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import argparse
import logging
import os
import sys
from datetime import datetime
from pathlib import Path
from humeo.config import PipelineConfig
from humeo.pipeline import run_pipeline
DEFAULT_SEGMENTATION_PROVIDER = (
(os.environ.get("HUMEO_SEGMENTATION_PROVIDER") or "").strip().lower()
or ("replicate" if (os.environ.get("REPLICATE_API_TOKEN") or "").strip() else "off")
)
def setup_logging(verbose: bool = False):
"""Configure logging with a clean format."""
level = logging.DEBUG if verbose else logging.INFO
logging.basicConfig(
level=level,
format="%(asctime)s | %(levelname)-7s | %(name)s | %(message)s",
datefmt="%H:%M:%S",
handlers=[logging.StreamHandler(sys.stdout)],
)
# Suppress noisy third-party loggers
logging.getLogger("urllib3").setLevel(logging.WARNING)
logging.getLogger("httpx").setLevel(logging.WARNING)
def build_parser() -> argparse.ArgumentParser:
"""Build the argument parser."""
parser = argparse.ArgumentParser(
prog="humeo",
description="Humeo - Automated podcast-to-shorts pipeline from YouTube or local MP4",
formatter_class=argparse.RawDescriptionHelpFormatter,
epilog="""
Examples:
humeo --long-to-shorts "https://youtube.com/watch?v=abc123"
humeo --long-to-shorts "C:\\Videos\\episode.mp4"
humeo --long-to-shorts "https://youtube.com/watch?v=abc123" --work-dir .humeo_work
humeo --long-to-shorts "https://youtube.com/watch?v=abc123" --gemini-model gemini-2.0-flash
""",
)
parser.add_argument(
"--long-to-shorts",
metavar="SOURCE",
required=True,
help="YouTube video URL or local MP4 path to process",
)
parser.add_argument(
"--output", "-o",
type=Path,
default=Path("output"),
help="Output directory for final shorts (default: ./output)",
)
parser.add_argument(
"--work-dir",
type=Path,
default=None,
help="Working directory for intermediate files. Default: per-video folder under the "
"cache root (see docs/ENVIRONMENT.md). Use this to force e.g. ./.humeo_work.",
)
parser.add_argument(
"--no-video-cache",
action="store_true",
help="Do not use per-video cache dirs; use ./.humeo_work unless --work-dir is set.",
)
parser.add_argument(
"--cache-root",
type=Path,
default=None,
help="Override cache root for manifests and per-video ingest (env: HUMEO_CACHE_ROOT).",
)
parser.add_argument(
"--gemini-model",
default=None,
help="Gemini model id for clip selection (default: GEMINI_MODEL env; see humeo.config).",
)
parser.add_argument(
"--render-theme",
choices=["legacy", "reference_lower_third", "native_highlight"],
default="native_highlight",
help="Visual theme for title/caption rendering (default: native_highlight).",
)
parser.add_argument(
"--hook-library-path",
type=Path,
default=None,
help="Zip or directory containing retrieved viral hook examples (env: HUMEO_HOOK_LIBRARY_PATH).",
)
parser.add_argument(
"--segmentation-provider",
choices=["off", "replicate"],
default=DEFAULT_SEGMENTATION_PROVIDER,
help=(
"Speaker-centering tracker. Defaults to HUMEO_SEGMENTATION_PROVIDER when set, "
"otherwise replicate if REPLICATE_API_TOKEN exists, else off."
),
)
parser.add_argument(
"--segmentation-model",
default="meta/sam-2-video",
help="Segmentation model id used by the fallback tracker (default: meta/sam-2-video).",
)
parser.add_argument(
"--force-clip-selection",
action="store_true",
help="Re-run clip-selection LLM even when clips.meta.json matches the transcript.",
)
parser.add_argument(
"--gemini-vision-model",
default=None,
help="Gemini model for per-keyframe layout + bbox (default: GEMINI_VISION_MODEL env or --gemini-model).",
)
parser.add_argument(
"--force-layout-vision",
action="store_true",
help="Re-run Gemini vision for layouts even when layout_vision.meta.json matches.",
)
parser.add_argument(
"--prune-level",
choices=["off", "conservative", "balanced", "aggressive"],
default="balanced",
help=(
"Stage 2.5 inner-clip content pruning aggressiveness. "
"'off' skips pruning entirely; 'conservative' trims <=10%%, "
"'balanced' <=20%%, 'aggressive' <=35%% of each clip "
"(always clamped to the MIN_CLIP_DURATION_SEC floor). Default: balanced."
),
)
parser.add_argument(
"--force-content-pruning",
action="store_true",
help="Re-run content-pruning LLM even when prune.meta.json matches.",
)
parser.add_argument(
"--no-hook-detection",
action="store_true",
help=(
"Skip Stage 2.25 hook detection. The selector's hook window "
"(possibly the 0.0-3.0s placeholder) will be carried through. "
"Stage 2.5 content pruning still treats that exact placeholder "
"as 'no hook' so pruning is not disabled."
),
)
parser.add_argument(
"--force-hook-detection",
action="store_true",
help="Re-run hook-detection LLM even when hooks.meta.json matches.",
)
parser.add_argument(
"--clean-run",
action="store_true",
help=(
"Run with a fresh work dir and no cache reuse. Implies --no-video-cache, "
"--force-clip-selection, --force-layout-vision, and overwrite existing outputs."
),
)
parser.add_argument(
"--interactive", "-i",
action="store_true",
help="Pause after clip selection and after render for human approval.",
)
parser.add_argument(
"--subtitle-font-size",
type=int,
default=48,
help=(
"Caption font size in output pixels. libass is pinned to "
"original_size=1080x1920, so this is a true pixel value. "
"(default: 48)"
),
)
parser.add_argument(
"--subtitle-margin-v",
type=int,
default=160,
help="Caption bottom margin in output pixels (default: 160)",
)
parser.add_argument(
"--subtitle-max-words",
type=int,
default=4,
help="Max words per subtitle cue (default: 4)",
)
parser.add_argument(
"--subtitle-max-cue-sec",
type=float,
default=2.2,
help="Max subtitle cue duration in seconds (default: 2.2)",
)
parser.add_argument(
"--caption-highlight-lead-ms",
type=float,
default=60.0,
help="Native-highlight word box lead time in milliseconds (default: 60)",
)
parser.add_argument(
"--caption-highlight-min-dwell-ms",
type=float,
default=160.0,
help=(
"Minimum native-highlight word box dwell in milliseconds "
"when timing allows (default: 160)"
),
)
parser.add_argument(
"--no-caption-timing-repair",
action="store_true",
help="Disable conservative repair of suspicious word-level ASR timings.",
)
parser.add_argument(
"--no-subtitles",
action="store_true",
help="Skip burning subtitles. Useful when the source already has captions baked in.",
)
parser.add_argument(
"--no-render-qa",
action="store_true",
help="Skip automatic render QA contact sheets, scores, and debug overlays.",
)
parser.add_argument(
"--qa-reference-video",
type=Path,
default=None,
help="Optional reference video for automatic A/B contact-sheet comparison.",
)
parser.add_argument(
"--no-qa-debug-overlay",
action="store_true",
help="Skip low-res crop/debug overlay videos in render QA.",
)
parser.add_argument(
"--rerender-clip",
action="append",
default=[],
metavar="CLIP_ID",
help="Rerender only this clip id, e.g. 002 or short_002. Can be repeated.",
)
parser.add_argument(
"--rerender-warned-only",
action="store_true",
help="Rerender only clips flagged in the existing render_qa/qa_manifest.json.",
)
parser.add_argument(
"--verbose", "-v",
action="store_true",
help="Enable debug logging",
)
return parser
def main():
"""CLI entry point."""
parser = build_parser()
args = parser.parse_args()
setup_logging(args.verbose)
use_video_cache = not args.no_video_cache
force_clip_selection = args.force_clip_selection
force_layout_vision = args.force_layout_vision
force_content_pruning = args.force_content_pruning
force_hook_detection = args.force_hook_detection
detect_hooks = not args.no_hook_detection
overwrite_outputs = False
work_dir = args.work_dir
if args.clean_run:
use_video_cache = False
force_clip_selection = True
force_layout_vision = True
force_content_pruning = True
force_hook_detection = True
overwrite_outputs = True
if work_dir is None:
stamp = datetime.now().strftime("%Y%m%d_%H%M%S")
work_dir = Path(f".humeo_work_clean_{stamp}")
config = PipelineConfig(
youtube_url=args.long_to_shorts,
output_dir=args.output,
work_dir=work_dir,
use_video_cache=use_video_cache,
cache_root=args.cache_root,
gemini_model=args.gemini_model,
gemini_vision_model=args.gemini_vision_model,
render_theme=args.render_theme,
hook_library_path=args.hook_library_path,
segmentation_provider=args.segmentation_provider,
segmentation_model=args.segmentation_model,
force_clip_selection=force_clip_selection,
force_layout_vision=force_layout_vision,
clean_run=args.clean_run,
overwrite_outputs=overwrite_outputs,
interactive=args.interactive,
prune_level=args.prune_level,
force_content_pruning=force_content_pruning,
detect_hooks=detect_hooks,
force_hook_detection=force_hook_detection,
subtitle_font_size=args.subtitle_font_size,
subtitle_margin_v=args.subtitle_margin_v,
subtitle_max_words_per_cue=args.subtitle_max_words,
subtitle_max_cue_sec=args.subtitle_max_cue_sec,
burn_subtitles=not args.no_subtitles,
subtitle_highlight_lead_sec=max(0.0, args.caption_highlight_lead_ms / 1000.0),
subtitle_highlight_min_dwell_sec=max(
0.02,
args.caption_highlight_min_dwell_ms / 1000.0,
),
repair_subtitle_word_timings=not args.no_caption_timing_repair,
render_qa=not args.no_render_qa,
qa_reference_video=args.qa_reference_video,
qa_debug_overlay=not args.no_qa_debug_overlay,
rerender_clip_ids=args.rerender_clip,
rerender_warned_only=args.rerender_warned_only,
)
try:
outputs = run_pipeline(config)
print(f"\nDone. {len(outputs)} shorts generated in: {config.output_dir}")
for p in outputs:
print(f" -> {p}")
except KeyboardInterrupt:
print("\nPipeline interrupted.")
sys.exit(1)
except Exception as e:
logging.getLogger(__name__).error("Pipeline failed: %s", e, exc_info=True)
sys.exit(1)
if __name__ == "__main__":
main()
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