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from typing import Optional
from extensions.multimodal.abstract_pipeline import AbstractMultimodalPipeline
available_pipelines = ['llava-7b', 'llava-13b', 'llava-llama-2-13b']
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)
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)
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
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