End of training
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README.md
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---
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base_model: alignment-handbook/zephyr-7b-sft-full
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library_name: peft
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license: apache-2.0
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tags:
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- trl
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- dpo
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- generated_from_trainer
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# zephyr-dpo-qlora-uf-ours-5e-7
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This model is a fine-tuned version of [alignment-handbook/zephyr-7b-sft-full](https://huggingface.co/alignment-handbook/zephyr-7b-sft-full) on the
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It achieves the following results on the evaluation set:
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- Loss: 0.
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- Rewards/chosen: -0.
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- Rewards/rejected: -0.
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- Rewards/accuracies: 0.
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- Rewards/margins: 0.
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- Rewards/margins Max: 0.
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- Rewards/margins Min: -0.
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- Rewards/margins Std: 0.
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- Logps/rejected: -285.
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- Logps/chosen: -297.
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- Logits/rejected: -2.
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- Logits/chosen: -2.
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## Model description
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---
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base_model: alignment-handbook/zephyr-7b-sft-full
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datasets:
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- generation/UF
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library_name: peft
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license: apache-2.0
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tags:
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- alignment-handbook
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- trl
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- dpo
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- generated_from_trainer
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# zephyr-dpo-qlora-uf-ours-5e-7
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This model is a fine-tuned version of [alignment-handbook/zephyr-7b-sft-full](https://huggingface.co/alignment-handbook/zephyr-7b-sft-full) on the generation/UF dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.6585
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- Rewards/chosen: -0.1318
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- Rewards/rejected: -0.2668
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- Rewards/accuracies: 0.6360
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- Rewards/margins: 0.1350
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- Rewards/margins Max: 0.7123
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- Rewards/margins Min: -0.4480
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- Rewards/margins Std: 0.4011
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- Logps/rejected: -285.2624
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- Logps/chosen: -297.7779
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- Logits/rejected: -2.6359
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- Logits/chosen: -2.6686
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## Model description
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all_results.json
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{
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"epoch": 3.0,
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"train_loss": 0.5422740092299914,
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"train_runtime": 13580.5146,
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"train_samples": 5678,
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{
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"epoch": 3.0,
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"eval_logits/chosen": -2.668572187423706,
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"eval_logits/rejected": -2.635917901992798,
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"eval_logps/chosen": -297.7778625488281,
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"eval_logps/rejected": -285.26239013671875,
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"eval_loss": 0.65846848487854,
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"eval_rewards/accuracies": 0.6359999775886536,
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"eval_rewards/chosen": -0.13184425234794617,
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"eval_rewards/margins": 0.13499023020267487,
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"eval_rewards/margins_max": 0.7123479843139648,
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"eval_rewards/margins_min": -0.4480258822441101,
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"eval_rewards/margins_std": 0.4010625183582306,
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"eval_rewards/rejected": -0.26683446764945984,
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"eval_runtime": 427.8892,
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"eval_samples": 2000,
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"eval_samples_per_second": 4.674,
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"eval_steps_per_second": 0.292,
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"train_loss": 0.5422740092299914,
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"train_runtime": 13580.5146,
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"train_samples": 5678,
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config.json
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{
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"_name_or_path": "alignment-handbook/zephyr-7b-sft-full",
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"architectures": [
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"MistralForCausalLM"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 32768,
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"model_type": "mistral",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 8,
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"quantization_config": {
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"_load_in_4bit": true,
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"_load_in_8bit": false,
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"bnb_4bit_compute_dtype": "bfloat16",
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"bnb_4bit_quant_type": "nf4",
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"bnb_4bit_use_double_quant": false,
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"llm_int8_enable_fp32_cpu_offload": false,
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"llm_int8_has_fp16_weight": false,
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"llm_int8_skip_modules": null,
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"llm_int8_threshold": 6.0,
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"load_in_4bit": true,
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"load_in_8bit": false,
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"quant_method": "bitsandbytes"
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},
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"rms_norm_eps": 1e-05,
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"rope_theta": 10000.0,
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"sliding_window": 4096,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.39.0.dev0",
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"use_cache": true,
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"vocab_size": 32000
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}
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eval_results.json
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{
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"epoch": 3.0,
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+
"eval_logits/chosen": -2.668572187423706,
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"eval_logits/rejected": -2.635917901992798,
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"eval_logps/chosen": -297.7778625488281,
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"eval_logps/rejected": -285.26239013671875,
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"eval_loss": 0.65846848487854,
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"eval_rewards/accuracies": 0.6359999775886536,
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"eval_rewards/chosen": -0.13184425234794617,
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"eval_rewards/margins": 0.13499023020267487,
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"eval_rewards/margins_max": 0.7123479843139648,
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"eval_rewards/margins_min": -0.4480258822441101,
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"eval_rewards/margins_std": 0.4010625183582306,
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"eval_rewards/rejected": -0.26683446764945984,
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"eval_runtime": 427.8892,
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"eval_samples": 2000,
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"eval_samples_per_second": 4.674,
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"eval_steps_per_second": 0.292
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}
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runs/Jul15_16-57-37_notebook-deployment-48-7d9b6c99-p5kv4/events.out.tfevents.1721076759.notebook-deployment-48-7d9b6c99-p5kv4.53301.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:b8080e48848aca43d58041626133f8571fe1237466a2f8bff2433562b1f8d0ae
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size 1017
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