Really shoulda started version control a while ago....
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commit
d20f1aa01d
10 changed files with 2495 additions and 0 deletions
8
.idea/.gitignore
vendored
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8
.idea/.gitignore
vendored
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# Default ignored files
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/shelf/
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/workspace.xml
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# Editor-based HTTP Client requests
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/httpRequests/
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# Datasource local storage ignored files
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/dataSources/
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/dataSources.local.xml
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6
.idea/inspectionProfiles/profiles_settings.xml
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6
.idea/inspectionProfiles/profiles_settings.xml
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<component name="InspectionProjectProfileManager">
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<settings>
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<option name="USE_PROJECT_PROFILE" value="false" />
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<version value="1.0" />
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</settings>
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</component>
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4
.idea/misc.xml
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4
.idea/misc.xml
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<?xml version="1.0" encoding="UTF-8"?>
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<project version="4">
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<component name="ProjectRootManager" version="2" project-jdk-name="Poetry (TextureSynthesis-StyleSwap) (2)" project-jdk-type="Python SDK" />
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</project>
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8
.idea/modules.xml
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8
.idea/modules.xml
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<?xml version="1.0" encoding="UTF-8"?>
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<project version="4">
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<component name="ProjectModuleManager">
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<modules>
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<module fileurl="file://$PROJECT_DIR$/.idea/pythonProject.iml" filepath="$PROJECT_DIR$/.idea/pythonProject.iml" />
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</modules>
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</component>
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</project>
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6
.idea/other.xml
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6
.idea/other.xml
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<?xml version="1.0" encoding="UTF-8"?>
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<project version="4">
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<component name="PySciProjectComponent">
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<option name="PY_SCI_VIEW_SUGGESTED" value="true" />
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</component>
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</project>
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10
.idea/pythonProject.iml
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10
.idea/pythonProject.iml
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<?xml version="1.0" encoding="UTF-8"?>
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<module type="PYTHON_MODULE" version="4">
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<component name="NewModuleRootManager">
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<content url="file://$MODULE_DIR$">
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<excludeFolder url="file://$MODULE_DIR$/venv" />
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</content>
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<orderEntry type="jdk" jdkName="Poetry (TextureSynthesis-StyleSwap) (2)" jdkType="Python SDK" />
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<orderEntry type="sourceFolder" forTests="false" />
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</component>
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</module>
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6
.idea/vcs.xml
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6
.idea/vcs.xml
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<?xml version="1.0" encoding="UTF-8"?>
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<project version="4">
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<component name="VcsDirectoryMappings">
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<mapping directory="$PROJECT_DIR$" vcs="Git" />
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</component>
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</project>
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49
main.py
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49
main.py
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import os
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from pathlib import Path
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from typing import Optional
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import tensorflow_hub as hub
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import tensorflow as tf
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from keras import backend as be
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from matplotlib import pyplot as plt
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import numpy as np
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import cv2
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model = hub.load('https://tfhub.dev/google/magenta/arbitrary-image-stylization-v1-256/2')
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def load_image(img_path: str) -> (Optional[Path], Optional[object]):
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if os.path.isfile(img_path):
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img = tf.io.read_file(img_path)
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img = tf.image.decode_image(img, channels=3)
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img = tf.image.convert_image_dtype(img, tf.float32)
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img = img[tf.newaxis, :]
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return Path(img_path), img
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else:
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print(f"Couldn't find {img_path}!")
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return None, None
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while True:
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content_image = None
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content_path: Optional[Path] = None
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# while content_image is None:
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# content_path, content_image = load_image(f'inputs/{input("Content image: ")}')
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# style_image, style_path = None, None
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# while style_image is None:
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# style_path, style_image = load_image(f'styles/{input("Style image: ")}')
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style_path, style_image = load_image(f'styles/{input("Style image: ")}')
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print("Processing...")
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for file in os.listdir("inputs"):
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content_path, content_image = load_image(f'inputs/{file}')
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stylized_image = model(tf.constant(content_image), tf.constant(style_image))[0]
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out = "outputs/" + style_path.stem + "_" + content_path.stem + ".jpg"
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cv2.imwrite(out, cv2.cvtColor(np.squeeze(stylized_image) * 255, cv2.COLOR_BGR2RGB))
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print(f"Done! Wrote file to {out}.")
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be.clear_session()
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tf.keras.backend.clear_session()
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# stylized_image = model(tf.constant(content_image), tf.constant(style_image))[0]
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# out = "outputs/" + os.path.splitext(content_path.name)[0] + "_" + os.path.splitext(style_path.name)[0] + ".jpg"
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# cv2.imwrite(out, cv2.cvtColor(np.squeeze(stylized_image) * 255, cv2.COLOR_BGR2RGB))
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# print(f"Done! Wrote file to {out}.")
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2377
poetry.lock
generated
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2377
poetry.lock
generated
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21
pyproject.toml
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21
pyproject.toml
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[tool.poetry]
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name = "texturesynthesis-styleswap"
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version = "0.1.0"
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description = ""
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authors = ["Your Name <you@example.com>"]
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[tool.poetry.dependencies]
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python = "~3.9"
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numpy = "^1.21.4"
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tensorflow = "^2.7.0"
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tensorflow-hub = "^0.12.0"
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matplotlib = "^3.5.1"
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opencv-python = "^4.5.4"
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ipython = "^7.30.1"
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jupyter = "^1.0.0"
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[tool.poetry.dev-dependencies]
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[build-system]
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requires = ["poetry-core>=1.0.0"]
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build-backend = "poetry.core.masonry.api"
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