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
+  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
+
+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: 100.7699
+- Wer: 0.1916
+- Cer: 0.8008
+
+## 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: 0.0001
+- train_batch_size: 32
+- eval_batch_size: 32
+- seed: 42
+- 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_steps: 50
+- num_epochs: 50
+- mixed_precision_training: Native AMP
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Wer    | Cer    |
+|:-------------:|:-----:|:----:|:---------------:|:------:|:------:|
+| 1776.0296     | 1.0   | 148  | 994.9070        | 0.5253 | 0.8441 |
+| 1258.6077     | 2.0   | 296  | 759.4000        | 0.4627 | 0.8343 |
+| 1088.4589     | 3.0   | 444  | 652.5190        | 0.4167 | 0.8290 |
+| 942.0106      | 4.0   | 592  | 557.9450        | 0.3848 | 0.8242 |
+| 870.7333      | 5.0   | 740  | 511.7816        | 0.3518 | 0.8209 |
+| 786.5758      | 6.0   | 888  | 454.8054        | 0.3420 | 0.8184 |
+| 751.542       | 7.0   | 1036 | 400.5589        | 0.3274 | 0.8170 |
+| 691.6483      | 8.0   | 1184 | 370.5620        | 0.3110 | 0.8148 |
+| 650.9937      | 9.0   | 1332 | 350.6898        | 0.2972 | 0.8130 |
+| 600.0241      | 10.0  | 1480 | 333.2052        | 0.2938 | 0.8121 |
+| 591.0826      | 11.0  | 1628 | 310.2686        | 0.2829 | 0.8107 |
+| 567.3793      | 12.0  | 1776 | 290.4415        | 0.2734 | 0.8100 |
+| 540.7039      | 13.0  | 1924 | 285.3511        | 0.2702 | 0.8096 |
+| 527.8851      | 14.0  | 2072 | 254.9483        | 0.2613 | 0.8086 |
+| 479.033       | 15.0  | 2220 | 233.2339        | 0.2519 | 0.8078 |
+| 462.2839      | 16.0  | 2368 | 234.3993        | 0.2536 | 0.8078 |
+| 440.3757      | 17.0  | 2516 | 215.7443        | 0.2427 | 0.8065 |
+| 403.512       | 18.0  | 2664 | 198.2435        | 0.2427 | 0.8062 |
+| 416.854       | 19.0  | 2812 | 201.3992        | 0.2418 | 0.8060 |
+| 414.6919      | 20.0  | 2960 | 187.9181        | 0.2387 | 0.8055 |
+| 377.038       | 21.0  | 3108 | 186.3279        | 0.2292 | 0.8048 |
+| 361.3397      | 22.0  | 3256 | 174.6297        | 0.2263 | 0.8043 |
+| 370.364       | 23.0  | 3404 | 170.0526        | 0.2266 | 0.8040 |
+| 334.322       | 24.0  | 3552 | 160.5238        | 0.2220 | 0.8038 |
+| 371.9682      | 25.0  | 3700 | 156.7221        | 0.2186 | 0.8035 |
+| 319.2351      | 26.0  | 3848 | 141.5811        | 0.2174 | 0.8033 |
+| 321.3611      | 27.0  | 3996 | 155.3030        | 0.2171 | 0.8034 |
+| 293.7229      | 28.0  | 4144 | 155.8836        | 0.2140 | 0.8032 |
+| 295.0259      | 29.0  | 4292 | 150.5117        | 0.2145 | 0.8028 |
+| 326.6667      | 30.0  | 4440 | 132.2860        | 0.2117 | 0.8029 |
+| 304.087       | 31.0  | 4588 | 135.3334        | 0.2122 | 0.8027 |
+| 290.372       | 32.0  | 4736 | 127.9463        | 0.2059 | 0.8021 |
+| 300.9416      | 33.0  | 4884 | 124.8618        | 0.2028 | 0.8020 |
+| 268.9617      | 34.0  | 5032 | 121.5129        | 0.2019 | 0.8018 |
+| 303.5479      | 35.0  | 5180 | 116.0215        | 0.2048 | 0.8018 |
+| 255.0924      | 36.0  | 5328 | 121.9995        | 0.2010 | 0.8018 |
+| 241.0434      | 37.0  | 5476 | 116.4092        | 0.1987 | 0.8016 |
+| 265.054       | 38.0  | 5624 | 114.8559        | 0.2028 | 0.8018 |
+| 239.6707      | 39.0  | 5772 | 110.8761        | 0.1964 | 0.8014 |
+| 242.3196      | 40.0  | 5920 | 106.6581        | 0.1939 | 0.8011 |
+| 244.1651      | 41.0  | 6068 | 107.1305        | 0.1944 | 0.8011 |
+| 265.9968      | 42.0  | 6216 | 99.1424         | 0.1947 | 0.8009 |
+| 261.463       | 43.0  | 6364 | 103.3172        | 0.1927 | 0.8010 |
+| 232.4012      | 44.0  | 6512 | 109.4188        | 0.1933 | 0.8010 |
+| 238.1314      | 45.0  | 6660 | 100.4500        | 0.1918 | 0.8009 |
+| 229.5179      | 46.0  | 6808 | 99.3243         | 0.1933 | 0.8009 |
+| 230.4529      | 47.0  | 6956 | 95.2599         | 0.1916 | 0.8007 |
+| 248.9069      | 48.0  | 7104 | 96.6804         | 0.1901 | 0.8007 |
+| 242.4876      | 49.0  | 7252 | 98.2327         | 0.1916 | 0.8007 |
+| 241.9431      | 50.0  | 7400 | 100.7699        | 0.1916 | 0.8008 |
+
+
+### 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": 0.1,
+  "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": 0.1,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout": 0.1,
+  "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 sha256:8d27b649e89d6111b98a5bbddb6aaded8099c78bd5a0ed16d31639cc88b3d256
+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 sha256:73990d8e0e7b9d2ea6cdcc7f3d1f15b3e18a9c297a24dd92bd29a6f11ef0f83c
+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
+}