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Qwen2 7B Instruct Bnb 4bit by unsloth

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  4-bit   4bit   Autotrain compatible   Bitsandbytes   Conversational   En   Endpoints compatible   Instruct   Quantized   Qwen2   Region:us   Safetensors   Unsloth
Model Card on HF 🤗: https://huggingface.co/unsloth/Qwen2-7B-Instruct-bnb-4bit 

Qwen2 7B Instruct Bnb 4bit Benchmarks

LLME Score: 0.24228
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Qwen2 7B Instruct Bnb 4bit (unsloth/Qwen2-7B-Instruct-bnb-4bit)

Qwen2 7B Instruct Bnb 4bit Parameters and Internals

Model Type 
transformers
Additional Notes 
The model can be fine-tuned using Google Colab with Tesla T4 for different versions like Qwen2 7b, Qwen2 0.5b, and Qwen2 1.5b. This finetuning can be done faster and with less memory usage using Unsloth.
LLM NameQwen2 7B Instruct Bnb 4bit
Repository 🤗https://huggingface.co/unsloth/Qwen2-7B-Instruct-bnb-4bit 
Base Model(s)  Qwen2 7B Instruct Nf4   fubuki9/Qwen2-7B-Instruct-nf4
Model Size7b
Required VRAM5.5 GB
Updated2024-12-21
Maintainerunsloth
Model Typeqwen2
Instruction-BasedYes
Model Files  5.5 GB
Supported Languagesen
Quantization Type4bit
Model ArchitectureQwen2ForCausalLM
Licenseapache-2.0
Context Length32768
Model Max Length32768
Transformers Version4.44.2
Tokenizer ClassQwen2Tokenizer
Padding Token<|endoftext|>
Vocabulary Size152064
Torch Data Typebfloat16
Errorsreplace

Quantized Models of the Qwen2 7B Instruct Bnb 4bit

Model
Likes
Downloads
VRAM
Qwen2q0714 GB
...en2 7b Instruct 4bit 45706 Ft10125 GB
DevOpsGPT 1.1 F1601515 GB
DevOpsGPT 1.1 Q4 K M0134 GB
DevOpsGPT 1.1 Q8 0098 GB
...7B Instruct Hotel Booking 4bit0155 GB
...Instruct Hotel Booking 4bit V20135 GB
Test Unsloth0155 GB
Qwen2 7b Instruct 4bit 45706005 GB
Qwen2q004 GB

Best Alternatives to Qwen2 7B Instruct Bnb 4bit

Best Alternatives
Context / RAM
Downloads
Likes
Qwen2.5 7B Instruct Bnb 4bit32K / 5.5 GB1649688
Qwen2.5 Coder 7B Instruct 4bit32K / 4.3 GB875352
Qwen UMLS 7B Instruct32K / 15.2 GB1017
Qwen2.5 7B Instruct 4bit32K / 4.3 GB108816
Novaeus Promptist 7B Instruct32K / 15.2 GB1408
FinancialAdvice Qwen2.5 7B32K / 15.2 GB331
...2.5 Coder 7B Instruct Bnb 4bit32K / 5.5 GB83234
Neumind Math 7B Instruct32K / 15.2 GB678
Math IIO 7B Instruct32K / 15.2 GB847
Qwen2.5 7B Instruct V1.232K / 15.2 GB4220
Note: green Score (e.g. "73.2") means that the model is better than unsloth/Qwen2-7B-Instruct-bnb-4bit.

Rank the Qwen2 7B Instruct Bnb 4bit 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  
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Multi-Language Support and Translation  

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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241217
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