namespace AIStudio.Provider; public static class CapabilitiesOpenSource { public static IReadOnlyCollection GetCapabilities(Model model) { var modelName = model.Id.ToLowerInvariant().AsSpan(); // // Checking for names in the case of open source models is a hard task. // Let's assume we want to check for the llama 3.1 405b model. // // Here is a not complete list of how providers name this model: // - Fireworks: accounts/fireworks/models/llama-v3p1-405b-instruct // - Hugging Face -> Nebius AI Studio: meta-llama/Meta-Llama-3.1-405B-Instruct // - Groq: llama-3.1-405b-instruct // - LM Studio: llama-3.1-405b-instruct // - Helmholtz Blablador: 1 - Llama3 405 the best general model // - GWDG: Llama 3.1 405B Instruct // // // Meta llama models: // if (modelName.IndexOf("llama") is not -1) { if (modelName.IndexOf("llama4") is not -1 || modelName.IndexOf("llama 4") is not -1 || modelName.IndexOf("llama-4") is not -1 || modelName.IndexOf("llama-v4") is not -1) return [ Capability.TEXT_INPUT, Capability.MULTIPLE_IMAGE_INPUT, Capability.TEXT_OUTPUT, Capability.FUNCTION_CALLING, ]; // The old vision models cannot do function calling: if (modelName.IndexOf("vision") is not -1) return [Capability.TEXT_INPUT, Capability.MULTIPLE_IMAGE_INPUT, Capability.TEXT_OUTPUT]; // // All models >= 3.1 are able to do function calling: // if (modelName.IndexOf("llama3.") is not -1 || modelName.IndexOf("llama 3.") is not -1 || modelName.IndexOf("llama-3.") is not -1 || modelName.IndexOf("llama-v3p") is not -1) return [ Capability.TEXT_INPUT, Capability.TEXT_OUTPUT, Capability.FUNCTION_CALLING, ]; // All other llama models can only do text input and output: return [Capability.TEXT_INPUT, Capability.TEXT_OUTPUT]; } // // DeepSeek models: // if (modelName.IndexOf("deepseek") is not -1) { if(modelName.IndexOf("deepseek-r1") is not -1 || modelName.IndexOf("deepseek r1") is not -1) return [Capability.TEXT_INPUT, Capability.TEXT_OUTPUT, Capability.ALWAYS_REASONING]; return [Capability.TEXT_INPUT, Capability.TEXT_OUTPUT]; } // // Qwen models: // if (modelName.IndexOf("qwen") is not -1 || modelName.IndexOf("qwq") is not -1) { if (modelName.IndexOf("qwq") is not -1) return [Capability.TEXT_INPUT, Capability.TEXT_OUTPUT, Capability.ALWAYS_REASONING]; return [Capability.TEXT_INPUT, Capability.TEXT_OUTPUT]; } // // Mistral models: // if (modelName.IndexOf("mistral") is not -1 || modelName.IndexOf("pixtral") is not -1) { if(modelName.IndexOf("pixtral") is not -1) return [ Capability.TEXT_INPUT, Capability.MULTIPLE_IMAGE_INPUT, Capability.TEXT_OUTPUT, Capability.FUNCTION_CALLING ]; if (modelName.IndexOf("3.1") is not -1) return [ Capability.TEXT_INPUT, Capability.MULTIPLE_IMAGE_INPUT, Capability.TEXT_OUTPUT, Capability.FUNCTION_CALLING ]; // Default: return [ Capability.TEXT_INPUT, Capability.TEXT_OUTPUT, Capability.FUNCTION_CALLING ]; } // // Grok models: // if (modelName.IndexOf("grok") is not -1) { if(modelName.IndexOf("-vision-") is not -1) return [ Capability.TEXT_INPUT, Capability.MULTIPLE_IMAGE_INPUT, Capability.TEXT_OUTPUT, ]; if(modelName.StartsWith("grok-3-mini")) return [ Capability.TEXT_INPUT, Capability.TEXT_OUTPUT, Capability.ALWAYS_REASONING, Capability.FUNCTION_CALLING, ]; if(modelName.StartsWith("grok-3")) return [ Capability.TEXT_INPUT, Capability.TEXT_OUTPUT, Capability.FUNCTION_CALLING, ]; } // Default: return [Capability.TEXT_INPUT, Capability.TEXT_OUTPUT]; } }