Training in progress, step 530
Browse files- README.md +92 -0
- added_tokens.json +24 -0
- all_results.json +23 -0
- config.json +30 -0
- eval_results.json +17 -0
- generation_config.json +7 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- special_tokens_map.json +27 -0
- tokenizer.json +0 -0
- tokenizer_config.json +196 -0
- train_results.json +9 -0
- trainer_state.json +1900 -0
- training_args.bin +3 -0
- vocab.json +0 -0
README.md
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---
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license: apache-2.0
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base_model: hZzy/qwen2.5-0.5b-sft-news-IFT
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tags:
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- alignment-handbook
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- ndcg
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- trl
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- expo
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- generated_from_trainer
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- trl
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- expo
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- alignment-handbook
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- ndcg
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- generated_from_trainer
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datasets:
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- hZzy/train_pairwise
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model-index:
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- name: qwen2.5-0.5b-expo-DPO-ES-TRY
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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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[<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://wandb.ai/zhiyuzha-university-of-florida/huggingface/runs/8qngt5rk)
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# qwen2.5-0.5b-expo-DPO-ES-TRY
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This model is a fine-tuned version of [hZzy/qwen2.5-0.5b-sft-news-IFT](https://huggingface.co/hZzy/qwen2.5-0.5b-sft-news-IFT) on the hZzy/train_pairwise dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.8842
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- Logps: -122.3753
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- Logits: -2.2914
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- Objective: 0.9181
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- Dpo Loss: 0.9181
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- Regularize: 0.9181
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- Ranking Simple: 0.5642
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- Ranking Idealized: 0.6046
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- Ranking Idealized Expo: 0.5280
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- Dpo Wo Beta: -6.4269
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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: 5e-06
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- train_batch_size: 2
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- eval_batch_size: 2
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 6
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- gradient_accumulation_steps: 12
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- total_train_batch_size: 144
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- total_eval_batch_size: 12
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: cosine
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- lr_scheduler_warmup_ratio: 0.1
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- num_epochs: 3
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### Training results
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| Training Loss | Epoch | Step | Dpo Loss | Dpo Wo Beta | Logits | Logps | Validation Loss | Objective | Ranking Idealized | Ranking Idealized Expo | Ranking Simple | Regularize |
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|:-------------:|:------:|:----:|:--------:|:-----------:|:-------:|:---------:|:---------------:|:---------:|:-----------------:|:----------------------:|:--------------:|:----------:|
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| 0.5954 | 0.3004 | 53 | 0.7113 | -2.2659 | -1.8928 | -101.3674 | 0.6816 | 0.7113 | 0.5888 | 0.5093 | 0.5238 | 0.7113 |
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| 0.4618 | 0.6009 | 106 | 0.6936 | -2.4624 | -1.9007 | -94.3571 | 0.6913 | 0.6936 | 0.5888 | 0.5093 | 0.5351 | 0.6936 |
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| 0.3986 | 0.9013 | 159 | 0.7215 | -3.1229 | -2.1450 | -95.6001 | 0.7014 | 0.7215 | 0.5888 | 0.5093 | 0.5351 | 0.7215 |
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| 0.2551 | 1.2017 | 212 | 0.7525 | -3.7750 | -2.2678 | -98.1427 | 0.7351 | 0.7525 | 0.5888 | 0.5093 | 0.5372 | 0.7525 |
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| 0.2623 | 1.5021 | 265 | 0.7739 | -4.1634 | -2.1478 | -100.8313 | 0.7400 | 0.7739 | 0.5888 | 0.5093 | 0.5393 | 0.7739 |
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| 0.2571 | 1.8026 | 318 | 0.7665 | -4.0950 | -1.9888 | -102.3712 | 0.7401 | 0.7665 | 0.5888 | 0.5093 | 0.5393 | 0.7665 |
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| 0.1227 | 2.1030 | 371 | 0.9224 | -6.4510 | -1.8645 | -122.0016 | 0.8844 | 0.9224 | 0.5888 | 0.5093 | 0.5424 | 0.9224 |
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| 0.133 | 2.4034 | 424 | 0.8786 | -5.8878 | -2.0277 | -117.1217 | 0.8448 | 0.8786 | 0.5888 | 0.5093 | 0.5413 | 0.8786 |
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| 0.1211 | 2.7085 | 477 | 0.8739 | -5.8152 | -2.0272 | -116.4230 | 0.8371 | 0.8739 | 0.5888 | 0.5093 | 0.5403 | 0.8739 |
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### Framework versions
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- Transformers 4.42.0
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- Pytorch 2.3.0+cu121
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- Datasets 2.19.1
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- Tokenizers 0.19.1
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added_tokens.json
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{
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"</tool_call>": 151658,
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"<tool_call>": 151657,
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"<|box_end|>": 151649,
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"<|box_start|>": 151648,
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"<|endoftext|>": 151643,
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"<|file_sep|>": 151664,
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"<|fim_middle|>": 151660,
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"<|fim_pad|>": 151662,
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"<|fim_prefix|>": 151659,
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"<|fim_suffix|>": 151661,
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"<|im_end|>": 151645,
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"<|im_start|>": 151644,
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"<|image_pad|>": 151655,
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"<|object_ref_end|>": 151647,
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"<|object_ref_start|>": 151646,
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"<|quad_end|>": 151651,
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"<|quad_start|>": 151650,
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"<|repo_name|>": 151663,
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"<|vision_pad|>": 151654,
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"<|vision_start|>": 151652
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}
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all_results.json
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{
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"epoch": 2.9976381672177608,
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"eval_dpo_loss": 0.918109118938446,
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| 4 |
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"eval_dpo_wo_beta": -6.42689847946167,
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"eval_logits": -2.2913548946380615,
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| 6 |
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"eval_logps": -122.37532806396484,
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| 7 |
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"eval_loss": 0.8842386603355408,
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| 8 |
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"eval_objective": 0.918109118938446,
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| 9 |
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"eval_ranking_idealized": 0.6045548915863037,
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| 10 |
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"eval_ranking_idealized_expo": 0.5279502868652344,
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| 11 |
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"eval_ranking_simple": 0.5641822218894958,
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| 12 |
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"eval_regularize": 0.918109118938446,
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"eval_runtime": 319.8808,
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| 14 |
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"eval_samples": 5790,
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"eval_samples_per_second": 18.1,
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"eval_steps_per_second": 1.51,
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"total_flos": 0.0,
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"train_loss": 0.0,
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"train_runtime": 9.3184,
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"train_samples": 50802,
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"train_samples_per_second": 16355.433,
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"train_steps_per_second": 56.662
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}
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config.json
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{
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"_name_or_path": "hZzy/qwen2.5-0.5b-sft-news-IFT",
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"architectures": [
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"Qwen2ForCausalLM"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 151644,
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"eos_token_id": 151645,
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"hidden_act": "silu",
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"hidden_size": 896,
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"initializer_range": 0.02,
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"intermediate_size": 4864,
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"max_position_embeddings": 32768,
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"max_window_layers": 24,
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"model_type": "qwen2",
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"num_attention_heads": 14,
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"num_hidden_layers": 24,
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"num_key_value_heads": 2,
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| 19 |
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"pad_token_id": 151645,
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| 20 |
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"rms_norm_eps": 1e-06,
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"rope_theta": 1000000.0,
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| 22 |
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"sliding_window": 32768,
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| 23 |
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"tie_word_embeddings": true,
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| 24 |
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"torch_dtype": "float32",
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| 25 |
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"transformers_version": "4.42.0",
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"use_cache": false,
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| 27 |
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"use_mrope": false,
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| 28 |
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"use_sliding_window": false,
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"vocab_size": 151665
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}
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eval_results.json
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{
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"epoch": 2.9976381672177608,
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| 3 |
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"eval_dpo_loss": 0.918109118938446,
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| 4 |
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"eval_dpo_wo_beta": -6.42689847946167,
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| 5 |
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"eval_logits": -2.2913548946380615,
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| 6 |
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"eval_logps": -122.37532806396484,
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| 7 |
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"eval_loss": 0.8842386603355408,
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| 8 |
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"eval_objective": 0.918109118938446,
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| 9 |
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"eval_ranking_idealized": 0.6045548915863037,
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| 10 |
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"eval_ranking_idealized_expo": 0.5279502868652344,
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| 11 |
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"eval_ranking_simple": 0.5641822218894958,
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| 12 |
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"eval_regularize": 0.918109118938446,
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| 13 |
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"eval_runtime": 319.8808,
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| 14 |
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"eval_samples": 5790,
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| 15 |
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"eval_samples_per_second": 18.1,
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| 16 |
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"eval_steps_per_second": 1.51
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}
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generation_config.json
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{
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"bos_token_id": 151644,
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"eos_token_id": 151645,
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| 4 |
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"max_new_tokens": 2048,
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| 5 |
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"pad_token_id": 151645,
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| 6 |
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"transformers_version": "4.42.0"
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| 7 |
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}
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merges.txt
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:54861397bb33df54aeefb71f8632780795a463771984efd19be223d9f17578d4
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size 1975192208
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special_tokens_map.json
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{
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"additional_special_tokens": [
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"<|im_start|>",
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| 4 |
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"<|im_end|>"
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| 5 |
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],
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| 6 |
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"bos_token": {
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"content": "<|im_start|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"content": "<|im_end|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": {
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"content": "<|im_end|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.json
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tokenizer_config.json
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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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|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_bos_token": false,
|
| 3 |
+
"add_prefix_space": false,
|
| 4 |
+
"added_tokens_decoder": {
|
| 5 |
+
"151643": {
|
| 6 |
+
"content": "<|endoftext|>",
|
| 7 |
+
"lstrip": false,
|
| 8 |
+
"normalized": false,
|
| 9 |
+
"rstrip": false,
|
| 10 |
+
"single_word": false,
|
| 11 |
+
"special": true
|
| 12 |
+
},
|
| 13 |
+
"151644": {
|
| 14 |
+
"content": "<|im_start|>",
|
| 15 |
+
"lstrip": false,
|
| 16 |
+
"normalized": false,
|
| 17 |
+
"rstrip": false,
|
| 18 |
+
"single_word": false,
|
| 19 |
+
"special": true
|
| 20 |
+
},
|
| 21 |
+
"151645": {
|
| 22 |
+
"content": "<|im_end|>",
|
| 23 |
+
"lstrip": false,
|
| 24 |
+
"normalized": false,
|
| 25 |
+
"rstrip": false,
|
| 26 |
+
"single_word": false,
|
| 27 |
+
"special": true
|
| 28 |
+
},
|
| 29 |
+
"151646": {
|
| 30 |
+
"content": "<|object_ref_start|>",
|
| 31 |
+
"lstrip": false,
|
| 32 |
+
"normalized": false,
|
| 33 |
+
"rstrip": false,
|
| 34 |
+
"single_word": false,
|
| 35 |
+
"special": true
|
| 36 |
+
},
|
| 37 |
+
"151647": {
|
| 38 |
+
"content": "<|object_ref_end|>",
|
| 39 |
+
"lstrip": false,
|
| 40 |
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"normalized": false,
|
| 41 |
+
"rstrip": false,
|
| 42 |
+
"single_word": false,
|
| 43 |
+
"special": true
|
| 44 |
+
},
|
| 45 |
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"151648": {
|
| 46 |
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"content": "<|box_start|>",
|
| 47 |
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"lstrip": false,
|
| 48 |
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"normalized": false,
|
| 49 |
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"rstrip": false,
|
| 50 |
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"single_word": false,
|
| 51 |
+
"special": true
|
| 52 |
+
},
|
| 53 |
+
"151649": {
|
| 54 |
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"content": "<|box_end|>",
|
| 55 |
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"lstrip": false,
|
| 56 |
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"normalized": false,
|
| 57 |
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"rstrip": false,
|
| 58 |
+
"single_word": false,
|
| 59 |
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"special": true
|
| 60 |
+
},
|
| 61 |
+
"151650": {
|
| 62 |
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"content": "<|quad_start|>",
|
| 63 |
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"lstrip": false,
|
| 64 |
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"normalized": false,
|
| 65 |
+
"rstrip": false,
|
| 66 |
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"single_word": false,
|
| 67 |
+
"special": true
|
| 68 |
+
},
|
| 69 |
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"151651": {
|
| 70 |
+
"content": "<|quad_end|>",
|
| 71 |
+
"lstrip": false,
|
| 72 |
+
"normalized": false,
|
| 73 |
+
"rstrip": false,
|
| 74 |
+
"single_word": false,
|
| 75 |
+
"special": true
|
| 76 |
+
},
|
| 77 |
+
"151652": {
|
| 78 |
+
"content": "<|vision_start|>",
|
| 79 |
+
"lstrip": false,
|
| 80 |
+
"normalized": false,
|
| 81 |
+
"rstrip": false,
|
| 82 |
+
"single_word": false,
|
| 83 |
+
"special": true
|
| 84 |
+
},
|
| 85 |
+
"151653": {
|
| 86 |
+
"content": "<|vision_end|>",
|
| 87 |
+
"lstrip": false,
|
| 88 |
+
"normalized": false,
|
| 89 |
+
"rstrip": false,
|
| 90 |
+
"single_word": false,
|
| 91 |
+
"special": true
|
| 92 |
+
},
|
| 93 |
+
"151654": {
|
| 94 |
+
"content": "<|vision_pad|>",
|
| 95 |
+
"lstrip": false,
|
| 96 |
+
"normalized": false,
|
| 97 |
+
"rstrip": false,
|
| 98 |
+
"single_word": false,
|
| 99 |
+
"special": true
|
| 100 |
+
},
|
| 101 |
+
"151655": {
|
| 102 |
+
"content": "<|image_pad|>",
|
| 103 |
+
"lstrip": false,
|
| 104 |
+
"normalized": false,
|
| 105 |
+
"rstrip": false,
|
| 106 |
+
"single_word": false,
|
| 107 |
+
"special": true
|
| 108 |
+
},
|
| 109 |
+
"151656": {
|
| 110 |
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"content": "<|video_pad|>",
|
| 111 |
+
"lstrip": false,
|
| 112 |
+
"normalized": false,
|
| 113 |
+
"rstrip": false,
|
| 114 |
+
"single_word": false,
|
| 115 |
+
"special": true
|
| 116 |
+
},
|
| 117 |
+
"151657": {
|
| 118 |
+
"content": "<tool_call>",
|
| 119 |
+
"lstrip": false,
|
| 120 |
+
"normalized": false,
|
| 121 |
+
"rstrip": false,
|
| 122 |
+
"single_word": false,
|
| 123 |
+
"special": false
|
| 124 |
+
},
|
| 125 |
+
"151658": {
|
| 126 |
+
"content": "</tool_call>",
|
| 127 |
+
"lstrip": false,
|
| 128 |
+
"normalized": false,
|
| 129 |
+
"rstrip": false,
|
| 130 |
+
"single_word": false,
|
| 131 |
+
"special": false
|
| 132 |
+
},
|
| 133 |
+
"151659": {
|
| 134 |
+
"content": "<|fim_prefix|>",
|
| 135 |
+
"lstrip": false,
|
| 136 |
+
"normalized": false,
|
| 137 |
+
"rstrip": false,
|
| 138 |
+
"single_word": false,
|
| 139 |
+
"special": false
|
| 140 |
+
},
|
| 141 |
+
"151660": {
|
| 142 |
+
"content": "<|fim_middle|>",
|
| 143 |
+
"lstrip": false,
|
| 144 |
+
"normalized": false,
|
| 145 |
+
"rstrip": false,
|
| 146 |
+
"single_word": false,
|
| 147 |
+
"special": false
|
| 148 |
+
},
|
| 149 |
+
"151661": {
|
| 150 |
+
"content": "<|fim_suffix|>",
|
| 151 |
+
"lstrip": false,
|
| 152 |
+
"normalized": false,
|
| 153 |
+
"rstrip": false,
|
| 154 |
+
"single_word": false,
|
| 155 |
+
"special": false
|
| 156 |
+
},
|
| 157 |
+
"151662": {
|
| 158 |
+
"content": "<|fim_pad|>",
|
| 159 |
+
"lstrip": false,
|
| 160 |
+
"normalized": false,
|
| 161 |
+
"rstrip": false,
|
| 162 |
+
"single_word": false,
|
| 163 |
+
"special": false
|
| 164 |
+
},
|
| 165 |
+
"151663": {
|
| 166 |
+
"content": "<|repo_name|>",
|
| 167 |
+
"lstrip": false,
|
| 168 |
+
"normalized": false,
|
| 169 |
+
"rstrip": false,
|
| 170 |
+
"single_word": false,
|
| 171 |
+
"special": false
|
| 172 |
+
},
|
| 173 |
+
"151664": {
|
| 174 |
+
"content": "<|file_sep|>",
|
| 175 |
+
"lstrip": false,
|
| 176 |
+
"normalized": false,
|
| 177 |
+
"rstrip": false,
|
| 178 |
+
"single_word": false,
|
| 179 |
+
"special": false
|
| 180 |
+
}
|
| 181 |
+
},
|
| 182 |
+
"additional_special_tokens": [
|
| 183 |
+
"<|im_start|>",
|
| 184 |
+
"<|im_end|>"
|
| 185 |
+
],
|
| 186 |
+
"bos_token": "<|im_start|>",
|
| 187 |
+
"chat_template": "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ '<|user|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'system' %}\n{{ '<|system|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'assistant' %}\n{{ '<|assistant|>\n' + message['content'] + eos_token }}\n{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ '<|assistant|>' }}\n{% endif %}\n{% endfor %}",
|
| 188 |
+
"clean_up_tokenization_spaces": false,
|
| 189 |
+
"eos_token": "<|im_end|>",
|
| 190 |
+
"errors": "replace",
|
| 191 |
+
"model_max_length": 2048,
|
| 192 |
+
"pad_token": "<|im_end|>",
|
| 193 |
+
"split_special_tokens": false,
|
| 194 |
+
"tokenizer_class": "Qwen2Tokenizer",
|
| 195 |
+
"unk_token": null
|
| 196 |
+
}
|
train_results.json
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"epoch": 2.9976381672177608,
|
| 3 |
+
"total_flos": 0.0,
|
| 4 |
+
"train_loss": 0.0,
|
| 5 |
+
"train_runtime": 9.3184,
|
| 6 |
+
"train_samples": 50802,
|
| 7 |
+
"train_samples_per_second": 16355.433,
|
| 8 |
+
"train_steps_per_second": 56.662
|
| 9 |
+
}
|
trainer_state.json
ADDED
|
@@ -0,0 +1,1900 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
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|
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|
|
|
|
|
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| 1 |
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