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Browse files- README.md +75 -0
- added_tokens.json +6 -0
- all_results.json +14 -0
- checkpoint-18000/added_tokens.json +6 -0
- checkpoint-18000/config.json +117 -0
- checkpoint-18000/optimizer.pt +3 -0
- checkpoint-18000/preprocessor_config.json +10 -0
- checkpoint-18000/pytorch_model.bin +3 -0
- checkpoint-18000/rng_state_0.pth +3 -0
- checkpoint-18000/rng_state_1.pth +3 -0
- checkpoint-18000/rng_state_2.pth +3 -0
- checkpoint-18000/rng_state_3.pth +3 -0
- checkpoint-18000/scheduler.pt +3 -0
- checkpoint-18000/special_tokens_map.json +10 -0
- checkpoint-18000/tokenizer_config.json +56 -0
- checkpoint-18000/trainer_state.json +289 -0
- checkpoint-18000/training_args.bin +3 -0
- checkpoint-18000/vocab.json +1762 -0
- config.json +117 -0
- eval_results.json +9 -0
- preprocessor_config.json +10 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +10 -0
- tokenizer_config.json +56 -0
- train_results.json +8 -0
- trainer_state.json +298 -0
- training_args.bin +3 -0
- vocab.json +1762 -0
README.md
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---
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license: apache-2.0
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base_model: facebook/wav2vec2-large-xlsr-53
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tags:
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- automatic-speech-recognition
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- ./sample_speech.py
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- generated_from_trainer
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model-index:
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- name: ko-xlsr5
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# ko-xlsr5
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This model is a fine-tuned version of [facebook/wav2vec2-large-xlsr-53](https://huggingface.co/facebook/wav2vec2-large-xlsr-53) on the ./SAMPLE_SPEECH.PY - NA dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4067
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- Cer: 0.1077
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 0.0003
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- train_batch_size: 4
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- eval_batch_size: 4
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 4
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- gradient_accumulation_steps: 4
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- total_train_batch_size: 64
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- total_eval_batch_size: 16
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_steps: 500
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- num_epochs: 10
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Cer |
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|:-------------:|:-----:|:-----:|:---------------:|:------:|
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| 1.4452 | 0.97 | 1800 | 0.9257 | 0.2337 |
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| 1.0684 | 1.95 | 3600 | 0.6873 | 0.1834 |
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| 0.9269 | 2.92 | 5400 | 0.5857 | 0.1599 |
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| 0.8264 | 3.9 | 7200 | 0.5357 | 0.1442 |
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| 0.7637 | 4.87 | 9000 | 0.5069 | 0.1365 |
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| 0.7033 | 5.85 | 10800 | 0.4744 | 0.1277 |
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| 0.652 | 6.82 | 12600 | 0.4477 | 0.1210 |
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| 0.5999 | 7.8 | 14400 | 0.4310 | 0.1144 |
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| 0.5606 | 8.77 | 16200 | 0.4150 | 0.1114 |
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| 0.5371 | 9.75 | 18000 | 0.4068 | 0.1085 |
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### Framework versions
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- Transformers 4.34.0
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- Pytorch 2.1.0+cu121
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- Datasets 2.14.5
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- Tokenizers 0.14.1
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added_tokens.json
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{
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"</s>": 1761,
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"<s>": 1760,
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"[PAD]": 1759,
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"[UNK]": 1758
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}
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all_results.json
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{
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"epoch": 10.0,
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"eval_cer": 0.1077281619824462,
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"eval_loss": 0.4067296087741852,
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"eval_runtime": 2073.6041,
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"eval_samples": 14768,
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"eval_samples_per_second": 7.122,
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"eval_steps_per_second": 0.445,
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"train_loss": 1.1888314855705748,
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"train_runtime": 43297.9494,
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"train_samples": 118190,
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"train_samples_per_second": 27.297,
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"train_steps_per_second": 0.426
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}
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checkpoint-18000/added_tokens.json
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{
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"</s>": 1761,
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"<s>": 1760,
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"[PAD]": 1759,
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"[UNK]": 1758
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}
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checkpoint-18000/config.json
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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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"adapter_attn_dim": null,
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"adapter_kernel_size": 3,
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"adapter_stride": 2,
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"add_adapter": false,
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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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"codevector_dim": 768,
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"conv_bias": true,
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"conv_dim": [
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"conv_stride": [
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"ctc_loss_reduction": "mean",
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"ctc_zero_infinity": false,
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"diversity_loss_weight": 0.1,
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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_norm": "layer",
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"feat_quantizer_dropout": 0.0,
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"final_dropout": 0.0,
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"gradient_checkpointing": false,
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"hidden_act": "gelu",
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"hidden_dropout": 0.05,
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 4096,
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"layer_norm_eps": 1e-05,
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"layerdrop": 0.05,
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"mask_channel_length": 10,
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"mask_channel_min_space": 1,
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"mask_channel_other": 0.0,
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"mask_channel_prob": 0.0,
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"mask_channel_selection": "static",
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"mask_feature_length": 10,
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"mask_feature_min_masks": 0,
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"mask_feature_prob": 0.0,
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"model_type": "wav2vec2",
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"num_adapter_layers": 3,
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"num_attention_heads": 16,
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"num_codevector_groups": 2,
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"num_codevectors_per_group": 320,
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"num_conv_pos_embedding_groups": 16,
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"num_conv_pos_embeddings": 128,
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"num_feat_extract_layers": 7,
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"num_hidden_layers": 24,
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}
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checkpoint-18000/optimizer.pt
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checkpoint-18000/preprocessor_config.json
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{
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"do_normalize": true,
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"feature_extractor_type": "Wav2Vec2FeatureExtractor",
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"feature_size": 1,
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"padding_side": "right",
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"padding_value": 0,
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}
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checkpoint-18000/pytorch_model.bin
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checkpoint-18000/rng_state_0.pth
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checkpoint-18000/scheduler.pt
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checkpoint-18000/special_tokens_map.json
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{
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"unk_token": "[UNK]"
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}
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checkpoint-18000/tokenizer_config.json
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+
"eval_runtime": 2143.676,
|
277 |
+
"eval_samples_per_second": 6.889,
|
278 |
+
"eval_steps_per_second": 0.431,
|
279 |
+
"step": 18000
|
280 |
+
}
|
281 |
+
],
|
282 |
+
"logging_steps": 600,
|
283 |
+
"max_steps": 18460,
|
284 |
+
"num_train_epochs": 10,
|
285 |
+
"save_steps": 1800,
|
286 |
+
"total_flos": 1.2600418565012377e+20,
|
287 |
+
"trial_name": null,
|
288 |
+
"trial_params": null
|
289 |
+
}
|
checkpoint-18000/training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:5991f05d83d1a9efa7459920af37d6d3825f48900d3736ade310f9ad9f5a092e
|
3 |
+
size 4472
|
checkpoint-18000/vocab.json
ADDED
@@ -0,0 +1,1762 @@
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config.json
ADDED
@@ -0,0 +1,117 @@
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|
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|
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|
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|
eval_results.json
ADDED
@@ -0,0 +1,9 @@
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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size 4472
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vocab.json
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@@ -0,0 +1,1762 @@
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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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