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Codellama CodeLlama 7B Instruct Hf Bnb 4bit Smashed by PrunaAI

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Codellama CodeLlama 7B Instruct Hf Bnb 4bit Smashed is an open-source language model by PrunaAI. Features: 7b LLM, VRAM: 4.2GB, Context: 16K, Quantized, Instruction-Based, Code Generating, LLM Explorer Score: 0.13.

  4-bit   4bit Base model:codellama/codellama... Base model:quantized:codellama...   Bitsandbytes   Codegen   Instruct   Llama   Pruna-ai   Quantized   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/PrunaAI/codellama-CodeLlama-7b-Instruct-hf-bnb-4bit-smashed 

Codellama CodeLlama 7B Instruct Hf Bnb 4bit Smashed Benchmarks

LLME Score: 0.12602
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Codellama CodeLlama 7B Instruct Hf Bnb 4bit Smashed (PrunaAI/codellama-CodeLlama-7b-Instruct-hf-bnb-4bit-smashed)
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Codellama CodeLlama 7B Instruct Hf Bnb 4bit Smashed Parameters and Internals

Model Type 
compressed
Additional Notes 
The model is compressed with llm-int8, using WikiText as calibration data if needed.
Input Output 
Performance Tips:
Efficiency results may vary on different hardware configurations and should be evaluated within intended use environments.
LLM NameCodellama CodeLlama 7B Instruct Hf Bnb 4bit Smashed
Repository 🤗https://huggingface.co/PrunaAI/codellama-CodeLlama-7b-Instruct-hf-bnb-4bit-smashed 
Base Model(s)  CodeLlama 7B Instruct Hf   codellama/CodeLlama-7b-Instruct-hf
Model Size7b
Required VRAM4.2 GB
Updated2025-09-23
MaintainerPrunaAI
Model Typellama
Instruction-BasedYes
Model Files  4.2 GB
Quantization Type4bit
Generates CodeYes
Model ArchitectureLlamaForCausalLM
Context Length16384
Model Max Length16384
Transformers Version4.40.0
Tokenizer ClassCodeLlamaTokenizer
Vocabulary Size32016
Torch Data Typefloat16

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CodelLama7B Inst DPO 7K Mlx16K / 4.2 GB333
...6.7B Instruct 3.0bpw H6 EXL2 216K / 2.8 GB51
...6.7B Instruct 8.0bpw H8 EXL2 216K / 6.8 GB02
... 7B Instruct Nf4 Fp16 Upscaled16K / 13.5 GB50
CodeLlama 7B Instruct Fp1616K / 13.5 GB447
...Llama 7B Instruct Bf16 Sharded16K / 13.5 GB271
...B Instruct V1.5 6.0bpw H6 EXL24K / 5.7 GB32
...B Instruct V1.5 8.0bpw H8 EXL24K / 7.3 GB21
Note: green Score (e.g. "73.2") means that the model is better than PrunaAI/codellama-CodeLlama-7b-Instruct-hf-bnb-4bit-smashed.

Rank the Codellama CodeLlama 7B Instruct Hf Bnb 4bit Smashed 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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