Lora Model 1 by AnatolyBelov

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  4-bit   4bit   Autotrain compatible Base model:quantized:unsloth/l... Base model:unsloth/llama-3-8b-...   Bitsandbytes   En   Endpoints compatible   Llama   Lora   Quantized   Region:us   Safetensors   Sharded   Tensorflow   Trl   Unsloth

Lora Model 1 Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Lora Model 1 (AnatolyBelov/lora_model_1)

Lora Model 1 Parameters and Internals

Model Type 
text-generation-inference, transformers, unsloth, llama, trl
Additional Notes 
The model was trained 2x faster with Unsloth and Huggingface's TRL library.
LLM NameLora Model 1
Repository ๐Ÿค—https://huggingface.co/AnatolyBelov/lora_model_1 
Base Model(s)  Llama 3 8B Bnb 4bit   unsloth/llama-3-8b-bnb-4bit
Model Size8b
Required VRAM5.8 GB
Updated2024-12-22
MaintainerAnatolyBelov
Model Typellama
Model Files  0.2 GB   4.7 GB: 1-of-2   1.1 GB: 2-of-2
Supported Languagesen
Quantization Type4bit
Model ArchitectureAutoModelForCausalLM
Licenseapache-2.0
Context Length8192
Model Max Length8192
Transformers Version4.41.1
Is Biasednone
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|reserved_special_token_250|>
Vocabulary Size128256
PEFT TypeLORA
LoRA ModelYes
PEFT Target Modulesk_proj|gate_proj|up_proj|v_proj|down_proj|q_proj|o_proj
LoRA Alpha16
LoRA Dropout0
R Param16
Torch Data Typefloat16

Best Alternatives to Lora Model 1

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Context / RAM
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Llama300K / 16.1 GB150
AI Train Repo0K / 5.8 GB160
Llama260K / 16.1 GB120
Note: green Score (e.g. "73.2") means that the model is better than AnatolyBelov/lora_model_1.

Rank the Lora Model 1 Capabilities

๐Ÿ†˜ Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! ๐ŸŒŸ

Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
Data Analysis and Insight Generation  
Text Generation  
Text Summarization and Feature Extraction  
Code Generation  
Multi-Language Support and Translation  

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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241217