init

README.md

@@ -1,3 +1,103 @@
----
-license: apache-2.0
----
+---
+license: apache-2.0
+base_model: openai/whisper-large-v3
+tags:
+- audio
+- automatic-speech-recognition
+- translate
+- generated_from_trainer
+language:
+- zh
+metrics:
+- cer
+- wer
+model-index:
+- name: whisper-large-v3-translate-zh-v0.1-lt-ct2
+  results: []
+---
+
+# whisper-large-v3-translate-zh-v0.1-lt-ct2
+
+This model is a fine-tuned version of [openai/whisper-large-v3](https://huggingface.co/openai/whisper-large-v3).
+
+## Model description
+
+3500小时 (日语音频,中文字幕) 数据微调, 翻译模式直出中文  
+
+CTranslate2 版
+
+## Usage
+
+task='translate', language='ja'  
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 1e-05
+- train_batch_size: 32
+- eval_batch_size: 32
+- seed: 42
+- gradient_accumulation_steps: 2
+- total_train_batch_size: 64
+- optimizer: Adam with betas=(0.9,0.98) and epsilon=1e-08
+- lr_scheduler_type: linear
+- lr_scheduler_warmup_steps: 4000
+- dropout: 0.1
+- mask_time_prob: 0.05
+- mask_feature_prob: 0.2
+- condition_on_previous_text_rate: 0.5
+
+### Training results
+
+| Training Loss | Epoch  | Step  | Validation Loss | Cer    | Wer    |
+|:-------------:|:------:|:-----:|:---------------:|:------:|:------:|
+| 2.1282        | 0.0739 | 1000  | 2.1852          | 1.9014 | 4.4904 |
+| 1.8567        | 0.1478 | 2000  | 1.8366          | 1.7295 | 3.8716 |
+| 1.6968        | 0.2217 | 3000  | 1.2615          | 1.6279 | 2.4825 |
+| 1.6264        | 0.2956 | 4000  | 1.0536          | 1.5625 | 1.8101 |
+| 1.5687        | 0.3695 | 5000  | 1.0932          | 1.5410 | 2.1218 |
+| 1.531         | 0.4433 | 6000  | 1.5156          | 1.2533 | 2.3689 |
+| 1.4875        | 0.5172 | 7000  | 1.4697          | 0.9560 | 1.5588 |
+| 1.4518        | 0.5911 | 8000  | 1.4521          | 1.0170 | 1.6392 |
+| 1.4472        | 0.6650 | 9000  | 1.4463          | 1.0084 | 1.6420 |
+| 1.3991        | 0.7389 | 10000 | 1.4238          | 0.9266 | 1.6992 |
+| 1.4266        | 0.8128 | 11000 | 1.4141          | 0.8365 | 1.3056 |
+| 1.3755        | 0.8867 | 12000 | 1.4033          | 0.7904 | 1.3119 |
+| 1.3833        | 0.9606 | 13000 | 1.4004          | 0.8600 | 1.3333 |
+| 1.3224        | 1.0345 | 14000 | 1.3770          | 0.8243 | 1.4560 |
+| 1.3295        | 1.1084 | 15000 | 1.3770          | 0.7852 | 1.4298 |
+| 1.3136        | 1.1823 | 16000 | 1.3564          | 0.7176 | 1.1826 |
+| 1.2832        | 1.2561 | 17000 | 1.3535          | 0.6767 | 1.1781 |
+| 1.2917        | 1.3300 | 18000 | 1.3584          | 0.7255 | 1.1218 |
+| 1.27          | 1.4039 | 19000 | 1.3330          | 0.6590 | 1.1242 |
+| 1.2704        | 1.4778 | 20000 | 1.3379          | 0.6934 | 1.1944 |
+| 1.2614        | 1.5517 | 21000 | 1.3330          | 0.6949 | 1.1820 |
+| 1.2455        | 1.6256 | 22000 | 1.3350          | 0.6931 | 1.0892 |
+| 1.2475        | 1.6995 | 23000 | 1.3154          | 0.6662 | 1.1576 |
+| 1.2583        | 1.7734 | 24000 | 1.3164          | 0.6490 | 1.0705 |
+| 1.2333        | 1.8473 | 25000 | 1.3184          | 0.6833 | 1.1480 |
+| 1.2462        | 1.9212 | 26000 | 1.3125          | 0.6672 | 1.1612 |
+| 1.2279        | 1.9950 | 27000 | 1.3047          | 0.6644 | 1.2179 |
+| 1.1908        | 2.0689 | 28000 | 1.3047          | 0.6938 | 1.2221 |
+| 1.1831        | 2.1428 | 29000 | 1.2998          | 0.6316 | 1.0717 |
+| 1.1705        | 2.2167 | 30000 | 1.3018          | 0.6165 | 1.0958 |
+| 1.171         | 2.2906 | 31000 | 1.3027          | 0.6109 | 1.0868 |
+| 1.1567        | 2.3645 | 32000 | 1.3037          | 0.6485 | 1.1736 |
+| 1.1705        | 2.4384 | 33000 | 1.2969          | 0.6078 | 1.0515 |
+| 1.1819        | 2.5123 | 34000 | 1.2949          | 0.6158 | 1.0362 |
+| 1.1447        | 2.5862 | 35000 | 1.2920          | 0.6365 | 1.0558 |
+| 1.17          | 2.6601 | 36000 | 1.2881          | 0.6339 | 1.0868 |
+| 1.1495        | 2.7340 | 37000 | 1.2949          | 0.6297 | 1.0437 |
+| 1.1395        | 2.8078 | 38000 | 1.2900          | 0.6285 | 1.1221 |
+| 1.15          | 2.8817 | 39000 | 1.2891          | 0.5997 | 1.0217 |
+| 1.1623        | 2.9556 | 40000 | 1.2881          | 0.6085 | 1.0395 |
+
+
+### Framework versions
+
+- Transformers 4.41.1
+- Pytorch 2.3.1+cu121
+- Datasets 2.19.1
+- Tokenizers 0.19.1

config.json

@@ -0,0 +1,240 @@
+{
+  "alignment_heads": [
+    [
+      7,
+      0
+    ],
+    [
+      10,
+      17
+    ],
+    [
+      12,
+      18
+    ],
+    [
+      13,
+      12
+    ],
+    [
+      16,
+      1
+    ],
+    [
+      17,
+      14
+    ],
+    [
+      19,
+      11
+    ],
+    [
+      21,
+      4
+    ],
+    [
+      24,
+      1
+    ],
+    [
+      25,
+      6
+    ]
+  ],
+  "lang_ids": [
+    50259,
+    50260,
+    50261,
+    50262,
+    50263,
+    50264,
+    50265,
+    50266,
+    50267,
+    50268,
+    50269,
+    50270,
+    50271,
+    50272,
+    50273,
+    50274,
+    50275,
+    50276,
+    50277,
+    50278,
+    50279,
+    50280,
+    50281,
+    50282,
+    50283,
+    50284,
+    50285,
+    50286,
+    50287,
+    50288,
+    50289,
+    50290,
+    50291,
+    50292,
+    50293,
+    50294,
+    50295,
+    50296,
+    50297,
+    50298,
+    50299,
+    50300,
+    50301,
+    50302,
+    50303,
+    50304,
+    50305,
+    50306,
+    50307,
+    50308,
+    50309,
+    50310,
+    50311,
+    50312,
+    50313,
+    50314,
+    50315,
+    50316,
+    50317,
+    50318,
+    50319,
+    50320,
+    50321,
+    50322,
+    50323,
+    50324,
+    50325,
+    50326,
+    50327,
+    50328,
+    50329,
+    50330,
+    50331,
+    50332,
+    50333,
+    50334,
+    50335,
+    50336,
+    50337,
+    50338,
+    50339,
+    50340,
+    50341,
+    50342,
+    50343,
+    50344,
+    50345,
+    50346,
+    50347,
+    50348,
+    50349,
+    50350,
+    50351,
+    50352,
+    50353,
+    50354,
+    50355,
+    50356,
+    50357,
+    50358
+  ],
+  "suppress_ids": [
+    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
+  ],
+  "suppress_ids_begin": [
+    220,
+    50257
+  ]
+}

model.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:34a0d0f1ae6d774dcd03ccfde54abc6e13c6640f7591bd5676aac52a6add3793
+size 3087284276

preprocessor_config.json

@@ -0,0 +1,14 @@
+{
+  "chunk_length": 30,
+  "feature_extractor_type": "WhisperFeatureExtractor",
+  "feature_size": 128,
+  "hop_length": 160,
+  "n_fft": 400,
+  "n_samples": 480000,
+  "nb_max_frames": 3000,
+  "padding_side": "right",
+  "padding_value": 0.0,
+  "processor_class": "WhisperProcessor",
+  "return_attention_mask": false,
+  "sampling_rate": 16000
+}