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Merge branch 'feat/download-segment-zip' into 'main'
Browse filesAdd Segmentation Editing tab with 5-row layout
See merge request sonne-technology/bsod-tv/waveform-matching-gradio-front-end!27
- app.py +556 -27
- requirements.txt +2 -0
app.py
CHANGED
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@@ -8,11 +8,16 @@
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import os
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import re
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import cv2
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import time
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import base64
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import modal
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import logging
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import gradio as gr
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logging.basicConfig(level=logging.DEBUG)
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logger = logging.getLogger(__name__)
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@@ -189,6 +194,7 @@ def submit_magic_code(magic_code):
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gr.update(visible=False),
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gr.update(visible=False),
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gr.update(visible=False),
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gr.update(visible=False)
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)
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@@ -199,6 +205,7 @@ def submit_magic_code(magic_code):
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gr.update(visible=True),
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gr.update(visible=True),
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gr.update(visible=True),
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gr.update(visible=True)
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)
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@@ -210,6 +217,7 @@ def submit_magic_code(magic_code):
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gr.update(visible=False),
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gr.update(visible=False),
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gr.update(visible=False),
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gr.update(visible=False)
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)
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@@ -221,33 +229,360 @@ def submit_magic_code(magic_code):
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gr.update(visible=False),
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gr.update(visible=False),
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gr.update(visible=False),
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gr.update(visible=False)
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)
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-
def
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"""
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"""
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def
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"""
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-
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"""
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if not segment_id:
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return "No segment selected"
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logger.info(f"Download requested for segment: {segment_id}")
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-
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# Create a professional Gradio interface using the Golden ratio (1.618) for proportions
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padding: 15px;
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}
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}
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"""
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# Create a Blocks interface for more customization
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with gr.Tab("Segmentation Editing"):
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gr.Markdown("### Segmentation Editing Workspace")
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# Row 1: Magic Code textbox + Submit button
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with gr.Row(elem_classes="input-section"):
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with gr.Column(scale=3):
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info="Select a segment to edit"
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)
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-
# Row 3:
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with gr.Row(elem_classes="input-section", visible=False) as
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seg_image_editor = gr.ImageEditor(
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label="Image Click Segmentation",
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type="pil",
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brush=gr.Brush(colors=["#FF0000"], color_mode="fixed")
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)
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-
# Row
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with gr.Row(elem_classes="input-section", visible=False) as
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seg_frame_slider = gr.Slider(
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minimum=0,
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maximum=100,
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info="Select video frame to segment"
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)
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# Row
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with gr.Row(visible=False) as
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seg_download_btn = gr.Button("Download Segment", variant="secondary")
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# Wire Content Moderation processing
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cm_process_btn.click(
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seg_submit_btn.click(
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fn=submit_magic_code,
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inputs=[seg_magic_code],
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outputs=[seg_id_dropdown, seg_magic_code, seg_row2,
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)
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seg_id_dropdown.change(
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fn=
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inputs=[seg_id_dropdown,
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outputs=[seg_image_editor]
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)
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seg_frame_slider.change(
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fn=load_segment_frame,
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inputs=[seg_id_dropdown, seg_frame_slider],
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outputs=[seg_image_editor]
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)
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seg_download_btn.click(
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fn=download_segment,
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inputs=[seg_id_dropdown,
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outputs=[
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)
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if __name__ == "__main__":
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import os
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import re
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import cv2
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+
import io
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import time
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import base64
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import modal
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import logging
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+
import tempfile
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+
import numpy as np
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import gradio as gr
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+
from PIL import Image
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from typing import Dict, Optional, Tuple
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logging.basicConfig(level=logging.DEBUG)
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logger = logging.getLogger(__name__)
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gr.update(visible=False),
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gr.update(visible=False),
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gr.update(visible=False),
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+
gr.update(visible=False),
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gr.update(visible=False)
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)
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gr.update(visible=True),
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gr.update(visible=True),
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gr.update(visible=True),
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+
gr.update(visible=True),
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gr.update(visible=True)
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)
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gr.update(visible=False),
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gr.update(visible=False),
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gr.update(visible=False),
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+
gr.update(visible=False),
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gr.update(visible=False)
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)
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gr.update(visible=False),
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gr.update(visible=False),
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gr.update(visible=False),
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+
gr.update(visible=False),
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gr.update(visible=False)
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)
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+
def download_segment_files(magic_code: str, segment_id: str) -> Tuple[Dict[int, Image.Image], Dict[int, Image.Image], int]:
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"""
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| 239 |
+
Download all frame images and alpha masks for a given segment from Modal volume.
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+
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+
Returns:
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+
frames_dict: Dict mapping frame_index -> PIL.Image (original frames)
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| 243 |
+
masks_dict: Dict mapping frame_index -> PIL.Image (alpha masks)
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| 244 |
+
max_frame: Maximum frame index found
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"""
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+
try:
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modal_volume_name = os.environ['MODERATION_MODAL_VOLUME']
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| 248 |
+
volume = modal.Volume.from_name(modal_volume_name)
|
| 249 |
+
|
| 250 |
+
segment_path = f"/{magic_code}/{segment_id}"
|
| 251 |
+
frames_dict = {}
|
| 252 |
+
masks_dict = {}
|
| 253 |
+
|
| 254 |
+
logger.info(f"Downloading files from {segment_path}")
|
| 255 |
+
|
| 256 |
+
# List all files in the segment directory
|
| 257 |
+
try:
|
| 258 |
+
files = list(volume.listdir(segment_path))
|
| 259 |
+
except Exception as e:
|
| 260 |
+
logger.error(f"Failed to list segment directory: {e}")
|
| 261 |
+
return {}, {}, 0
|
| 262 |
+
|
| 263 |
+
# Parse filenames and download
|
| 264 |
+
frame_pattern = re.compile(r'^frame_(\d+)\.(jpg|png)$')
|
| 265 |
+
alpha_pattern = re.compile(r'^alpha_frame_(\d+)\.png$')
|
| 266 |
+
|
| 267 |
+
for entry in files:
|
| 268 |
+
if entry.type != modal.volume.FileEntryType.FILE:
|
| 269 |
+
continue
|
| 270 |
+
|
| 271 |
+
filename = os.path.basename(entry.path)
|
| 272 |
+
|
| 273 |
+
# Check if it's a frame file
|
| 274 |
+
frame_match = frame_pattern.match(filename)
|
| 275 |
+
if frame_match:
|
| 276 |
+
frame_idx = int(frame_match.group(1))
|
| 277 |
+
try:
|
| 278 |
+
# Download frame
|
| 279 |
+
file_data = volume.read_file(f"{segment_path}/{filename}")
|
| 280 |
+
img = Image.open(io.BytesIO(file_data))
|
| 281 |
+
frames_dict[frame_idx] = img.copy()
|
| 282 |
+
logger.debug(f"Downloaded frame {frame_idx}")
|
| 283 |
+
except Exception as e:
|
| 284 |
+
logger.error(f"Failed to download {filename}: {e}")
|
| 285 |
+
continue
|
| 286 |
+
|
| 287 |
+
# Check if it's an alpha mask file
|
| 288 |
+
alpha_match = alpha_pattern.match(filename)
|
| 289 |
+
if alpha_match:
|
| 290 |
+
frame_idx = int(alpha_match.group(1))
|
| 291 |
+
try:
|
| 292 |
+
# Download alpha mask
|
| 293 |
+
file_data = volume.read_file(f"{segment_path}/{filename}")
|
| 294 |
+
img = Image.open(io.BytesIO(file_data))
|
| 295 |
+
masks_dict[frame_idx] = img.copy()
|
| 296 |
+
logger.debug(f"Downloaded alpha mask {frame_idx}")
|
| 297 |
+
except Exception as e:
|
| 298 |
+
logger.error(f"Failed to download {filename}: {e}")
|
| 299 |
+
continue
|
| 300 |
+
|
| 301 |
+
max_frame = max(frames_dict.keys()) if frames_dict else 0
|
| 302 |
+
logger.info(f"Downloaded {len(frames_dict)} frames and {len(masks_dict)} masks. Max frame: {max_frame}")
|
| 303 |
+
|
| 304 |
+
return frames_dict, masks_dict, max_frame
|
| 305 |
+
|
| 306 |
+
except Exception as e:
|
| 307 |
+
logger.error(f"Error downloading segment files: {e}")
|
| 308 |
+
return {}, {}, 0
|
| 309 |
+
|
| 310 |
+
|
| 311 |
+
def composite_image_with_mask(frame: Image.Image, mask: Optional[Image.Image], show_mask: bool) -> Image.Image:
|
| 312 |
+
"""
|
| 313 |
+
Composite the original frame with the alpha mask overlay.
|
| 314 |
+
|
| 315 |
+
Args:
|
| 316 |
+
frame: Original RGB/RGBA image
|
| 317 |
+
mask: Alpha mask (grayscale or RGBA)
|
| 318 |
+
show_mask: Whether to show the mask overlay
|
| 319 |
+
|
| 320 |
+
Returns:
|
| 321 |
+
Composited PIL Image
|
| 322 |
+
"""
|
| 323 |
+
if not show_mask or mask is None:
|
| 324 |
+
return frame.copy()
|
| 325 |
+
|
| 326 |
+
# Convert frame to RGBA if needed
|
| 327 |
+
if frame.mode != 'RGBA':
|
| 328 |
+
frame_rgba = frame.convert('RGBA')
|
| 329 |
+
else:
|
| 330 |
+
frame_rgba = frame.copy()
|
| 331 |
+
|
| 332 |
+
# Convert mask to 'L' (grayscale) if needed
|
| 333 |
+
if mask.mode != 'L':
|
| 334 |
+
mask_gray = mask.convert('L')
|
| 335 |
+
else:
|
| 336 |
+
mask_gray = mask.copy()
|
| 337 |
+
|
| 338 |
+
# Resize mask to match frame if needed
|
| 339 |
+
if mask_gray.size != frame_rgba.size:
|
| 340 |
+
mask_gray = mask_gray.resize(frame_rgba.size, Image.Resampling.LANCZOS)
|
| 341 |
+
|
| 342 |
+
# Create a colored overlay (semi-transparent red)
|
| 343 |
+
overlay = Image.new('RGBA', frame_rgba.size, (255, 0, 0, 128))
|
| 344 |
+
|
| 345 |
+
# Use mask as alpha channel for the overlay
|
| 346 |
+
overlay.putalpha(mask_gray)
|
| 347 |
+
|
| 348 |
+
# Composite
|
| 349 |
+
result = Image.alpha_composite(frame_rgba, overlay)
|
| 350 |
+
|
| 351 |
+
return result
|
| 352 |
+
|
| 353 |
+
|
| 354 |
+
def load_segment_frame(segment_id, frame_number, show_mask, magic_code_state, frames_state, masks_state):
|
| 355 |
+
"""
|
| 356 |
+
Load and display a specific frame with optional alpha mask overlay.
|
| 357 |
+
"""
|
| 358 |
+
if not segment_id or frames_state is None:
|
| 359 |
+
return None, gr.update()
|
| 360 |
+
|
| 361 |
+
frames_dict = frames_state
|
| 362 |
+
masks_dict = masks_state
|
| 363 |
|
| 364 |
+
frame_idx = int(frame_number)
|
| 365 |
+
|
| 366 |
+
if frame_idx not in frames_dict:
|
| 367 |
+
logger.warning(f"Frame {frame_idx} not found in downloaded frames")
|
| 368 |
+
return None, gr.update()
|
| 369 |
+
|
| 370 |
+
frame = frames_dict[frame_idx]
|
| 371 |
+
mask = masks_dict.get(frame_idx, None)
|
| 372 |
+
|
| 373 |
+
# Composite image with mask
|
| 374 |
+
result_image = composite_image_with_mask(frame, mask, show_mask)
|
| 375 |
+
|
| 376 |
+
logger.info(f"Loaded frame {frame_idx} with mask overlay: {show_mask}")
|
| 377 |
+
|
| 378 |
+
return result_image, gr.update()
|
| 379 |
+
|
| 380 |
+
|
| 381 |
+
def handle_keyboard_navigation(key_code, segment_id, current_frame, show_mask, magic_code_state, frames_state, masks_state):
|
| 382 |
+
"""
|
| 383 |
+
Handle left/right arrow key navigation for frame slider.
|
| 384 |
+
|
| 385 |
+
Args:
|
| 386 |
+
key_code: JavaScript key code ('ArrowLeft' or 'ArrowRight')
|
| 387 |
+
segment_id: Current segment ID
|
| 388 |
+
current_frame: Current frame number
|
| 389 |
+
show_mask: Whether to show alpha mask overlay
|
| 390 |
+
magic_code_state: Magic code state
|
| 391 |
+
frames_state: Frames dictionary state
|
| 392 |
+
masks_state: Masks dictionary state
|
| 393 |
+
|
| 394 |
+
Returns:
|
| 395 |
+
Tuple of (updated image, updated slider value)
|
| 396 |
+
"""
|
| 397 |
+
if not segment_id or frames_state is None:
|
| 398 |
+
return None, gr.update()
|
| 399 |
+
|
| 400 |
+
frames_dict = frames_state
|
| 401 |
+
masks_dict = masks_state
|
| 402 |
+
|
| 403 |
+
# Get min/max from available frames
|
| 404 |
+
available_frames = sorted(frames_dict.keys())
|
| 405 |
+
if not available_frames:
|
| 406 |
+
return None, gr.update()
|
| 407 |
+
|
| 408 |
+
min_frame = available_frames[0]
|
| 409 |
+
max_frame = available_frames[-1]
|
| 410 |
+
|
| 411 |
+
# Calculate new frame number
|
| 412 |
+
new_frame = int(current_frame)
|
| 413 |
+
|
| 414 |
+
if key_code == 'ArrowLeft':
|
| 415 |
+
new_frame = max(min_frame, new_frame - 1)
|
| 416 |
+
elif key_code == 'ArrowRight':
|
| 417 |
+
new_frame = min(max_frame, new_frame + 1)
|
| 418 |
+
else:
|
| 419 |
+
# Unknown key, no change
|
| 420 |
+
return None, gr.update()
|
| 421 |
+
|
| 422 |
+
# If frame didn't change (at boundary), return early
|
| 423 |
+
if new_frame == int(current_frame):
|
| 424 |
+
return None, gr.update()
|
| 425 |
+
|
| 426 |
+
logger.info(f"Keyboard navigation: {key_code} -> frame {new_frame}")
|
| 427 |
+
|
| 428 |
+
# Load the new frame using existing logic
|
| 429 |
+
if new_frame not in frames_dict:
|
| 430 |
+
logger.warning(f"Frame {new_frame} not found in downloaded frames")
|
| 431 |
+
return None, gr.update()
|
| 432 |
+
|
| 433 |
+
frame = frames_dict[new_frame]
|
| 434 |
+
mask = masks_dict.get(new_frame, None)
|
| 435 |
+
|
| 436 |
+
# Composite image with mask
|
| 437 |
+
result_image = composite_image_with_mask(frame, mask, show_mask)
|
| 438 |
+
|
| 439 |
+
# Return updated image and new slider value
|
| 440 |
+
return result_image, gr.update(value=new_frame)
|
| 441 |
+
|
| 442 |
+
|
| 443 |
+
def handle_segment_selection(segment_id, magic_code):
|
| 444 |
+
"""
|
| 445 |
+
Handle segment selection: download all files and initialize the view.
|
| 446 |
+
"""
|
| 447 |
+
if not segment_id or not magic_code:
|
| 448 |
+
return None, gr.update(maximum=0, value=0), {}, {}, magic_code, gr.update(interactive=False)
|
| 449 |
+
|
| 450 |
+
logger.info(f"Segment selected: {segment_id}")
|
| 451 |
+
|
| 452 |
+
# Download all frames and masks
|
| 453 |
+
frames_dict, masks_dict, max_frame = download_segment_files(magic_code, segment_id)
|
| 454 |
+
|
| 455 |
+
if not frames_dict:
|
| 456 |
+
logger.error("No frames downloaded")
|
| 457 |
+
return None, gr.update(maximum=0, value=0), {}, {}, magic_code, gr.update(interactive=False)
|
| 458 |
+
|
| 459 |
+
# Load first frame
|
| 460 |
+
frame_0 = frames_dict.get(0, None)
|
| 461 |
+
if frame_0 is None:
|
| 462 |
+
# Use first available frame
|
| 463 |
+
frame_0 = frames_dict[min(frames_dict.keys())]
|
| 464 |
+
|
| 465 |
+
# Initial display without mask
|
| 466 |
+
result_image = composite_image_with_mask(frame_0, masks_dict.get(0, None), False)
|
| 467 |
+
|
| 468 |
+
# Enable download button only if masks are available
|
| 469 |
+
has_masks = len(masks_dict) > 0
|
| 470 |
+
|
| 471 |
+
return (
|
| 472 |
+
result_image,
|
| 473 |
+
gr.update(minimum=0, maximum=max_frame, value=0),
|
| 474 |
+
frames_dict,
|
| 475 |
+
masks_dict,
|
| 476 |
+
magic_code,
|
| 477 |
+
gr.update(interactive=has_masks)
|
| 478 |
+
)
|
| 479 |
|
| 480 |
|
| 481 |
+
def handle_image_click(segment_id, frame_number, magic_code, frames_state, masks_state, evt: gr.SelectData):
|
| 482 |
"""
|
| 483 |
+
Handle click on ImageEditor: send coordinates to SAM-3, get new mask, update display.
|
| 484 |
+
"""
|
| 485 |
+
if not segment_id or frames_state is None or evt is None:
|
| 486 |
+
return None, masks_state, gr.update()
|
| 487 |
+
|
| 488 |
+
# Extract click coordinates
|
| 489 |
+
x, y = evt.index[0], evt.index[1]
|
| 490 |
+
frame_idx = int(frame_number)
|
| 491 |
+
|
| 492 |
+
logger.info(f"Click detected at ({x}, {y}) on frame {frame_idx}")
|
| 493 |
+
|
| 494 |
+
if frame_idx not in frames_state:
|
| 495 |
+
logger.error(f"Frame {frame_idx} not in state")
|
| 496 |
+
return None, masks_state, gr.update()
|
| 497 |
+
|
| 498 |
+
try:
|
| 499 |
+
# Get the original frame
|
| 500 |
+
frame = frames_state[frame_idx]
|
| 501 |
+
|
| 502 |
+
# Convert frame to bytes
|
| 503 |
+
img_byte_arr = io.BytesIO()
|
| 504 |
+
frame.save(img_byte_arr, format='PNG')
|
| 505 |
+
img_bytes = img_byte_arr.getvalue()
|
| 506 |
+
|
| 507 |
+
# Call Modal SAM-3 segmentation function
|
| 508 |
+
logger.info(f"Calling SAM-3 segmentation with coordinates ({x}, {y})")
|
| 509 |
+
|
| 510 |
+
try:
|
| 511 |
+
sam_function = modal.Function.from_name("Content-Moderation", "sam3_segmentation_function")
|
| 512 |
+
mask_bytes = sam_function.remote(image_bytes=img_bytes, x=x, y=y)
|
| 513 |
+
|
| 514 |
+
# Parse returned mask
|
| 515 |
+
new_mask = Image.open(io.BytesIO(mask_bytes))
|
| 516 |
+
|
| 517 |
+
# Update masks dict
|
| 518 |
+
masks_state[frame_idx] = new_mask.copy()
|
| 519 |
+
|
| 520 |
+
# Composite and return updated image (always show mask after click)
|
| 521 |
+
result_image = composite_image_with_mask(frame, new_mask, True)
|
| 522 |
+
|
| 523 |
+
logger.info(f"Successfully updated mask for frame {frame_idx}")
|
| 524 |
+
|
| 525 |
+
# Enable download button since we now have at least one mask
|
| 526 |
+
return result_image, masks_state, gr.update(interactive=True)
|
| 527 |
+
|
| 528 |
+
except Exception as e:
|
| 529 |
+
logger.error(f"Error calling SAM-3 function: {e}")
|
| 530 |
+
# Return current view without update
|
| 531 |
+
frame = frames_state[frame_idx]
|
| 532 |
+
mask = masks_state.get(frame_idx, None)
|
| 533 |
+
result_image = composite_image_with_mask(frame, mask, True)
|
| 534 |
+
return result_image, masks_state, gr.update()
|
| 535 |
+
|
| 536 |
+
except Exception as e:
|
| 537 |
+
logger.error(f"Error handling image click: {e}")
|
| 538 |
+
return None, masks_state, gr.update()
|
| 539 |
+
|
| 540 |
+
|
| 541 |
+
def download_segment(segment_id, frames_state, masks_state):
|
| 542 |
+
"""
|
| 543 |
+
Package and download only the alpha masks for the selected segment as a ZIP file.
|
| 544 |
+
ZIP filename will be {segment_id}.zip.
|
| 545 |
+
|
| 546 |
+
Returns:
|
| 547 |
+
Tuple of (status_message, file_path, status_visibility)
|
| 548 |
"""
|
| 549 |
if not segment_id:
|
| 550 |
+
return gr.update(value="No segment selected", visible=True), None, gr.update(visible=True)
|
| 551 |
+
|
| 552 |
+
if not masks_state:
|
| 553 |
+
logger.warning(f"No alpha masks available for segment: {segment_id}")
|
| 554 |
+
return gr.update(value="No alpha masks available", visible=True), None, gr.update(visible=True)
|
| 555 |
|
| 556 |
logger.info(f"Download requested for segment: {segment_id}")
|
| 557 |
+
|
| 558 |
+
try:
|
| 559 |
+
import shutil
|
| 560 |
+
|
| 561 |
+
# Create temporary directory for alpha mask files only
|
| 562 |
+
with tempfile.TemporaryDirectory() as tmpdir:
|
| 563 |
+
# Save only alpha masks
|
| 564 |
+
for frame_idx, mask_img in masks_state.items():
|
| 565 |
+
mask_path = os.path.join(tmpdir, f"alpha_frame_{frame_idx:06d}.png")
|
| 566 |
+
mask_img.save(mask_path)
|
| 567 |
+
|
| 568 |
+
# Create ZIP with segment UUID as filename
|
| 569 |
+
zip_path = f"/tmp/{segment_id}.zip"
|
| 570 |
+
shutil.make_archive(zip_path.replace('.zip', ''), 'zip', tmpdir)
|
| 571 |
+
|
| 572 |
+
logger.info(f"Created ZIP at {zip_path} with {len(masks_state)} alpha masks")
|
| 573 |
+
return (
|
| 574 |
+
gr.update(value=f"✓ Downloaded {len(masks_state)} alpha masks", visible=True),
|
| 575 |
+
zip_path,
|
| 576 |
+
gr.update(visible=True)
|
| 577 |
+
)
|
| 578 |
+
|
| 579 |
+
except Exception as e:
|
| 580 |
+
logger.error(f"Error creating download package: {e}")
|
| 581 |
+
return (
|
| 582 |
+
gr.update(value=f"Error: {str(e)}", visible=True),
|
| 583 |
+
None,
|
| 584 |
+
gr.update(visible=True)
|
| 585 |
+
)
|
| 586 |
|
| 587 |
|
| 588 |
# Create a professional Gradio interface using the Golden ratio (1.618) for proportions
|
|
|
|
| 771 |
padding: 15px;
|
| 772 |
}
|
| 773 |
}
|
| 774 |
+
|
| 775 |
+
/* Loading modal overlay */
|
| 776 |
+
#download-loading-modal {
|
| 777 |
+
display: none;
|
| 778 |
+
position: fixed;
|
| 779 |
+
top: 0;
|
| 780 |
+
left: 0;
|
| 781 |
+
width: 100%;
|
| 782 |
+
height: 100%;
|
| 783 |
+
background-color: rgba(0, 0, 0, 0.7);
|
| 784 |
+
z-index: 9999;
|
| 785 |
+
justify-content: center;
|
| 786 |
+
align-items: center;
|
| 787 |
+
}
|
| 788 |
+
|
| 789 |
+
#download-loading-modal.show {
|
| 790 |
+
display: flex;
|
| 791 |
+
}
|
| 792 |
+
|
| 793 |
+
.loading-content {
|
| 794 |
+
background-color: var(--card-bg);
|
| 795 |
+
padding: 40px;
|
| 796 |
+
border-radius: var(--border-radius);
|
| 797 |
+
text-align: center;
|
| 798 |
+
box-shadow: 0 10px 40px rgba(0, 0, 0, 0.5);
|
| 799 |
+
}
|
| 800 |
+
|
| 801 |
+
.spinner {
|
| 802 |
+
border: 4px solid var(--border-color);
|
| 803 |
+
border-top: 4px solid var(--primary-color);
|
| 804 |
+
border-radius: 50%;
|
| 805 |
+
width: 50px;
|
| 806 |
+
height: 50px;
|
| 807 |
+
animation: spin 1s linear infinite;
|
| 808 |
+
margin: 0 auto 20px;
|
| 809 |
+
}
|
| 810 |
+
|
| 811 |
+
@keyframes spin {
|
| 812 |
+
0% { transform: rotate(0deg); }
|
| 813 |
+
100% { transform: rotate(360deg); }
|
| 814 |
+
}
|
| 815 |
+
|
| 816 |
+
.loading-text {
|
| 817 |
+
color: var(--text-color);
|
| 818 |
+
font-size: 18px;
|
| 819 |
+
font-weight: 500;
|
| 820 |
+
}
|
| 821 |
"""
|
| 822 |
|
| 823 |
# Create a Blocks interface for more customization
|
|
|
|
| 862 |
with gr.Tab("Segmentation Editing"):
|
| 863 |
gr.Markdown("### Segmentation Editing Workspace")
|
| 864 |
|
| 865 |
+
# State management for session data
|
| 866 |
+
magic_code_state = gr.State(value=None)
|
| 867 |
+
frames_state = gr.State(value=None)
|
| 868 |
+
masks_state = gr.State(value=None)
|
| 869 |
+
|
| 870 |
# Row 1: Magic Code textbox + Submit button
|
| 871 |
with gr.Row(elem_classes="input-section"):
|
| 872 |
with gr.Column(scale=3):
|
|
|
|
| 887 |
info="Select a segment to edit"
|
| 888 |
)
|
| 889 |
|
| 890 |
+
# Row 3: Show Alpha Mask checkbox
|
| 891 |
+
with gr.Row(elem_classes="input-section", visible=False) as seg_row3_checkbox:
|
| 892 |
+
seg_show_mask = gr.Checkbox(
|
| 893 |
+
label="Show Alpha Mask",
|
| 894 |
+
value=False,
|
| 895 |
+
interactive=True
|
| 896 |
+
)
|
| 897 |
+
|
| 898 |
+
# Row 4: ImageEditor component (SAM-3 style interaction)
|
| 899 |
+
with gr.Row(elem_classes="input-section", visible=False) as seg_row4:
|
| 900 |
seg_image_editor = gr.ImageEditor(
|
| 901 |
label="Image Click Segmentation",
|
| 902 |
type="pil",
|
|
|
|
| 904 |
brush=gr.Brush(colors=["#FF0000"], color_mode="fixed")
|
| 905 |
)
|
| 906 |
|
| 907 |
+
# Row 5: Frame number slider
|
| 908 |
+
with gr.Row(elem_classes="input-section", visible=False) as seg_row5:
|
| 909 |
seg_frame_slider = gr.Slider(
|
| 910 |
minimum=0,
|
| 911 |
maximum=100,
|
|
|
|
| 916 |
info="Select video frame to segment"
|
| 917 |
)
|
| 918 |
|
| 919 |
+
# Row 6: Download Segment button
|
| 920 |
+
with gr.Row(visible=False) as seg_row6:
|
| 921 |
seg_download_btn = gr.Button("Download Segment", variant="secondary")
|
| 922 |
+
seg_download_status = gr.Textbox(label="Status", value="", visible=False, interactive=False)
|
| 923 |
+
seg_download_file = gr.File(label="Download", visible=False)
|
| 924 |
+
|
| 925 |
+
# Hidden component for keyboard event capture
|
| 926 |
+
seg_keyboard_input = gr.Textbox(visible=False, elem_id="seg_keyboard_input")
|
| 927 |
+
|
| 928 |
+
# Loading modal HTML
|
| 929 |
+
gr.HTML("""
|
| 930 |
+
<div id="download-loading-modal">
|
| 931 |
+
<div class="loading-content">
|
| 932 |
+
<div class="spinner"></div>
|
| 933 |
+
<div class="loading-text">Preparing download…</div>
|
| 934 |
+
</div>
|
| 935 |
+
</div>
|
| 936 |
+
<script>
|
| 937 |
+
function showDownloadLoading() {
|
| 938 |
+
const modal = document.getElementById('download-loading-modal');
|
| 939 |
+
if (modal) modal.classList.add('show');
|
| 940 |
+
}
|
| 941 |
+
|
| 942 |
+
function hideDownloadLoading() {
|
| 943 |
+
const modal = document.getElementById('download-loading-modal');
|
| 944 |
+
if (modal) modal.classList.remove('show');
|
| 945 |
+
}
|
| 946 |
+
|
| 947 |
+
// Listen for download button clicks
|
| 948 |
+
document.addEventListener('DOMContentLoaded', function() {
|
| 949 |
+
const checkButton = setInterval(function() {
|
| 950 |
+
const downloadBtn = document.querySelector('button:has-text("Download Segment")');
|
| 951 |
+
if (!downloadBtn) {
|
| 952 |
+
// Fallback: find button by content
|
| 953 |
+
const buttons = document.querySelectorAll('button');
|
| 954 |
+
for (let btn of buttons) {
|
| 955 |
+
if (btn.textContent.includes('Download Segment')) {
|
| 956 |
+
setupDownloadButton(btn);
|
| 957 |
+
clearInterval(checkButton);
|
| 958 |
+
break;
|
| 959 |
+
}
|
| 960 |
+
}
|
| 961 |
+
} else {
|
| 962 |
+
setupDownloadButton(downloadBtn);
|
| 963 |
+
clearInterval(checkButton);
|
| 964 |
+
}
|
| 965 |
+
}, 500);
|
| 966 |
+
|
| 967 |
+
function setupDownloadButton(btn) {
|
| 968 |
+
btn.addEventListener('click', function() {
|
| 969 |
+
showDownloadLoading();
|
| 970 |
+
// Hide modal after function completes (watch for Gradio loading to finish)
|
| 971 |
+
setTimeout(function checkLoading() {
|
| 972 |
+
const gradioLoading = document.querySelector('.loading');
|
| 973 |
+
if (!gradioLoading) {
|
| 974 |
+
setTimeout(hideDownloadLoading, 500);
|
| 975 |
+
} else {
|
| 976 |
+
setTimeout(checkLoading, 200);
|
| 977 |
+
}
|
| 978 |
+
}, 200);
|
| 979 |
+
});
|
| 980 |
+
}
|
| 981 |
+
});
|
| 982 |
+
</script>
|
| 983 |
+
""")
|
| 984 |
|
| 985 |
# Wire Content Moderation processing
|
| 986 |
cm_process_btn.click(
|
|
|
|
| 993 |
seg_submit_btn.click(
|
| 994 |
fn=submit_magic_code,
|
| 995 |
inputs=[seg_magic_code],
|
| 996 |
+
outputs=[seg_id_dropdown, seg_magic_code, seg_row2, seg_row3_checkbox, seg_row4, seg_row5, seg_row6]
|
| 997 |
)
|
| 998 |
|
| 999 |
+
# Segment selection handler
|
| 1000 |
seg_id_dropdown.change(
|
| 1001 |
+
fn=handle_segment_selection,
|
| 1002 |
+
inputs=[seg_id_dropdown, seg_magic_code],
|
| 1003 |
+
outputs=[seg_image_editor, seg_frame_slider, frames_state, masks_state, magic_code_state, seg_download_btn]
|
| 1004 |
)
|
| 1005 |
|
| 1006 |
+
# Frame slider handler
|
| 1007 |
seg_frame_slider.change(
|
| 1008 |
fn=load_segment_frame,
|
| 1009 |
+
inputs=[seg_id_dropdown, seg_frame_slider, seg_show_mask, magic_code_state, frames_state, masks_state],
|
| 1010 |
+
outputs=[seg_image_editor, seg_show_mask]
|
| 1011 |
)
|
| 1012 |
|
| 1013 |
+
# Show mask checkbox handler
|
| 1014 |
+
seg_show_mask.change(
|
| 1015 |
+
fn=load_segment_frame,
|
| 1016 |
+
inputs=[seg_id_dropdown, seg_frame_slider, seg_show_mask, magic_code_state, frames_state, masks_state],
|
| 1017 |
+
outputs=[seg_image_editor, seg_show_mask]
|
| 1018 |
+
)
|
| 1019 |
+
|
| 1020 |
+
# Image click handler (for SAM-3 segmentation)
|
| 1021 |
+
seg_image_editor.select(
|
| 1022 |
+
fn=handle_image_click,
|
| 1023 |
+
inputs=[seg_id_dropdown, seg_frame_slider, magic_code_state, frames_state, masks_state],
|
| 1024 |
+
outputs=[seg_image_editor, masks_state, seg_download_btn]
|
| 1025 |
+
)
|
| 1026 |
+
|
| 1027 |
+
# Download button handler
|
| 1028 |
seg_download_btn.click(
|
| 1029 |
fn=download_segment,
|
| 1030 |
+
inputs=[seg_id_dropdown, frames_state, masks_state],
|
| 1031 |
+
outputs=[seg_download_status, seg_download_file, seg_download_status]
|
| 1032 |
+
)
|
| 1033 |
+
|
| 1034 |
+
# Keyboard navigation handler
|
| 1035 |
+
seg_keyboard_input.change(
|
| 1036 |
+
fn=handle_keyboard_navigation,
|
| 1037 |
+
inputs=[
|
| 1038 |
+
seg_keyboard_input,
|
| 1039 |
+
seg_id_dropdown,
|
| 1040 |
+
seg_frame_slider,
|
| 1041 |
+
seg_show_mask,
|
| 1042 |
+
magic_code_state,
|
| 1043 |
+
frames_state,
|
| 1044 |
+
masks_state
|
| 1045 |
+
],
|
| 1046 |
+
outputs=[seg_image_editor, seg_frame_slider]
|
| 1047 |
+
)
|
| 1048 |
+
|
| 1049 |
+
# Add JavaScript to capture arrow key events
|
| 1050 |
+
demo.load(
|
| 1051 |
+
None,
|
| 1052 |
+
None,
|
| 1053 |
+
None,
|
| 1054 |
+
js="""
|
| 1055 |
+
() => {
|
| 1056 |
+
// Wait for the DOM to be ready
|
| 1057 |
+
setTimeout(() => {
|
| 1058 |
+
const keyboardInput = document.getElementById('seg_keyboard_input');
|
| 1059 |
+
if (!keyboardInput) {
|
| 1060 |
+
console.warn('Keyboard input element not found');
|
| 1061 |
+
return;
|
| 1062 |
+
}
|
| 1063 |
+
|
| 1064 |
+
// Add keydown listener to document
|
| 1065 |
+
document.addEventListener('keydown', (e) => {
|
| 1066 |
+
// Only handle arrow keys
|
| 1067 |
+
if (e.key === 'ArrowLeft' || e.key === 'ArrowRight') {
|
| 1068 |
+
// Check if we're in the Segmentation Editing tab
|
| 1069 |
+
const segTab = document.querySelector('[id*="segmentation-editing"]');
|
| 1070 |
+
const activeTab = document.querySelector('.tab-nav button.selected');
|
| 1071 |
+
|
| 1072 |
+
if (activeTab && activeTab.textContent.includes('Segmentation Editing')) {
|
| 1073 |
+
e.preventDefault();
|
| 1074 |
+
|
| 1075 |
+
// Update the hidden input to trigger the change event
|
| 1076 |
+
const textarea = keyboardInput.querySelector('textarea');
|
| 1077 |
+
if (textarea) {
|
| 1078 |
+
textarea.value = e.key;
|
| 1079 |
+
textarea.dispatchEvent(new Event('input', { bubbles: true }));
|
| 1080 |
+
}
|
| 1081 |
+
}
|
| 1082 |
+
}
|
| 1083 |
+
});
|
| 1084 |
+
}, 1000);
|
| 1085 |
+
}
|
| 1086 |
+
"""
|
| 1087 |
)
|
| 1088 |
|
| 1089 |
if __name__ == "__main__":
|
requirements.txt
CHANGED
|
@@ -1,3 +1,5 @@
|
|
| 1 |
modal
|
| 2 |
gradio
|
| 3 |
opencv-python-headless
|
|
|
|
|
|
|
|
|
| 1 |
modal
|
| 2 |
gradio
|
| 3 |
opencv-python-headless
|
| 4 |
+
Pillow
|
| 5 |
+
numpy
|