solar-pro

Solar Pro Preview: an advanced large language model (LLM) with 22 billion parameters designed to fit into a single GPU

22b
Hızlı Kurulum (Ollama kuruluysa)
ollama run solar-pro

Ollama kurulu değil mi? ollama.com/download — Windows, macOS ve Linux için ücretsiz. İlk çalıştırmada model indirilir, sonrası tamamen çevrimdışıdır.

Varyantlar

Boyut büyüdükçe kalite artar, donanım ihtiyacı yükselir. Başlangıç için küçük varyantı deneyin.

EtiketBoyutBağlamGirdiKomut
latest 13GB 4K Text ollama run solar-pro:latest
preview 13GB 4K Text ollama run solar-pro:preview
22b 13GB 4K Text ollama run solar-pro:22b
22b-preview-instruct-q2_K 8.2GB 4K Text ollama run solar-pro:22b-preview-instruct-q2_K
22b-preview-instruct-q3_K_S 9.6GB 4K Text ollama run solar-pro:22b-preview-instruct-q3_K_S
22b-preview-instruct-q3_K_M 11GB 4K Text ollama run solar-pro:22b-preview-instruct-q3_K_M
22b-preview-instruct-q3_K_L 12GB 4K Text ollama run solar-pro:22b-preview-instruct-q3_K_L
22b-preview-instruct-q4_0 12GB 4K Text ollama run solar-pro:22b-preview-instruct-q4_0
22b-preview-instruct-q4_1 14GB 4K Text ollama run solar-pro:22b-preview-instruct-q4_1
22b-preview-instruct-q4_K_S 13GB 4K Text ollama run solar-pro:22b-preview-instruct-q4_K_S
22b-preview-instruct-q4_K_M 13GB 4K Text ollama run solar-pro:22b-preview-instruct-q4_K_M
22b-preview-instruct-q5_0 15GB 4K Text ollama run solar-pro:22b-preview-instruct-q5_0
22b-preview-instruct-q5_1 17GB 4K Text ollama run solar-pro:22b-preview-instruct-q5_1
22b-preview-instruct-q5_K_S 15GB 4K Text ollama run solar-pro:22b-preview-instruct-q5_K_S
22b-preview-instruct-q5_K_M 16GB 4K Text ollama run solar-pro:22b-preview-instruct-q5_K_M
22b-preview-instruct-q6_K 18GB 4K Text ollama run solar-pro:22b-preview-instruct-q6_K
22b-preview-instruct-q8_0 24GB 4K Text ollama run solar-pro:22b-preview-instruct-q8_0
22b-preview-instruct-fp16 44GB 4K Text ollama run solar-pro:22b-preview-instruct-fp16

Model Detayları ve Benchmarklar (kaynak: ollama.com)

Solar Pro Preview is an advanced large language model (LLM) featuring 22 billion parameters, optimized to operate on a single GPU. It demonstrates superior performance compared to LLMs with fewer than 30 billion parameters and delivers results comparable to much larger models, such as Llama 3.1 with 70 billion parameters.

Developed using an enhanced version of the depth up-scaling method, Solar Pro Preview scales a Phi-3-medium model with 14 billion parameters to 22 billion, designed to run on a GPU with 80GB of VRAM. The training strategy and dataset have been meticulously curated, leading to significant performance improvements over Phi-3-medium, especially on benchmarks like MMLU-Pro and IFEval, which assess a model’s knowledge and instruction-following capabilities.

As a pre-release version of the official Solar Pro, Solar Pro Preview comes with limitations on language coverage and a maximum context length of 4K. Despite these restrictions, the model stands out for its efficiency and capability, with potential for future extensions to support more languages and functionalities.

The official version of Solar Pro, scheduled for release in November 2024, will include expanded language support and longer context windows.

References

Blog post

Hugging Face