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CodeUp Llama 2 13B Chat Hf by deepse

 »  All LLMs  »  deepse  »  CodeUp Llama 2 13B Chat Hf   URL Share it on

  1163   
  Arxiv:2106.09685   Autotrain compatible   Codegen   En   Endpoints compatible   Llama   Multilingual-code-generation   Pytorch   Region:us   Sharded
Model Card on HF 🤗: https://huggingface.co/deepse/CodeUp-Llama-2-13b-chat-hf 

CodeUp Llama 2 13B Chat Hf Benchmarks

ARC: 59.04 vs 96.7 (so35)-38.9%
HellaSwag: 81.93 vs 95.3 (gpt4)-14%
MMLU: 54.63 vs 88.3 (so35)-38.1%
TruthfulQA: 44.12 vs 59 (gpt4)-25.2%
WinoGrande: 74.51 vs 87.5 (gpt4)-14.8%
GSM8K: 15.24 vs 96.4 (so35)-84.2%
LLME Score: 0.13838
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 (deepse/CodeUp-Llama-2-13b-chat-hf)
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CodeUp Llama 2 13B Chat Hf Parameters and Internals

Model Type 
multilingual code generation, text-to-code
Use Cases 
Areas:
Research, Commercial applications
Applications:
Multilingual code generation
Additional Notes 
Model specifically designed with parameter-efficient fine-tuning methods to fit on consumer hardware.
Supported Languages 
languages_emphasis (multilingual), support_level (basic)
Training Details 
Data Sources:
data/code_alpaca_20k.json, Guesslang
Data Volume:
19K high-quality instruction data
Methodology:
Parameter-efficient fine-tuning (PEFT) using LoRA
Hardware Used:
Single RTX 3090
Model Architecture:
Llama 2 with Alpaca-LoRA
LLM NameCodeUp Llama 2 13B Chat Hf
Repository 🤗https://huggingface.co/deepse/CodeUp-Llama-2-13b-chat-hf 
Model Size13b
Required VRAM26 GB
Updated2024-12-26
Maintainerdeepse
Model Typellama
Model Files  9.9 GB: 1-of-3   9.9 GB: 2-of-3   6.2 GB: 3-of-3
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licenseopenrail++
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 Typefloat16

Quantized Models of the CodeUp Llama 2 13B Chat Hf

Model
Likes
Downloads
VRAM
...odeUp Llama 2 13B Chat HF GGUF911905 GB
CodeUp Llama 2 13B Chat HF AWQ277 GB
...odeUp Llama 2 13B Chat HF GGML2875 GB
...odeUp Llama 2 13B Chat HF GPTQ15157 GB

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Note: green Score (e.g. "73.2") means that the model is better than deepse/CodeUp-Llama-2-13b-chat-hf.

Rank the CodeUp Llama 2 13B Chat Hf 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
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