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from typing import Any |
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from app_settings import Settings |
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from models.interface_types import InterfaceType |
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from backend.lcm_text_to_image import LCMTextToImage |
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from time import perf_counter |
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from backend.image_saver import ImageSaver |
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from pprint import pprint |
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class Context: |
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def __init__( |
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self, |
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interface_type: InterfaceType, |
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device="cpu", |
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): |
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self.interface_type = interface_type |
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self.lcm_text_to_image = LCMTextToImage(device) |
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|
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def generate_text_to_image( |
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self, |
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settings: Settings, |
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reshape: bool = False, |
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device: str = "cpu", |
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) -> Any: |
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tick = perf_counter() |
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from state import get_settings |
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get_settings().save() |
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pprint(settings.lcm_diffusion_setting.model_dump()) |
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if not settings.lcm_diffusion_setting.lcm_lora: |
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return None |
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self.lcm_text_to_image.init( |
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device, |
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settings.lcm_diffusion_setting, |
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) |
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images = self.lcm_text_to_image.generate( |
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settings.lcm_diffusion_setting, |
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reshape, |
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) |
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elapsed = perf_counter() - tick |
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ImageSaver.save_images( |
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settings.results_path, |
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images=images, |
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lcm_diffusion_setting=settings.lcm_diffusion_setting, |
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) |
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print(f"Latency : {elapsed:.2f} seconds") |
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return images |
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