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Model: kaist-ai/mistral-orpo-capybara-7k
Source: Original Platform

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README.md

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+---
+language:
+- en
+license: mit
+base_model:
+- mistralai/Mistral-7B-v0.1
+datasets:
+- argilla/distilabel-capybara-dpo-7k-binarized
+pipeline_tag: text-generation
+model-index:
+- name: Mistral-ORPO-Capybara-7k
+  results:
+  - task:
+      type: text-generation
+    dataset:
+      name: AlpacaEval 2 (LC)
+      type: AlpacaEval
+    metrics:
+    - type: AlpacaEval 2.0
+      value: 15.88%
+      name: Win Rate
+    source:
+      url: https://tatsu-lab.github.io/alpaca_eval/
+      name: self-reported
+  - task:
+      type: text-generation
+    dataset:
+      name: MT-Bench
+      type: MT-Bench
+    metrics:
+    - type: MT-Bench
+      value: 7.444
+      name: Score
+    source:
+      url: https://github.com/lm-sys/FastChat/blob/main/fastchat/llm_judge/
+      name: self-reported
+---
+# **Mistral-ORPO-Capybara-7k (7B)**
+
+**Mistral-ORPO** is a fine-tuned version of [mistralai/Mistral-7B-v0.1](https://huggingface.co/mistralai/Mistral-7B-v0.1) using the *[odds ratio preference optimization (ORPO)](https://arxiv.org/abs/2403.07691)*. With ORPO, the model directly learns the preference without the supervised fine-tuning warmup phase. 
+
+**Mistral-ORPO-ORPO-Capybara-7k** is fine-tuned for **2.5 hours on four A100s** exclusively on the **7k** instances of the distilled Capybara paired multi-turn conversation dataset, [argilla/distilabel-capybara-dpo-7k-binarized](https://huggingface.co/datasets/argilla/distilabel-capybara-dpo-7k-binarized), by [Argilla](https://huggingface.co/argilla).
+
+- **Github Repository**: https://github.com/xfactlab/orpo
+
+## 👍 **Model Performance**
+
+### 1) AlpacaEval & MT-Bench
+
+|Model Name|Size|Align|MT-Bench|AlpacaEval 2.0 (LC)|
+|:--------|:--------------:|:-------------------:|:------------:|:------------:|
+|**Mistral-<tt>ORPO</tt>-Capybara-7k**|7B|<tt>ORPO</tt>|7.44|15.9|
+|**Mistral-<tt>ORPO</tt>-β**|7B|<tt>ORPO</tt>|7.32|14.7|
+|Zephyr β |7B|DPO|7.34|13.2|
+|TULU-2-DPO |13B|DPO|7.00|11.6|
+|Llama-2-Chat |7B|RLHF|6.27|5.4|
+|Llama-2-Chat |13B|RLHF|6.65|8.4|
+
+### 2) IFEval
+
+| **Model Type**     | **Prompt-Strict** | **Prompt-Loose** | **Inst-Strict** | **Inst-Loose** |
+|--------------------|:-----------------:|:----------------:|:---------------:|:--------------:|
+| **Mistral-ORPO-Capybara-7k** |       0.5083      |      0.5083      |      0.5827     |     0.6127     |
+| **Mistral-ORPO-⍺** |       0.5009      |      0.5083      |      0.5995     |     0.6163     |
+| **Mistral-ORPO-β** |       0.5287      |      0.5564      |      0.6355     |     0.6619     |
+
+## 🗺️ **MT-Bench by Category**
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/6415c043486c7c9a5d151583/pmR91-0dpERqVvPqZ_IQg.png)
+
+## 🖥️ **Inference**
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+model = AutoModelForCausalLM.from_pretrained("kaist-ai/mistral-orpo-capybara-7k")
+tokenizer = AutoTokenizer.from_pretrained("kaist-ai/mistral-orpo-capybara-7k")
+# Apply chat template
+query = [{'role': 'user', 'content': 'Hi! How are you doing?'}]
+prompt = tokenizer.apply_chat_template(query, tokenize=False, add_generation_prompt=True)
+inputs = tokenizer(prompt, return_tensors='pt')
+# Generation with specific configurations
+output = model.generate(
+  **inputs,
+  max_new_tokens=128,
+  do_sample=True,
+  temperature=0.7
+)
+response = tokenizer.batch_decode(output)
+#<|user|>
+#Hi! How are you doing?</s>
+#<|assistant|>
+#I'm doing well, thank you! How are you?</s>
+```
+
+## 📎 **Citation**
+
+```
+@misc{hong2024orpo,
+      title={ORPO: Monolithic Preference Optimization without Reference Model}, 
+      author={Jiwoo Hong and Noah Lee and James Thorne},
+      year={2024},
+      eprint={2403.07691},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL}
+}
+```

config.json

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+{
+  "_name_or_path": "/projects/ORPO-Checkpoints/Mistral-Capybara-ORPO-3Epoch-2",
+  "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": "4.39.0.dev0",
+  "use_cache": true,
+  "vocab_size": 32000
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "transformers_version": "4.39.0.dev0"
+}

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special_tokens_map.json

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+{
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+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
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+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

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+      "single_word": false,
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+      "single_word": false,
+      "special": true
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+      "single_word": false,
+      "special": true
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+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "legacy": true,
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": null,
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}