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Update app.py
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app.py
CHANGED
@@ -1,5 +1,8 @@
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import gradio as gr
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import earthview as ev
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import os
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import json
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import utils
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@@ -7,8 +10,11 @@ from pandas import DataFrame
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# --- Configuration ---
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DATASET_SUBSET = "satellogic"
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LABELED_DATA_FILE = "labeled_data.json"
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SAMPLE_SEED = 10 # The seed to use when sampling the dataset for the demo.
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# --- Load Dataset ---
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dataset = ev.load_dataset(DATASET_SUBSET, shards=[SAMPLE_SEED])
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@@ -35,14 +41,30 @@ def get_next_sample():
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print("No more samples in the dataset.")
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return None
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# --- Save Labeled Data ---
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def save_labeled_data(label, state):
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global labeled_data
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sample = state["sample"]
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if sample is None:
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return "No image to label", DataFrame()
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labeled_data.append({
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"image": image_bytes,
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"metadata": sample["metadata"],
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@@ -55,45 +77,91 @@ def save_labeled_data(label, state):
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new_sample = get_next_sample()
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if new_sample is None:
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state["sample"] = None
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return "Dataset exhausted.", DataFrame()
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state["sample"] = new_sample
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new_metadata = new_sample["metadata"]
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new_metadata["map"] = f'<a href="{utils.get_google_map_link(new_sample, DATASET_SUBSET)}" target="_blank">🧭</a>'
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return "", DataFrame([new_metadata])
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# --- Gradio Interface ---
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def labeling_ui():
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state = gr.State({"sample": None, "subset": DATASET_SUBSET})
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with gr.Row():
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return {"sample": sample, "subset": DATASET_SUBSET}, DataFrame([metadata])
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outputs=[gr.Textbox(label="Debug"), table]
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)
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not_cool_button.click(
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fn=lambda label, state: save_labeled_data(label, state),
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inputs=[gr.Textbox(visible=False, value="not cool"), state],
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outputs=[gr.Textbox(label="Debug"), table]
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)
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# --- Main Interface ---
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with gr.Blocks() as demo:
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@@ -101,5 +169,7 @@ with gr.Blocks() as demo:
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with gr.Tabs():
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with gr.TabItem("Labeling"):
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labeling_ui()
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demo.launch(debug=True)
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import gradio as gr
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import earthview as ev
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from PIL import Image
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import numpy as np
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import random
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import os
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import json
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import utils
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# --- Configuration ---
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DATASET_SUBSET = "satellogic"
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NUM_SAMPLES_TO_LABEL = 100 # You can adjust this
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LABELED_DATA_FILE = "labeled_data.json"
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DISPLAY_N_COOL = 5 # How many "cool" examples to display alongside each new image.
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SAMPLE_SEED = 10 # The seed to use when sampling the dataset for the demo.
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BATCH_SIZE = 10
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# --- Load Dataset ---
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dataset = ev.load_dataset(DATASET_SUBSET, shards=[SAMPLE_SEED])
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print("No more samples in the dataset.")
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return None
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def get_images(batch_size, state):
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subset = state["subset"]
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images = []
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metadatas = []
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for _ in range(batch_size):
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sample = get_next_sample()
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if sample is None:
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break
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image = sample["rgb"][0]
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metadata = sample["metadata"]
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metadata["map"] = f'<a href="{utils.get_google_map_link(sample, subset)}" target="_blank">🧭</a>'
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images.append(image)
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metadatas.append(metadata)
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return images, DataFrame(metadatas)
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# --- Save Labeled Data ---
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def save_labeled_data(label, state):
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global labeled_data
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sample = state["sample"]
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if sample is None:
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return "No image to label", None, DataFrame()
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image = sample["rgb"][0]
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image_bytes = image.convert("RGB").tobytes()
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labeled_data.append({
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"image": image_bytes,
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"metadata": sample["metadata"],
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new_sample = get_next_sample()
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if new_sample is None:
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state["sample"] = None
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return "Dataset exhausted.", [], DataFrame()
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state["sample"] = new_sample
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new_image = new_sample["rgb"][0]
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new_metadata = new_sample["metadata"]
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new_metadata["map"] = f'<a href="{utils.get_google_map_link(new_sample, DATASET_SUBSET)}" target="_blank">🧭</a>'
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return "", [new_image], DataFrame([new_metadata]) # Return a list of image data
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# --- Gradio Interface ---
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# --- Labeling UI ---
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def labeling_ui():
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state = gr.State({"sample": None, "subset": DATASET_SUBSET})
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with gr.Row():
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with gr.Column():
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gallery = gr.Gallery(label="Satellite Image", interactive=False, columns=1, object_fit="scale-down")
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with gr.Row():
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cool_button = gr.Button("Cool")
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not_cool_button = gr.Button("Not Cool")
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table = gr.DataFrame(datatype="html")
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def initialize_labeling_ui():
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sample = get_next_sample()
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images, metadata = get_images(1, {"sample": None, "subset": DATASET_SUBSET})
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return sample, images, metadata
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initial_sample, initial_images, initial_metadata = initialize_labeling_ui()
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gallery.value = initial_images # Initialize with a list of images
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table.value = initial_metadata
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state.value = {"sample": initial_sample, "subset": DATASET_SUBSET}
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cool_button.click(
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fn=lambda label, state: save_labeled_data(label, state),
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inputs=[gr.Textbox(visible=False, value="cool"), state],
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outputs=[gr.Textbox(label="Debug"), gallery, table]
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)
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not_cool_button.click(
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fn=lambda label, state: save_labeled_data(label, state),
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inputs=[gr.Textbox(visible=False, value="not cool"), state],
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outputs=[gr.Textbox(label="Debug"), gallery, table]
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)
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# --- Display UI ---
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def display_ui():
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def get_random_cool_images(n):
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cool_samples = [d for d in labeled_data if d["label"] == "cool"]
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return [Image.frombytes("RGB", (384, 384), s["image"]) for s in cool_samples] if len(cool_samples) >= n else []
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def get_new_unlabeled_image():
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global data_iter
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try:
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sample = next(data_iter)
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sample = ev.item_to_images(DATASET_SUBSET, sample)
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return sample["rgb"][0], json.dumps(sample["metadata"]["bounds"])
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except StopIteration:
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print("No more samples in the dataset.")
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return None, None
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def refresh_display():
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new_image, new_metadata = get_new_unlabeled_image()
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cool_images = get_random_cool_images(DISPLAY_N_COOL)
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if new_image is None:
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return "No more samples", None, []
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return "", new_image, cool_images
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with gr.Row():
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new_image_component = gr.Image(label="New Image", type="pil")
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metadata_display = gr.Textbox(label="Metadata (Bounds)")
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with gr.Row():
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cool_images_gallery = gr.Gallery(label="Cool Examples", value=[], columns=DISPLAY_N_COOL)
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refresh_button = gr.Button("Refresh")
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refresh_button.click(
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fn=refresh_display,
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inputs=[],
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outputs=[gr.Textbox(label="Debug"), new_image_component, cool_images_gallery]
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)
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def initialize_display_ui():
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debug, image, gallery = refresh_display()
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return debug, image, gallery
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debug, initial_image, initial_gallery = initialize_display_ui()
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new_image_component.value = initial_image
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cool_images_gallery.value = initial_gallery
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# --- Main Interface ---
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with gr.Blocks() as demo:
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with gr.Tabs():
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with gr.TabItem("Labeling"):
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labeling_ui()
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with gr.TabItem("Display"):
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display_ui()
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demo.launch(debug=True)
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