💫 Community Model> Gemma 2 2b Instruct by Google
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Model creator: Google
Original model: gemma-2-2b-it
GGUF quantization: provided by bartowski based on llama.cpp release b3496
Model Summary:
Gemma 2 instruct is a a brand new model from Google in the Gemma family based on the technology from Gemini. Trained on a combination of web documents, code, and mathematics, this model should excel at anything you throw at it.
At only 2b parameters, this is a great size for edge and low power compute, or as an autocomplete or draft model.
Prompt Template:
Choose the 'Google Gemma Instruct' preset in your LM Studio.
Under the hood, the model will see a prompt that's formatted like so:
<start_of_turn>user
{prompt}<end_of_turn>
<start_of_turn>model
Note that this model does not support a System prompt.
Technical Details
Gemma 2 features the same extremely large vocabulary from release 1.1, which tends to help with multilingual and coding proficiency.
Gemma 2 2b was trained on a wide dataset of 2 trillion tokens, which is an incredible ratio of training tokens to model parameters.
- Web Documents: A diverse collection of web text ensures the model is exposed to a broad range of linguistic styles, topics, and vocabulary. Primarily English-language content.
- Code: Exposing the model to code helps it to learn the syntax and patterns of programming languages, which improves its ability to generate code or understand code-related questions.
- Mathematics: Training on mathematical text helps the model learn logical reasoning, symbolic representation, and to address mathematical queries.
For more details check out their blog post here: https://developers.googleblog.com/en/smaller-safer-more-transparent-advancing-responsible-ai-with-gemma/
Special thanks
🙏 Special thanks to Georgi Gerganov and the whole team working on llama.cpp for making all of this possible.
🙏 Special thanks to Kalomaze and Dampf for their work on the dataset (linked here) that was used for calculating the imatrix for all sizes.
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