from typing import Optional from extensions.multimodal.abstract_pipeline import AbstractMultimodalPipeline available_pipelines = ['llava-7b', 'llava-13b', 'llava-llama-2-13b', 'llava-v1.5-13b', 'llava-v1.5-7b'] def get_pipeline(name: str, params: dict) -> Optional[AbstractMultimodalPipeline]: if name == 'llava-7b': from .llava import LLaVA_v0_7B_Pipeline return LLaVA_v0_7B_Pipeline(params) if name == 'llava-13b': from .llava import LLaVA_v0_13B_Pipeline return LLaVA_v0_13B_Pipeline(params) if name == 'llava-llama-2-13b': from .llava import LLaVA_LLaMA_2_13B_Pipeline return LLaVA_LLaMA_2_13B_Pipeline(params) if name == 'llava-v1.5-7b': from .llava import LLaVA_v1_5_7B_Pipeline return LLaVA_v1_5_7B_Pipeline(params) if name == 'llava-v1.5-13b': from .llava import LLaVA_v1_5_13B_Pipeline return LLaVA_v1_5_13B_Pipeline(params) return None def get_pipeline_from_model_name(model_name: str, params: dict) -> Optional[AbstractMultimodalPipeline]: if 'llava' not in model_name.lower(): return None if 'llama-2' in model_name.lower(): if '13b' in model_name.lower(): from .llava import LLaVA_LLaMA_2_13B_Pipeline return LLaVA_LLaMA_2_13B_Pipeline(params) elif 'llava-v1.5' in model_name.lower(): if '13b' in model_name.lower(): from .llava import LLaVA_v1_5_13B_Pipeline return LLaVA_v1_5_13B_Pipeline(params) if '7b' in model_name.lower(): from .llava import LLaVA_v1_5_7B_Pipeline return LLaVA_v1_5_7B_Pipeline(params) else: if '7b' in model_name.lower(): from .llava import LLaVA_v0_7B_Pipeline return LLaVA_v0_7B_Pipeline(params) if '13b' in model_name.lower(): from .llava import LLaVA_v0_13B_Pipeline return LLaVA_v0_13B_Pipeline(params) return None