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README.md

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+---
+license: apache-2.0
+language:
+- en
+pipeline_tag: text-generation
+dtype: bfloat16
+---
+
+
+# Results:
+T: 🟦
+Model: CultriX/MistralTrix-v1 📑
+Average: 73.39
+ARC: 72.27
+HellaSwag: 88.33
+MMLU: 65.24
+TruthfulQA: 70.73
+Winogrande: 80.98
+GSM8K: 62.77
+
+# Edit/Disclaimer:
+Currently the #1 ranked 7B LLM on the LLM Leaderboards, woah!
+I did not expect that result at all and am in no way a professional when it comes to LLM's or computer science in general,
+just a guy that likes to nerd about and tinker around. 
+
+For those wondering how I achieved this, the answer is that I simply attempted to apply the techniques outlined in this amazing article myself: https://towardsdatascience.com/fine-tune-a-mistral-7b-model-with-direct-preference-optimization-708042745aac
+Therefore, all credit basically goes to the guy who wrote that. 
+He offers the exact Colab notebook I used to train this model for free, as well as a really nice GitHub page I hope he doesn't mind me sharing: https://github.com/mlabonne/llm-course/
+So huge thank you to him for sharing his knowledge and learning me a thing or two in the process!
+
+# GGUF
+I attempted to quantisize the model myself, which again I pretty much have no clue about, but it seems to run fine for me when I test them:
+https://huggingface.co/CultriX/MistralTrix-v1-GGUF
+
+I'll say it one more time though:
+"I am a complete beginner to all of this, so if these do end up sucking don't be surprised."
+
+You have been warned :)
+
+# Description:
+(trained on a single Colab GPU in less than a few hours)
+
+MistralTrix-v1 is an zyh3826/GML-Mistral-merged-v1 model that has been further fine-tuned with Direct Preference Optimization (DPO) using Intel's dataset for neural-chat-7b-v3-1.
+It surpasses the original model on several benchmarks (see results).
+
+It is directly inspired by the RLHF process described by Intel/neural-chat-7b-v3-1's authors to improve performance. 
+I used the same dataset and reformatted it to apply the ChatML template.
+
+The code to train this model is available on Google Colab and GitHub. 
+Fine-tuning took about an hour on Google Colab A-1000 GPU with 40GB VRAM.
+
+# TRAINING SPECIFICATIONS
+> LoRA configuration
+peft_config = LoraConfig(
+    r=16,
+    lora_alpha=16,
+    lora_dropout=0.05,
+    bias="none",
+    task_type="CAUSAL_LM",
+    target_modules=['k_proj', 'gate_proj', 'v_proj', 'up_proj', 'q_proj', 'o_proj', 'down_proj']
+)
+
+> Model to fine-tune
+model = AutoModelForCausalLM.from_pretrained(
+    model_name,
+    torch_dtype=torch.float16,
+    load_in_4bit=True
+)
+model.config.use_cache = False
+
+> Reference model
+ref_model = AutoModelForCausalLM.from_pretrained(
+    model_name,
+    torch_dtype=torch.float16,
+    load_in_4bit=True
+)
+
+> Training arguments
+training_args = TrainingArguments(
+    per_device_train_batch_size=4,
+    gradient_accumulation_steps=4,
+    gradient_checkpointing=True,
+    learning_rate=5e-5,
+    lr_scheduler_type="cosine",
+    max_steps=200,
+    save_strategy="no",
+    logging_steps=1,
+    output_dir=new_model,
+    optim="paged_adamw_32bit",
+    warmup_steps=100,
+    bf16=True,
+    report_to="wandb",
+)
+
+> Create DPO trainer
+dpo_trainer = DPOTrainer(
+    model,
+    ref_model,
+    args=training_args,
+    train_dataset=dataset,
+    tokenizer=tokenizer,
+    peft_config=peft_config,
+    beta=0.1,
+    max_prompt_length=1024,
+    max_length=1536,
+)

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config.json

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+{
+  "_name_or_path": "zyh3826/GML-Mistral-merged-v1",
+  "architectures": [
+    "MistralForCausalLM"
+  ],
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+  "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": 40,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 10000.0,
+  "sliding_window": 4096,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float16",
+  "transformers_version": "4.35.2",
+  "use_cache": true,
+  "vocab_size": 32000
+}

generation_config.json

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+  "eos_token_id": 2,
+  "transformers_version": "4.35.2"
+}

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