CodeUp Llama 2 13B Chat HF GGML by TheBloke

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  Arxiv:2106.09685 Base model:finetune:juyongjian... Base model:juyongjiang/codeup-...   Codegen   En   Ggml   Llama   Multilingual-code-generation   Quantized   Region:us

CodeUp Llama 2 13B Chat HF GGML Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
CodeUp Llama 2 13B Chat HF GGML (TheBloke/CodeUp-Llama-2-13B-Chat-HF-GGML)
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CodeUp Llama 2 13B Chat HF GGML Parameters and Internals

Model Type 
text-to-code, multilingual-code-generation
Use Cases 
Areas:
code-specific domain tasks, academic research
Applications:
code generation tasks across multiple programming languages
Primary Use Cases:
Collaborative code generation, Code-specific learning and emergent task performance
Limitations:
Not specifically designed for general domain., May require specific environments or dependencies to run effectively.
Additional Notes 
Aims to develop open-source, instruction-following LLMs for the code domain.
Training Details 
Data Sources:
data/code_alpaca_20k.json
Data Volume:
19K instructions filtered to high-quality from 20K
Methodology:
Parameter-efficient fine-tuning using methods like LoRA.
Hardware Used:
a single RTX 3090
Model Architecture:
Llama 2 with instruction-following adaptation.
Input Output 
Input Format:
Instruction prompts in Alpaca style.
Accepted Modalities:
text
Output Format:
Generated code snippets in a specified or default (Python) programming language.
Performance Tips:
For improved performance, ensure high-quality and clear instruction prompts.
LLM NameCodeUp Llama 2 13B Chat HF GGML
Repository ๐Ÿค—https://huggingface.co/TheBloke/CodeUp-Llama-2-13B-Chat-HF-GGML 
Model NameCodeUp Llama 2 13B Chat HF
Model CreatorDeepSE
Base Model(s)  CodeUp Llama 2 13B Chat Hf   deepse/CodeUp-Llama-2-13b-chat-hf
Model Size13b
Required VRAM5.5 GB
Updated2025-09-21
MaintainerTheBloke
Model Typellama
Model Files  5.5 GB   6.9 GB   6.3 GB   5.7 GB   7.4 GB   8.2 GB   7.9 GB   7.4 GB   9.0 GB   9.8 GB   9.2 GB   9.0 GB   10.7 GB   13.8 GB
Supported Languagesen
GGML QuantizationYes
Quantization Typeggml
Model ArchitectureAutoModel
Licensellama2

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Note: green Score (e.g. "73.2") means that the model is better than TheBloke/CodeUp-Llama-2-13B-Chat-HF-GGML.

Rank the CodeUp Llama 2 13B Chat HF GGML 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 v20241124