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Model: RikkiXu/zephyr-7b-dpo-full
Source: Original Platform

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README.md

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+---
+tags:
+- trl
+- dpo
+- generated_from_trainer
+model-index:
+- name: zephyr-7b-dpo-full
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# zephyr-7b-dpo-full
+
+This model was trained from scratch on the None dataset.
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 1e-09
+- train_batch_size: 4
+- eval_batch_size: 4
+- seed: 42
+- distributed_type: multi-GPU
+- num_devices: 8
+- gradient_accumulation_steps: 4
+- total_train_batch_size: 128
+- total_eval_batch_size: 32
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: cosine
+- lr_scheduler_warmup_ratio: 0.1
+- num_epochs: 1
+
+### Training results
+
+
+
+### Framework versions
+
+- Transformers 4.41.1
+- Pytorch 2.1.2+cu118
+- Datasets 2.16.1
+- Tokenizers 0.19.1

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all_results.json

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+{
+    "epoch": 0.9990319457889641,
+    "total_flos": 0.0,
+    "train_loss": 1.2622329578843228,
+    "train_runtime": 8815.3772,
+    "train_samples": 66084,
+    "train_samples_per_second": 7.496,
+    "train_steps_per_second": 0.059
+}

config.json

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+{
+  "_name_or_path": "alignment-handbook/zephyr-7b-sft-full",
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 32768,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 10000.0,
+  "sliding_window": 4096,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.41.1",
+  "use_cache": false,
+  "vocab_size": 32000
+}

configs.yaml

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+zephyr-7b-beta:
+  prompt_template: "/mnt/bn/xuruijie-llm/eval/dpo/prompt.txt"
+  fn_completions: "huggingface_local_completions"
+  completions_kwargs:
+    model_name: "/mnt/bn/xuruijie-llm/checkpoints/dpo/zephyr-7b-dpo-full-different-0.05-0.04-dpop/"
+    model_kwargs:
+      torch_dtype: 'bfloat16'
+    max_new_tokens: 2048
+    temperature: 0.7
+    top_p: 1.0
+    do_sample: True
+  pretty_name: "Zephyr 7B Beta"
+  link: "https://huggingface.co/HuggingFaceH4/zephyr-7b-beta"

eval_results.json

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+    "eval_logits/rejected": -5.635280132293701,
+    "eval_logps/chosen": -592.3199462890625,
+    "eval_logps/rejected": -744.3624877929688,
+    "eval_loss": 0.7785406708717346,
+    "eval_rewards/accuracies": 0.57421875,
+    "eval_rewards/chosen": -2.0184545516967773,
+    "eval_rewards/margins": 0.24129416048526764,
+    "eval_rewards/rejected": -2.259748935699463,
+    "eval_runtime": 97.5883,
+    "eval_samples": 2000,
+    "eval_samples_per_second": 20.494,
+    "eval_steps_per_second": 0.328
+}

generation_config.json

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+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "transformers_version": "4.41.1"
+}

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