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End of training

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README.md CHANGED
@@ -1,8 +1,11 @@
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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
@@ -16,22 +19,22 @@ should probably proofread and complete it, then remove this comment. -->
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  # zephyr-dpop-qlora-uf-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 None dataset.
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  It achieves the following results on the evaluation set:
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  - Loss: 0.6789
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- - Positive Losses: 0.2612
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  - Dpo Losses: 0.6395
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- - Rewards/chosen: 0.2320
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  - Rewards/rejected: 0.1098
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- - Rewards/accuracies: 0.7220
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- - Rewards/margins: 0.1222
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- - Rewards/margins Max: 0.4482
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- - Rewards/margins Min: -0.1549
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  - Rewards/margins Std: 0.2025
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- - Logps/rejected: -247.6030
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- - Logps/chosen: -261.3938
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- - Logits/rejected: -2.6204
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- - Logits/chosen: -2.6544
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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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+ - HuggingFaceH4/ultrafeedback_binarized
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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-dpop-qlora-uf-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 HuggingFaceH4/ultrafeedback_binarized dataset.
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  It achieves the following results on the evaluation set:
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  - Loss: 0.6789
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+ - Positive Losses: 0.2624
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  - Dpo Losses: 0.6395
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+ - Rewards/chosen: 0.2321
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  - Rewards/rejected: 0.1098
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+ - Rewards/accuracies: 0.7180
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+ - Rewards/margins: 0.1223
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+ - Rewards/margins Max: 0.4485
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+ - Rewards/margins Min: -0.1548
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  - Rewards/margins Std: 0.2025
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+ - Logps/rejected: -247.6011
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+ - Logps/chosen: -261.3811
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+ - Logits/rejected: -2.6202
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+ - Logits/chosen: -2.6543
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  ## Model description
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all_results.json CHANGED
@@ -1,5 +1,23 @@
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  {
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  "epoch": 1.0,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  "train_loss": 0.6795008113577053,
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  "train_runtime": 46141.1523,
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  "train_samples": 61134,
 
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  {
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  "epoch": 1.0,
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+ "eval_dpo_losses": 0.6394718289375305,
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+ "eval_logits/chosen": -2.6543400287628174,
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+ "eval_logits/rejected": -2.6202285289764404,
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+ "eval_logps/chosen": -261.381103515625,
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+ "eval_logps/rejected": -247.60108947753906,
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+ "eval_loss": 0.6789140701293945,
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+ "eval_positive_losses": 0.2623763382434845,
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+ "eval_rewards/accuracies": 0.7179999947547913,
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+ "eval_rewards/chosen": 0.2321232557296753,
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+ "eval_rewards/margins": 0.1223447397351265,
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+ "eval_rewards/margins_max": 0.4485361576080322,
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+ "eval_rewards/margins_min": -0.15482433140277863,
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+ "eval_rewards/margins_std": 0.20253273844718933,
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+ "eval_rewards/rejected": 0.1097785010933876,
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+ "eval_runtime": 428.1146,
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+ "eval_samples": 2000,
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+ "eval_samples_per_second": 4.672,
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+ "eval_steps_per_second": 0.292,
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  "train_loss": 0.6795008113577053,
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  "train_runtime": 46141.1523,
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  "train_samples": 61134,
config.json ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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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+ }
eval_results.json ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "epoch": 1.0,
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+ "eval_dpo_losses": 0.6394718289375305,
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+ "eval_logits/chosen": -2.6543400287628174,
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+ "eval_logits/rejected": -2.6202285289764404,
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+ "eval_logps/chosen": -261.381103515625,
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+ "eval_logps/rejected": -247.60108947753906,
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+ "eval_loss": 0.6789140701293945,
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+ "eval_positive_losses": 0.2623763382434845,
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+ "eval_rewards/accuracies": 0.7179999947547913,
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+ "eval_rewards/chosen": 0.2321232557296753,
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+ "eval_rewards/margins": 0.1223447397351265,
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+ "eval_rewards/margins_max": 0.4485361576080322,
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+ "eval_rewards/margins_min": -0.15482433140277863,
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+ "eval_rewards/margins_std": 0.20253273844718933,
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+ "eval_rewards/rejected": 0.1097785010933876,
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+ "eval_runtime": 428.1146,
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+ "eval_samples": 2000,
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+ "eval_samples_per_second": 4.672,
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+ "eval_steps_per_second": 0.292
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+ }
runs/Jul14_16-51-33_notebook-deployment-48-7d9b6c99-p5kv4/events.out.tfevents.1721023257.notebook-deployment-48-7d9b6c99-p5kv4.34769.1 ADDED
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