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Model: FazeFlynn/mistral-7b-llm-architecture-expert Source: Original Platform
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README.md
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---
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language: en
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license: apache-2.0
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base_model: mistralai/Mistral-7B-Instruct-v0.3
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library_name: transformers
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tags:
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- fine-tuned
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- qlora
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- lora
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- llm
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- instruction-tuning
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- peft
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---
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# Mistral-7B LLM Architecture Expert
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A fine-tuned version of Mistral-7B-Instruct-v0.3 trained using QLoRA on a custom dataset focused on LLM architecture concepts and internals.
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Topics covered include:
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- Attention mechanisms
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- Transformers
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- Training dynamics
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- Scaling laws
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- KV cache
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- Tokenization
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- Fine-tuning methods
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- LLM evaluation
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## Training Details
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| Parameter | Value |
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|-----------|-------|
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| Base model | mistralai/Mistral-7B-Instruct-v0.3 |
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| Method | QLoRA (NF4 4-bit + LoRA) |
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| Dataset | 500 custom instruction examples |
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| Domain | LLM Architecture |
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| LoRA Rank | 64 |
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| Trainable Parameters | 2.26% |
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| Optimizer | Paged AdamW |
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| Learning Rate Schedule | Cosine + 3% warmup |
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| Final Training Loss | 1.2629 |
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| Training Time | ~3.3 minutes |
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## Usage
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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import torch
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model_id = "FazeFlynn/mistral-7b-llm-architecture-expert"
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tokenizer = AutoTokenizer.from_pretrained(model_id)
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model = AutoModelForCausalLM.from_pretrained(
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model_id,
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torch_dtype=torch.float16
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)
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prompt = "[INST] Explain how KV cache works in transformers [/INST]"
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inputs = tokenizer(prompt, return_tensors="pt")
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outputs = model.generate(
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**inputs,
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max_new_tokens=200
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)
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print(tokenizer.decode(outputs[0], skip_special_tokens=True))
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```
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config.json
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{
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"_name_or_path": "./mistral-7b-llm-arch-merged",
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"architectures": [
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"MistralForCausalLM"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 32768,
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"model_type": "mistral",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 8,
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"rms_norm_eps": 1e-05,
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"rope_theta": 1000000.0,
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"sliding_window": null,
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"tie_word_embeddings": false,
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"torch_dtype": "float16",
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"transformers_version": "4.44.0",
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"use_cache": true,
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"vocab_size": 32768
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}
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23
special_tokens_map.json
Normal file
23
special_tokens_map.json
Normal file
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|
||||
{
|
||||
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|
||||
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||||
98793
tokenizer.json
Normal file
98793
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
3
tokenizer.model
Normal file
3
tokenizer.model
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
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size 587404
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||||
6187
tokenizer_config.json
Normal file
6187
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user