Phi 3 Mini 4K Instruct AQLM PV 2Bit 1x16 Hf by ISTA-DASLab

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  Arxiv:2401.06118   Arxiv:2405.14852   2bit   Aqlm   Autotrain compatible   Conversational   Custom code   En   Endpoints compatible   Instruct   Phi-3   Phi-3-mini   Phi-3-mini-4k-instruct   Phi3   Quantized   Region:us   Safetensors

Phi 3 Mini 4K Instruct AQLM PV 2Bit 1x16 Hf Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Phi 3 Mini 4K Instruct AQLM PV 2Bit 1x16 Hf (ISTA-DASLab/Phi-3-mini-4k-instruct-AQLM-PV-2Bit-1x16-hf)

Phi 3 Mini 4K Instruct AQLM PV 2Bit 1x16 Hf Parameters and Internals

Model Type 
conversational, text-generation
Use Cases 
Areas:
research, commercial applications
Applications:
text generation, conversational AI
Primary Use Cases:
0-shot conversational and text generation tasks
Additional Notes 
Models are available in different quantizations, including 2-bit and 1-bit versions.
Supported Languages 
en (Proficient)
Training Details 
Methodology:
PV-Tuning on top of AQLM, using quantization with 1 codebook of 16 bits for groups of 8 weights.
LLM NamePhi 3 Mini 4K Instruct AQLM PV 2Bit 1x16 Hf
Repository ๐Ÿค—https://huggingface.co/ISTA-DASLab/Phi-3-mini-4k-instruct-AQLM-PV-2Bit-1x16-hf 
Model Size718.3m
Required VRAM1.4 GB
Updated2025-02-22
MaintainerISTA-DASLab
Model Typephi3
Instruction-BasedYes
Model Files  1.4 GB
Supported Languagesen
Quantization Type2bit
Model ArchitecturePhi3ForCausalLM
Context Length4096
Model Max Length4096
Transformers Version4.39.3
Tokenizer ClassLlamaTokenizer
Padding Token<|endoftext|>
Vocabulary Size32064
Torch Data Typefloat16

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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 v20241227