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-epoch1
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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: -256.
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- Logps/chosen: -280.
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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-epoch1
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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: 0.6853
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- Rewards/chosen: 0.0412
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- Rewards/rejected: 0.0193
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- Rewards/accuracies: 0.5880
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- Rewards/margins: 0.0219
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- Rewards/margins Max: 0.1290
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- Rewards/margins Min: -0.0714
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- Rewards/margins Std: 0.0669
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- Logps/rejected: -256.6506
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- Logps/chosen: -280.4748
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- Logits/rejected: -2.7413
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- Logits/chosen: -2.7795
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## Model description
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all_results.json
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{
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"epoch": 1.0,
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"train_loss": 0.6630057381912017,
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"train_runtime": 4226.0112,
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"train_samples": 5678,
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{
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"epoch": 1.0,
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"eval_logits/chosen": -2.7795233726501465,
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"eval_logits/rejected": -2.7412893772125244,
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"eval_logps/chosen": -280.4747619628906,
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"eval_logps/rejected": -256.65057373046875,
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"eval_loss": 0.6853376626968384,
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"eval_rewards/accuracies": 0.5879999995231628,
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"eval_rewards/chosen": 0.041186705231666565,
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"eval_rewards/margins": 0.02190316654741764,
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"eval_rewards/margins_max": 0.12900841236114502,
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"eval_rewards/margins_min": -0.07138193398714066,
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"eval_rewards/margins_std": 0.06693326681852341,
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"eval_rewards/rejected": 0.019283540546894073,
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"eval_runtime": 428.8609,
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"eval_samples": 2000,
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"eval_samples_per_second": 4.664,
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"eval_steps_per_second": 0.291,
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"train_loss": 0.6630057381912017,
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"train_runtime": 4226.0112,
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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": 1.0,
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"eval_logits/chosen": -2.7795233726501465,
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"eval_logits/rejected": -2.7412893772125244,
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"eval_logps/chosen": -280.4747619628906,
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"eval_logps/rejected": -256.65057373046875,
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"eval_loss": 0.6853376626968384,
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"eval_rewards/accuracies": 0.5879999995231628,
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"eval_rewards/chosen": 0.041186705231666565,
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"eval_rewards/margins": 0.02190316654741764,
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"eval_rewards/margins_max": 0.12900841236114502,
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"eval_rewards/margins_min": -0.07138193398714066,
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"eval_rewards/margins_std": 0.06693326681852341,
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"eval_rewards/rejected": 0.019283540546894073,
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"eval_runtime": 428.8609,
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"eval_samples": 2000,
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"eval_samples_per_second": 4.664,
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"eval_steps_per_second": 0.291
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}
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runs/Jul29_11-02-19_notebook-deployment-48-7d9b6c99-khd85/events.out.tfevents.1722255746.notebook-deployment-48-7d9b6c99-khd85.3446412.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:341b5b1b2c78200929a38e786633c2cc32547c5d3ef6be0aaa10724a83173f36
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size 1017
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