Spaces:
Running
on
Zero
Running
on
Zero
RageshAntony
commited on
added multi gpu config
Browse files
app.py
CHANGED
@@ -23,6 +23,36 @@ from PIL import Image
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from queue import Queue
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from concurrent.futures import ThreadPoolExecutor, as_completed
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# Constants
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MAX_SEED = np.iinfo(np.int32).max
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MAX_IMAGE_SIZE = 1024
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@@ -142,7 +172,7 @@ def generate_image_on_gpu(args):
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release_gpu(gpu_id)
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raise e
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-
@
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def generate_all(prompt, negative_prompt, seed, randomize_seed, width, height, guidance_scale, num_inference_steps, progress=gr.Progress()):
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outputs = [None] * (len(MODEL_CONFIGS) * 2)
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from queue import Queue
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from concurrent.futures import ThreadPoolExecutor, as_completed
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from dataclasses import dataclass
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from typing import Optional, List
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@dataclass
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class MultiGPUConfig:
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count: int = 2 # Number of GPUs to request
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memory: int = 16 # Memory per GPU in GB
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duration: int = 3600 # Duration in seconds
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class SpacesMultiGPU:
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def __init__(self, config: Optional[MultiGPUConfig] = None):
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self.config = config or MultiGPUConfig()
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def __call__(self, func):
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# Apply multiple GPU decorators
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decorated_func = func
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for gpu_idx in range(self.config.count):
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decorated_func = spaces.GPU(
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device=gpu_idx, # Specify which GPU to request
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memory=self.config.memory,
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duration=self.config.duration
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)(decorated_func)
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return decorated_func
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# Example usage in your generation code
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gpu_config = MultiGPUConfig(
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count=2, # Request 2 GPUs
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duration=400 # 1 hour duration
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)
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# Constants
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MAX_SEED = np.iinfo(np.int32).max
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MAX_IMAGE_SIZE = 1024
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release_gpu(gpu_id)
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raise e
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@SpacesMultiGPU(gpu_config)
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def generate_all(prompt, negative_prompt, seed, randomize_seed, width, height, guidance_scale, num_inference_steps, progress=gr.Progress()):
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outputs = [None] * (len(MODEL_CONFIGS) * 2)
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