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Llama 3 8B Instruct Coder by rombodawg

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Llama 3 8B Instruct Coder Benchmarks

ARC: 60.67 vs 96.7 (so35)-37.3%
HellaSwag: 77.99 vs 95.3 (gpt4)-18.2%
MMLU: 66.35 vs 88.3 (so35)-24.9%
TruthfulQA: 52.33 vs 59 (gpt4)-11.3%
WinoGrande: 74.9 vs 87.5 (gpt4)-14.4%
GSM8K: 67.32 vs 96.4 (so35)-30.2%
LLME Score: 0.24599
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

Llama 3 8B Instruct Coder Parameters and Internals

Model Type 
text-generation-inference, transformers
Supported Languages 
en (native)
Training Details 
Data Sources:
65k Codefeedback dataset, 150k Code Feedback Filtered Instruction dataset
Methodology:
Qalore method combining Qlora training with Galore methods for VRAM reduction
Training Time:
130 hours
Hardware Used:
RTX A4000 16GB
LLM NameLlama 3 8B Instruct Coder
Repository 🤗https://huggingface.co/rombodawg/Llama-3-8B-Instruct-Coder 
Base Model(s)  Llama 3 8B Instruct Bnb 4bit   unsloth/llama-3-8b-Instruct-bnb-4bit
Model Size8b
Required VRAM16.1 GB
Updated2024-11-21
Maintainerrombodawg
Model Typellama
Instruction-BasedYes
Model Files  5.0 GB: 1-of-4   5.0 GB: 2-of-4   4.9 GB: 3-of-4   1.2 GB: 4-of-4   5.0 GB: 1-of-4   5.0 GB: 2-of-4   4.9 GB: 3-of-4   1.2 GB: 4-of-4
Supported Languagesen
Quantization Type4bit
Model ArchitectureLlamaForCausalLM
Licenseapache-2.0
Context Length8192
Model Max Length8192
Transformers Version4.40.1
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|end_of_text|>
Vocabulary Size128256
Torch Data Typebfloat16
Llama 3 8B Instruct Coder (rombodawg/Llama-3-8B-Instruct-Coder)

Quantized Models of the Llama 3 8B Instruct Coder

Model
Likes
Downloads
VRAM
Llama 3 8B Instruct Coder AWQ2135 GB

Best Alternatives to Llama 3 8B Instruct Coder

Best Alternatives
Context / RAM
Downloads
Likes
...B Instruct Gradient 1048K 8bit1024K / 8.6 GB121
...B Instruct Gradient 1048K 4bit1024K / 4.5 GB62
...truct Gradient 1048K Bpw6 EXL21024K / 6.7 GB102
...truct Gradient 1048K Bpw5 EXL21024K / 5.8 GB50
Llama 3 8B Instruct 1048K 4bit1024K / 4.5 GB925
Llama 3 8B Instruct 1048K 8bit1024K / 8.6 GB1316
... Gradient 1048K 8.0bpw H8 EXL21024K / 8.6 GB53
...ct Gradient 1048K Bpw2.25 EXL21024K / 3.4 GB71
...B Instruct 262k V2 EXL2 6.0bpw256K / 6.7 GB991
Llama 3 8B Instruct 262K 2bit256K / 2.5 GB101

Rank the Llama 3 8B Instruct Coder 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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241110
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