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-dpop-qlora-uf-5e-6
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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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- Positive Losses: 0.
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- Dpo Losses: 0.6380
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- Rewards/chosen: 0.2338
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- Rewards/rejected: 0.1078
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- Rewards/accuracies: 0.
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- Rewards/margins: 0.1260
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- Rewards/margins Max: 0.
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- Rewards/margins Min: -0.1531
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- Rewards/margins Std: 0.2063
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- Logps/rejected: -247.
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- Logps/chosen: -261.
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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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- 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-6
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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: 0.6778
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- Positive Losses: 0.2511
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- Dpo Losses: 0.6380
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- Rewards/chosen: 0.2338
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- Rewards/rejected: 0.1078
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- Rewards/accuracies: 0.7220
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- Rewards/margins: 0.1260
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- Rewards/margins Max: 0.4590
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- Rewards/margins Min: -0.1531
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- Rewards/margins Std: 0.2063
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- Logps/rejected: -247.8000
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- Logps/chosen: -261.2173
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- Logits/rejected: -2.6358
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- Logits/chosen: -2.6679
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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": 0.6803070375102567,
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"train_runtime": 46122.1645,
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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": 0.6379860043525696,
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"eval_logits/chosen": -2.6679418087005615,
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"eval_logits/rejected": -2.6358492374420166,
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"eval_logps/chosen": -261.21728515625,
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"eval_logps/rejected": -247.80003356933594,
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"eval_loss": 0.6778276562690735,
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"eval_positive_losses": 0.25107473134994507,
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"eval_rewards/accuracies": 0.722000002861023,
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"eval_rewards/chosen": 0.23376142978668213,
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"eval_rewards/margins": 0.12597255408763885,
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"eval_rewards/margins_max": 0.45901384949684143,
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"eval_rewards/margins_min": -0.15312375128269196,
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"eval_rewards/margins_std": 0.2062978446483612,
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"eval_rewards/rejected": 0.10778886079788208,
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"eval_runtime": 428.6701,
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"eval_samples": 2000,
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"eval_samples_per_second": 4.666,
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"eval_steps_per_second": 0.292,
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"train_loss": 0.6803070375102567,
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"train_runtime": 46122.1645,
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"train_samples": 61134,
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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_dpo_losses": 0.6379860043525696,
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"eval_logits/chosen": -2.6679418087005615,
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"eval_logits/rejected": -2.6358492374420166,
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"eval_logps/chosen": -261.21728515625,
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"eval_logps/rejected": -247.80003356933594,
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"eval_loss": 0.6778276562690735,
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"eval_positive_losses": 0.25107473134994507,
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"eval_rewards/accuracies": 0.722000002861023,
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"eval_rewards/chosen": 0.23376142978668213,
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"eval_rewards/margins": 0.12597255408763885,
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"eval_rewards/margins_max": 0.45901384949684143,
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"eval_rewards/margins_min": -0.15312375128269196,
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"eval_rewards/margins_std": 0.2062978446483612,
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"eval_rewards/rejected": 0.10778886079788208,
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"eval_runtime": 428.6701,
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"eval_samples": 2000,
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"eval_samples_per_second": 4.666,
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"eval_steps_per_second": 0.292
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}
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runs/Jul14_17-14-15_notebook-deployment-48-7d9b6c99-p5kv4/events.out.tfevents.1721023908.notebook-deployment-48-7d9b6c99-p5kv4.35664.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:48558019d150969a01abd20c4c993446e0e9cdf531508c899f11ffa38aa112b8
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size 1130
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