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Llama 2 Coder 7B by mrm8488

 »  All LLMs  »  mrm8488  »  Llama 2 Coder 7B   URL Share it on

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  Autotrain compatible   Code   Codegen   Coding Dataset:huggingfaceh4/codealpa...   Doi:10.57967/hf/0931   Endpoints compatible   Generated from trainer   Llama   Pytorch   Region:us   Sharded
Model Card on HF 🤗: https://huggingface.co/mrm8488/llama-2-coder-7b 

Llama 2 Coder 7B Benchmarks

ARC: 54.01 vs 96.7 (so35)-44.1%
HellaSwag: 78.35 vs 95.3 (gpt4)-17.8%
MMLU: 46.25 vs 88.3 (so35)-47.6%
TruthfulQA: 38.49 vs 59 (gpt4)-34.8%
WinoGrande: 75.45 vs 87.5 (gpt4)-13.8%
GSM8K: 7.13 vs 96.4 (so35)-92.6%
LLME Score: 0.17075
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 (mrm8488/llama-2-coder-7b)

Llama 2 Coder 7B Parameters and Internals

Model Type 
text generation, code generation
Use Cases 
Areas:
code assistance, instruction-driven code tasks, commercial
Applications:
software development, code refactoring, coding education
Primary Use Cases:
Coding assistant, Instruction-driven code assistance
Supported Languages 
programming_languages (.all programming languages, focusing on instruction-driven tasks.)
Training Details 
Data Sources:
HuggingFaceH4/CodeAlpaca_20K
Data Volume:
20K instruction-following data
Methodology:
QLoRA fine-tuning with PEFT library
Model Architecture:
Llama-2-Chat fine-tuned with QLoRA
Safety Evaluation 
Methodologies:
Human evaluations for helpfulness and safety
Findings:
On par with ChatGPT and PaLM for dialogue use cases
Input Output 
Input Format:
Instruction as a prompt
Accepted Modalities:
text
Output Format:
Generated text solution
LLM NameLlama 2 Coder 7B
Repository 🤗https://huggingface.co/mrm8488/llama-2-coder-7b 
Model Size7b
Required VRAM13.5 GB
Updated2025-02-05
Maintainermrm8488
Model Typellama
Model Files  10.0 GB: 1-of-2   3.5 GB: 2-of-2
Supported Languagescode
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

Quantized Models of the Llama 2 Coder 7B

Model
Likes
Downloads
VRAM
Llama 2 Coder 7B GGUF1314822 GB
Llama 2 Coder 7B AWQ3113 GB
Llama 2 Coder 7B GPTQ1053 GB

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Note: green Score (e.g. "73.2") means that the model is better than mrm8488/llama-2-coder-7b.

Rank the Llama 2 Coder 7B 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 v20241227
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