Spaces:
Running
on
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Running
on
Zero
Pierre Chapuis
commited on
add application
Browse files- .python-version +1 -0
- README.md +10 -5
- app.py +116 -0
- examples/01.webp +0 -0
- examples/02.webp +0 -0
- examples/03.webp +0 -0
- examples/04.webp +0 -0
- examples/05.webp +0 -0
- pyproject.toml +27 -0
- requirements.txt +9 -0
.python-version
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3.10.16
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README.md
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---
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title: Finegrain Light Switcher
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emoji:
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colorFrom:
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sdk: gradio
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sdk_version:
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app_file: app.py
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pinned: false
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short_description: Switch lamps on in your images.
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---
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---
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title: Finegrain Light Switcher
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emoji: π‘
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colorFrom: yellow
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colorTo: indigo
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sdk: gradio
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sdk_version: 4.44.1
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python_version: 3.10
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app_file: app.py
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pinned: false
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license: other
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short_description: Switch lamps on in your images.
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tags:
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- refiners
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- image-to-image
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---
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# Finegrain Light Switcher
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app.py
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import os
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import random
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import time
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from typing import Any
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import gradio as gr
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import pillow_avif # noqa: F401
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import pillow_heif
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import spaces
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import torch
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from gradio_imageslider import ImageSlider
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from PIL import Image
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class ModuleInterface:
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def __init__(self, d: dict[str, Any]):
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self.d = d
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@property
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def Model(self) -> Any:
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return self.d["Model"]
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def process(self, input_image: Image.Image, model: Any, seed: int) -> Image.Image:
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return self.d["process"](input_image, model, seed)
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assert (src := os.getenv("LIGHT_SWITCHER_LITE")), "LIGHT_SWITCHER_LITE not set"
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exec_globals: dict[str, Any] = {}
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exec(src, exec_globals)
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light_switcher_lite = ModuleInterface(exec_globals)
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pillow_heif.register_avif_opener()
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DEVICE_CPU = torch.device("cpu")
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DEVICE = torch.device("cuda" if torch.cuda.is_available() else "cpu")
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DTYPE = torch.bfloat16 if torch.cuda.is_bf16_supported() else torch.float32
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# CPU -> GPU dance because of ZeroGPU
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path = "finegrain/weights-light-switcher-space"
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model = light_switcher_lite.Model.from_pretrained(path, device=DEVICE_CPU, dtype=DTYPE)
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model.to(DEVICE)
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@spaces.GPU
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def process(input_image: Image.Image, seed: int = 42) -> tuple[tuple[Image.Image, Image.Image], dict[str, Any]]:
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output_image = light_switcher_lite.process(input_image, model, seed)
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resized_input_image = input_image.resize(output_image.size)
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return ((resized_input_image, output_image), gr.update(value=random.choice(BUTTON_LABELS)))
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TITLE = """
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<h1>Finegrain Light Switcher</h1>
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<p>
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Given an image with a lamp switched off, the model should turn it on.
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</p>
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<p>
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π For higher resolution results with control over lighting intensity and warmth,
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<a href="https://finegrain.ai">head to the Finegrain API</a> π
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</p>
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<p>
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<a href="https://discord.gg/zFKg5TjXub" target="_blank">[Discord]</a>
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<a href="https://github.com/finegrain-ai" target="_blank">[GitHub]</a>
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<a href="https://finegrain.ai">[Finegrain API]</a>
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</p>
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"""
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BUTTON_LABELS = [
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"π‘",
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"Let there be light!",
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"Light it up like a Christmas tree!",
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"Turn it on!",
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"Aziz, Light!",
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"Make it shine β¨",
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"Flip the magic switch.",
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]
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random.seed(time.time())
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with gr.Blocks() as demo:
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gr.HTML(TITLE)
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with gr.Row():
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with gr.Column():
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input_image = gr.Image(type="pil", label="Input Image")
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run_button = gr.ClearButton(components=None, value=random.choice(BUTTON_LABELS))
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with gr.Column():
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output_slider = ImageSlider(label="Before / After")
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run_button.add(output_slider)
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with gr.Accordion("Advanced Options", open=False):
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seed = gr.Slider(minimum=0, maximum=999, value=42, step=1, label="Seed")
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run_button.click(
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fn=process,
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inputs=[input_image, seed],
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outputs=[output_slider, run_button],
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)
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gr.Examples(
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examples=[
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"examples/01.webp",
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"examples/02.webp",
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"examples/03.webp",
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"examples/04.webp",
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"examples/05.webp",
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],
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inputs=[input_image],
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outputs=[output_slider, run_button],
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fn=process,
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cache_examples=True,
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run_on_click=False,
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)
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demo.launch(share=False)
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examples/01.webp
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examples/02.webp
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examples/03.webp
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examples/04.webp
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examples/05.webp
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pyproject.toml
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@@ -0,0 +1,27 @@
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[project]
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name = "light-switcher"
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version = "0.1.0"
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description = "Finegrain Light Switcher (Gradio)"
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authors = [
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{ name = "Pierre Chapuis", email = "[email protected]" }
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]
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[tool.ruff]
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line-length = 120
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target-version = "py310"
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[tool.ruff.lint]
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select = [
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"E", # pycodestyle errors
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"W", # pycodestyle warnings
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"F", # pyflakes
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"UP", # pyupgrade
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"A", # flake8-builtins
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"B", # flake8-bugbear
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"Q", # flake8-quotes
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"I", # isort
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]
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[tool.pyright]
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include = ["app.py"]
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exclude = ["**/__pycache__"]
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requirements.txt
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git+https://github.com/huggingface/diffusers@97abdd2210a540c2e71aee63c80a22723031cd57
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git+https://github.com/finegrain-ai/refiners@d288e94fa8eed1386bd28cd0d5ceb8109c3ff398
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gradio_imageslider==0.0.20
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spaces==0.32.0
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numpy<2.0.0
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pillow>=10.4.0
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pillow-heif>=0.18.0
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accelerate>=1.3.0
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pillow-avif-plugin>=1.5.0
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