |
+
"eval_steps_per_second": 54.775,
|
| 58 |
+
"step": 8187
|
| 59 |
+
},
|
| 60 |
+
{
|
| 61 |
+
"epoch": 4.0,
|
| 62 |
+
"grad_norm": 18.14418601989746,
|
| 63 |
+
"learning_rate": 1.0003664345914255e-05,
|
| 64 |
+
"loss": 0.2928,
|
| 65 |
+
"step": 10916
|
| 66 |
+
},
|
| 67 |
+
{
|
| 68 |
+
"epoch": 4.0,
|
| 69 |
+
"eval_accuracy": 0.8916987355689939,
|
| 70 |
+
"eval_loss": 0.57878178358078,
|
| 71 |
+
"eval_runtime": 12.1012,
|
| 72 |
+
"eval_samples_per_second": 450.946,
|
| 73 |
+
"eval_steps_per_second": 56.441,
|
| 74 |
+
"step": 10916
|
| 75 |
+
},
|
| 76 |
+
{
|
| 77 |
+
"epoch": 5.0,
|
| 78 |
+
"grad_norm": 0.16541193425655365,
|
| 79 |
+
"learning_rate": 3.664345914254306e-09,
|
| 80 |
+
"loss": 0.2333,
|
| 81 |
+
"step": 13645
|
| 82 |
+
},
|
| 83 |
+
{
|
| 84 |
+
"epoch": 5.0,
|
| 85 |
+
"eval_accuracy": 0.8944474986256185,
|
| 86 |
+
"eval_loss": 0.5925989747047424,
|
| 87 |
+
"eval_runtime": 12.2917,
|
| 88 |
+
"eval_samples_per_second": 443.957,
|
| 89 |
+
"eval_steps_per_second": 55.566,
|
| 90 |
+
"step": 13645
|
| 91 |
+
}
|
| 92 |
+
],
|
| 93 |
+
"logging_steps": 500,
|
| 94 |
+
"max_steps": 13645,
|
| 95 |
+
"num_input_tokens_seen": 0,
|
| 96 |
+
"num_train_epochs": 5,
|
| 97 |
+
"save_steps": 500,
|
| 98 |
+
"stateful_callbacks": {
|
| 99 |
+
"TrainerControl": {
|
| 100 |
+
"args": {
|
| 101 |
+
"should_epoch_stop": false,
|
| 102 |
+
"should_evaluate": false,
|
| 103 |
+
"should_log": false,
|
| 104 |
+
"should_save": true,
|
| 105 |
+
"should_training_stop": true
|
| 106 |
+
},
|
| 107 |
+
"attributes": {}
|
| 108 |
+
}
|
| 109 |
+
},
|
| 110 |
+
"total_flos": 2.2541662744176947e+17,
|
| 111 |
+
"train_batch_size": 8,
|
| 112 |
+
"trial_name": null,
|
| 113 |
+
"trial_params": null
|
| 114 |
+
}
|
checkpoints/checkpoint-13645/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c3178195344f46f46b3031b675585d8c03b499e7d32bb87bf40496a15e9e1126
|
| 3 |
+
size 5713
|
checkpoints/checkpoint-2729/config.json
ADDED
|
@@ -0,0 +1,98 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"activation_dropout": 0.1,
|
| 3 |
+
"apply_spec_augment": true,
|
| 4 |
+
"architectures": [
|
| 5 |
+
"HubertForSequenceClassification"
|
| 6 |
+
],
|
| 7 |
+
"attention_dropout": 0.1,
|
| 8 |
+
"bos_token_id": 1,
|
| 9 |
+
"classifier_proj_size": 256,
|
| 10 |
+
"conv_bias": false,
|
| 11 |
+
"conv_dim": [
|
| 12 |
+
512,
|
| 13 |
+
512,
|
| 14 |
+
512,
|
| 15 |
+
512,
|
| 16 |
+
512,
|
| 17 |
+
512,
|
| 18 |
+
512
|
| 19 |
+
],
|
| 20 |
+
"conv_kernel": [
|
| 21 |
+
10,
|
| 22 |
+
3,
|
| 23 |
+
3,
|
| 24 |
+
3,
|
| 25 |
+
3,
|
| 26 |
+
2,
|
| 27 |
+
2
|
| 28 |
+
],
|
| 29 |
+
"conv_pos_batch_norm": false,
|
| 30 |
+
"conv_stride": [
|
| 31 |
+
5,
|
| 32 |
+
2,
|
| 33 |
+
2,
|
| 34 |
+
2,
|
| 35 |
+
2,
|
| 36 |
+
2,
|
| 37 |
+
2
|
| 38 |
+
],
|
| 39 |
+
"ctc_loss_reduction": "sum",
|
| 40 |
+
"ctc_zero_infinity": false,
|
| 41 |
+
"do_stable_layer_norm": false,
|
| 42 |
+
"eos_token_id": 2,
|
| 43 |
+
"feat_extract_activation": "gelu",
|
| 44 |
+
"feat_extract_dropout": 0.0,
|
| 45 |
+
"feat_extract_norm": "group",
|
| 46 |
+
"feat_proj_dropout": 0.1,
|
| 47 |
+
"feat_proj_layer_norm": true,
|
| 48 |
+
"final_dropout": 0.1,
|
| 49 |
+
"gradient_checkpointing": false,
|
| 50 |
+
"hidden_act": "gelu",
|
| 51 |
+
"hidden_dropout": 0.1,
|
| 52 |
+
"hidden_dropout_prob": 0.1,
|
| 53 |
+
"hidden_size": 768,
|
| 54 |
+
"id2label": {
|
| 55 |
+
"0": "LABEL_0",
|
| 56 |
+
"1": "LABEL_1",
|
| 57 |
+
"2": "LABEL_2",
|
| 58 |
+
"3": "LABEL_3",
|
| 59 |
+
"4": "LABEL_4",
|
| 60 |
+
"5": "LABEL_5",
|
| 61 |
+
"6": "LABEL_6",
|
| 62 |
+
"7": "LABEL_7",
|
| 63 |
+
"8": "LABEL_8"
|
| 64 |
+
},
|
| 65 |
+
"initializer_range": 0.02,
|
| 66 |
+
"intermediate_size": 3072,
|
| 67 |
+
"label2id": {
|
| 68 |
+
"LABEL_0": 0,
|
| 69 |
+
"LABEL_1": 1,
|
| 70 |
+
"LABEL_2": 2,
|
| 71 |
+
"LABEL_3": 3,
|
| 72 |
+
"LABEL_4": 4,
|
| 73 |
+
"LABEL_5": 5,
|
| 74 |
+
"LABEL_6": 6,
|
| 75 |
+
"LABEL_7": 7,
|
| 76 |
+
"LABEL_8": 8
|
| 77 |
+
},
|
| 78 |
+
"layer_norm_eps": 1e-05,
|
| 79 |
+
"layerdrop": 0.1,
|
| 80 |
+
"mask_feature_length": 10,
|
| 81 |
+
"mask_feature_min_masks": 0,
|
| 82 |
+
"mask_feature_prob": 0.0,
|
| 83 |
+
"mask_time_length": 10,
|
| 84 |
+
"mask_time_min_masks": 2,
|
| 85 |
+
"mask_time_prob": 0.0,
|
| 86 |
+
"model_type": "hubert",
|
| 87 |
+
"num_attention_heads": 12,
|
| 88 |
+
"num_conv_pos_embedding_groups": 16,
|
| 89 |
+
"num_conv_pos_embeddings": 128,
|
| 90 |
+
"num_feat_extract_layers": 7,
|
| 91 |
+
"num_hidden_layers": 12,
|
| 92 |
+
"pad_token_id": 0,
|
| 93 |
+
"tokenizer_class": "Wav2Vec2CTCTokenizer",
|
| 94 |
+
"torch_dtype": "float32",
|
| 95 |
+
"transformers_version": "4.51.3",
|
| 96 |
+
"use_weighted_layer_sum": false,
|
| 97 |
+
"vocab_size": 32
|
| 98 |
+
}
|
checkpoints/checkpoint-2729/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4d6613875495014ea4d25c4f91f396ea1c979cf5c5f6dc1a06500f15fa8c1377
|
| 3 |
+
size 378309148
|
checkpoints/checkpoint-2729/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6b43504597ecfcb1b7e5956e4341b676c8e6198b6f1a79891b11742222b4e876
|
| 3 |
+
size 756734475
|
checkpoints/checkpoint-2729/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ea200907bf22a7285702a90c82fddb0bc9b345082a2ba718466e46ec3f624aaa
|
| 3 |
+
size 14455
|
checkpoints/checkpoint-2729/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4170acc0e84df36b983756c50956178d160d8904ae138886c0fb61ec4c5ba556
|
| 3 |
+
size 1465
|
checkpoints/checkpoint-2729/trainer_state.json
ADDED
|
@@ -0,0 +1,50 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_global_step": 2729,
|
| 3 |
+
"best_metric": 0.8449697636063771,
|
| 4 |
+
"best_model_checkpoint": "./fine_tuned_vowel_model_hubert/checkpoints/checkpoint-2729",
|
| 5 |
+
"epoch": 1.0,
|
| 6 |
+
"eval_steps": 500,
|
| 7 |
+
"global_step": 2729,
|
| 8 |
+
"is_hyper_param_search": false,
|
| 9 |
+
"is_local_process_zero": true,
|
| 10 |
+
"is_world_process_zero": true,
|
| 11 |
+
"log_history": [
|
| 12 |
+
{
|
| 13 |
+
"epoch": 1.0,
|
| 14 |
+
"grad_norm": 0.7431244850158691,
|
| 15 |
+
"learning_rate": 4.0003664345914255e-05,
|
| 16 |
+
"loss": 0.7026,
|
| 17 |
+
"step": 2729
|
| 18 |
+
},
|
| 19 |
+
{
|
| 20 |
+
"epoch": 1.0,
|
| 21 |
+
"eval_accuracy": 0.8449697636063771,
|
| 22 |
+
"eval_loss": 0.5954396724700928,
|
| 23 |
+
"eval_runtime": 13.4904,
|
| 24 |
+
"eval_samples_per_second": 404.511,
|
| 25 |
+
"eval_steps_per_second": 50.629,
|
| 26 |
+
"step": 2729
|
| 27 |
+
}
|
| 28 |
+
],
|
| 29 |
+
"logging_steps": 500,
|
| 30 |
+
"max_steps": 13645,
|
| 31 |
+
"num_input_tokens_seen": 0,
|
| 32 |
+
"num_train_epochs": 5,
|
| 33 |
+
"save_steps": 500,
|
| 34 |
+
"stateful_callbacks": {
|
| 35 |
+
"TrainerControl": {
|
| 36 |
+
"args": {
|
| 37 |
+
"should_epoch_stop": false,
|
| 38 |
+
"should_evaluate": false,
|
| 39 |
+
"should_log": false,
|
| 40 |
+
"should_save": true,
|
| 41 |
+
"should_training_stop": false
|
| 42 |
+
},
|
| 43 |
+
"attributes": {}
|
| 44 |
+
}
|
| 45 |
+
},
|
| 46 |
+
"total_flos": 4.505194187404075e+16,
|
| 47 |
+
"train_batch_size": 8,
|
| 48 |
+
"trial_name": null,
|
| 49 |
+
"trial_params": null
|
| 50 |
+
}
|
checkpoints/checkpoint-2729/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c3178195344f46f46b3031b675585d8c03b499e7d32bb87bf40496a15e9e1126
|
| 3 |
+
size 5713
|
checkpoints/checkpoint-5458/config.json
ADDED
|
@@ -0,0 +1,98 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"activation_dropout": 0.1,
|
| 3 |
+
"apply_spec_augment": true,
|
| 4 |
+
"architectures": [
|
| 5 |
+
"HubertForSequenceClassification"
|
| 6 |
+
],
|
| 7 |
+
"attention_dropout": 0.1,
|
| 8 |
+
"bos_token_id": 1,
|
| 9 |
+
"classifier_proj_size": 256,
|
| 10 |
+
"conv_bias": false,
|
| 11 |
+
"conv_dim": [
|
| 12 |
+
512,
|
| 13 |
+
512,
|
| 14 |
+
512,
|
| 15 |
+
512,
|
| 16 |
+
512,
|
| 17 |
+
512,
|
| 18 |
+
512
|
| 19 |
+
],
|
| 20 |
+
"conv_kernel": [
|
| 21 |
+
10,
|
| 22 |
+
3,
|
| 23 |
+
3,
|
| 24 |
+
3,
|
| 25 |
+
3,
|
| 26 |
+
2,
|
| 27 |
+
2
|
| 28 |
+
],
|
| 29 |
+
"conv_pos_batch_norm": false,
|
| 30 |
+
"conv_stride": [
|
| 31 |
+
5,
|
| 32 |
+
2,
|
| 33 |
+
2,
|
| 34 |
+
2,
|
| 35 |
+
2,
|
| 36 |
+
2,
|
| 37 |
+
2
|
| 38 |
+
],
|
| 39 |
+
"ctc_loss_reduction": "sum",
|
| 40 |
+
"ctc_zero_infinity": false,
|
| 41 |
+
"do_stable_layer_norm": false,
|
| 42 |
+
"eos_token_id": 2,
|
| 43 |
+
"feat_extract_activation": "gelu",
|
| 44 |
+
"feat_extract_dropout": 0.0,
|
| 45 |
+
"feat_extract_norm": "group",
|
| 46 |
+
"feat_proj_dropout": 0.1,
|
| 47 |
+
"feat_proj_layer_norm": true,
|
| 48 |
+
"final_dropout": 0.1,
|
| 49 |
+
"gradient_checkpointing": false,
|
| 50 |
+
"hidden_act": "gelu",
|
| 51 |
+
"hidden_dropout": 0.1,
|
| 52 |
+
"hidden_dropout_prob": 0.1,
|
| 53 |
+
"hidden_size": 768,
|
| 54 |
+
"id2label": {
|
| 55 |
+
"0": "LABEL_0",
|
| 56 |
+
"1": "LABEL_1",
|
| 57 |
+
"2": "LABEL_2",
|
| 58 |
+
"3": "LABEL_3",
|
| 59 |
+
"4": "LABEL_4",
|
| 60 |
+
"5": "LABEL_5",
|
| 61 |
+
"6": "LABEL_6",
|
| 62 |
+
"7": "LABEL_7",
|
| 63 |
+
"8": "LABEL_8"
|
| 64 |
+
},
|
| 65 |
+
"initializer_range": 0.02,
|
| 66 |
+
"intermediate_size": 3072,
|
| 67 |
+
"label2id": {
|
| 68 |
+
"LABEL_0": 0,
|
| 69 |
+
"LABEL_1": 1,
|
| 70 |
+
"LABEL_2": 2,
|
| 71 |
+
"LABEL_3": 3,
|
| 72 |
+
"LABEL_4": 4,
|
| 73 |
+
"LABEL_5": 5,
|
| 74 |
+
"LABEL_6": 6,
|
| 75 |
+
"LABEL_7": 7,
|
| 76 |
+
"LABEL_8": 8
|
| 77 |
+
},
|
| 78 |
+
"layer_norm_eps": 1e-05,
|
| 79 |
+
"layerdrop": 0.1,
|
| 80 |
+
"mask_feature_length": 10,
|
| 81 |
+
"mask_feature_min_masks": 0,
|
| 82 |
+
"mask_feature_prob": 0.0,
|
| 83 |
+
"mask_time_length": 10,
|
| 84 |
+
"mask_time_min_masks": 2,
|
| 85 |
+
"mask_time_prob": 0.0,
|
| 86 |
+
"model_type": "hubert",
|
| 87 |
+
"num_attention_heads": 12,
|
| 88 |
+
"num_conv_pos_embedding_groups": 16,
|
| 89 |
+
"num_conv_pos_embeddings": 128,
|
| 90 |
+
"num_feat_extract_layers": 7,
|
| 91 |
+
"num_hidden_layers": 12,
|
| 92 |
+
"pad_token_id": 0,
|
| 93 |
+
"tokenizer_class": "Wav2Vec2CTCTokenizer",
|
| 94 |
+
"torch_dtype": "float32",
|
| 95 |
+
"transformers_version": "4.51.3",
|
| 96 |
+
"use_weighted_layer_sum": false,
|
| 97 |
+
"vocab_size": 32
|
| 98 |
+
}
|
checkpoints/checkpoint-5458/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:027c836889b9c6dff7fcd845a987026d85f20a6de1a4acf5b7cab7f875d147c2
|
| 3 |
+
size 378309148
|
checkpoints/checkpoint-5458/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8a9ac2caf3feb93de932dc17c3dbada05d9bbdf09492f508999045ed85bc69c8
|
| 3 |
+
size 756734475
|
checkpoints/checkpoint-5458/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0e5067e2c971581835c48c8b92efce57577a076f65e6270573f525825609e404
|
| 3 |
+
size 14455
|
checkpoints/checkpoint-5458/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:99abf3f8d618bf535394d7da5d2a6f328625f877f33ac77786a006c0a8b59a30
|
| 3 |
+
size 1465
|
checkpoints/checkpoint-5458/trainer_state.json
ADDED
|
@@ -0,0 +1,66 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_global_step": 5458,
|
| 3 |
+
"best_metric": 0.8792376763789628,
|
| 4 |
+
"best_model_checkpoint": "./fine_tuned_vowel_model_hubert/checkpoints/checkpoint-5458",
|
| 5 |
+
"epoch": 2.0,
|
| 6 |
+
"eval_steps": 500,
|
| 7 |
+
"global_step": 5458,
|
| 8 |
+
"is_hyper_param_search": false,
|
| 9 |
+
"is_local_process_zero": true,
|
| 10 |
+
"is_world_process_zero": true,
|
| 11 |
+
"log_history": [
|
| 12 |
+
{
|
| 13 |
+
"epoch": 1.0,
|
| 14 |
+
"grad_norm": 0.7431244850158691,
|
| 15 |
+
"learning_rate": 4.0003664345914255e-05,
|
| 16 |
+
"loss": 0.7026,
|
| 17 |
+
"step": 2729
|
| 18 |
+
},
|
| 19 |
+
{
|
| 20 |
+
"epoch": 1.0,
|
| 21 |
+
"eval_accuracy": 0.8449697636063771,
|
| 22 |
+
"eval_loss": 0.5954396724700928,
|
| 23 |
+
"eval_runtime": 13.4904,
|
| 24 |
+
"eval_samples_per_second": 404.511,
|
| 25 |
+
"eval_steps_per_second": 50.629,
|
| 26 |
+
"step": 2729
|
| 27 |
+
},
|
| 28 |
+
{
|
| 29 |
+
"epoch": 2.0,
|
| 30 |
+
"grad_norm": 0.1394549012184143,
|
| 31 |
+
"learning_rate": 3.0003664345914256e-05,
|
| 32 |
+
"loss": 0.4608,
|
| 33 |
+
"step": 5458
|
| 34 |
+
},
|
| 35 |
+
{
|
| 36 |
+
"epoch": 2.0,
|
| 37 |
+
"eval_accuracy": 0.8792376763789628,
|
| 38 |
+
"eval_loss": 0.5260357856750488,
|
| 39 |
+
"eval_runtime": 12.9279,
|
| 40 |
+
"eval_samples_per_second": 422.112,
|
| 41 |
+
"eval_steps_per_second": 52.832,
|
| 42 |
+
"step": 5458
|
| 43 |
+
}
|
| 44 |
+
],
|
| 45 |
+
"logging_steps": 500,
|
| 46 |
+
"max_steps": 13645,
|
| 47 |
+
"num_input_tokens_seen": 0,
|
| 48 |
+
"num_train_epochs": 5,
|
| 49 |
+
"save_steps": 500,
|
| 50 |
+
"stateful_callbacks": {
|
| 51 |
+
"TrainerControl": {
|
| 52 |
+
"args": {
|
| 53 |
+
"should_epoch_stop": false,
|
| 54 |
+
"should_evaluate": false,
|
| 55 |
+
"should_log": false,
|
| 56 |
+
"should_save": true,
|
| 57 |
+
"should_training_stop": false
|
| 58 |
+
},
|
| 59 |
+
"attributes": {}
|
| 60 |
+
}
|
| 61 |
+
},
|
| 62 |
+
"total_flos": 9.019020502929226e+16,
|
| 63 |
+
"train_batch_size": 8,
|
| 64 |
+
"trial_name": null,
|
| 65 |
+
"trial_params": null
|
| 66 |
+
}
|
checkpoints/checkpoint-5458/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c3178195344f46f46b3031b675585d8c03b499e7d32bb87bf40496a15e9e1126
|
| 3 |
+
size 5713
|
checkpoints/checkpoint-8187/config.json
ADDED
|
@@ -0,0 +1,98 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"activation_dropout": 0.1,
|
| 3 |
+
"apply_spec_augment": true,
|
| 4 |
+
"architectures": [
|
| 5 |
+
"HubertForSequenceClassification"
|
| 6 |
+
],
|
| 7 |
+
"attention_dropout": 0.1,
|
| 8 |
+
"bos_token_id": 1,
|
| 9 |
+
"classifier_proj_size": 256,
|
| 10 |
+
"conv_bias": false,
|
| 11 |
+
"conv_dim": [
|
| 12 |
+
512,
|
| 13 |
+
512,
|
| 14 |
+
512,
|
| 15 |
+
512,
|
| 16 |
+
512,
|
| 17 |
+
512,
|
| 18 |
+
512
|
| 19 |
+
],
|
| 20 |
+
"conv_kernel": [
|
| 21 |
+
10,
|
| 22 |
+
3,
|
| 23 |
+
3,
|
| 24 |
+
3,
|
| 25 |
+
3,
|
| 26 |
+
2,
|
| 27 |
+
2
|
| 28 |
+
],
|
| 29 |
+
"conv_pos_batch_norm": false,
|
| 30 |
+
"conv_stride": [
|
| 31 |
+
5,
|
| 32 |
+
2,
|
| 33 |
+
2,
|
| 34 |
+
2,
|
| 35 |
+
2,
|
| 36 |
+
2,
|
| 37 |
+
2
|
| 38 |
+
],
|
| 39 |
+
"ctc_loss_reduction": "sum",
|
| 40 |
+
"ctc_zero_infinity": false,
|
| 41 |
+
"do_stable_layer_norm": false,
|
| 42 |
+
"eos_token_id": 2,
|
| 43 |
+
"feat_extract_activation": "gelu",
|
| 44 |
+
"feat_extract_dropout": 0.0,
|
| 45 |
+
"feat_extract_norm": "group",
|
| 46 |
+
"feat_proj_dropout": 0.1,
|
| 47 |
+
"feat_proj_layer_norm": true,
|
| 48 |
+
"final_dropout": 0.1,
|
| 49 |
+
"gradient_checkpointing": false,
|
| 50 |
+
"hidden_act": "gelu",
|
| 51 |
+
"hidden_dropout": 0.1,
|
| 52 |
+
"hidden_dropout_prob": 0.1,
|
| 53 |
+
"hidden_size": 768,
|
| 54 |
+
"id2label": {
|
| 55 |
+
"0": "LABEL_0",
|
| 56 |
+
"1": "LABEL_1",
|
| 57 |
+
"2": "LABEL_2",
|
| 58 |
+
"3": "LABEL_3",
|
| 59 |
+
"4": "LABEL_4",
|
| 60 |
+
"5": "LABEL_5",
|
| 61 |
+
"6": "LABEL_6",
|
| 62 |
+
"7": "LABEL_7",
|
| 63 |
+
"8": "LABEL_8"
|
| 64 |
+
},
|
| 65 |
+
"initializer_range": 0.02,
|
| 66 |
+
"intermediate_size": 3072,
|
| 67 |
+
"label2id": {
|
| 68 |
+
"LABEL_0": 0,
|
| 69 |
+
"LABEL_1": 1,
|
| 70 |
+
"LABEL_2": 2,
|
| 71 |
+
"LABEL_3": 3,
|
| 72 |
+
"LABEL_4": 4,
|
| 73 |
+
"LABEL_5": 5,
|
| 74 |
+
"LABEL_6": 6,
|
| 75 |
+
"LABEL_7": 7,
|
| 76 |
+
"LABEL_8": 8
|
| 77 |
+
},
|
| 78 |
+
"layer_norm_eps": 1e-05,
|
| 79 |
+
"layerdrop": 0.1,
|
| 80 |
+
"mask_feature_length": 10,
|
| 81 |
+
"mask_feature_min_masks": 0,
|
| 82 |
+
"mask_feature_prob": 0.0,
|
| 83 |
+
"mask_time_length": 10,
|
| 84 |
+
"mask_time_min_masks": 2,
|
| 85 |
+
"mask_time_prob": 0.0,
|
| 86 |
+
"model_type": "hubert",
|
| 87 |
+
"num_attention_heads": 12,
|
| 88 |
+
"num_conv_pos_embedding_groups": 16,
|
| 89 |
+
"num_conv_pos_embeddings": 128,
|
| 90 |
+
"num_feat_extract_layers": 7,
|
| 91 |
+
"num_hidden_layers": 12,
|
| 92 |
+
"pad_token_id": 0,
|
| 93 |
+
"tokenizer_class": "Wav2Vec2CTCTokenizer",
|
| 94 |
+
"torch_dtype": "float32",
|
| 95 |
+
"transformers_version": "4.51.3",
|
| 96 |
+
"use_weighted_layer_sum": false,
|
| 97 |
+
"vocab_size": 32
|
| 98 |
+
}
|
checkpoints/checkpoint-8187/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:65c6145dc7273172cd887b4d26f71429024a6adf4e7a654073744dcfa4d53f42
|
| 3 |
+
size 378309148
|
checkpoints/checkpoint-8187/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0dc441edf7cfcb4f8563751cf5f60d4f792c210c86bce9580403e60e86b54d91
|
| 3 |
+
size 756734475
|
checkpoints/checkpoint-8187/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:19a8e6f0588fe3d1f50ae60492a5ada2beb4972a53e6e5a6bd68c3c671f5091c
|
| 3 |
+
size 14455
|
checkpoints/checkpoint-8187/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8a223eaee1486f9a44419fc63bd3824ba990f5207fac40cf8a423f1da10ea85d
|
| 3 |
+
size 1465
|
checkpoints/checkpoint-8187/trainer_state.json
ADDED
|
@@ -0,0 +1,82 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_global_step": 8187,
|
| 3 |
+
"best_metric": 0.8887667216419278,
|
| 4 |
+
"best_model_checkpoint": "./fine_tuned_vowel_model_hubert/checkpoints/checkpoint-8187",
|
| 5 |
+
"epoch": 3.0,
|
| 6 |
+
"eval_steps": 500,
|
| 7 |
+
"global_step": 8187,
|
| 8 |
+
"is_hyper_param_search": false,
|
| 9 |
+
"is_local_process_zero": true,
|
| 10 |
+
"is_world_process_zero": true,
|
| 11 |
+
"log_history": [
|
| 12 |
+
{
|
| 13 |
+
"epoch": 1.0,
|
| 14 |
+
"grad_norm": 0.7431244850158691,
|
| 15 |
+
"learning_rate": 4.0003664345914255e-05,
|
| 16 |
+
"loss": 0.7026,
|
| 17 |
+
"step": 2729
|
| 18 |
+
},
|
| 19 |
+
{
|
| 20 |
+
"epoch": 1.0,
|
| 21 |
+
"eval_accuracy": 0.8449697636063771,
|
| 22 |
+
"eval_loss": 0.5954396724700928,
|
| 23 |
+
"eval_runtime": 13.4904,
|
| 24 |
+
"eval_samples_per_second": 404.511,
|
| 25 |
+
"eval_steps_per_second": 50.629,
|
| 26 |
+
"step": 2729
|
| 27 |
+
},
|
| 28 |
+
{
|
| 29 |
+
"epoch": 2.0,
|
| 30 |
+
"grad_norm": 0.1394549012184143,
|
| 31 |
+
"learning_rate": 3.0003664345914256e-05,
|
| 32 |
+
"loss": 0.4608,
|
| 33 |
+
"step": 5458
|
| 34 |
+
},
|
| 35 |
+
{
|
| 36 |
+
"epoch": 2.0,
|
| 37 |
+
"eval_accuracy": 0.8792376763789628,
|
| 38 |
+
"eval_loss": 0.5260357856750488,
|
| 39 |
+
"eval_runtime": 12.9279,
|
| 40 |
+
"eval_samples_per_second": 422.112,
|
| 41 |
+
"eval_steps_per_second": 52.832,
|
| 42 |
+
"step": 5458
|
| 43 |
+
},
|
| 44 |
+
{
|
| 45 |
+
"epoch": 3.0,
|
| 46 |
+
"grad_norm": 116.29024505615234,
|
| 47 |
+
"learning_rate": 2.0003664345914254e-05,
|
| 48 |
+
"loss": 0.371,
|
| 49 |
+
"step": 8187
|
| 50 |
+
},
|
| 51 |
+
{
|
| 52 |
+
"epoch": 3.0,
|
| 53 |
+
"eval_accuracy": 0.8887667216419278,
|
| 54 |
+
"eval_loss": 0.5250139236450195,
|
| 55 |
+
"eval_runtime": 12.4693,
|
| 56 |
+
"eval_samples_per_second": 437.635,
|
| 57 |
+
"eval_steps_per_second": 54.775,
|
| 58 |
+
"step": 8187
|
| 59 |
+
}
|
| 60 |
+
],
|
| 61 |
+
"logging_steps": 500,
|
| 62 |
+
"max_steps": 13645,
|
| 63 |
+
"num_input_tokens_seen": 0,
|
| 64 |
+
"num_train_epochs": 5,
|
| 65 |
+
"save_steps": 500,
|
| 66 |
+
"stateful_callbacks": {
|
| 67 |
+
"TrainerControl": {
|
| 68 |
+
"args": {
|
| 69 |
+
"should_epoch_stop": false,
|
| 70 |
+
"should_evaluate": false,
|
| 71 |
+
"should_log": false,
|
| 72 |
+
"should_save": true,
|
| 73 |
+
"should_training_stop": false
|
| 74 |
+
},
|
| 75 |
+
"attributes": {}
|
| 76 |
+
}
|
| 77 |
+
},
|
| 78 |
+
"total_flos": 1.3531804571600885e+17,
|
| 79 |
+
"train_batch_size": 8,
|
| 80 |
+
"trial_name": null,
|
| 81 |
+
"trial_params": null
|
| 82 |
+
}
|
checkpoints/checkpoint-8187/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c3178195344f46f46b3031b675585d8c03b499e7d32bb87bf40496a15e9e1126
|
| 3 |
+
size 5713
|
classification_report.csv
ADDED
|
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
,precision,recall,f1-score,support
|
| 2 |
+
aː,0.9426791277258567,0.9322242760320394,0.9374225526641884,1623.0
|
| 3 |
+
eː,0.9323308270676691,0.9127234490010515,0.922422954303932,951.0
|
| 4 |
+
oː,0.9166666666666666,0.9166666666666666,0.9166666666666666,720.0
|
| 5 |
+
æːɪ,0.8868421052631579,0.8753246753246753,0.8810457516339869,385.0
|
| 6 |
+
æːʊ,0.6046511627906976,0.7602339181286549,0.6735751295336787,171.0
|
| 7 |
+
ɑɪ,0.9067164179104478,0.9101123595505618,0.908411214953271,534.0
|
| 8 |
+
ɑʊ,0.6820512820512821,0.6244131455399061,0.6519607843137255,213.0
|
| 9 |
+
əʊ,0.8215962441314554,0.7990867579908676,0.8101851851851852,219.0
|
| 10 |
+
ɜɪ,0.8746223564954683,0.9032761310452418,0.88871834228703,641.0
|
| 11 |
+
accuracy,0.8944474986256185,0.8944474986256185,0.8944474986256185,0.8944474986256185
|
| 12 |
+
macro avg,0.8409062433447446,0.8482290421421851,0.8433787312824071,5457.0
|
| 13 |
+
weighted avg,0.8963662082505828,0.8944474986256185,0.8950161705793978,5457.0
|
config.json
CHANGED
|
@@ -56,7 +56,11 @@
|
|
| 56 |
"1": "LABEL_1",
|
| 57 |
"2": "LABEL_2",
|
| 58 |
"3": "LABEL_3",
|
| 59 |
-
"4": "LABEL_4"
|
|
|
|
|
|
|
|
|
|
|
|
|
| 60 |
},
|
| 61 |
"initializer_range": 0.02,
|
| 62 |
"intermediate_size": 3072,
|
|
@@ -65,7 +69,11 @@
|
|
| 65 |
"LABEL_1": 1,
|
| 66 |
"LABEL_2": 2,
|
| 67 |
"LABEL_3": 3,
|
| 68 |
-
"LABEL_4": 4
|
|
|
|
|
|
|
|
|
|
|
|
|
| 69 |
},
|
| 70 |
"layer_norm_eps": 1e-05,
|
| 71 |
"layerdrop": 0.1,
|
|
|
|
| 56 |
"1": "LABEL_1",
|
| 57 |
"2": "LABEL_2",
|
| 58 |
"3": "LABEL_3",
|
| 59 |
+
"4": "LABEL_4",
|
| 60 |
+
"5": "LABEL_5",
|
| 61 |
+
"6": "LABEL_6",
|
| 62 |
+
"7": "LABEL_7",
|
| 63 |
+
"8": "LABEL_8"
|
| 64 |
},
|
| 65 |
"initializer_range": 0.02,
|
| 66 |
"intermediate_size": 3072,
|
|
|
|
| 69 |
"LABEL_1": 1,
|
| 70 |
"LABEL_2": 2,
|
| 71 |
"LABEL_3": 3,
|
| 72 |
+
"LABEL_4": 4,
|
| 73 |
+
"LABEL_5": 5,
|
| 74 |
+
"LABEL_6": 6,
|
| 75 |
+
"LABEL_7": 7,
|
| 76 |
+
"LABEL_8": 8
|
| 77 |
},
|
| 78 |
"layer_norm_eps": 1e-05,
|
| 79 |
"layerdrop": 0.1,
|
confusion_matrix.png
ADDED
|
label_encoder.pkl
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:64b6954f7c1e908e23e0f621392e14c14da84254105a7cfa928932f3830d2e5e
|
| 3 |
+
size 435
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3e253002c57e573c2a7d2c6bb92948a0532b9471527eec6e154d4b71b819e6b7
|
| 3 |
+
size 378309148
|
model_info.txt
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
model_type: hubert
|
| 2 |
+
model_name: facebook/hubert-base-ls960
|
| 3 |
+
num_labels: 9
|
| 4 |
+
labels: aː, eː, oː, æːɪ, æːʊ, ɑɪ, ɑʊ, əʊ, ɜɪ
|