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""" | |
Parent import tab for Video Model Studio UI that contains sub-tabs | |
""" | |
import gradio as gr | |
import logging | |
import asyncio | |
from pathlib import Path | |
from typing import Dict, Any, List, Optional, Tuple | |
from ..base_tab import BaseTab | |
from .upload_tab import UploadTab | |
from .youtube_tab import YouTubeTab | |
from .hub_tab import HubTab | |
from vms.config import ( | |
VIDEOS_TO_SPLIT_PATH, DEFAULT_PROMPT_PREFIX, DEFAULT_CAPTIONING_BOT_INSTRUCTIONS, | |
STAGING_PATH | |
) | |
logger = logging.getLogger(__name__) | |
class ImportTab(BaseTab): | |
"""Import tab for uploading videos and images, and browsing datasets""" | |
def __init__(self, app_state): | |
super().__init__(app_state) | |
self.id = "import_tab" | |
self.title = "1️⃣ Import" | |
# Initialize sub-tabs | |
self.upload_tab = UploadTab(app_state) | |
self.youtube_tab = YouTubeTab(app_state) | |
self.hub_tab = HubTab(app_state) | |
def create(self, parent=None) -> gr.TabItem: | |
"""Create the Import tab UI components with three sub-tabs""" | |
with gr.TabItem(self.title, id=self.id) as tab: | |
with gr.Row(): | |
gr.Markdown("## Import settings") | |
with gr.Row(): | |
self.components["enable_automatic_video_split"] = gr.Checkbox( | |
label="Automatically split videos into smaller clips", | |
info="Note: a clip is a single camera shot, usually a few seconds", | |
value=True, | |
visible=True | |
) | |
self.components["enable_automatic_content_captioning"] = gr.Checkbox( | |
label="Automatically caption photos and videos", | |
info="Note: this uses LlaVA and takes some extra time to load and process", | |
value=False, | |
visible=True, | |
) | |
# Create tabs for different import methods | |
with gr.Tabs() as import_tabs: | |
# Create each sub-tab | |
self.upload_tab.create(import_tabs) | |
self.youtube_tab.create(import_tabs) | |
self.hub_tab.create(import_tabs) | |
# Store references to sub-tabs | |
self.components["upload_tab"] = self.upload_tab | |
self.components["youtube_tab"] = self.youtube_tab | |
self.components["hub_tab"] = self.hub_tab | |
with gr.Row(): | |
self.components["import_status"] = gr.Textbox(label="Status", interactive=False) | |
return tab | |
def connect_events(self) -> None: | |
"""Connect event handlers to UI components""" | |
# Set shared components from parent tab to sub-tabs first | |
for subtab in [self.upload_tab, self.youtube_tab, self.hub_tab]: | |
subtab.components["import_status"] = self.components["import_status"] | |
subtab.components["enable_automatic_video_split"] = self.components["enable_automatic_video_split"] | |
subtab.components["enable_automatic_content_captioning"] = self.components["enable_automatic_content_captioning"] | |
# Then connect events for each sub-tab | |
self.upload_tab.connect_events() | |
self.youtube_tab.connect_events() | |
self.hub_tab.connect_events() | |
async def on_import_success(self, enable_splitting, enable_automatic_content_captioning, prompt_prefix): | |
"""Handle successful import of files""" | |
videos = self.app.tabs["split_tab"].list_unprocessed_videos() | |
# If scene detection isn't already running and there are videos to process, | |
# and auto-splitting is enabled, start the detection | |
if videos and not self.app.splitter.is_processing() and enable_splitting: | |
await self.app.tabs["split_tab"].start_scene_detection(enable_splitting) | |
msg = "Starting automatic scene detection..." | |
else: | |
# Just copy files without splitting if auto-split disabled | |
for video_file in VIDEOS_TO_SPLIT_PATH.glob("*.mp4"): | |
await self.app.splitter.process_video(video_file, enable_splitting=False) | |
msg = "Copying videos without splitting..." | |
self.app.tabs["caption_tab"].copy_files_to_training_dir(prompt_prefix) | |
# Start auto-captioning if enabled, and handle async generator properly | |
if enable_automatic_content_captioning: | |
# Create a background task for captioning | |
asyncio.create_task(self.app.tabs["caption_tab"]._process_caption_generator( | |
DEFAULT_CAPTIONING_BOT_INSTRUCTIONS, | |
prompt_prefix | |
)) | |
return { | |
"tabs": gr.Tabs(selected="split_tab"), | |
"video_list": videos, | |
"detect_status": msg | |
} | |
async def update_titles_after_import(self, enable_splitting, enable_automatic_content_captioning, prompt_prefix): | |
"""Handle post-import updates including titles""" | |
import_result = await self.on_import_success(enable_splitting, enable_automatic_content_captioning, prompt_prefix) | |
titles = self.app.update_titles() | |
return ( | |
import_result["tabs"], | |
import_result["video_list"], | |
import_result["detect_status"], | |
*titles | |
) |