End of training

README.md

@@ -0,0 +1,118 @@
+---
+library_name: transformers
+license: mit
+base_model: openai/whisper-large-v3-turbo
+tags:
+- generated_from_trainer
+datasets:
+- fleurs
+metrics:
+- wer
+model-index:
+- name: whisper-large-v3-turbo-serbian-serbia
+  results:
+  - task:
+      name: Automatic Speech Recognition
+      type: automatic-speech-recognition
+    dataset:
+      name: fleurs
+      type: fleurs
+      config: sr_rs
+      split: None
+      args: sr_rs
+    metrics:
+    - name: Wer
+      type: wer
+      value: 18.343921455385505
+---
+
+<!-- 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. -->
+
+# whisper-large-v3-turbo-serbian-serbia
+
+This model is a fine-tuned version of [openai/whisper-large-v3-turbo](https://huggingface.co/openai/whisper-large-v3-turbo) on the fleurs dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.5289
+- Model Preparation Time: 0.0069
+- Wer Ortho: 34.0354
+- Wer: 18.3439
+
+## 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: 1e-05
+- train_batch_size: 64
+- eval_batch_size: 64
+- seed: 42
+- gradient_accumulation_steps: 2
+- total_train_batch_size: 128
+- optimizer: Use 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: 0.06
+- num_epochs: 1
+- mixed_precision_training: Native AMP
+
+### Training results
+
+| Training Loss | Epoch  | Step | Validation Loss | Model Preparation Time | Wer Ortho | Wer     |
+|:-------------:|:------:|:----:|:---------------:|:----------------------:|:---------:|:-------:|
+| 0.1827        | 0.0263 | 32   | 0.8340          | 0.0069                 | 36.3524   | 21.6142 |
+| 0.1531        | 0.0527 | 64   | 0.6341          | 0.0069                 | 36.4759   | 21.7225 |
+| 0.1551        | 0.0790 | 96   | 0.6893          | 0.0069                 | 36.0038   | 21.6647 |
+| 0.1495        | 0.1054 | 128  | 0.5745          | 0.0069                 | 35.4518   | 21.2388 |
+| 0.1388        | 0.1317 | 160  | 0.5572          | 0.0069                 | 35.5680   | 20.5241 |
+| 0.1359        | 0.1581 | 192  | 0.6313          | 0.0069                 | 36.2217   | 20.6974 |
+| 0.138         | 0.1844 | 224  | 0.5451          | 0.0069                 | 35.9384   | 20.4014 |
+| 0.1332        | 0.2108 | 256  | 0.6109          | 0.0069                 | 35.5171   | 20.2209 |
+| 0.131         | 0.2371 | 288  | 0.5748          | 0.0069                 | 35.7859   | 20.6324 |
+| 0.1316        | 0.2635 | 320  | 0.5705          | 0.0069                 | 34.9942   | 20.1559 |
+| 0.1296        | 0.2898 | 352  | 0.6122          | 0.0069                 | 35.3791   | 20.0332 |
+| 0.1274        | 0.3162 | 384  | 0.5848          | 0.0069                 | 35.1322   | 19.8960 |
+| 0.1185        | 0.3425 | 416  | 0.5458          | 0.0069                 | 35.4227   | 19.8239 |
+| 0.1207        | 0.3689 | 448  | 0.5714          | 0.0069                 | 34.8053   | 19.6289 |
+| 0.1193        | 0.3952 | 480  | 0.6553          | 0.0069                 | 34.7327   | 19.3546 |
+| 0.119         | 0.4216 | 512  | 0.5913          | 0.0069                 | 35.0523   | 19.4629 |
+| 0.122         | 0.4479 | 544  | 0.5890          | 0.0069                 | 34.8489   | 19.4846 |
+| 0.1203        | 0.4743 | 576  | 0.5554          | 0.0069                 | 35.0886   | 19.5206 |
+| 0.1164        | 0.5006 | 608  | 0.5637          | 0.0069                 | 34.7690   | 19.4124 |
+| 0.1173        | 0.5270 | 640  | 0.5492          | 0.0069                 | 34.6601   | 19.2319 |
+| 0.1175        | 0.5533 | 672  | 0.5847          | 0.0069                 | 34.4785   | 19.3474 |
+| 0.1154        | 0.5797 | 704  | 0.5900          | 0.0069                 | 34.7618   | 18.8926 |
+| 0.1136        | 0.6060 | 736  | 0.6104          | 0.0069                 | 34.6092   | 19.0586 |
+| 0.1142        | 0.6324 | 768  | 0.5393          | 0.0069                 | 34.2533   | 18.8276 |
+| 0.1156        | 0.6587 | 800  | 0.5473          | 0.0069                 | 34.5221   | 18.8926 |
+| 0.1125        | 0.6851 | 832  | 0.5747          | 0.0069                 | 34.4858   | 18.8276 |
+| 0.1107        | 0.7114 | 864  | 0.5470          | 0.0069                 | 34.1880   | 18.8709 |
+| 0.1088        | 0.7378 | 896  | 0.5620          | 0.0069                 | 34.4785   | 18.8926 |
+| 0.1111        | 0.7641 | 928  | 0.5832          | 0.0069                 | 34.4059   | 18.8493 |
+| 0.1081        | 0.7904 | 960  | 0.5430          | 0.0069                 | 34.3623   | 18.8204 |
+| 0.108         | 0.8168 | 992  | 0.5560          | 0.0069                 | 34.4567   | 18.7626 |
+| 0.106         | 0.8431 | 1024 | 0.5344          | 0.0069                 | 34.3550   | 18.8637 |
+| 0.1051        | 0.8695 | 1056 | 0.5496          | 0.0069                 | 34.4567   | 18.5894 |
+| 0.1096        | 0.8958 | 1088 | 0.5341          | 0.0069                 | 34.1008   | 18.4811 |
+| 0.1098        | 0.9222 | 1120 | 0.5339          | 0.0069                 | 34.2025   | 18.4306 |
+| 0.1045        | 0.9485 | 1152 | 0.5289          | 0.0069                 | 34.0354   | 18.3439 |
+| 0.1072        | 0.9749 | 1184 | 0.5265          | 0.0069                 | 34.0863   | 18.4089 |
+
+
+### Framework versions
+
+- Transformers 4.51.3
+- Pytorch 2.5.1
+- Datasets 3.6.0
+- Tokenizers 0.21.1

generation_config.json

@@ -0,0 +1,241 @@
+{
+  "alignment_heads": [
+    [
+      2,
+      4
+    ],
+    [
+      2,
+      11
+    ],
+    [
+      3,
+      3
+    ],
+    [
+      3,
+      6
+    ],
+    [
+      3,
+      11
+    ],
+    [
+      3,
+      14
+    ]
+  ],
+  "begin_suppress_tokens": [
+    220,
+    50257
+  ],
+  "bos_token_id": 50257,
+  "decoder_start_token_id": 50258,
+  "eos_token_id": 50257,
+  "is_multilingual": true,
+  "lang_to_id": {
+    "<|af|>": 50327,
+    "<|am|>": 50334,
+    "<|ar|>": 50272,
+    "<|as|>": 50350,
+    "<|az|>": 50304,
+    "<|ba|>": 50355,
+    "<|be|>": 50330,
+    "<|bg|>": 50292,
+    "<|bn|>": 50302,
+    "<|bo|>": 50347,
+    "<|br|>": 50309,
+    "<|bs|>": 50315,
+    "<|ca|>": 50270,
+    "<|cs|>": 50283,
+    "<|cy|>": 50297,
+    "<|da|>": 50285,
+    "<|de|>": 50261,
+    "<|el|>": 50281,
+    "<|en|>": 50259,
+    "<|es|>": 50262,
+    "<|et|>": 50307,
+    "<|eu|>": 50310,
+    "<|fa|>": 50300,
+    "<|fi|>": 50277,
+    "<|fo|>": 50338,
+    "<|fr|>": 50265,
+    "<|gl|>": 50319,
+    "<|gu|>": 50333,
+    "<|haw|>": 50352,
+    "<|ha|>": 50354,
+    "<|he|>": 50279,
+    "<|hi|>": 50276,
+    "<|hr|>": 50291,
+    "<|ht|>": 50339,
+    "<|hu|>": 50286,
+    "<|hy|>": 50312,
+    "<|id|>": 50275,
+    "<|is|>": 50311,
+    "<|it|>": 50274,
+    "<|ja|>": 50266,
+    "<|jw|>": 50356,
+    "<|ka|>": 50329,
+    "<|kk|>": 50316,
+    "<|km|>": 50323,
+    "<|kn|>": 50306,
+    "<|ko|>": 50264,
+    "<|la|>": 50294,
+    "<|lb|>": 50345,
+    "<|ln|>": 50353,
+    "<|lo|>": 50336,
+    "<|lt|>": 50293,
+    "<|lv|>": 50301,
+    "<|mg|>": 50349,
+    "<|mi|>": 50295,
+    "<|mk|>": 50308,
+    "<|ml|>": 50296,
+    "<|mn|>": 50314,
+    "<|mr|>": 50320,
+    "<|ms|>": 50282,
+    "<|mt|>": 50343,
+    "<|my|>": 50346,
+    "<|ne|>": 50313,
+    "<|nl|>": 50271,
+    "<|nn|>": 50342,
+    "<|no|>": 50288,
+    "<|oc|>": 50328,
+    "<|pa|>": 50321,
+    "<|pl|>": 50269,
+    "<|ps|>": 50340,
+    "<|pt|>": 50267,
+    "<|ro|>": 50284,
+    "<|ru|>": 50263,
+    "<|sa|>": 50344,
+    "<|sd|>": 50332,
+    "<|si|>": 50322,
+    "<|sk|>": 50298,
+    "<|sl|>": 50305,
+    "<|sn|>": 50324,
+    "<|so|>": 50326,
+    "<|sq|>": 50317,
+    "<|sr|>": 50303,
+    "<|su|>": 50357,
+    "<|sv|>": 50273,
+    "<|sw|>": 50318,
+    "<|ta|>": 50287,
+    "<|te|>": 50299,
+    "<|tg|>": 50331,
+    "<|th|>": 50289,
+    "<|tk|>": 50341,
+    "<|tl|>": 50348,
+    "<|tr|>": 50268,
+    "<|tt|>": 50351,
+    "<|uk|>": 50280,
+    "<|ur|>": 50290,
+    "<|uz|>": 50337,
+    "<|vi|>": 50278,
+    "<|yi|>": 50335,
+    "<|yo|>": 50325,
+    "<|yue|>": 50358,
+    "<|zh|>": 50260
+  },
+  "language": "serbian",
+  "max_initial_timestamp_index": 50,
+  "max_length": 448,
+  "no_timestamps_token_id": 50364,
+  "pad_token_id": 50257,
+  "prev_sot_token_id": 50362,
+  "return_timestamps": false,
+  "suppress_tokens": [
+    1,
+    2,
+    7,
+    8,
+    9,
+    10,
+    14,
+    25,
+    26,
+    27,
+    28,
+    29,
+    31,
+    58,
+    59,
+    60,
+    61,
+    62,
+    63,
+    90,
+    91,
+    92,
+    93,
+    359,
+    503,
+    522,
+    542,
+    873,
+    893,
+    902,
+    918,
+    922,
+    931,
+    1350,
+    1853,
+    1982,
+    2460,
+    2627,
+    3246,
+    3253,
+    3268,
+    3536,
+    3846,
+    3961,
+    4183,
+    4667,
+    6585,
+    6647,
+    7273,
+    9061,
+    9383,
+    10428,
+    10929,
+    11938,
+    12033,
+    12331,
+    12562,
+    13793,
+    14157,
+    14635,
+    15265,
+    15618,
+    16553,
+    16604,
+    18362,
+    18956,
+    20075,
+    21675,
+    22520,
+    26130,
+    26161,
+    26435,
+    28279,
+    29464,
+    31650,
+    32302,
+    32470,
+    36865,
+    42863,
+    47425,
+    49870,
+    50254,
+    50258,
+    50359,
+    50360,
+    50361,
+    50362,
+    50363
+  ],
+  "task": "transcribe",
+  "task_to_id": {
+    "transcribe": 50360,
+    "translate": 50359
+  },
+  "transformers_version": "4.51.3"
+}

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5e479e6c66d0ad960fbc03be3aba192459b50d14475971923e1b8eddec1558f2
+oid sha256:28ae0803d52fcff4ba0950cddb8cc790319379cd7f3018ea2564666e327fd416
 size 3235581408

runs/May22_01-19-50_tikgpu08/events.out.tfevents.1747869983.tikgpu08.375926.0

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:835953f931239401f78cfb7421d4f9dcba396094cae3c674c083ec9ad2fb14cc
-size 47775
+oid sha256:65319ca5bae991b9578ec1717577bbeca9acd5e65f34b73f46dabeac49a0633e
+size 48129

runs/May22_01-19-50_tikgpu08/events.out.tfevents.1747949939.tikgpu08.375926.1

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7a70179ad88ba8e1f51f0171cd04a258dfbf48872d3b5e519264011ee9c573cd
+size 525