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README.md

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+---
+library_name: transformers
+license: other
+base_model: llava-hf/llava-v1.6-mistral-7b-hf
+tags:
+- llama-factory
+- full
+- generated_from_trainer
+model-index:
+- name: AA_preference_Cherry_0_30
+  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. -->
+
+# AA_preference_Cherry_0_30
+
+This model is a fine-tuned version of [llava-hf/llava-v1.6-mistral-7b-hf](https://huggingface.co/llava-hf/llava-v1.6-mistral-7b-hf) on the AA_preference_Cherry_0_30 dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.5028
+- Rewards/chosen: 3.6010
+- Rewards/rejected: 0.2000
+- Rewards/accuracies: 0.875
+- Rewards/margins: 3.4010
+- Logps/rejected: -228.0410
+- Logps/chosen: -307.6524
+- Logits/rejected: -2.3391
+- Logits/chosen: -2.3614
+
+## 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-06
+- train_batch_size: 8
+- eval_batch_size: 8
+- seed: 42
+- distributed_type: multi-GPU
+- num_devices: 8
+- gradient_accumulation_steps: 4
+- total_train_batch_size: 256
+- total_eval_batch_size: 64
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: cosine
+- lr_scheduler_warmup_steps: 10
+- num_epochs: 3.0
+
+### Training results
+
+| Training Loss | Epoch  | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
+|:-------------:|:------:|:----:|:---------------:|:--------------:|:----------------:|:------------------:|:---------------:|:--------------:|:------------:|:---------------:|:-------------:|
+| 0.474         | 0.9816 | 40   | 0.4699          | 3.1334         | 0.8359           | 0.8553             | 2.2975          | -221.6830      | -312.3291    | -2.1664         | -2.2103       |
+| 0.1662        | 1.9632 | 80   | 0.5018          | 3.4522         | 0.2267           | 0.8618             | 3.2255          | -227.7745      | -309.1402    | -2.3660         | -2.3873       |
+| 0.0328        | 2.9448 | 120  | 0.5028          | 3.6010         | 0.2000           | 0.875              | 3.4010          | -228.0410      | -307.6524    | -2.3391         | -2.3614       |
+
+
+### Framework versions
+
+- Transformers 4.45.2
+- Pytorch 2.4.0+cu121
+- Datasets 2.21.0
+- Tokenizers 0.20.3

added_tokens.json

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+  "<pad>": 32001
+}

all_results.json

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+{
+    "epoch": 2.9447852760736195,
+    "eval_logits/chosen": -2.3613531589508057,
+    "eval_logits/rejected": -2.339138984680176,
+    "eval_logps/chosen": -307.6524353027344,
+    "eval_logps/rejected": -228.04098510742188,
+    "eval_loss": 0.5027558207511902,
+    "eval_rewards/accuracies": 0.875,
+    "eval_rewards/chosen": 3.6010191440582275,
+    "eval_rewards/margins": 3.400972843170166,
+    "eval_rewards/rejected": 0.2000463604927063,
+    "eval_runtime": 78.6331,
+    "eval_samples_per_second": 14.663,
+    "eval_steps_per_second": 0.242,
+    "total_flos": 1414680891359232.0,
+    "train_loss": 0.23404777497053147,
+    "train_runtime": 4394.1396,
+    "train_samples_per_second": 7.082,
+    "train_steps_per_second": 0.027
+}

config.json

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+{
+  "_name_or_path": "/data/align-anything/hantao/models/llava-v1.6-mistral-7b-hf",
+  "architectures": [
+    "LlavaNextForConditionalGeneration"
+  ],
+  "hidden_size": 4096,
+  "ignore_index": -100,
+  "image_grid_pinpoints": [
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+  "image_token_index": 32000,
+  "model_type": "llava_next",
+  "projector_hidden_act": "gelu",
+  "text_config": {
+    "_name_or_path": "mistralai/Mistral-7B-Instruct-v0.2",
+    "architectures": [
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+    ],
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+    "max_position_embeddings": 32768,
+    "model_type": "mistral",
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+    "sliding_window": null,
+    "torch_dtype": "bfloat16",
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+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.45.2",
+  "use_cache": false,
+  "use_image_newline_parameter": true,
+  "vision_config": {
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+    "model_type": "clip_vision_model",
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+    "vocab_size": 32000
+  },
+  "vision_feature_layer": -2,
+  "vision_feature_select_strategy": "default",
+  "vocab_size": 32064
+}

eval_results.json

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+    "eval_logps/rejected": -228.04098510742188,
+    "eval_loss": 0.5027558207511902,
+    "eval_rewards/accuracies": 0.875,
+    "eval_rewards/chosen": 3.6010191440582275,
+    "eval_rewards/margins": 3.400972843170166,
+    "eval_rewards/rejected": 0.2000463604927063,
+    "eval_runtime": 78.6331,
+    "eval_samples_per_second": 14.663,
+    "eval_steps_per_second": 0.242
+}

generation_config.json

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+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "transformers_version": "4.45.2"
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special_tokens_map.json

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