nbeerbower
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add model files
Browse files- README.md +102 -3
- ggml-model-Q3_K_M.gguf +3 -0
- ggml-model-Q4_K_M.gguf +3 -0
- ggml-model-Q5_K_M.gguf +3 -0
README.md
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---
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---
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library_name: transformers
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tags: []
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base_model:
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- flammenai/Mahou-1.1-llama3-8B
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datasets:
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- flammenai/Grill-preprod-v1_chatML
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license: llama3
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---
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![image/png](https://huggingface.co/flammenai/Mahou-1.0-mistral-7B/resolve/main/mahou1.png)
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# Mahou-1.1-llama3-8B
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Mahou is our attempt to build a production-ready conversational/roleplay LLM.
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Future versions will be released iteratively and finetuned from flammen.ai conversational data.
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### Chat Format
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This model has been trained to use ChatML format.
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```
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<|im_start|>system
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{{system}}<|im_end|>
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<|im_start|>{{char}}
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{{message}}<|im_end|>
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<|im_start|>{{user}}
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{{message}}<|im_end|>
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```
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### ST Settings
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1. Use ChatML for the Context Template.
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2. Turn on Instruct Mode for ChatML.
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3. Use the following stopping strings: `["<", "|", "<|", "\n"]`
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### License
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This model is based on Meta Llama-3-8B and is governed by the [META LLAMA 3 COMMUNITY LICENSE AGREEMENT](LICENSE).
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### Method
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Finetuned using an A100 on Google Colab.
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[Fine-tune a Mistral-7b model with Direct Preference Optimization](https://towardsdatascience.com/fine-tune-a-mistral-7b-model-with-direct-preference-optimization-708042745aac) - [Maxime Labonne](https://huggingface.co/mlabonne)
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### Configuration
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LoRA, model, and training settings:
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```python
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# LoRA configuration
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peft_config = LoraConfig(
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r=16,
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lora_alpha=16,
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lora_dropout=0.05,
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bias="none",
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task_type="CAUSAL_LM",
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target_modules=['k_proj', 'gate_proj', 'v_proj', 'up_proj', 'q_proj', 'o_proj', 'down_proj']
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)
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# Model to fine-tune
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model = AutoModelForCausalLM.from_pretrained(
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model_name,
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torch_dtype=torch.bfloat16,
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load_in_4bit=True
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)
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model.config.use_cache = False
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# Reference model
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ref_model = AutoModelForCausalLM.from_pretrained(
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model_name,
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torch_dtype=torch.bfloat16,
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load_in_4bit=True
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)
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# Training arguments
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training_args = TrainingArguments(
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per_device_train_batch_size=2,
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gradient_accumulation_steps=2,
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gradient_checkpointing=True,
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learning_rate=3e-5,
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lr_scheduler_type="cosine",
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max_steps=420,
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save_strategy="no",
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logging_steps=1,
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output_dir=new_model,
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optim="paged_adamw_32bit",
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warmup_steps=100,
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bf16=True,
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report_to="wandb",
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)
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# Create DPO trainer
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dpo_trainer = DPOTrainer(
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model,
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ref_model,
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args=training_args,
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train_dataset=dataset,
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tokenizer=tokenizer,
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peft_config=peft_config,
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beta=0.1,
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force_use_ref_model=True
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)
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```
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ggml-model-Q3_K_M.gguf
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version https://git-lfs.github.com/spec/v1
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oid sha256:678a1680ed8048bda38a24259b230a837c669a81a56861ef5ccb96472b678773
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size 4018917600
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ggml-model-Q4_K_M.gguf
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version https://git-lfs.github.com/spec/v1
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oid sha256:9506414a6d0cf1f1c0e8a65742510bb2eedd090c4c3904731b0e309ab35e0cdc
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size 4920733920
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ggml-model-Q5_K_M.gguf
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version https://git-lfs.github.com/spec/v1
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oid sha256:6affd7b9a43295ca2122c6853bfe5be127ab87b53db37ec390dfec70a5d73a9e
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size 5732987104
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