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Cognitivecomputations Dolphin 2.8 Gemma 2B HQQ 2bit Smashed by PrunaAI

 »  All LLMs  »  PrunaAI  »  Cognitivecomputations Dolphin 2.8 Gemma 2B HQQ 2bit Smashed   URL Share it on

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  2bit   Autotrain compatible Base model:cognitivecomputatio... Base model:finetune:cognitivec...   Conversational   Endpoints compatible   Gemma   Pruna-ai   Quantized   Region:us
Model Card on HF 🤗: https://huggingface.co/PrunaAI/cognitivecomputations-dolphin-2.8-gemma-2b-HQQ-2bit-smashed 

Cognitivecomputations Dolphin 2.8 Gemma 2B HQQ 2bit Smashed Benchmarks

LLME Score: 0.20698
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Cognitivecomputations Dolphin 2.8 Gemma 2B HQQ 2bit Smashed (PrunaAI/cognitivecomputations-dolphin-2.8-gemma-2b-HQQ-2bit-smashed)

Cognitivecomputations Dolphin 2.8 Gemma 2B HQQ 2bit Smashed Parameters and Internals

Model Type 
Text Generation
Additional Notes 
The model is compressed using hqq, and is measured with specific metrics such as inference speed, memory, and energy consumption. Calibration uses WikiText for compression.
Input Output 
Input Format:
Tokenized text input
Accepted Modalities:
Text
Output Format:
Tokenized text output
Performance Tips:
Evaluate the model's efficiency directly in your use-case conditions for optimal performance.
LLM NameCognitivecomputations Dolphin 2.8 Gemma 2B HQQ 2bit Smashed
Repository 🤗https://huggingface.co/PrunaAI/cognitivecomputations-dolphin-2.8-gemma-2b-HQQ-2bit-smashed 
Base Model(s)  cognitivecomputations/dolphin-2.8-gemma-2b   cognitivecomputations/dolphin-2.8-gemma-2b
Model Size2b
Required VRAM1.6 GB
Updated2024-12-22
MaintainerPrunaAI
Model Typegemma
Model Files  1.6 GB
Quantization Type2bit
Model ArchitectureGemmaForCausalLM
Context Length8192
Model Max Length8192
Transformers Version4.40.0
Tokenizer ClassGemmaTokenizer
Padding Token<pad>
Vocabulary Size256000
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than PrunaAI/cognitivecomputations-dolphin-2.8-gemma-2b-HQQ-2bit-smashed.

Rank the Cognitivecomputations Dolphin 2.8 Gemma 2B HQQ 2bit Smashed 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 v20241217
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