Model save

README.md

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+---
+library_name: transformers
+license: apache-2.0
+base_model: facebook/wav2vec2-base-960h
+tags:
+- generated_from_trainer
+metrics:
+- wer
+model-index:
+- name: Helldivers2ASR_V3
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# Helldivers2ASR_V3
+
+This model is a fine-tuned version of [facebook/wav2vec2-base-960h](https://huggingface.co/facebook/wav2vec2-base-960h) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 25.4595
+- Wer: 0.0270
+- Cer: 0.0107
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 6e-05
+- train_batch_size: 16
+- eval_batch_size: 16
+- seed: 42
+- gradient_accumulation_steps: 2
+- total_train_batch_size: 32
+- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
+- lr_scheduler_type: linear
+- lr_scheduler_warmup_ratio: 0.1
+- num_epochs: 60
+- mixed_precision_training: Native AMP
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Wer    | Cer    |
+|:-------------:|:-----:|:----:|:---------------:|:------:|:------:|
+| 1063.7894     | 1.0   | 114  | 718.9606        | 0.5828 | 0.3216 |
+| 810.9251      | 2.0   | 228  | 524.2849        | 0.4911 | 0.2493 |
+| 680.8981      | 3.0   | 342  | 421.2985        | 0.4214 | 0.2045 |
+| 597.9041      | 4.0   | 456  | 366.2341        | 0.3686 | 0.1763 |
+| 524.5883      | 5.0   | 570  | 305.7330        | 0.3089 | 0.1497 |
+| 458.713       | 6.0   | 684  | 260.3347        | 0.2643 | 0.1275 |
+| 406.8273      | 7.0   | 798  | 227.7853        | 0.2323 | 0.1076 |
+| 378.9415      | 8.0   | 912  | 188.8116        | 0.1980 | 0.0934 |
+| 336.5126      | 9.0   | 1026 | 165.1948        | 0.1691 | 0.0801 |
+| 310.3794      | 10.0  | 1140 | 143.5318        | 0.1568 | 0.0721 |
+| 285.877       | 11.0  | 1254 | 136.2682        | 0.1448 | 0.0670 |
+| 274.0296      | 12.0  | 1368 | 122.3905        | 0.1298 | 0.0585 |
+| 265.1471      | 13.0  | 1482 | 116.0494        | 0.1148 | 0.0531 |
+| 221.5662      | 14.0  | 1596 | 105.7465        | 0.1075 | 0.0489 |
+| 225.1541      | 15.0  | 1710 | 99.3887         | 0.1063 | 0.0477 |
+| 201.7688      | 16.0  | 1824 | 91.4716         | 0.1017 | 0.0435 |
+| 198.1517      | 17.0  | 1938 | 88.0316         | 0.0921 | 0.0405 |
+| 182.0429      | 18.0  | 2052 | 86.2570         | 0.0898 | 0.0384 |
+| 180.9772      | 19.0  | 2166 | 84.9040         | 0.0882 | 0.0399 |
+| 176.9504      | 20.0  | 2280 | 70.6380         | 0.0743 | 0.0325 |
+| 163.9662      | 21.0  | 2394 | 104.9963        | 0.0832 | 0.0426 |
+| 165.1209      | 22.0  | 2508 | 64.8720         | 0.0747 | 0.0310 |
+| 149.6314      | 23.0  | 2622 | 60.0919         | 0.0678 | 0.0288 |
+| 156.3655      | 24.0  | 2736 | 63.2843         | 0.0643 | 0.0277 |
+| 147.9974      | 25.0  | 2850 | 56.2312         | 0.0559 | 0.0246 |
+| 132.3355      | 26.0  | 2964 | 58.3237         | 0.0535 | 0.0247 |
+| 142.3996      | 27.0  | 3078 | 49.5403         | 0.0570 | 0.0221 |
+| 124.0104      | 28.0  | 3192 | 45.3949         | 0.0505 | 0.0197 |
+| 116.5822      | 29.0  | 3306 | 54.1334         | 0.0559 | 0.0225 |
+| 119.3177      | 30.0  | 3420 | 45.9107         | 0.0489 | 0.0194 |
+| 123.8109      | 31.0  | 3534 | 41.0828         | 0.0466 | 0.0179 |
+| 118.6089      | 32.0  | 3648 | 41.0715         | 0.0447 | 0.0176 |
+| 107.6029      | 33.0  | 3762 | 52.8643         | 0.0555 | 0.0217 |
+| 113.0274      | 34.0  | 3876 | 36.1530         | 0.0458 | 0.0173 |
+| 95.9924       | 35.0  | 3990 | 33.4645         | 0.0435 | 0.0158 |
+| 102.7349      | 36.0  | 4104 | 36.7720         | 0.0455 | 0.0175 |
+| 103.0268      | 37.0  | 4218 | 36.8673         | 0.0381 | 0.0163 |
+| 96.3656       | 38.0  | 4332 | 35.1068         | 0.0420 | 0.0158 |
+| 96.9253       | 39.0  | 4446 | 35.4023         | 0.0408 | 0.0164 |
+| 95.3507       | 40.0  | 4560 | 31.9771         | 0.0378 | 0.0155 |
+| 100.4609      | 41.0  | 4674 | 28.5974         | 0.0354 | 0.0134 |
+| 95.2469       | 42.0  | 4788 | 35.2287         | 0.0401 | 0.0155 |
+| 95.7411       | 43.0  | 4902 | 41.8120         | 0.0416 | 0.0176 |
+| 87.7424       | 44.0  | 5016 | 27.3256         | 0.0320 | 0.0115 |
+| 85.4531       | 45.0  | 5130 | 30.2653         | 0.0324 | 0.0127 |
+| 84.8334       | 46.0  | 5244 | 29.6504         | 0.0335 | 0.0131 |
+| 82.7842       | 47.0  | 5358 | 32.6864         | 0.0370 | 0.0150 |
+| 80.188        | 48.0  | 5472 | 33.7373         | 0.0335 | 0.0145 |
+| 88.2538       | 49.0  | 5586 | 32.3133         | 0.0343 | 0.0143 |
+| 82.6046       | 50.0  | 5700 | 32.1506         | 0.0331 | 0.0134 |
+| 89.6107       | 51.0  | 5814 | 30.5849         | 0.0331 | 0.0140 |
+| 73.281        | 52.0  | 5928 | 25.5599         | 0.0312 | 0.0120 |
+| 74.4069       | 53.0  | 6042 | 24.4939         | 0.0277 | 0.0106 |
+| 72.1636       | 54.0  | 6156 | 24.1323         | 0.0285 | 0.0105 |
+| 69.7004       | 55.0  | 6270 | 24.2016         | 0.0277 | 0.0105 |
+| 83.1168       | 56.0  | 6384 | 24.9745         | 0.0300 | 0.0113 |
+| 80.7796       | 57.0  | 6498 | 23.8529         | 0.0262 | 0.0103 |
+| 80.1099       | 58.0  | 6612 | 28.6379         | 0.0300 | 0.0121 |
+| 88.7483       | 59.0  | 6726 | 25.5322         | 0.0293 | 0.0110 |
+| 76.292        | 60.0  | 6840 | 25.4595         | 0.0270 | 0.0107 |
+
+
+### Framework versions
+
+- Transformers 4.57.3
+- Pytorch 2.5.1+cu121
+- Datasets 3.6.0
+- Tokenizers 0.22.1

config.json

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+{
+  "activation_dropout": 0.1,
+  "adapter_attn_dim": null,
+  "adapter_kernel_size": 3,
+  "adapter_stride": 2,
+  "add_adapter": false,
+  "apply_spec_augment": true,
+  "architectures": [
+    "Wav2Vec2ForCTC"
+  ],
+  "attention_dropout": 0.15,
+  "bos_token_id": 1,
+  "classifier_proj_size": 256,
+  "codevector_dim": 256,
+  "contrastive_logits_temperature": 0.1,
+  "conv_bias": false,
+  "conv_dim": [
+    512,
+    512,
+    512,
+    512,
+    512,
+    512,
+    512
+  ],
+  "conv_kernel": [
+    10,
+    3,
+    3,
+    3,
+    3,
+    2,
+    2
+  ],
+  "conv_stride": [
+    5,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2
+  ],
+  "ctc_loss_reduction": "sum",
+  "ctc_zero_infinity": false,
+  "diversity_loss_weight": 0.1,
+  "do_stable_layer_norm": false,
+  "dtype": "float32",
+  "eos_token_id": 2,
+  "feat_extract_activation": "gelu",
+  "feat_extract_dropout": 0.0,
+  "feat_extract_norm": "group",
+  "feat_proj_dropout": 0.1,
+  "feat_quantizer_dropout": 0.0,
+  "final_dropout": 0.15,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout": 0.15,
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-05,
+  "layerdrop": 0.1,
+  "mask_feature_length": 10,
+  "mask_feature_min_masks": 0,
+  "mask_feature_prob": 0.0,
+  "mask_time_length": 10,
+  "mask_time_min_masks": 2,
+  "mask_time_prob": 0.05,
+  "model_type": "wav2vec2",
+  "num_adapter_layers": 3,
+  "num_attention_heads": 12,
+  "num_codevector_groups": 2,
+  "num_codevectors_per_group": 320,
+  "num_conv_pos_embedding_groups": 16,
+  "num_conv_pos_embeddings": 128,
+  "num_feat_extract_layers": 7,
+  "num_hidden_layers": 12,
+  "num_negatives": 100,
+  "output_hidden_size": 768,
+  "pad_token_id": 0,
+  "proj_codevector_dim": 256,
+  "tdnn_dilation": [
+    1,
+    2,
+    3,
+    1,
+    1
+  ],
+  "tdnn_dim": [
+    512,
+    512,
+    512,
+    512,
+    1500
+  ],
+  "tdnn_kernel": [
+    5,
+    3,
+    3,
+    1,
+    1
+  ],
+  "transformers_version": "4.57.3",
+  "use_weighted_layer_sum": false,
+  "vocab_size": 32,
+  "xvector_output_dim": 512
+}

model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:bf613542b5abdfa629aefa0066abff26c1855d50fbe2d27e54c55a42c9dc702d
+size 377611120

preprocessor_config.json

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+{
+  "do_normalize": true,
+  "feature_extractor_type": "Wav2Vec2FeatureExtractor",
+  "feature_size": 1,
+  "padding_side": "right",
+  "padding_value": 0.0,
+  "processor_class": "Wav2Vec2Processor",
+  "return_attention_mask": false,
+  "sampling_rate": 16000
+}

special_tokens_map.json

@@ -0,0 +1,6 @@
+{
+  "bos_token": "<s>",
+  "eos_token": "</s>",
+  "pad_token": "<pad>",
+  "unk_token": "<unk>"
+}

tokenizer_config.json

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+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<pad>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": false
+    },
+    "1": {
+      "content": "<s>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": false
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": false
+    },
+    "3": {
+      "content": "<unk>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": false
+    }
+  },
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "do_lower_case": false,
+  "do_normalize": true,
+  "eos_token": "</s>",
+  "extra_special_tokens": {},
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<pad>",
+  "processor_class": "Wav2Vec2Processor",
+  "replace_word_delimiter_char": " ",
+  "return_attention_mask": false,
+  "target_lang": null,
+  "tokenizer_class": "Wav2Vec2CTCTokenizer",
+  "unk_token": "<unk>",
+  "word_delimiter_token": "|"
+}

training_args.bin

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+version https://git-lfs.github.com/spec/v1
+oid sha256:4d5952ce65efa4dfc7d5743559aa2373756d8171e3cf43c74f5abe714004040b
+size 5432

vocab.json

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+{
+  "'": 27,
+  "</s>": 2,
+  "<pad>": 0,
+  "<s>": 1,
+  "<unk>": 3,
+  "A": 7,
+  "B": 24,
+  "C": 19,
+  "D": 14,
+  "E": 5,
+  "F": 20,
+  "G": 21,
+  "H": 11,
+  "I": 10,
+  "J": 29,
+  "K": 26,
+  "L": 15,
+  "M": 17,
+  "N": 9,
+  "O": 8,
+  "P": 23,
+  "Q": 30,
+  "R": 13,
+  "S": 12,
+  "T": 6,
+  "U": 16,
+  "V": 25,
+  "W": 18,
+  "X": 28,
+  "Y": 22,
+  "Z": 31,
+  "|": 4
+}