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Llama 2 Coder 7B AWQ by TheBloke

 »  All LLMs  »  TheBloke  »  Llama 2 Coder 7B AWQ   URL Share it on

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  4-bit   Autotrain compatible   Awq Base model:mrm8488/llama-2-cod... Base model:quantized:mrm8488/l...   Code   Codegen   Coding Dataset:huggingfaceh4/codealpa...   Generated from trainer   Llama   Quantized   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/TheBloke/Llama-2-Coder-7B-AWQ 

Llama 2 Coder 7B AWQ Benchmarks

LLME Score: 0.13942
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Llama 2 Coder 7B AWQ (TheBloke/Llama-2-Coder-7B-AWQ)

Llama 2 Coder 7B AWQ Parameters and Internals

Model Type 
text-generation, code-generation
Use Cases 
Areas:
code generation, coding assistance
Applications:
software development, educational coding tools
Primary Use Cases:
coding assistant for instruction-based code generation
Additional Notes 
The model includes optimizations for performance through quantization methods like AWQ, and is compatible with systems like vLLM for managing concurrent inference workloads.
Training Details 
Data Sources:
HuggingFaceH4/CodeAlpaca_20K
Data Volume:
20k entries
Methodology:
Fine-tuning using QLoRA with PEFT library
Model Architecture:
Transformer-based architecture
Input Output 
Input Format:
Instruction-based prompt template
Accepted Modalities:
text
Output Format:
Text-based code generation
LLM NameLlama 2 Coder 7B AWQ
Repository 🤗https://huggingface.co/TheBloke/Llama-2-Coder-7B-AWQ 
Model Creatormrm8488
Base Model(s)  Llama 2 Coder 7B   mrm8488/llama-2-coder-7b
Model Size7b
Required VRAM3.9 GB
Updated2024-12-22
MaintainerTheBloke
Model Typellama
Model Files  3.9 GB
Supported Languagescode
AWQ QuantizationYes
Quantization Typeawq
Generates CodeYes
Model ArchitectureLlamaForCausalLM
Licenseapache-2.0
Context Length4096
Model Max Length4096
Transformers Version4.31.0
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32000
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than TheBloke/Llama-2-Coder-7B-AWQ.

Rank the Llama 2 Coder 7B AWQ Capabilities

🆘 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! 🌟

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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Release v20241217
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