Commit
·
33a4bc0
1
Parent(s):
fea6c63
demo update
Browse files
demo.py
CHANGED
@@ -18,14 +18,11 @@ from PIL import Image
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import httplib2
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-
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#################################################################################################################################################
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# Authentication
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#################################################################################################################################################
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-
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-
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# read secret api key
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FIREBASE_API_KEY = os.environ['FirebaseSecret']
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FIREBASE_URL = os.environ['FirebaseURL']
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@@ -40,20 +37,23 @@ SCOPES = ["https://www.googleapis.com/auth/drive"]
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class Experiment():
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def __init__(self,
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self.
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self.corrupted = corrupted
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self.options = options
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self.selected_image = selected_image
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self.initialized = initialized
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def to_dict(self):
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return {
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"
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"
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"options": [img["name"] for img in self.options],
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"selected_image": self.selected_image,
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"algo": self.options[self.selected_image]["algo"]
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}
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def to_pil(self):
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@@ -75,8 +75,8 @@ class Experiment():
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class App():
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NUM_THREADS =
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NUM_TO_SCHEDULE =
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def __init__(self):
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self.init_remote()
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@@ -132,16 +132,16 @@ class App():
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corrupted = self.current_experiment.corrupted
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images = self.current_experiment.options
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self.corrupted_component = gr.Image(value=corrupted["pil"], label=
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self.img_components = [
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gr.Image(value=img["pil"], label=f"{i}", show_label=
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for i, img in enumerate(images)
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]
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selected_index = self.current_experiment.selected_image
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if selected_index is not None:
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self.img_components[selected_index] = (
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gr.Image(value=images[selected_index]["pil"], label=f"{selected_index}", show_label=
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)
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return [*self.img_components, self.corrupted_component]
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@@ -150,8 +150,9 @@ class App():
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self.current_experiment.selected_image = int(evt.target.label)
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return self.build_components_from_experiment()
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def save(self):
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self.next_experiment()
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self.build_components_from_experiment()
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return [*self.img_components, self.corrupted_component]
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@@ -161,13 +162,15 @@ class App():
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# API calls
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#################################################################################################################################################
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def save_to_firebase(experiment, firebase_data_ref):
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if experiment is None or experiment.selected_image is None:
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gr.Warning("You must select an image before submitting")
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return False
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firebase_data_ref.push({
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**experiment.to_dict(),
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"timestamp": datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S"),
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})
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@@ -177,9 +180,27 @@ def save_to_firebase(experiment, firebase_data_ref):
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def list_folders(service):
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folders = []
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results = (
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service.files()
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.list(pageSize=50, fields="nextPageToken, files(id, name)", orderBy="name", q="mimeType='application/vnd.google-apps.folder' and
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.execute()
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)
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folders.extend(results.get("files", []))
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@@ -188,7 +209,7 @@ def list_folders(service):
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page_token = results["nextPageToken"]
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results = (
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service.files()
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.list(pageSize=50, fields="nextPageToken, files(id, name)", orderBy="name", q="mimeType='application/vnd.google-apps.folder' and
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.execute()
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)
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folders.extend(results.get("files", []))
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@@ -235,17 +256,28 @@ def schedule_downloads(service, q_to_download, q_requested):
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break
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print("Scheduling new experiment")
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folders = list_folders(service)
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# sample a random
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folder = random.choice(folders)
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#
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subfolders = list_files_in_folder(service, folder, filter_="mimeType='application/vnd.google-apps.folder'")
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# the results should be 2 subfolders: SDEdit and ODEdit
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odedit_subfolder = [
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sdedit_subfolder = [
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odedit_files = list_files_in_folder(service, odedit_subfolder)
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sdedit_files = list_files_in_folder(service, sdedit_subfolder)
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@@ -256,11 +288,11 @@ def schedule_downloads(service, q_to_download, q_requested):
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selected_sdedit_files = random.sample(sdedit_files, k=5)
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selected_sdedit_files = [{**file, "algo": "SDEdit"} for file in selected_sdedit_files]
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corrupted_file = list_files_in_folder(service,
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selected_files = [*selected_odedit_files, *selected_sdedit_files]
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experiment = Experiment(folder["name"], corrupted_file, selected_files)
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q_to_download.put(experiment)
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q_requested.task_done()
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@@ -298,8 +330,9 @@ def download_thread(service, q_to_download, q_processed):
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css = """
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#unsel {border: solid 5px transparent !important; border-radius: 15px !important}
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#sel {border: solid 5px #00c0ff !important; border-radius: 15px !important}
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#
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#
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"""
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def build_demo():
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@@ -307,24 +340,25 @@ def build_demo():
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with gr.Blocks(title="Unsupervised Image Editing", css=css) as demo:
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with gr.Row():
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corrupted_component = gr.Image(label="corr", elem_id="
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with gr.Column(scale=3):
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gr.Markdown("<div style='width: 100%'><h1 style='text-align: center; display: inline-block; width: 100%'>The sample on the left is a corrupted image</h1></div>"
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gr.Markdown("<div style='width: 100%'><h3 style='text-align: center; display: inline-block; width: 100%'>Below are decorrupted versions sampled from various models. Click on the picture you like best</h3></div>"
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img_components = []
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with gr.Row():
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for i, img in enumerate(app.img_components[:5]):
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img_components.append(gr.Image(label=f"{i}", elem_id="unsel"))
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with gr.Row():
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for i, img in enumerate(app.img_components[5:]):
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img_components.append(gr.Image(label=f"{i+5}", elem_id="unsel"))
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for img in img_components:
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img.select(app.on_select, None, img_components, show_progress="hidden")
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import httplib2
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#################################################################################################################################################
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# Authentication
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#################################################################################################################################################
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# read secret api key
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FIREBASE_API_KEY = os.environ['FirebaseSecret']
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FIREBASE_URL = os.environ['FirebaseURL']
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class Experiment():
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def __init__(self, corruption, image_id, corrupted, options, selected_image=None, initialized=False):
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self.corruption = corruption
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self.image_id = image_id
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self.corrupted = corrupted
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self.options = options
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self.selected_image = selected_image
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self.initialized = initialized
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def to_dict(self, custom_algo=None):
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return {
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"corruption": self.corruption,
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"image_number": self.image_id,
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"dataset": "CelebA",
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"corrupted_filename": self.corrupted["name"],
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"options": [img["name"] for img in self.options],
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"selected_image": "None" if custom_algo else self.selected_image,
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"algo": custom_algo if custom_algo is not None else self.options[self.selected_image]["algo"]
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}
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def to_pil(self):
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class App():
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NUM_THREADS = 16
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NUM_TO_SCHEDULE = 10
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def __init__(self):
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self.init_remote()
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corrupted = self.current_experiment.corrupted
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images = self.current_experiment.options
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self.corrupted_component = gr.Image(value=corrupted["pil"], label=self.current_experiment.corruption, show_label=True, show_download_button=False, elem_id="corrupted")
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self.img_components = [
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gr.Image(value=img["pil"], label=f"{i}", show_label=False, show_download_button=False, elem_id="unsel")
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for i, img in enumerate(images)
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]
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selected_index = self.current_experiment.selected_image
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if selected_index is not None:
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self.img_components[selected_index] = (
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gr.Image(value=images[selected_index]["pil"], label=f"{selected_index}", show_label=False, show_download_button=False, elem_id="sel")
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)
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return [*self.img_components, self.corrupted_component]
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self.current_experiment.selected_image = int(evt.target.label)
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return self.build_components_from_experiment()
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def save(self, mode):
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print(f"Saving experiment with mode {mode}")
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if save_to_firebase(self.current_experiment, self.firebase_data_ref, mode=mode):
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self.next_experiment()
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self.build_components_from_experiment()
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return [*self.img_components, self.corrupted_component]
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# API calls
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#################################################################################################################################################
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def save_to_firebase(experiment: Experiment, firebase_data_ref, mode):
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if mode == "save" and (experiment is None or experiment.selected_image is None):
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gr.Warning("You must select an image before submitting")
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return False
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if mode == "skip":
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experiment.selected_image = None
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firebase_data_ref.push({
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**experiment.to_dict(custom_algo=mode if mode == "skip" else None),
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"timestamp": datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S"),
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})
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def list_folders(service):
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folders = []
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corruptions = [
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"brightness",
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"elastic_transform",
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"frost",
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"impulse_noise",
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"masking_random_color",
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"shot_noise",
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"speckle_noise",
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"contrast",
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"fog",
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"gaussian_noise",
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"latent",
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"masking_vline_random_color",
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"spatter"
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]
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name_query = "(" + " or ".join([f"name contains '{c}'" for c in corruptions]) + ")"
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results = (
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service.files()
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.list(pageSize=50, fields="nextPageToken, files(id, name)", orderBy="name", q=f"mimeType='application/vnd.google-apps.folder' and {name_query}")
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.execute()
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)
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folders.extend(results.get("files", []))
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page_token = results["nextPageToken"]
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results = (
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service.files()
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.list(pageSize=50, fields="nextPageToken, files(id, name)", orderBy="name", q=f"mimeType='application/vnd.google-apps.folder' and {name_query}", pageToken=page_token)
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.execute()
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)
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folders.extend(results.get("files", []))
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break
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print("Scheduling new experiment")
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# this should give a list of top-level folders of corruption types
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folders = list_folders(service)
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# print(f"Found {len(folders)} folders")
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# print(folders)
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# sample a random corruption from folders
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folder = random.choice(folders)
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# inside the corruption folders, there should be one folder per image id
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subfolders = list_files_in_folder(service, folder, filter_="mimeType='application/vnd.google-apps.folder'")
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# print(f"Found {len(subfolders)} subfolders")
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# print(subfolders)
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# sample a random image from subfolders
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subfolder = random.choice(subfolders)
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# list subsubfolders in the subfolder
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subsubfolders = list_files_in_folder(service, subfolder, filter_="mimeType='application/vnd.google-apps.folder'")
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# the results should be 2 subfolders: SDEdit and ODEdit
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odedit_subfolder = [f for f in subsubfolders if "ode" in f["name"]][0]
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sdedit_subfolder = [f for f in subsubfolders if "sde" in f["name"]][0]
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odedit_files = list_files_in_folder(service, odedit_subfolder)
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sdedit_files = list_files_in_folder(service, sdedit_subfolder)
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selected_sdedit_files = random.sample(sdedit_files, k=5)
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selected_sdedit_files = [{**file, "algo": "SDEdit"} for file in selected_sdedit_files]
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corrupted_file = list_files_in_folder(service, subfolder, filter_="mimeType contains 'image/'")[0]
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selected_files = [*selected_odedit_files, *selected_sdedit_files]
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experiment = Experiment(folder["name"], subfolder["name"], corrupted_file, selected_files)
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q_to_download.put(experiment)
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q_requested.task_done()
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css = """
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#unsel {border: solid 5px transparent !important; border-radius: 15px !important}
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#sel {border: solid 5px #00c0ff !important; border-radius: 15px !important}
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#corrupted {margin-left: 5%; margin-right: 5%; padding: 0 !important}
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#reducedHeight {height: 10px !important}
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#padded {padding-left: 2%; padding-right: 2%}
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"""
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def build_demo():
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with gr.Blocks(title="Unsupervised Image Editing", css=css) as demo:
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with gr.Row(elem_id="padded"):
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corrupted_component = gr.Image(label="corr", elem_id="corrupted", show_label=False, show_download_button=False)
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with gr.Column(scale=3, elem_id="padded"):
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gr.Markdown("<div style='width: 100%'><h1 style='text-align: center; display: inline-block; width: 100%'>The sample on the left is a corrupted image</h1></div>")
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gr.Markdown("<div style='width: 100%'><h3 style='text-align: center; display: inline-block; width: 100%'>Below are decorrupted versions sampled from various models. Click on the picture you like best</h3></div>")
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btn_skip = gr.Button("I have no preference")
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btn_submit = gr.Button("Submit preference")
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img_components = []
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with gr.Row():
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for i, img in enumerate(app.img_components[:5]):
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img_components.append(gr.Image(label=f"{i}", elem_id="unsel", show_label=False, show_download_button=False))
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with gr.Row():
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for i, img in enumerate(app.img_components[5:]):
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img_components.append(gr.Image(label=f"{i+5}", elem_id="unsel", show_label=False, show_download_button=False))
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btn_skip.click(partial(app.save, mode="skip"), None, [*img_components, corrupted_component])
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btn_submit.click(partial(app.save, mode="save"), None, [*img_components, corrupted_component])
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for img in img_components:
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img.select(app.on_select, None, img_components, show_progress="hidden")
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