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README.md

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+---
+library_name: transformers
+license: llama3.1
+base_model: meta-llama/Meta-Llama-3.1-8B-Instruct
+tags:
+- alignment-handbook
+- generated_from_trainer
+datasets:
+- simonycl/llama3.1-ultrafeedback-annotate-armorm
+model-index:
+- name: llama-3.1-8b-instruct-armorm
+  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. -->
+
+# llama-3.1-8b-instruct-armorm
+
+This model is a fine-tuned version of [meta-llama/Meta-Llama-3.1-8B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B-Instruct) on the simonycl/llama3.1-ultrafeedback-annotate-armorm dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.5123
+- Rewards/chosen: -2.5095
+- Rewards/rejected: -3.2703
+- Rewards/accuracies: 0.7782
+- Rewards/margins: 0.7608
+- Logps/rejected: -600.9280
+- Logps/chosen: -513.8394
+- Logits/rejected: -2.6733
+- Logits/chosen: -2.7845
+
+## 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: 5e-07
+- train_batch_size: 2
+- eval_batch_size: 4
+- seed: 42
+- distributed_type: multi-GPU
+- num_devices: 4
+- gradient_accumulation_steps: 16
+- total_train_batch_size: 128
+- total_eval_batch_size: 16
+- 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
+
+| Training Loss | Epoch  | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
+|:-------------:|:------:|:----:|:---------------:|:--------------:|:----------------:|:------------------:|:---------------:|:--------------:|:------------:|:---------------:|:-------------:|
+| 0.2606        | 0.7886 | 400  | 0.5123          | -2.5095        | -3.2703          | 0.7782             | 0.7608          | -600.9280      | -513.8394    | -2.6733         | -2.7845       |
+
+
+### Framework versions
+
+- Transformers 4.44.2
+- Pytorch 2.4.0+cu121
+- Datasets 2.21.0
+- Tokenizers 0.19.1

all_results.json

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+{
+    "epoch": 0.9995071463775259,
+    "eval_logits/chosen": -2.784608840942383,
+    "eval_logits/rejected": -2.676510810852051,
+    "eval_logps/chosen": -528.9862670898438,
+    "eval_logps/rejected": -625.0216064453125,
+    "eval_loss": 0.5057918429374695,
+    "eval_rewards/accuracies": 0.7822580933570862,
+    "eval_rewards/chosen": -2.6609416007995605,
+    "eval_rewards/margins": 0.8503015041351318,
+    "eval_rewards/rejected": -3.5112433433532715,
+    "eval_runtime": 328.3509,
+    "eval_samples": 1976,
+    "eval_samples_per_second": 6.018,
+    "eval_steps_per_second": 0.378,
+    "total_flos": 0.0,
+    "train_loss": 0.30356378627011527,
+    "train_runtime": 18867.8748,
+    "train_samples": 64923,
+    "train_samples_per_second": 3.441,
+    "train_steps_per_second": 0.027
+}

config.json

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+{
+  "_name_or_path": "meta-llama/Meta-Llama-3.1-8B-Instruct",
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": [
+    128001,
+    128008,
+    128009
+  ],
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.44.2",
+  "use_cache": true,
+  "vocab_size": 128256
+}

eval_results.json

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+{
+    "epoch": 0.9995071463775259,
+    "eval_logits/chosen": -2.784608840942383,
+    "eval_logits/rejected": -2.676510810852051,
+    "eval_logps/chosen": -528.9862670898438,
+    "eval_logps/rejected": -625.0216064453125,
+    "eval_loss": 0.5057918429374695,
+    "eval_rewards/accuracies": 0.7822580933570862,
+    "eval_rewards/chosen": -2.6609416007995605,
+    "eval_rewards/margins": 0.8503015041351318,
+    "eval_rewards/rejected": -3.5112433433532715,
+    "eval_runtime": 328.3509,
+    "eval_samples": 1976,
+    "eval_samples_per_second": 6.018,
+    "eval_steps_per_second": 0.378
+}

generation_config.json

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+{
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+  "do_sample": true,
+  "eos_token_id": [
+    128001,
+    128008,
+    128009
+  ],
+  "temperature": 0.6,
+  "top_p": 0.9,
+  "transformers_version": "4.44.2"
+}

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special_tokens_map.json

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tokenizer_config.json

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+}

train_results.json

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+}

trainer_state.json

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