Instructions to use dmatekenya/whisper-large-v3-chichewa-variant-b-normalized-transcript with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use dmatekenya/whisper-large-v3-chichewa-variant-b-normalized-transcript with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("automatic-speech-recognition", model="dmatekenya/whisper-large-v3-chichewa-variant-b-normalized-transcript")# Load model directly from transformers import AutoProcessor, AutoModelForSpeechSeq2Seq processor = AutoProcessor.from_pretrained("dmatekenya/whisper-large-v3-chichewa-variant-b-normalized-transcript") model = AutoModelForSpeechSeq2Seq.from_pretrained("dmatekenya/whisper-large-v3-chichewa-variant-b-normalized-transcript", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Training in progress, step 100
Browse files- model.safetensors +1 -1
- runs/Jun11_02-33-18_w1lxscirender02.worldbank.org/events.out.tfevents.1781145198.w1lxscirender02.worldbank.org.2729864.0 +3 -0
- runs/Jun11_02-35-56_w1lxscirender02.worldbank.org/events.out.tfevents.1781145356.w1lxscirender02.worldbank.org.2746458.0 +3 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/README.md +77 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1200/config.json +49 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1200/generation_config.json +285 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1200/model.safetensors +3 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1200/optimizer.pt +3 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1200/preprocessor_config.json +14 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1200/rng_state.pth +3 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1200/scheduler.pt +3 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1200/trainer_state.json +499 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1200/training_args.bin +3 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1300/config.json +49 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1300/generation_config.json +285 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1300/model.safetensors +3 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1300/optimizer.pt +3 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1300/preprocessor_config.json +14 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1300/rng_state.pth +3 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1300/scheduler.pt +3 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1300/trainer_state.json +537 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1300/training_args.bin +3 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-800/config.json +49 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-800/generation_config.json +285 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-800/model.safetensors +3 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-800/optimizer.pt +3 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-800/preprocessor_config.json +14 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-800/rng_state.pth +3 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-800/scheduler.pt +3 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-800/trainer_state.json +347 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-800/training_args.bin +3 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/config.json +49 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/generation_config.json +285 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/model.safetensors +3 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/preprocessor_config.json +14 -0
- whisper-large-v3-chichewa-14h-normalized-transcript/training_args.bin +3 -0
model.safetensors
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size 6174112552
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runs/Jun11_02-33-18_w1lxscirender02.worldbank.org/events.out.tfevents.1781145198.w1lxscirender02.worldbank.org.2729864.0
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runs/Jun11_02-35-56_w1lxscirender02.worldbank.org/events.out.tfevents.1781145356.w1lxscirender02.worldbank.org.2746458.0
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size 5226
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whisper-large-v3-chichewa-14h-normalized-transcript/README.md
ADDED
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+
---
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| 2 |
+
library_name: transformers
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+
license: apache-2.0
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| 4 |
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base_model: openai/whisper-large-v3
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tags:
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| 6 |
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- generated_from_trainer
|
| 7 |
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metrics:
|
| 8 |
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- wer
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| 9 |
+
model-index:
|
| 10 |
+
- name: whisper-large-v3-chichewa-variant-b-normalized-transcript
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| 11 |
+
results: []
|
| 12 |
+
---
|
| 13 |
+
|
| 14 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
| 15 |
+
should probably proofread and complete it, then remove this comment. -->
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| 16 |
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| 17 |
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# whisper-large-v3-chichewa-variant-b-normalized-transcript
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| 18 |
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This model is a fine-tuned version of [openai/whisper-large-v3](https://huggingface.co/openai/whisper-large-v3) on the None dataset.
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It achieves the following results on the evaluation set:
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| 21 |
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- Loss: 1.3983
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| 22 |
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- Wer: 59.3004
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| 23 |
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- Cer: 28.1383
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| 24 |
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|
| 25 |
+
## Model description
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| 26 |
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More information needed
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## Intended uses & limitations
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| 30 |
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More information needed
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| 32 |
+
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| 33 |
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## Training and evaluation data
|
| 34 |
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| 35 |
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More information needed
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| 37 |
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## Training procedure
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| 38 |
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| 39 |
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### Training hyperparameters
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| 40 |
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The following hyperparameters were used during training:
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| 42 |
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- learning_rate: 7.5e-06
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| 43 |
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- train_batch_size: 8
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- eval_batch_size: 8
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| 45 |
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- seed: 42
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| 46 |
+
- gradient_accumulation_steps: 4
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| 47 |
+
- total_train_batch_size: 32
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| 48 |
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- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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| 49 |
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- lr_scheduler_type: cosine
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| 50 |
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- lr_scheduler_warmup_steps: 0.05
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| 51 |
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- training_steps: 3000
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| 52 |
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|
| 53 |
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### Training results
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| 54 |
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|
| 55 |
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| Training Loss | Epoch | Step | Validation Loss | Wer | Cer |
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| 56 |
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|:-------------:|:-------:|:----:|:---------------:|:-------:|:-------:|
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| 57 |
+
| 6.1874 | 0.9259 | 100 | 1.4766 | 82.4754 | 37.1937 |
|
| 58 |
+
| 4.3049 | 1.8519 | 200 | 1.1418 | 74.2396 | 35.4061 |
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| 59 |
+
| 3.2137 | 2.7778 | 300 | 1.0356 | 62.0496 | 28.7776 |
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| 60 |
+
| 2.3819 | 3.7037 | 400 | 1.0180 | 61.5466 | 27.8582 |
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| 61 |
+
| 1.7253 | 4.6296 | 500 | 1.0404 | 61.4998 | 29.3362 |
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| 62 |
+
| 1.2334 | 5.5556 | 600 | 1.1001 | 57.9902 | 27.0954 |
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| 63 |
+
| 0.7779 | 6.4815 | 700 | 1.1463 | 59.2302 | 28.1762 |
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| 64 |
+
| 0.5770 | 7.4074 | 800 | 1.2063 | 57.3701 | 26.3506 |
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| 65 |
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| 0.3544 | 8.3333 | 900 | 1.2435 | 61.1254 | 28.6804 |
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| 66 |
+
| 0.2340 | 9.2593 | 1000 | 1.3227 | 59.6280 | 28.2108 |
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| 67 |
+
| 0.1444 | 10.1852 | 1100 | 1.3311 | 57.8147 | 26.0277 |
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| 68 |
+
| 0.1176 | 11.1111 | 1200 | 1.3743 | 57.6626 | 26.5121 |
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| 69 |
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| 0.1288 | 12.0370 | 1300 | 1.3983 | 59.3004 | 28.1383 |
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### Framework versions
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- Transformers 5.8.1
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- Pytorch 2.6.0+cu124
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| 76 |
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- Datasets 3.6.0
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- Tokenizers 0.22.2
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whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1200/config.json
ADDED
|
@@ -0,0 +1,49 @@
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{
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"activation_dropout": 0.0,
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"activation_function": "gelu",
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"apply_spec_augment": false,
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"architectures": [
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"WhisperForConditionalGeneration"
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],
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"attention_dropout": 0.0,
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"begin_suppress_tokens": [
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220,
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50257
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+
],
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+
"bos_token_id": 50257,
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+
"classifier_proj_size": 256,
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+
"d_model": 1280,
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| 16 |
+
"decoder_attention_heads": 20,
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| 17 |
+
"decoder_ffn_dim": 5120,
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| 18 |
+
"decoder_layerdrop": 0.0,
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| 19 |
+
"decoder_layers": 32,
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| 20 |
+
"decoder_start_token_id": 50258,
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+
"dropout": 0.0,
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| 22 |
+
"dtype": "float32",
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| 23 |
+
"encoder_attention_heads": 20,
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| 24 |
+
"encoder_ffn_dim": 5120,
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| 25 |
+
"encoder_layerdrop": 0.0,
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+
"encoder_layers": 32,
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+
"eos_token_id": 50257,
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+
"init_std": 0.02,
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| 29 |
+
"is_encoder_decoder": true,
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| 30 |
+
"mask_feature_length": 10,
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| 31 |
+
"mask_feature_min_masks": 0,
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| 32 |
+
"mask_feature_prob": 0.0,
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| 33 |
+
"mask_time_length": 10,
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+
"mask_time_min_masks": 2,
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+
"mask_time_prob": 0.05,
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+
"max_source_positions": 1500,
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+
"max_target_positions": 448,
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+
"median_filter_width": 7,
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+
"model_type": "whisper",
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+
"num_mel_bins": 128,
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+
"pad_token_id": 50256,
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+
"scale_embedding": false,
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+
"suppress_tokens": null,
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+
"tie_word_embeddings": true,
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"transformers_version": "5.8.1",
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+
"use_cache": false,
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| 47 |
+
"use_weighted_layer_sum": false,
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| 48 |
+
"vocab_size": 51866
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}
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whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1200/generation_config.json
ADDED
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whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1200/preprocessor_config.json
ADDED
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whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1200/rng_state.pth
ADDED
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whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1200/scheduler.pt
ADDED
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ADDED
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"transformers_version": "5.8.1",
|
| 46 |
+
"use_cache": false,
|
| 47 |
+
"use_weighted_layer_sum": false,
|
| 48 |
+
"vocab_size": 51866
|
| 49 |
+
}
|
whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1300/generation_config.json
ADDED
|
@@ -0,0 +1,285 @@
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|
| 1 |
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{
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|
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| 34 |
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|
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|
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|
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|
| 64 |
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|
| 65 |
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|
| 66 |
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|
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|
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|
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| 163 |
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|
| 164 |
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|
| 165 |
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| 166 |
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| 169 |
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| 170 |
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| 171 |
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| 172 |
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| 173 |
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| 174 |
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| 176 |
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| 177 |
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| 178 |
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| 179 |
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| 180 |
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| 181 |
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| 184 |
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| 185 |
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|
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| 276 |
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|
| 283 |
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|
| 284 |
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"use_cache": true
|
| 285 |
+
}
|
whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-1300/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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whisper-large-v3-chichewa-14h-normalized-transcript/checkpoint-800/generation_config.json
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|
| 27 |
+
"eos_token_id": 50257,
|
| 28 |
+
"init_std": 0.02,
|
| 29 |
+
"is_encoder_decoder": true,
|
| 30 |
+
"mask_feature_length": 10,
|
| 31 |
+
"mask_feature_min_masks": 0,
|
| 32 |
+
"mask_feature_prob": 0.0,
|
| 33 |
+
"mask_time_length": 10,
|
| 34 |
+
"mask_time_min_masks": 2,
|
| 35 |
+
"mask_time_prob": 0.05,
|
| 36 |
+
"max_source_positions": 1500,
|
| 37 |
+
"max_target_positions": 448,
|
| 38 |
+
"median_filter_width": 7,
|
| 39 |
+
"model_type": "whisper",
|
| 40 |
+
"num_mel_bins": 128,
|
| 41 |
+
"pad_token_id": 50256,
|
| 42 |
+
"scale_embedding": false,
|
| 43 |
+
"suppress_tokens": null,
|
| 44 |
+
"tie_word_embeddings": true,
|
| 45 |
+
"transformers_version": "5.8.1",
|
| 46 |
+
"use_cache": false,
|
| 47 |
+
"use_weighted_layer_sum": false,
|
| 48 |
+
"vocab_size": 51866
|
| 49 |
+
}
|
whisper-large-v3-chichewa-14h-normalized-transcript/generation_config.json
ADDED
|
@@ -0,0 +1,285 @@
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|
| 1 |
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{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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| 6 |
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|
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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|
| 35 |
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|
| 36 |
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|
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| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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|
| 44 |
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|
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|
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|
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|
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|
| 49 |
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|
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|
| 51 |
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|
| 52 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
| 62 |
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|
| 63 |
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|
| 64 |
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|
| 65 |
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|
| 66 |
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|
| 67 |
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|
| 68 |
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|
| 69 |
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|
| 70 |
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|
| 71 |
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|
| 72 |
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|
| 73 |
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|
| 74 |
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|
| 75 |
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|
| 76 |
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|
| 77 |
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|
| 78 |
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|
| 79 |
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|
| 80 |
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|
| 81 |
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|
| 82 |
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|
| 83 |
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|
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|
| 85 |
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|
| 86 |
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|
| 87 |
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|
| 88 |
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|
| 89 |
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|
| 90 |
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|
| 91 |
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|
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|
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|
| 94 |
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|
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|
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|
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|
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|
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|
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|
| 104 |
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|
| 105 |
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|
| 106 |
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|
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|
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|
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|
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|
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|
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|
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|
| 115 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
| 164 |
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|
| 165 |
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|
| 166 |
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|
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|
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|
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|
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|
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|
| 172 |
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|
| 173 |
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|
| 174 |
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|
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|
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|
| 177 |
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|
| 178 |
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|
| 179 |
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|
| 180 |
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|
| 181 |
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|
| 182 |
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50361,
|
| 270 |
+
50362,
|
| 271 |
+
50363
|
| 272 |
+
],
|
| 273 |
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"target_lookbehind": 10,
|
| 274 |
+
"task": "transcribe",
|
| 275 |
+
"task_to_id": {
|
| 276 |
+
"transcribe": 50360,
|
| 277 |
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"translate": 50359
|
| 278 |
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},
|
| 279 |
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"temperature": 1.0,
|
| 280 |
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"top_k": 50,
|
| 281 |
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|
| 282 |
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"transformers_version": "5.8.1",
|
| 283 |
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|
| 284 |
+
"use_cache": true
|
| 285 |
+
}
|
whisper-large-v3-chichewa-14h-normalized-transcript/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:24e320f93cb15f71a4280e54d92e1974d7a5784768e6d5f19e86429cb656643e
|
| 3 |
+
size 6174112552
|
whisper-large-v3-chichewa-14h-normalized-transcript/preprocessor_config.json
ADDED
|
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"chunk_length": 30,
|
| 3 |
+
"dither": 0.0,
|
| 4 |
+
"feature_extractor_type": "WhisperFeatureExtractor",
|
| 5 |
+
"feature_size": 128,
|
| 6 |
+
"hop_length": 160,
|
| 7 |
+
"n_fft": 400,
|
| 8 |
+
"n_samples": 480000,
|
| 9 |
+
"nb_max_frames": 3000,
|
| 10 |
+
"padding_side": "right",
|
| 11 |
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"padding_value": 0.0,
|
| 12 |
+
"return_attention_mask": false,
|
| 13 |
+
"sampling_rate": 16000
|
| 14 |
+
}
|
whisper-large-v3-chichewa-14h-normalized-transcript/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:30647951d6b5e76b331bc303bcd924bc44b6337b2d17488c183f6c433337b76e
|
| 3 |
+
size 5112
|