Tinyllama PY CODER 4bit Lora 4K V8 by Ramikan-BR

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  4bit   Autotrain compatible Base model:quantized:ramikan-b... Base model:ramikan-br/tinyllam...   Codegen   En   Endpoints compatible   Gguf   Llama   Lora   Quantized   Region:us   Safetensors   Unsloth

Tinyllama PY CODER 4bit Lora 4k V8 Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Tinyllama PY CODER 4bit Lora 4K V8 (Ramikan-BR/tinyllama_PY-CODER-4bit-lora_4k-v8)

Tinyllama PY CODER 4bit Lora 4K V8 Parameters and Internals

Model Type 
text-generation-inference, transformers, unsloth, llama, gguf
Additional Notes 
This model was finetuned from Ramikan-BR/tinyllama_PY-CODER-4bit-lora_4k-v7 and was trained 2x faster with Unsloth and Huggingface's TRL library.
LLM NameTinyllama PY CODER 4bit Lora 4k V8
Repository ๐Ÿค—https://huggingface.co/Ramikan-BR/tinyllama_PY-CODER-4bit-lora_4k-v8 
Base Model(s)  Ramikan-BR/tinyllama_PY-CODER-4bit-lora_4k-v7   Ramikan-BR/tinyllama_PY-CODER-4bit-lora_4k-v7
Required VRAM0.4 GB
Updated2025-02-22
MaintainerRamikan-BR
Model Files  0.4 GB   0.7 GB
Supported Languagesen
GGUF QuantizationYes
Quantization Typegguf|4bit
Generates CodeYes
Model ArchitectureAutoModelForCausalLM
Licenseapache-2.0
Model Max Length4096
Is Biasednone
Tokenizer ClassLlamaTokenizer
Padding Token<unk>
PEFT TypeLORA
LoRA ModelYes
PEFT Target Modulesgate_proj|down_proj|up_proj|k_proj|q_proj|o_proj|v_proj
LoRA Alpha256
LoRA Dropout0
R Param128

Quantized Models of the Tinyllama PY CODER 4bit Lora 4K V8

Model
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VRAM
...llama PY CODER 4bit Lora 4k V9050 GB

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Note: green Score (e.g. "73.2") means that the model is better than Ramikan-BR/tinyllama_PY-CODER-4bit-lora_4k-v8.

Rank the Tinyllama PY CODER 4bit Lora 4K V8 Capabilities

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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 v20241227