Automatic Speech Recognition
Transformers
PyTorch
JAX
German
wav2vec2
audio
speech
xlsr-fine-tuning-week
Eval Results (legacy)
Instructions to use marcel/wav2vec2-large-xlsr-53-german with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use marcel/wav2vec2-large-xlsr-53-german with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("automatic-speech-recognition", model="marcel/wav2vec2-large-xlsr-53-german")# Load model directly from transformers import AutoProcessor, AutoModelForCTC processor = AutoProcessor.from_pretrained("marcel/wav2vec2-large-xlsr-53-german") model = AutoModelForCTC.from_pretrained("marcel/wav2vec2-large-xlsr-53-german", device_map="auto") - Notebooks
- Google Colab
- Kaggle
adding model files ... still training.
Browse files- config.json +76 -0
- optimizer.pt +3 -0
- preprocessor_config.json +8 -0
- pytorch_model.bin +3 -0
- scheduler.pt +3 -0
- special_tokens_map.json +1 -0
- tokenizer_config.json +1 -0
- trainer_state.json +58 -0
- training_args.bin +3 -0
- vocab.json +1 -0
config.json
ADDED
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{
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"_name_or_path": "facebook/wav2vec2-large-xlsr-53",
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"activation_dropout": 0.0,
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"apply_spec_augment": true,
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"architectures": [
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"Wav2Vec2ForCTC"
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],
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"attention_dropout": 0.1,
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"bos_token_id": 1,
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"conv_bias": true,
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"conv_dim": [
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512,
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512,
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512,
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512,
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512,
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512,
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512
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],
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"conv_kernel": [
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10,
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3,
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3,
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3,
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3,
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2,
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2
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],
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"conv_stride": [
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5,
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2,
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2,
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2,
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2,
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2,
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2
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],
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"ctc_loss_reduction": "mean",
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"ctc_zero_infinity": false,
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"do_stable_layer_norm": true,
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"eos_token_id": 2,
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"feat_extract_activation": "gelu",
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"feat_extract_dropout": 0.0,
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"feat_extract_norm": "layer",
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| 45 |
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"feat_proj_dropout": 0.0,
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| 46 |
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"final_dropout": 0.0,
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| 47 |
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"gradient_checkpointing": true,
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| 48 |
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"hidden_act": "gelu",
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"hidden_dropout": 0.1,
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"hidden_size": 1024,
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| 51 |
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"initializer_range": 0.02,
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"intermediate_size": 4096,
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| 53 |
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"layer_norm_eps": 1e-05,
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| 54 |
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"layerdrop": 0.1,
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"mask_channel_length": 10,
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| 56 |
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"mask_channel_min_space": 1,
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| 57 |
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"mask_channel_other": 0.0,
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| 58 |
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"mask_channel_prob": 0.0,
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| 59 |
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"mask_channel_selection": "static",
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| 60 |
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"mask_feature_length": 10,
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"mask_feature_prob": 0.0,
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| 62 |
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"mask_time_length": 10,
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| 63 |
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"mask_time_min_space": 1,
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"mask_time_other": 0.0,
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"mask_time_prob": 0.05,
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"mask_time_selection": "static",
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"model_type": "wav2vec2",
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"num_attention_heads": 16,
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| 69 |
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"num_conv_pos_embedding_groups": 16,
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| 70 |
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"num_conv_pos_embeddings": 128,
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| 71 |
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"num_feat_extract_layers": 7,
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| 72 |
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"num_hidden_layers": 24,
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| 73 |
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"pad_token_id": 31,
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"transformers_version": "4.5.0.dev0",
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"vocab_size": 32
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}
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optimizer.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:0dd23eb8c05c61285285dee9cafa8f505c45287f812b6673cea57e688848d5c3
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size 2490339591
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preprocessor_config.json
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{
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"do_normalize": true,
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"feature_size": 1,
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"padding_side": "right",
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"padding_value": 0.0,
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"return_attention_mask": true,
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"sampling_rate": 16000
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}
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:617f43071c391eb3d5f1e05524fea60e6387d74a5bf430e615e0402dcc96232b
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size 1262065048
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scheduler.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:ad552f0c4edf75ff8663b090de54960957bb3c3100fe49d79c27191cb7c425d7
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size 623
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special_tokens_map.json
ADDED
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{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "[UNK]", "pad_token": "[PAD]"}
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tokenizer_config.json
ADDED
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{"unk_token": "[UNK]", "bos_token": "<s>", "eos_token": "</s>", "pad_token": "[PAD]", "do_lower_case": false, "word_delimiter_token": "|"}
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trainer_state.json
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{
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"best_metric": null,
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| 3 |
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"best_model_checkpoint": null,
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| 4 |
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"epoch": 1.2207527975584944,
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| 5 |
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"global_step": 1200,
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| 6 |
+
"is_hyper_param_search": false,
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| 7 |
+
"is_local_process_zero": true,
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| 8 |
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"is_world_process_zero": true,
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| 9 |
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"log_history": [
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| 10 |
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{
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| 11 |
+
"epoch": 0.41,
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| 12 |
+
"learning_rate": 0.00023999999999999998,
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| 13 |
+
"loss": 4.7996,
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| 14 |
+
"step": 400
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| 15 |
+
},
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| 16 |
+
{
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| 17 |
+
"epoch": 0.41,
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| 18 |
+
"eval_loss": 3.018367290496826,
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| 19 |
+
"eval_runtime": 230.2288,
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| 20 |
+
"eval_samples_per_second": 8.127,
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| 21 |
+
"eval_wer": 1.0,
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| 22 |
+
"step": 400
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| 23 |
+
},
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| 24 |
+
{
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| 25 |
+
"epoch": 0.81,
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| 26 |
+
"learning_rate": 0.0002968954812004139,
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| 27 |
+
"loss": 2.0295,
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| 28 |
+
"step": 800
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| 29 |
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},
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| 30 |
+
{
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| 31 |
+
"epoch": 0.81,
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| 32 |
+
"eval_loss": 0.71845942735672,
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| 33 |
+
"eval_runtime": 234.0394,
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| 34 |
+
"eval_samples_per_second": 7.994,
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| 35 |
+
"eval_wer": 0.5917076167076167,
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| 36 |
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"step": 800
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| 37 |
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},
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| 38 |
+
{
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| 39 |
+
"epoch": 1.22,
|
| 40 |
+
"learning_rate": 0.0002927561228009658,
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| 41 |
+
"loss": 0.4632,
|
| 42 |
+
"step": 1200
|
| 43 |
+
},
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| 44 |
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{
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| 45 |
+
"epoch": 1.22,
|
| 46 |
+
"eval_loss": 0.4624195396900177,
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| 47 |
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"eval_runtime": 419.7523,
|
| 48 |
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"eval_samples_per_second": 4.457,
|
| 49 |
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"eval_wer": 0.4606879606879607,
|
| 50 |
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"step": 1200
|
| 51 |
+
}
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| 52 |
+
],
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| 53 |
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"max_steps": 29490,
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| 54 |
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"num_train_epochs": 30,
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| 55 |
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"total_flos": 6.668424512230441e+18,
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| 56 |
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"trial_name": null,
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| 57 |
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"trial_params": null
|
| 58 |
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:cbbfaddb83a20b47d109496685d3d3508ad2ab0ff98bff723130d9701a5981e9
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size 2351
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vocab.json
ADDED
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{"a": 0, "b": 1, "c": 2, "d": 3, "e": 4, "f": 5, "g": 6, "h": 7, "i": 8, "j": 9, "k": 10, "l": 11, "m": 12, "n": 13, "o": 14, "p": 15, "q": 16, "r": 17, "s": 18, "t": 19, "u": 20, "v": 21, "w": 22, "x": 23, "y": 24, "z": 25, "ä": 26, "ö": 27, "ü": 28, "|": 29, "[UNK]": 30, "[PAD]": 31}
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