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app.py
CHANGED
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@@ -72,6 +72,16 @@ CACHE_DIR = Path(os.environ.get(
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CACHE_DIR.mkdir(parents=True, exist_ok=True)
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DAVIS_PALETTE = np.array([
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[ 0, 0, 0], [128, 0, 0], [ 0, 128, 0], [128, 128, 0],
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[ 0, 0, 128], [128, 0, 128], [ 0, 128, 128], [128, 128, 128],
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@@ -395,13 +405,21 @@ def get_legend(seq: str) -> str:
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return "\n".join(lines)
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def cache_status_md() -> str:
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with _cache_lock:
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done
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total = len(ALL_SEQUENCES)
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pct = done / total * 100 if total else 0
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bar = "█" * int(pct / 5) + "░" * (20 - int(pct / 5))
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# ── Stats plots ────────────────────────────────────────────────────────────────
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with gr.TabItem("📺 Multi-Video"):
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gr.Markdown(
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f"Watch **{PAGE_SIZE} sequences at once** in a 3×3 grid. "
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"
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"
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)
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with gr.Row():
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mv_year = gr.Dropdown(["All years","2016 only","2017 only"],
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value="All years", label="Year", scale=1)
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mv_split = gr.Dropdown(["All splits","Train only","Val only"],
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value="All splits", label="Split", scale=1)
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mv_obj = gr.Dropdown(["Any # objects","1 object","2 objects","3+ objects"],
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value="Any # objects", label="Objects", scale=1)
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mv_srch = gr.Textbox(placeholder="Search…", label="Search", scale=2)
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with gr.Row():
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mv_fps = gr.Slider(1, 30, DEFAULT_FPS, step=1, label="FPS", scale=2)
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mv_ov = gr.Checkbox(value=True, label="Burn overlay", scale=1)
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mv_a = gr.Slider(0.1, 1.0, DEFAULT_ALPHA, step=0.05,
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label="Opacity", scale=2)
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mv_load = gr.Button("▶ Load Page", variant="primary", scale=1)
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with gr.Row():
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mv_prev = gr.Button("◀ Prev", scale=1)
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with gr.Column(scale=3):
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mv_page_lbl = gr.Markdown(f"**Page 1 / {total_pages}**")
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mv_next = gr.Button("Next ▶", scale=1)
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# 9 fixed video slots, 3 rows × 3 cols
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mv_vids = []
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mv_lbls = []
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for row_i in range(3):
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with gr.Row():
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# State: list of sequences currently matching filter, page index
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mv_seq_state = gr.State(ALL_SEQUENCES.copy())
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[mv_seq_state, mv_page_state, mv_page_lbl])
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def _load_page(seqs, page, ov, a, fps):
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pg_lbl = f"**Page {page + 1} / {tp}**"
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vids = []
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labels = []
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def _enc(seq):
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p, _ = get_video(seq, ov, a, fps)
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return seq, str(p) if p else None
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with ThreadPoolExecutor(max_workers=PAGE_SIZE) as pool:
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futs = {pool.submit(_enc, s): i for i, s in enumerate(chunk)}
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res = [None] * PAGE_SIZE
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lbs = [""] * PAGE_SIZE
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for fut in as_completed(futs):
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i = futs[fut]
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seq, path = fut.result()
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res[i] = path
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lbs[i] = seq
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#
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n_loaded = sum(1 for r in res if r)
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status = f"✅
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# Build flat output: [lbl0, vid0, lbl1, vid1, …, status, pg_lbl]
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out = []
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for lb, r in zip(lbs, res):
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out.append(f"**{lb}**" if lb and lb != "—" else "—")
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mv_next.click(_next, [mv_seq_state, mv_page_state],
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[mv_page_state, mv_page_lbl])
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# ──────────────────────────────────────────────────────────────
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# Tab 5 · Compare (up to 6 side-by-side)
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# ──────────────────────────────────────────────────────────────
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res = [None] * MAX_COMPARE
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lbs = [""] * MAX_COMPARE
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if seq:
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lbs[i] = seq
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with ThreadPoolExecutor(max_workers=MAX_COMPARE) as pool:
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futs = [pool.submit(_enc, i, s) for i, s in enumerate(slots)]
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for f in as_completed(futs):
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f.result()
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n_ok = sum(1 for r in res if r)
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out = []
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for r, l in zip(res, lbs):
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out.append(r)
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out.append(f"**{l}**" if l else "*empty*")
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out.append(f"✅
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return out
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cmp_btn.click(_load_all,
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start_precache(fps=DEFAULT_FPS, workers=4)
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if __name__ == "__main__":
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))
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CACHE_DIR.mkdir(parents=True, exist_ok=True)
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def _cleanup_stale_tmp() -> None:
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"""Remove any leftover _tmp_* directories left by interrupted encode runs."""
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stale = list(CACHE_DIR.glob("_tmp_*"))
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if stale:
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print(f" Removing {len(stale)} stale tmp dir(s) from previous run…")
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for d in stale:
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shutil.rmtree(d, ignore_errors=True)
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_cleanup_stale_tmp()
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DAVIS_PALETTE = np.array([
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[ 0, 0, 0], [128, 0, 0], [ 0, 128, 0], [128, 128, 0],
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[ 0, 0, 128], [128, 0, 128], [ 0, 128, 128], [128, 128, 128],
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return "\n".join(lines)
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def _is_cache_complete() -> bool:
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with _cache_lock:
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return (len(_cache_progress) >= len(ALL_SEQUENCES)
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and all(v == "done" for v in _cache_progress.values()))
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def cache_status_md() -> str:
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with _cache_lock:
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done = sum(1 for v in _cache_progress.values() if v == "done")
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errors = sum(1 for v in _cache_progress.values() if v.startswith("error"))
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total = len(ALL_SEQUENCES)
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pct = done / total * 100 if total else 0
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bar = "█" * int(pct / 5) + "░" * (20 - int(pct / 5))
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err = f" · ⚠️ {errors} errors" if errors else ""
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return f"`[{bar}]` **{done}/{total}** cached ({pct:.0f}%){err}"
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# ── Stats plots ────────────────────────────────────────────────────────────────
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with gr.TabItem("📺 Multi-Video"):
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gr.Markdown(
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f"Watch **{PAGE_SIZE} sequences at once** in a 3×3 grid. "
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f"Page through all {len(ALL_SEQUENCES)} sequences. "
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"Videos are served from the permanent MP4 cache."
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)
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# ── Caching-in-progress overlay (hidden once done) ────────
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_initially_done = _is_cache_complete()
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with gr.Column(visible=not _initially_done) as mv_wait_col:
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gr.Markdown("### ⏳ Building MP4 cache — please wait…")
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mv_wait_status = gr.Markdown(cache_status_md())
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gr.Markdown(
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"All 90 sequences are being encoded as MP4s in the background "
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"(raw + overlay variant each). The grid will unlock automatically "
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"when encoding finishes. You can watch other tabs in the meantime."
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)
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mv_refresh_btn = gr.Button("↻ Refresh status", size="sm")
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# ── Main grid (hidden until cache ready) ──────────────────
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with gr.Column(visible=_initially_done) as mv_grid_col:
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with gr.Row():
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mv_year = gr.Dropdown(["All years","2016 only","2017 only"],
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value="All years", label="Year", scale=1)
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mv_split = gr.Dropdown(["All splits","Train only","Val only"],
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value="All splits", label="Split", scale=1)
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mv_obj = gr.Dropdown(["Any # objects","1 object","2 objects","3+ objects"],
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value="Any # objects", label="Objects", scale=1)
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mv_srch = gr.Textbox(placeholder="Search…", label="Search", scale=2)
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with gr.Row():
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mv_fps = gr.Slider(1, 30, DEFAULT_FPS, step=1, label="FPS", scale=2)
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mv_ov = gr.Checkbox(value=True, label="Burn overlay", scale=1)
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mv_a = gr.Slider(0.1, 1.0, DEFAULT_ALPHA, step=0.05,
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label="Opacity", scale=2)
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mv_load = gr.Button("▶ Load Page", variant="primary", scale=1)
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with gr.Row():
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mv_prev = gr.Button("◀ Prev", scale=1)
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with gr.Column(scale=3):
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mv_page_lbl = gr.Markdown(f"**Page 1 / {total_pages}**")
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mv_next = gr.Button("Next ▶", scale=1)
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mv_status = gr.Markdown("")
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# 9 fixed video slots, 3 rows × 3 cols
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mv_vids = []
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mv_lbls = []
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for row_i in range(3):
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with gr.Row():
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for col_i in range(3):
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with gr.Column():
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lbl = gr.Markdown("—")
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vid = gr.Video(height=260, autoplay=True, label="")
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mv_lbls.append(lbl)
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mv_vids.append(vid)
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# State: list of sequences currently matching filter, page index
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mv_seq_state = gr.State(ALL_SEQUENCES.copy())
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[mv_seq_state, mv_page_state, mv_page_lbl])
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def _load_page(seqs, page, ov, a, fps):
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# Block if pre-cache not yet finished
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if not _is_cache_complete():
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with _cache_lock:
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done = sum(1 for v in _cache_progress.values() if v == "done")
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total = len(ALL_SEQUENCES)
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pct = int(done / total * 100) if total else 0
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bar = "█" * (pct // 5) + "░" * (20 - pct // 5)
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status = (f"⏳ `[{bar}]` {done}/{total} sequences cached ({pct}%) — "
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"please wait for caching to finish then click Load Page again.")
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out = []
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for _ in range(PAGE_SIZE):
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out.append("—")
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out.append(None)
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out.append(status)
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out.append(f"**Page {page + 1} / ?**")
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return out
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start = page * PAGE_SIZE
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chunk = seqs[start: start + PAGE_SIZE]
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tp = max(1, (len(seqs) + PAGE_SIZE - 1) // PAGE_SIZE)
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pg_lbl = f"**Page {page + 1} / {tp}**"
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# Sequential — encode_sequence() returns in <1 ms when already cached
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res, lbs = [], []
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for s in chunk:
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try:
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p, _ = get_video(s, ov, a, fps)
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res.append(str(p) if p else None)
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except Exception:
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res.append(None)
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lbs.append(s)
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while len(res) < PAGE_SIZE: # pad
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res.append(None); lbs.append("—")
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n_loaded = sum(1 for r in res if r)
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status = f"✅ {n_loaded}/{len(chunk)} videos loaded (page {page+1}/{tp})"
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out = []
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for lb, r in zip(lbs, res):
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out.append(f"**{lb}**" if lb and lb != "—" else "—")
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mv_next.click(_next, [mv_seq_state, mv_page_state],
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[mv_page_state, mv_page_lbl])
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# ── Cache progress wiring (timer + manual refresh) ────────
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def _mv_cache_tick():
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"""Auto-refresh: hides the wait panel and shows the grid when done."""
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done_now = _is_cache_complete()
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status = cache_status_md()
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return (
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status, # mv_wait_status
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gr.update(visible=not done_now), # mv_wait_col
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gr.update(visible=done_now), # mv_grid_col
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gr.update(active=not done_now), # timer — stop when done
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)
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mv_refresh_btn.click(_mv_cache_tick,
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+
outputs=[mv_wait_status, mv_wait_col,
|
| 881 |
+
mv_grid_col, gr.State()])
|
| 882 |
+
|
| 883 |
+
mv_timer = gr.Timer(value=4, active=not _initially_done)
|
| 884 |
+
mv_timer.tick(_mv_cache_tick,
|
| 885 |
+
outputs=[mv_wait_status, mv_wait_col,
|
| 886 |
+
mv_grid_col, mv_timer])
|
| 887 |
+
|
| 888 |
# ──────────────────────────────────────────────────────────────
|
| 889 |
# Tab 5 · Compare (up to 6 side-by-side)
|
| 890 |
# ──────────────────────────────────────────────────────────────
|
|
|
|
| 934 |
res = [None] * MAX_COMPARE
|
| 935 |
lbs = [""] * MAX_COMPARE
|
| 936 |
|
| 937 |
+
# Sequential — fast when pre-cached, safe in all environments
|
| 938 |
+
for i, seq in enumerate(slots):
|
| 939 |
if seq:
|
| 940 |
+
try:
|
| 941 |
+
p, _ = get_video(seq, ov, a, fps)
|
| 942 |
+
res[i] = str(p) if p else None
|
| 943 |
+
except Exception:
|
| 944 |
+
res[i] = None
|
| 945 |
lbs[i] = seq
|
| 946 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 947 |
n_ok = sum(1 for r in res if r)
|
| 948 |
out = []
|
| 949 |
for r, l in zip(res, lbs):
|
| 950 |
out.append(r)
|
| 951 |
out.append(f"**{l}**" if l else "*empty*")
|
| 952 |
+
out.append(f"✅ {n_ok}/{len([s for s in slots if s])} slots loaded")
|
| 953 |
return out
|
| 954 |
|
| 955 |
cmp_btn.click(_load_all,
|
|
|
|
| 1032 |
start_precache(fps=DEFAULT_FPS, workers=4)
|
| 1033 |
|
| 1034 |
if __name__ == "__main__":
|
| 1035 |
+
if IS_HF_SPACE:
|
| 1036 |
+
# HF Spaces manages routing — just launch without binding params.
|
| 1037 |
+
demo.launch(theme=gr.themes.Soft())
|
| 1038 |
+
else:
|
| 1039 |
+
parser = argparse.ArgumentParser(description="DAVIS Dataset Explorer")
|
| 1040 |
+
parser.add_argument("--share", action="store_true")
|
| 1041 |
+
parser.add_argument("--port", type=int, default=7860)
|
| 1042 |
+
parser.add_argument("--host", default="0.0.0.0")
|
| 1043 |
+
args = parser.parse_args()
|
| 1044 |
+
demo.launch(server_name=args.host, server_port=args.port,
|
| 1045 |
+
share=args.share, theme=gr.themes.Soft())
|