clipforge / src /humeo /cli.py
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"""CLI entry point for the Humeo pipeline."""
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()