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brittlewis12 / gemma-7b-GGUF
Model's Last Updated: February 21 2024
text-generation
Introduction of gemma-7b-GGUF
Model Details of gemma-7b-GGUF
Gemma 7B GGUF
Original model : gemma-7b
Model creator : google
This repo contains GGUF format model files for Google’s Gemma-7B.
Gemma is a family of lightweight, state-of-the-art open models from Google, built from the same research and technology used to create the Gemini models. They are text-to-text, decoder-only large language models, available in English, with open weights, pre-trained variants, and instruction-tuned variants. Gemma models are well-suited for a variety of text generation tasks, including question answering, summarization, and reasoning. Their relatively small size makes it possible to deploy them in environments with limited resources such as a laptop, desktop or your own cloud infrastructure, democratizing access to state of the art AI models and helping foster innovation for everyone.
Learn more on Google’s Model page .
What is GGUF?
GGUF is a file format for representing AI models. It is the third version of the format, introduced by the llama.cpp team on August 21st 2023. It is a replacement for GGML, which is no longer supported by llama.cpp. Converted using llama.cpp build 2226 (revision eccd7a2 )
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- download and experiment with any GGUF model you can find on HuggingFace !
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Original Model Evaluation
| Benchmark | Metric | 2B Params | 7B Params |
|---|---|---|---|
| MMLU | 5-shot, top-1 | 42.3 | 64.3 |
| HellaSwag | 0-shot | 71.4 | 81.2 |
| PIQA | 0-shot | 77.3 | 81.2 |
| SocialIQA | 0-shot | 59.7 | 51.8 |
| BooIQ | 0-shot | 69.4 | 83.2 |
| WinoGrande | partial score | 65.4 | 72.3 |
| CommonsenseQA | 7-shot | 65.3 | 71.3 |
| OpenBookQA | 47.8 | 52.8 | |
| ARC-e | 73.2 | 81.5 | |
| ARC-c | 42.1 | 53.2 | |
| TriviaQA | 5-shot | 53.2 | 63.4 |
| Natural Questions | 5-shot | - | 23 |
| HumanEval | pass@1 | 22.0 | 32.3 |
| MBPP | 3-shot | 29.2 | 44.4 |
| GSM8K | maj@1 | 17.7 | 46.4 |
| MATH | 4-shot | 11.8 | 24.3 |
| AGIEval | 24.2 | 41.7 | |
| BIG-Bench | 35.2 | 55.1 | |
| Average | 54.0 | 56.4 |
| Benchmark | Metric | 2B Params | 7B Params |
|---|---|---|---|
| RealToxicity | average | 6.86 | 7.90 |
| BOLD | 45.57 | 49.08 | |
| CrowS-Pairs | top-1 | 45.82 | 51.33 |
| BBQ Ambig | 1-shot, top-1 | 62.58 | 92.54 |
| BBQ Disambig | top-1 | 54.62 | 71.99 |
| Winogender | top-1 | 51.25 | 54.17 |
| TruthfulQA | 44.84 | 31.81 | |
| Winobias 1_2 | 56.12 | 59.09 | |
| Winobias 2_2 | 91.10 | 92.23 | |
| Toxigen | 29.77 | 39.59 |
Runs of brittlewis12 gemma-7b-GGUF on huggingface.co
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30-day runs
More Information About gemma-7b-GGUF huggingface.co Model
Url of gemma-7b-GGUF
gemma-7b-GGUF huggingface.co Url
Provider of gemma-7b-GGUF huggingface.co
Other API from brittlewis12
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