Spaces:
Running
on
Zero
Running
on
Zero
initial commit
Browse files- .gitignore +4 -0
- README.md +13 -0
- app.py +361 -0
- gradio_patches/__init__.py +0 -0
- gradio_patches/radio.py +31 -0
- requirements.txt +12 -0
.gitignore
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stereospace/
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.gradio/
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*.pyi
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*.pyc
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README.md
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---
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title: StereoSpace
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emoji: 📈
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colorFrom: indigo
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colorTo: red
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sdk: gradio
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sdk_version: 6.1.0
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app_file: app.py
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pinned: false
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license: apache-2.0
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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app.py
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import os
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print("\n".join(f"{k}={v}" for k, v in os.environ.items()))
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os.system("pip freeze")
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import glob
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import gradio as gr
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import shutil
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import spaces
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import subprocess
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import sys
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import tempfile
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from PIL import Image
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from gradio_patches.radio import Radio
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REPO_URL = "https://github.com/prs-eth/stereospace.git"
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COMMIT_SHA = "d7bbae6"
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REPO_DIR = "stereospace"
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DEVICE = "cuda"
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def clone_repository():
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if os.path.exists(REPO_DIR) and os.path.isdir(os.path.join(REPO_DIR, ".git")):
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print(f"Repository {REPO_DIR} already exists, checking out commit...")
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subprocess.run(["git", "fetch"], cwd=REPO_DIR, check=True, capture_output=True)
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subprocess.run(["git", "checkout", COMMIT_SHA], cwd=REPO_DIR, check=True)
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else:
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print(f"Cloning repository {REPO_URL} at commit {COMMIT_SHA}...")
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subprocess.run(["git", "clone", REPO_URL, REPO_DIR], check=True)
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subprocess.run(["git", "checkout", COMMIT_SHA], cwd=REPO_DIR, check=True)
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print(f"Repository ready at {REPO_DIR}")
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clone_repository()
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sys.path.insert(0, REPO_DIR)
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from inference import generate_novel_view
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from src import StereoSpace
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def create_placeholder_image():
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placeholder = Image.new('RGB', (1, 1), color='black')
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with tempfile.NamedTemporaryFile(suffix='.png', delete=False) as tmp:
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placeholder.save(tmp.name)
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return tmp.name
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def find_output_file(output_dir, base_name, output_mode):
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if output_mode == "Anaglyph":
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pattern = os.path.join(output_dir, f"{base_name}_anaglyph.png")
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elif output_mode == "Side-by-side":
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pattern = os.path.join(output_dir, f"{base_name}_sbs.png")
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elif output_mode == "Generated view":
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pattern = os.path.join(output_dir, f"{base_name}_generated_*.png")
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matches = glob.glob(pattern)
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if matches:
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pattern = matches[0]
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else:
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raise FileNotFoundError(f"No generated file found matching {pattern}")
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elif output_mode == "Input view":
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pattern = os.path.join(output_dir, f"{base_name}_source.png")
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else:
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raise ValueError(f"Unknown output mode: {output_mode}")
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if not os.path.exists(pattern):
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raise FileNotFoundError(f"Output file not found: {pattern}")
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return pattern
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def find_all_output_files(output_dir, base_name):
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outputs = {}
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modes = ["Anaglyph", "Side-by-side", "Generated view", "Input view"]
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for mode in modes:
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try:
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output_file = find_output_file(output_dir, base_name, mode)
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outputs[mode] = output_file
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except FileNotFoundError:
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pass
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return outputs
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@spaces.GPU
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def process_all_modes(input_image):
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if input_image is None:
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raise gr.Error("Please upload an image or select an example.")
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with tempfile.NamedTemporaryFile(suffix=".png", delete=False) as tmp_input:
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input_path = tmp_input.name
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if isinstance(input_image, str):
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shutil.copy(input_image, input_path)
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else:
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Image.open(input_image).convert("RGB").save(input_path)
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try:
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with tempfile.TemporaryDirectory() as tmp_output:
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base_name = os.path.splitext(os.path.basename(input_path))[0]
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inference_script = "inference.py"
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cmd = [
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"python", inference_script,
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"--input", input_path,
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"--output", tmp_output
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]
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print(f"Running command: {' '.join(cmd)}")
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print(f"Working directory: {REPO_DIR}")
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result = subprocess.run(
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cmd,
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cwd=REPO_DIR,
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capture_output=True,
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text=True
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)
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if result.returncode != 0:
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error_msg = f"Inference failed:\nSTDOUT:\n{result.stdout}\nSTDERR:\n{result.stderr}"
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print(error_msg)
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raise gr.Error(error_msg)
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try:
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output_files = find_all_output_files(tmp_output, base_name)
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except Exception as e:
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| 124 |
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all_files = os.listdir(tmp_output)
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| 125 |
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error_msg = f"Output files not found. Available files: {all_files}\nError: {str(e)}"
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| 126 |
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print(error_msg)
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| 127 |
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raise gr.Error(error_msg)
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| 128 |
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| 129 |
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outputs = {}
|
| 130 |
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for mode, output_file in output_files.items():
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| 131 |
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output_image = Image.open(output_file).convert("RGB")
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| 132 |
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output_image.load()
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| 133 |
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outputs[mode] = output_image
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| 134 |
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| 135 |
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return outputs
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| 136 |
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finally:
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| 137 |
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if os.path.exists(input_path):
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| 138 |
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os.unlink(input_path)
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| 139 |
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| 140 |
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def get_example_images():
|
| 141 |
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example_dir = os.path.join(REPO_DIR, "example_images")
|
| 142 |
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if not os.path.exists(example_dir):
|
| 143 |
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return []
|
| 144 |
+
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| 145 |
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image_extensions = ["*.png", "*.jpg", "*.jpeg", "*.PNG", "*.JPG", "*.JPEG"]
|
| 146 |
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examples = []
|
| 147 |
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for ext in image_extensions:
|
| 148 |
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examples.extend(glob.glob(os.path.join(example_dir, ext)))
|
| 149 |
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| 150 |
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return sorted(examples)
|
| 151 |
+
|
| 152 |
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| 153 |
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with gr.Blocks(
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| 154 |
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title="StereoSpace Demo",
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| 155 |
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) as demo:
|
| 156 |
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gr.Markdown(
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| 157 |
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"""
|
| 158 |
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<div align="center">
|
| 159 |
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<h2>StereoSpace: Depth-Free Synthesis of Stereo Geometry via End-to-End Diffusion in a Canonical Space</h2>
|
| 160 |
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</div>
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| 161 |
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"""
|
| 162 |
+
)
|
| 163 |
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with gr.Row(elem_classes="remove-elements"):
|
| 164 |
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gr.Markdown(
|
| 165 |
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f"""
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| 166 |
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<p align="center">
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| 167 |
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<a title="Website" href="https://hf.co/spaces/prs-eth/stereospace_web" target="_blank" rel="noopener noreferrer" style="display: inline-block;">
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| 168 |
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<img src="https://img.shields.io/badge/%E2%99%A5%20Project%20-Website-blue">
|
| 169 |
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</a>
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| 170 |
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<a title="arXiv" href="https://arxiv.org/abs/2512.10959" target="_blank" rel="noopener noreferrer" style="display: inline-block;">
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| 171 |
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<img src="https://img.shields.io/badge/%F0%9F%93%84%20arXiv%20-Paper-AF3436">
|
| 172 |
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</a>
|
| 173 |
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<a title="Github" href="https://github.com/prs-eth/stereospace" target="_blank" rel="noopener noreferrer" style="display: inline-block;">
|
| 174 |
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<img src="https://img.shields.io/github/stars/prs-eth/stereospace?label=GitHub%20%E2%98%85&logo=github&color=C8C" alt="badge-github-stars">
|
| 175 |
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</a>
|
| 176 |
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<a title="Model weights" href="https://hf.co/prs-eth/stereospace-v1-0" target="_blank" rel="noopener noreferrer" style="display: inline-block;">
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| 177 |
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<img src="https://img.shields.io/badge/%F0%9F%A4%97%20Model%20-Weights-yellow" alt="imagedepth">
|
| 178 |
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</a>
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| 179 |
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<a title="Social" href="https://twitter.com/antonobukhov1" target="_blank" rel="noopener noreferrer" style="display: inline-block;">
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| 180 |
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<img src="https://shields.io/twitter/follow/:?label=Subscribe%20for%20updates!" alt="social">
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| 181 |
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</a>
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| 182 |
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</p>
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| 183 |
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<p align="center" style="margin-top: 0px;">
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| 184 |
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Upload a photo or pick an example below to create stereo space, wait for the result, then watch it in anaglyph, side-by-side, or generated view.
|
| 185 |
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If a quota limit appears, duplicate the space to continue.
|
| 186 |
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</p>
|
| 187 |
+
"""
|
| 188 |
+
)
|
| 189 |
+
|
| 190 |
+
with gr.Row():
|
| 191 |
+
output_mode = Radio(
|
| 192 |
+
choices=["Anaglyph", "Side-by-side", "Input view", "Generated view"],
|
| 193 |
+
value="Anaglyph",
|
| 194 |
+
label=None,
|
| 195 |
+
container=False,
|
| 196 |
+
scale=1,
|
| 197 |
+
elem_classes="horizontal-radio"
|
| 198 |
+
)
|
| 199 |
+
|
| 200 |
+
with gr.Row():
|
| 201 |
+
image = gr.Image(
|
| 202 |
+
type="filepath",
|
| 203 |
+
label="Input/Output Image",
|
| 204 |
+
elem_classes="result-image",
|
| 205 |
+
height=480,
|
| 206 |
+
)
|
| 207 |
+
|
| 208 |
+
outputs_gallery = gr.Gallery(
|
| 209 |
+
visible=False,
|
| 210 |
+
label="Computed Outputs",
|
| 211 |
+
show_label=False,
|
| 212 |
+
value=[],
|
| 213 |
+
)
|
| 214 |
+
|
| 215 |
+
def update_image_from_gallery(gallery_data, current_mode, current_image=None):
|
| 216 |
+
if gallery_data is None or not gallery_data:
|
| 217 |
+
return current_image if current_image is not None else None
|
| 218 |
+
|
| 219 |
+
result = None
|
| 220 |
+
for item in gallery_data:
|
| 221 |
+
if isinstance(item, (list, tuple)) and len(item) >= 2:
|
| 222 |
+
img, label = item[0], item[1]
|
| 223 |
+
if label == current_mode:
|
| 224 |
+
result = img
|
| 225 |
+
break
|
| 226 |
+
elif isinstance(item, str):
|
| 227 |
+
continue
|
| 228 |
+
|
| 229 |
+
if result is None and gallery_data:
|
| 230 |
+
first_item = gallery_data[0]
|
| 231 |
+
if isinstance(first_item, (list, tuple)) and len(first_item) >= 1:
|
| 232 |
+
result = first_item[0]
|
| 233 |
+
elif isinstance(first_item, str):
|
| 234 |
+
result = first_item
|
| 235 |
+
|
| 236 |
+
if result is None:
|
| 237 |
+
return current_image if current_image is not None else None
|
| 238 |
+
|
| 239 |
+
if isinstance(result, Image.Image):
|
| 240 |
+
with tempfile.NamedTemporaryFile(suffix=".png", delete=False) as tmp:
|
| 241 |
+
result.save(tmp.name)
|
| 242 |
+
return tmp.name
|
| 243 |
+
|
| 244 |
+
return result
|
| 245 |
+
|
| 246 |
+
def process_new_image(img, current_mode):
|
| 247 |
+
if img is None:
|
| 248 |
+
placeholder = create_placeholder_image()
|
| 249 |
+
return [], placeholder, gr.update()
|
| 250 |
+
|
| 251 |
+
all_outputs = process_all_modes(img)
|
| 252 |
+
gallery_data = []
|
| 253 |
+
available_modes = []
|
| 254 |
+
for mode_name, mode_image in all_outputs.items():
|
| 255 |
+
gallery_data.append([mode_image, mode_name])
|
| 256 |
+
available_modes.append(mode_name)
|
| 257 |
+
|
| 258 |
+
placeholder = create_placeholder_image()
|
| 259 |
+
radio_value = current_mode if current_mode in available_modes else (available_modes[0] if available_modes else "Anaglyph")
|
| 260 |
+
return gallery_data, placeholder, gr.update(choices=available_modes, value=radio_value)
|
| 261 |
+
|
| 262 |
+
def process_example_simple(img):
|
| 263 |
+
if img is None:
|
| 264 |
+
placeholder = create_placeholder_image()
|
| 265 |
+
return [], placeholder, gr.update()
|
| 266 |
+
|
| 267 |
+
all_outputs = process_all_modes(img)
|
| 268 |
+
|
| 269 |
+
gallery_data = []
|
| 270 |
+
available_modes = []
|
| 271 |
+
for mode_name, mode_image in all_outputs.items():
|
| 272 |
+
gallery_data.append([mode_image, mode_name])
|
| 273 |
+
available_modes.append(mode_name)
|
| 274 |
+
|
| 275 |
+
placeholder = create_placeholder_image()
|
| 276 |
+
radio_value = available_modes[0] if available_modes else "Anaglyph"
|
| 277 |
+
return gallery_data, placeholder, gr.update(choices=available_modes, value=radio_value)
|
| 278 |
+
|
| 279 |
+
def clear_image():
|
| 280 |
+
return None, []
|
| 281 |
+
|
| 282 |
+
examples_list = get_example_images()
|
| 283 |
+
if examples_list:
|
| 284 |
+
def process_example_wrapper(img):
|
| 285 |
+
gallery_data, placeholder_image, radio_update = process_example_simple(img)
|
| 286 |
+
return gallery_data, placeholder_image, radio_update
|
| 287 |
+
|
| 288 |
+
examples_component = gr.Examples(
|
| 289 |
+
examples=examples_list,
|
| 290 |
+
inputs=[image],
|
| 291 |
+
outputs=[outputs_gallery, image, output_mode],
|
| 292 |
+
fn=process_example_wrapper,
|
| 293 |
+
cache_examples=True,
|
| 294 |
+
cache_mode="lazy",
|
| 295 |
+
label="Example Images",
|
| 296 |
+
elem_id="example-images-gallery",
|
| 297 |
+
)
|
| 298 |
+
|
| 299 |
+
def process_upload_wrapper(img, current_mode):
|
| 300 |
+
gallery_data, blocked_image, radio_update = process_new_image(img, current_mode)
|
| 301 |
+
return gallery_data, blocked_image, radio_update
|
| 302 |
+
|
| 303 |
+
upload_event = image.upload(
|
| 304 |
+
fn=process_upload_wrapper,
|
| 305 |
+
inputs=[image, output_mode],
|
| 306 |
+
outputs=[outputs_gallery, image, output_mode]
|
| 307 |
+
)
|
| 308 |
+
|
| 309 |
+
def on_gallery_change(gallery_data, current_mode, current_image):
|
| 310 |
+
if not gallery_data or len(gallery_data) == 0:
|
| 311 |
+
return current_image, gr.update(interactive=True)
|
| 312 |
+
updated_image = update_image_from_gallery(gallery_data, current_mode, current_image)
|
| 313 |
+
return updated_image, gr.update(interactive=True)
|
| 314 |
+
|
| 315 |
+
gallery_change_event = outputs_gallery.change(
|
| 316 |
+
fn=on_gallery_change,
|
| 317 |
+
inputs=[outputs_gallery, output_mode, image],
|
| 318 |
+
outputs=[image, image]
|
| 319 |
+
)
|
| 320 |
+
|
| 321 |
+
def switch_mode_handler(current_mode, gallery_data, current_image):
|
| 322 |
+
updated_image = update_image_from_gallery(gallery_data, current_mode, current_image)
|
| 323 |
+
return updated_image
|
| 324 |
+
|
| 325 |
+
output_mode.change(
|
| 326 |
+
fn=switch_mode_handler,
|
| 327 |
+
inputs=[output_mode, outputs_gallery, image],
|
| 328 |
+
outputs=image
|
| 329 |
+
)
|
| 330 |
+
|
| 331 |
+
image.clear(
|
| 332 |
+
fn=clear_image,
|
| 333 |
+
outputs=[image, outputs_gallery]
|
| 334 |
+
)
|
| 335 |
+
|
| 336 |
+
if __name__ == "__main__":
|
| 337 |
+
demo.queue().launch(
|
| 338 |
+
server_name="0.0.0.0",
|
| 339 |
+
ssr_mode=False,
|
| 340 |
+
css="""
|
| 341 |
+
#example-images-gallery button[class*="gallery-item"][class*="svelte-"] {
|
| 342 |
+
min-width: max(96px, calc(100vw / 8));
|
| 343 |
+
min-height: max(96px, calc(100vw / 8));
|
| 344 |
+
width: max(96px, calc(100vw / 8));
|
| 345 |
+
height: max(96px, calc(100vw / 8));
|
| 346 |
+
}
|
| 347 |
+
#example-images-gallery button[class*="gallery-item"] div[class*="container"] {
|
| 348 |
+
min-width: max(96px, calc(100vw / 8));
|
| 349 |
+
min-height: max(96px, calc(100vw / 8));
|
| 350 |
+
width: max(96px, calc(100vw / 8));
|
| 351 |
+
height: max(96px, calc(100vw / 8));
|
| 352 |
+
}
|
| 353 |
+
#example-images-gallery button[class*="gallery-item"] img {
|
| 354 |
+
min-width: max(96px, calc(100vw / 8));
|
| 355 |
+
min-height: max(96px, calc(100vw / 8));
|
| 356 |
+
width: max(96px, calc(100vw / 8));
|
| 357 |
+
height: max(96px, calc(100vw / 8));
|
| 358 |
+
object-fit: cover;
|
| 359 |
+
}
|
| 360 |
+
""",
|
| 361 |
+
)
|
gradio_patches/__init__.py
ADDED
|
File without changes
|
gradio_patches/radio.py
ADDED
|
@@ -0,0 +1,31 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""
|
| 2 |
+
Workaround for https://github.com/gradio-app/gradio/issues/12564
|
| 3 |
+
"""
|
| 4 |
+
import gradio as gr
|
| 5 |
+
|
| 6 |
+
|
| 7 |
+
class Radio(gr.Radio):
|
| 8 |
+
# Default values for attributes that Block.get_config() and Component.get_config() expect
|
| 9 |
+
_default_attributes = {
|
| 10 |
+
# Block attributes (from Block.__init__)
|
| 11 |
+
'proxy_url': None,
|
| 12 |
+
'rendered_in': None,
|
| 13 |
+
'key': None,
|
| 14 |
+
'visible': True,
|
| 15 |
+
'elem_id': None,
|
| 16 |
+
'elem_classes': [],
|
| 17 |
+
'parent': None,
|
| 18 |
+
'is_rendered': False,
|
| 19 |
+
# Component attributes (from Component.__init__)
|
| 20 |
+
'info': None,
|
| 21 |
+
'server_fns': [],
|
| 22 |
+
'_selectable': False,
|
| 23 |
+
'label': None,
|
| 24 |
+
}
|
| 25 |
+
|
| 26 |
+
def __getattr__(self, name):
|
| 27 |
+
if name not in self._default_attributes:
|
| 28 |
+
raise AttributeError(f"'{self.__class__.__name__}' object has no attribute '{name}'")
|
| 29 |
+
value = self._default_attributes[name]
|
| 30 |
+
setattr(self, name, value)
|
| 31 |
+
return value
|
requirements.txt
ADDED
|
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
diffusers
|
| 2 |
+
einops
|
| 3 |
+
gradio==6.1.0
|
| 4 |
+
jaxtyping
|
| 5 |
+
numpy
|
| 6 |
+
omegaconf
|
| 7 |
+
peft
|
| 8 |
+
Pillow
|
| 9 |
+
torch
|
| 10 |
+
torchvision
|
| 11 |
+
transformers
|
| 12 |
+
spaces
|