Plim commited on
Commit
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1 Parent(s): a11c266

Add results on evaluation data

Browse files
README.md CHANGED
@@ -8,19 +8,42 @@ tags:
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  - generated_from_trainer
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  - robust-speech-event
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  model-index:
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- - name: ''
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- results: []
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  ## Model description
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  This model is a fine-tuned version of [facebook/wav2vec2-xls-r-1b](https://huggingface.co/facebook/wav2vec2-xls-r-1b) on the MOZILLA-FOUNDATION/COMMON_VOICE_8_0 - FR dataset.
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- ## Training and evaluation data
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-
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- It achieves the following results on the evaluation set:
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- - Wer: 0.1834 (STEP 13000)
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-
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  ## Training procedure
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  ### Training hyperparameters
@@ -56,6 +79,9 @@ The following hyperparameters were used during training:
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  | 0.8015 | 3.44 | 12000 | inf | 0.1880 |
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  | 0.774 | 3.73 | 13000 | inf | 0.1834 |
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  Some problems occur when calculating the validation loss.
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  ### Framework versions
@@ -64,3 +90,15 @@ Some problems occur when calculating the validation loss.
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  - Pytorch 1.10.2+cu102
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  - Datasets 1.18.3.dev0
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  - Tokenizers 0.11.0
 
 
 
 
 
 
 
 
 
 
 
 
 
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  - generated_from_trainer
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  - robust-speech-event
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  model-index:
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+ - name: XLS-R-1B - French
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+ results:
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+ - task:
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+ name: Automatic Speech Recognition
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+ type: automatic-speech-recognition
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+ dataset:
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+ name: Common Voice 8
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+ type: mozilla-foundation/common_voice_8_0
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+ args: fr
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+ metrics:
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+ - name: Test WER
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+ type: wer
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+ value: 18.33
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+ - name: Test CER
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+ type: cer
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+ value: 5.60
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+ - task:
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+ name: Automatic Speech Recognition
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+ type: automatic-speech-recognition
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+ dataset:
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+ name: Robust Speech Event - Dev Data
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+ type: speech-recognition-community-v2/dev_data
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+ args: fr
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+ metrics:
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+ - name: Test WER
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+ type: wer
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+ value: 60.25
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+ - name: Test CER
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+ type: cer
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+ value: 15.68
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  ---
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  ## Model description
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  This model is a fine-tuned version of [facebook/wav2vec2-xls-r-1b](https://huggingface.co/facebook/wav2vec2-xls-r-1b) on the MOZILLA-FOUNDATION/COMMON_VOICE_8_0 - FR dataset.
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  ## Training procedure
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  ### Training hyperparameters
 
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  | 0.8015 | 3.44 | 12000 | inf | 0.1880 |
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  | 0.774 | 3.73 | 13000 | inf | 0.1834 |
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+ It achieves the best result for STEP 13000 on the validation set:
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+ - Wer: 0.1834
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+
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  Some problems occur when calculating the validation loss.
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  ### Framework versions
 
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  - Pytorch 1.10.2+cu102
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  - Datasets 1.18.3.dev0
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  - Tokenizers 0.11.0
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+
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+ ### Evaluation Commands
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+ 1. To evaluate on `mozilla-foundation/common_voice_8` with split `test`
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+
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+ ```bash
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+ python eval.py --model_id Plim/xls-r-1b-cv_8-fr --dataset mozilla-foundation/common_voice_8_0 --config fr --split test
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+ ```
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+
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+ 2. To evaluate on `speech-recognition-community-v2/dev_data`
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+
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+ ```bash
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+ python eval.py --model_id Plim/xls-r-1b-cv_8-fr --dataset speech-recognition-community-v2/dev_data --config fr --split validation --chunk_length_s 5.0 --stride_length_s 1.0
log_mozilla-foundation_common_voice_8_0_fr_test_predictions.txt ADDED
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log_mozilla-foundation_common_voice_8_0_fr_test_targets.txt ADDED
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log_speech-recognition-community-v2_dev_data_fr_validation_predictions.txt ADDED
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log_speech-recognition-community-v2_dev_data_fr_validation_targets.txt ADDED
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mozilla-foundation_common_voice_8_0_fr_test_eval_results.txt ADDED
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+ WER: 0.18333515105245937
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+ CER: 0.05606368028384753
speech-recognition-community-v2_dev_data_fr_validation_eval_results.txt ADDED
@@ -0,0 +1,2 @@
 
 
 
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+ WER: 0.6024801374275285
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+ CER: 0.15675326436359865
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54022
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54023
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54027
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54031
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54032
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54039
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54040
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54041
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54042
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54044
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54048
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54050
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54051
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54052
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54053
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54054
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wandb/run-20220203_170643-2fkfdtzb/logs/debug.log CHANGED
@@ -24,3 +24,133 @@ config: {}
24
  2022-02-03 17:06:46,149 INFO MainThread:43340 [wandb_init.py:init():651] run started, returning control to user process
25
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'resume_from_checkpoint': 'None', 'hub_model_id': 'None', 'hub_strategy': 'every_save', 'hub_token': '<HUB_TOKEN>', 'gradient_checkpointing': True, 'fp16_backend': 'auto', 'push_to_hub_model_id': 'None', 'push_to_hub_organization': 'None', 'push_to_hub_token': '<PUSH_TO_HUB_TOKEN>', '_n_gpu': 1, 'mp_parameters': '', 'train_batch_size': 16, 'eval_batch_size': 16}
26
  2022-02-03 17:06:46,160 INFO MainThread:43340 [wandb_watch.py:watch():43] Watching
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
24
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'architectures': ['Wav2Vec2ForPreTraining'], 'finetuning_task': None, 'id2label': {0: 'LABEL_0', 1: 'LABEL_1'}, 'label2id': {'LABEL_0': 0, 'LABEL_1': 1}, 'tokenizer_class': None, 'prefix': None, 'bos_token_id': 1, 'pad_token_id': 45, 'eos_token_id': 2, 'sep_token_id': None, 'decoder_start_token_id': None, 'task_specific_params': None, 'problem_type': None, '_name_or_path': 'facebook/wav2vec2-xls-r-1b', 'transformers_version': '4.17.0.dev0', 'feat_extract_dropout': 0.0, 'model_type': 'wav2vec2', 'num_feat_extract_layers': 7, 'hidden_size': 1280, 'feat_extract_norm': 'layer', 'feat_extract_activation': 'gelu', 'conv_dim': [512, 512, 512, 512, 512, 512, 512], 'conv_stride': [5, 2, 2, 2, 2, 2, 2], 'conv_kernel': [10, 3, 3, 3, 3, 2, 2], 'conv_bias': True, 'num_conv_pos_embeddings': 128, 'num_conv_pos_embedding_groups': 16, 'num_hidden_layers': 48, 'intermediate_size': 5120, 'hidden_act': 'gelu', 'num_attention_heads': 16, 'hidden_dropout': 0.0, 'attention_dropout': 0.0, 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False, 'seed': 42, 'bf16': False, 'fp16': True, 'fp16_opt_level': 'O1', 'half_precision_backend': 'amp', 'bf16_full_eval': False, 'fp16_full_eval': False, 'tf32': 'None', 'local_rank': -1, 'xpu_backend': 'None', 'tpu_num_cores': 'None', 'tpu_metrics_debug': False, 'debug': '[]', 'dataloader_drop_last': False, 'eval_steps': 1000, 'dataloader_num_workers': 0, 'past_index': -1, 'run_name': './', 'disable_tqdm': False, 'remove_unused_columns': True, 'label_names': 'None', 'load_best_model_at_end': True, 'metric_for_best_model': 'loss', 'greater_is_better': False, 'ignore_data_skip': False, 'sharded_ddp': '[]', 'deepspeed': 'None', 'label_smoothing_factor': 0.0, 'optim': 'adamw_hf', 'adafactor': False, 'group_by_length': True, 'length_column_name': 'input_length', 'report_to': "['wandb']", 'ddp_find_unused_parameters': 'None', 'ddp_bucket_cap_mb': 'None', 'dataloader_pin_memory': True, 'skip_memory_metrics': True, 'use_legacy_prediction_loop': False, 'push_to_hub': True, 'resume_from_checkpoint': 'None', 'hub_model_id': 'None', 'hub_strategy': 'every_save', 'hub_token': '<HUB_TOKEN>', 'gradient_checkpointing': True, 'fp16_backend': 'auto', 'push_to_hub_model_id': 'None', 'push_to_hub_organization': 'None', 'push_to_hub_token': '<PUSH_TO_HUB_TOKEN>', '_n_gpu': 1, 'mp_parameters': '', 'train_batch_size': 16, 'eval_batch_size': 16}
26
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27
+ 2022-02-05 20:05:45,327 INFO MainThread:43340 [wandb_run.py:_atexit_cleanup():1797] got exitcode: 0
28
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29
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30
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38
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40
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46
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47
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48
+ pusher_stats {
49
+ uploaded_bytes: 2037
50
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53
+ 2022-02-05 20:05:49,452 INFO MainThread:43340 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
54
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55
+ }
56
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61
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62
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63
+ }
64
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69
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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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84
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85
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86
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87
+ }
88
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93
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95
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96
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100
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101
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102
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103
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104
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105
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109
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110
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111
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112
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113
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114
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116
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117
+ 2022-02-05 20:05:50,278 INFO MainThread:43340 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
118
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120
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121
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125
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126
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127
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128
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129
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133
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134
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135
+ }
136
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137
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141
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142
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+ 2022-02-05 20:05:53,125 INFO MainThread:43340 [wandb_run.py:_append_history():2144] rendering history
155
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156
+ 2022-02-05 20:05:53,129 INFO MainThread:43340 [wandb_run.py:_append_files():2194] logging synced files
wandb/run-20220203_170643-2fkfdtzb/run-2fkfdtzb.wandb CHANGED
@@ -1,3 +1,3 @@
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  version https://git-lfs.github.com/spec/v1
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- oid sha256:26a4a45f21c2571d76ee29bd77a04d51719a8ddc69f771470e04b1d33129aab1
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- size 203570905
 
1
  version https://git-lfs.github.com/spec/v1
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+ oid sha256:aa27b93a052e1dc7abbf9471758aac62025a541fccb4f39477aa762b4b927865
3
+ size 205039935