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Update app.py
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app.py
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import os,
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from typing import Optional, List
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from urllib.parse import urlencode
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with open(path, "wb") as f:
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f.write(data)
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return path
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def
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def
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def
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start_img: Image.Image,
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end_img: Image.Image,
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prompt: str,
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negative_prompt: Optional[str]
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return None
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# default seed behavior
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if seed in (None, 0, -1):
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seed = random.randint(1, 2**31 - 1)
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# Build query string
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q = {
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"prompt": prompt or "",
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"seed": int(seed),
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"frames_per_second": int(frames_per_second),
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"video_length": int(video_length),
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}
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if negative_prompt:
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if
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url = f"{INFERENCE_URL}?{urlencode(q)}"
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# Images go in the body
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files = {
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"image_bytes": ("start.png", _png_bytes(start_img), "image/png"),
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"image_bytes_end": ("end.png", _png_bytes(end_img), "image/png"),
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}
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headers = {"accept": "application/json"}
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try:
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if "application/json" not in ctype:
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resp.raise_for_status()
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return _save_video_bytes(resp.content, "stitch")
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video_url = data.get("video_url") or data.get("url") or data.get("result") or data.get("output")
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if isinstance(video_url, str) and video_url.startswith(("http://", "https://")):
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return _save_video_bytes(_download_to_bytes(video_url), "stitch")
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if pad:
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video_b64 += "=" * pad
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return _save_video_bytes(base64.b64decode(video_b64), "stitch")
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print("stitch_call error:", e)
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return None
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# -------- FFmpeg-based concatenation (N clips) --------
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def concat_many(videos: List[str]) -> Optional[str]:
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vids = [v for v in videos if v]
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if len(vids) < 2:
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return None
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try:
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return out_path
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except Exception as e:
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print("concat_many error:", e)
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return None
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# -------- Timeline HTML renderer --------
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def render_timeline_html(paths: List[str]):
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vids = [p for p in (paths or []) if p]
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if not vids:
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return "<div class='tl-grid tl-empty'>No clips yet. Generate and click ‘Add to timeline’.</div>"
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items = []
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for i, p in enumerate(vids, 1):
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items.append(
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f"""
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<div class="tl-item">
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<video src="{p}" controls playsinline></video>
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<div class="tl-label">Clip {i}</div>
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</div>
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"""
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)
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return f"<div class='tl-grid'>{''.join(items)}</div>"
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# =========================
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# Gradio callbacks / state ops
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# =========================
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def add_image_slot(visible_slots: int):
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"""Reveal one more upload slot (up to MAX_SLOTS)."""
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return min(MAX_SLOTS, int(visible_slots) + 1)
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def _reveal_slots(n, *imgs):
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"""Update visibility of image upload components based on visible_slots state."""
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n = int(n)
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updates = []
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for i in range(MAX_SLOTS):
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updates.append(gr.update(visible=(i < n)))
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return updates
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def collect_choices(*imgs):
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"""Build dropdown choices of available indices (1-based labels) based on non-empty slots."""
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choices = []
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for i, img in enumerate(imgs, start=1):
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if img is not None:
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choices.append(str(i))
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return gr.update(choices=choices), gr.update(choices=choices)
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def stitch_selected(
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prompt, negative_prompt, fps, length_sec, seed, start_idx_str, end_idx_str, *imgs
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):
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"""Run inference for selected start/end indices (1-based strings) + options."""
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if not start_idx_str or not end_idx_str:
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gr.Warning("Please select Start and End frames.")
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return None
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try:
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s = int(start_idx_str) - 1
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e = int(end_idx_str) - 1
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except Exception:
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return
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if s < 0 or e < 0 or s >= len(imgs) or e >= len(imgs):
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gr.Warning("Start/End out of range.")
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return None
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if start_img is None or end_img is None:
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gr.Warning("Selected slots are empty.")
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return None
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fps_val = int(str(fps)) if fps else 24
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len_val = int(str(length_sec)) if length_sec else 4
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vid = stitch_call(
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start_img=start_img,
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end_img=end_img,
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prompt=prompt or "",
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seed=int(seed or 0),
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negative_prompt=(negative_prompt or "").strip() or None,
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frames_per_second=fps_val,
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video_length=len_val,
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num_inference_steps=None,
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)
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if not vid:
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gr.Warning("Generation failed.")
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return None
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return vid # path for preview
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def add_to_timeline(preview_path, timeline_paths: List[str]):
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"""Append preview to timeline; return updated state and HTML."""
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tl = list(timeline_paths or [])
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if not preview_path:
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gr.Warning("Generate a clip first.")
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return tl, gr.update(value=render_timeline_html(tl))
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tl.append(preview_path)
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return tl, gr.update(value=render_timeline_html(tl))
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def stitch_all_from_timeline(timeline_paths: List[str]):
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vids = list(timeline_paths or [])
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if len(vids) < 2:
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gr.Warning("Add at least two clips to the timeline first.")
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return None
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out = concat_many(vids)
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if not out:
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gr.Warning("Failed to concatenate clips.")
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return out
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#
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#
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#
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.gradio-container { padding: 24px; }
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.pill button { border-radius: 999px !important; padding: 10px 18px; }
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.rounded textarea { border-radius: 16px !important; }
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.gallery-row { display:flex; gap:16px; overflow-x:auto; padding:8px 4px; }
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.gallery-row .gradio-image { min-width: 220px; }
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.tl-grid {
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display: grid;
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grid-template-columns: repeat(auto-fill, minmax(180px, 1fr));
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gap: 12px;
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}
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.stitch-box {
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background-color: #f0f4ff; /* pick any color you like */
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border-radius: 12px;
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padding: 16px;
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}
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.tl-grid video {
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width: 100%;
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height: 120px;
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object-fit: cover;
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border-radius: 12px;
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display: block;
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}
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.tl-label {
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font-size: 12px;
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color: #9aa0a6;
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margin-top: 4px;
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text-align: center;
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}
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.tl-empty { color: #9aa0a6; padding: 8px 4px; }
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"""
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with gr.Blocks(css=CSS, title="StitchTool") as demo:
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gr.Markdown("## StitchTool")
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# --- State ---
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visible_slots = gr.State(value=3) # number of visible image slots
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timeline_state = gr.State(value=[]) # list[str] of video file paths (timeline)
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# --- Image gallery (horizontal, grows on demand) ---
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with gr.Row(elem_classes=["gallery-row"]):
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img_comps = []
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for i in range(MAX_SLOTS):
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comp = gr.Image(label=f"Image {i+1} upload", type="pil", visible=(i < 3))
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img_comps.append(comp)
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add_btn = gr.Button("+ Add image")
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# clicking add → reveal one more slot
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add_btn.click(
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fn=add_image_slot,
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inputs=[visible_slots],
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outputs=[visible_slots],
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)
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# reflect visibility changes whenever visible_slots changes
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visible_slots.change(
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fn=_reveal_slots,
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inputs=[visible_slots] + img_comps,
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outputs=img_comps
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)
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# Seed + Start/End selection + Prompt + options + Stitch + Preview
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seed = gr.Number(value=0, precision=0, label="Seed (0 = random)")
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with gr.Row():
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)
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length_sec = gr.Dropdown(
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label="Video length (sec)",
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choices=["2", "4"],
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value="4",
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interactive=True,
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)
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run_btn = gr.Button("Generate", elem_classes=["pill"])
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add_tl_btn = gr.Button("Add to timeline", elem_classes=["pill"])
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# Right column: preview video
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with gr.Column(scale=1, min_width=420):
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preview = gr.Video(label="Video output", interactive=False)
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# keep start/end dropdowns up to date based on which slots have images
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for comp in img_comps:
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comp.change(
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fn=collect_choices,
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inputs=img_comps,
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outputs=[start_dd, end_dd]
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)
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# stitch action → preview
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run_btn.click(
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fn=stitch_selected,
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inputs=[prompt, negative, fps, length_sec, seed, start_dd, end_dd] + img_comps,
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outputs=[preview]
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)
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if __name__ == "__main__":
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demo.
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import os, uuid, time, json, shutil, mimetypes, subprocess, requests, gradio as gr
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from datetime import datetime
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from typing import Optional, List
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# -------- config --------
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ENDPOINT = "https://moonmath-ai-dev--moonmath-i2v-backend-moonmathinference-run.modal.run"
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FFMPEG = "ffmpeg"
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OUT, TMP = "outputs", "tmp"
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os.makedirs(OUT, exist_ok=True); os.makedirs(TMP, exist_ok=True)
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ts = lambda: datetime.utcnow().strftime("%Y%m%d_%H%M%S")
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fname = lambda p,e: f"{p}_{ts()}_{uuid.uuid4().hex[:6]}.{e}"
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abspath= lambda p: os.path.abspath(p)
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def run_ffmpeg(args: List[str]):
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p = subprocess.run([FFMPEG]+args, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
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if p.returncode:
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raise RuntimeError(p.stderr.decode(errors="ignore"))
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def extract_last_frame(video_path: str) -> str:
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out = os.path.join(TMP, fname("last", "png"))
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run_ffmpeg(["-sseof","-1","-i",video_path,"-frames:v","1","-q:v","2",out])
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return out
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def concat_videos(paths: List[str]) -> str:
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if not paths: raise ValueError("No videos selected.")
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if len(paths)==1:
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dst = os.path.join(OUT, fname("continuous","mp4")); shutil.copy(paths[0], dst); return dst
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listfile = os.path.join(TMP, f"concat_{uuid.uuid4().hex}.txt")
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with open(listfile,"w") as f:
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for p in paths: f.write(f"file '{abspath(p)}'\n")
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out = os.path.join(OUT, fname("continuous","mp4"))
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run_ffmpeg(["-f","concat","-safe","0","-i",listfile,"-c","copy",out])
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os.remove(listfile)
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return out
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def zip_used(paths: List[str]) -> str:
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pack = os.path.join(TMP, f"pack_{uuid.uuid4().hex[:6]}")
|
| 39 |
+
os.makedirs(pack, exist_ok=True)
|
| 40 |
+
for p in paths: shutil.copy(p, pack)
|
| 41 |
+
base = os.path.join(OUT, f"used_{ts()}")
|
| 42 |
+
shutil.make_archive(base, "zip", pack)
|
| 43 |
+
shutil.rmtree(pack, ignore_errors=True)
|
| 44 |
+
return base + ".zip"
|
| 45 |
+
|
| 46 |
+
def save_video_bytes(content: bytes, content_type: str) -> str:
|
| 47 |
+
ext = (mimetypes.guess_extension(content_type) or ".mp4").lstrip(".")
|
| 48 |
+
path = os.path.join(OUT, fname("gen", ext))
|
| 49 |
+
with open(path,"wb") as f: f.write(content)
|
| 50 |
+
return path
|
| 51 |
|
| 52 |
+
def call_backend(
|
|
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|
|
| 53 |
prompt: str,
|
| 54 |
+
image_bytes_path: str,
|
| 55 |
+
negative_prompt: Optional[str],
|
| 56 |
+
fps: int,
|
| 57 |
+
vlen: int,
|
| 58 |
+
steps: Optional[int],
|
| 59 |
+
seed: Optional[int]
|
| 60 |
+
) -> str:
|
| 61 |
+
params = {
|
| 62 |
+
"prompt": prompt,
|
| 63 |
+
"frames_per_second": str(fps),
|
| 64 |
+
"video_length": str(vlen),
|
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|
| 65 |
}
|
| 66 |
+
if negative_prompt: params["negative_prompt"] = negative_prompt
|
| 67 |
+
if steps is not None: params["num_inference_steps"] = str(steps)
|
| 68 |
+
if seed is None: seed = int(time.time())
|
| 69 |
+
params["seed"] = str(seed)
|
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|
| 70 |
|
| 71 |
+
files = {"image_bytes": (os.path.basename(image_bytes_path), open(image_bytes_path,"rb"),
|
| 72 |
+
"application/octet-stream")}
|
| 73 |
try:
|
| 74 |
+
r = requests.post(ENDPOINT, params=params, files=files, headers={"accept":"application/json"}, timeout=600)
|
| 75 |
+
finally:
|
| 76 |
+
try: files["image_bytes"][1].close()
|
| 77 |
+
except: pass
|
|
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|
| 78 |
|
| 79 |
+
if r.status_code != 200:
|
| 80 |
+
raise RuntimeError(f"Backend {r.status_code}: {r.text[:500]}")
|
|
|
|
|
|
|
|
|
|
| 81 |
|
| 82 |
+
ctype = r.headers.get("Content-Type","")
|
| 83 |
+
if ctype.startswith("video/"): # raw video bytes
|
| 84 |
+
return save_video_bytes(r.content, ctype)
|
|
|
|
|
|
|
|
|
|
| 85 |
|
| 86 |
+
# expect JSON with { "video_url": ... } or direct mp4 URL
|
|
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|
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|
|
|
|
|
|
| 87 |
try:
|
| 88 |
+
payload = r.json()
|
| 89 |
+
url = payload.get("video_url")
|
| 90 |
+
if not url: raise ValueError("no video_url in response")
|
| 91 |
+
r2 = requests.get(url, stream=True, timeout=600)
|
| 92 |
+
if r2.status_code != 200: raise RuntimeError(f"fetch video {r2.status_code}")
|
| 93 |
+
path = os.path.join(OUT, fname("gen","mp4"))
|
| 94 |
+
with open(path,"wb") as f:
|
| 95 |
+
for chunk in r2.iter_content(1<<20):
|
| 96 |
+
if chunk: f.write(chunk)
|
| 97 |
+
return path
|
|
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|
|
|
| 98 |
except Exception:
|
| 99 |
+
# if backend returns direct bytes but mislabeled JSON, fallback
|
| 100 |
+
return save_video_bytes(r.content, ctype or "video/mp4")
|
|
|
|
|
|
|
|
|
|
|
|
|
| 101 |
|
| 102 |
+
with gr.Blocks() as demo:
|
| 103 |
+
gr.Markdown("## Continuous Video — chain last frame → next first frame")
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 104 |
|
| 105 |
+
# state
|
| 106 |
+
used_videos = gr.State([]) # list[str]
|
| 107 |
+
last_seed_img = gr.State(None) # str path (PNG) to send as image_bytes
|
| 108 |
+
current_video = gr.State(None) # str path
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 109 |
|
| 110 |
with gr.Row():
|
| 111 |
+
prompt = gr.Textbox(label="Prompt", placeholder="Describe your shot…", lines=2)
|
| 112 |
+
with gr.Row():
|
| 113 |
+
start_file = gr.File(label="Initial start image or video (only needed for the very first clip)", file_types=["image","video"])
|
| 114 |
+
with gr.Row():
|
| 115 |
+
negative = gr.Textbox(label="Negative prompt (optional)", placeholder="What to avoid…")
|
| 116 |
+
with gr.Row():
|
| 117 |
+
fps = gr.Slider(1,60, value=24, step=1, label="Frames per second")
|
| 118 |
+
vlen = gr.Slider(1,12, value=4, step=1, label="Video length (seconds)")
|
| 119 |
+
steps = gr.Slider(1,100, value=30, step=1, label="Num inference steps (optional)", interactive=True)
|
| 120 |
+
seed = gr.Number(label="Seed (optional)", precision=0, value=None)
|
|
|
|
| 121 |
|
| 122 |
+
video_out = gr.Video(label="Output")
|
| 123 |
+
with gr.Row():
|
| 124 |
+
gen_btn = gr.Button("Generate", variant="primary")
|
| 125 |
+
use_btn = gr.Button("Chain")
|
| 126 |
+
dl_btn = gr.Button("Download")
|
| 127 |
+
|
| 128 |
+
files_out = gr.Files(label="Downloads")
|
| 129 |
+
|
| 130 |
+
def on_generate(prompt_txt, start_file_obj, neg, fps_val, vlen_val, steps_val, seed_val, seed_img):
|
| 131 |
+
if not prompt_txt or not prompt_txt.strip():
|
| 132 |
+
raise gr.Error("Prompt is required.")
|
| 133 |
+
# choose image_bytes source: last stolen frame > uploaded start file
|
| 134 |
+
image_path = seed_img
|
| 135 |
+
if not image_path:
|
| 136 |
+
if not start_file_obj: raise gr.Error("First generation requires an initial image OR video.")
|
| 137 |
+
image_path = start_file_obj.name
|
| 138 |
+
try:
|
| 139 |
+
out = call_backend(
|
| 140 |
+
prompt=prompt_txt.strip(),
|
| 141 |
+
image_bytes_path=image_path,
|
| 142 |
+
negative_prompt=(neg.strip() if (neg and neg.strip()) else None),
|
| 143 |
+
fps=int(fps_val),
|
| 144 |
+
vlen=int(vlen_val),
|
| 145 |
+
steps=int(steps_val) if steps_val else None,
|
| 146 |
+
seed=int(seed_val) if (seed_val not in [None,""]) else None
|
| 147 |
)
|
| 148 |
+
except Exception as e:
|
| 149 |
+
raise gr.Error(str(e))
|
| 150 |
+
return out, out # preview path, current_video state
|
| 151 |
+
|
| 152 |
+
gen_btn.click(
|
| 153 |
+
on_generate,
|
| 154 |
+
inputs=[prompt, start_file, negative, fps, vlen, steps, seed, last_seed_img],
|
| 155 |
+
outputs=[video_out, current_video]
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 156 |
)
|
| 157 |
|
| 158 |
+
def on_use(curr, used):
|
| 159 |
+
if not curr or not os.path.exists(curr):
|
| 160 |
+
raise gr.Error("Generate a video first.")
|
| 161 |
+
if curr not in used: used = used + [curr]
|
| 162 |
+
try:
|
| 163 |
+
seed_img = extract_last_frame(curr)
|
| 164 |
+
except Exception as e:
|
| 165 |
+
raise gr.Error(f"Could not extract last frame: {e}")
|
| 166 |
+
return used, seed_img
|
| 167 |
+
|
| 168 |
+
use_btn.click(
|
| 169 |
+
on_use,
|
| 170 |
+
inputs=[current_video, used_videos],
|
| 171 |
+
outputs=[used_videos, last_seed_img]
|
| 172 |
)
|
| 173 |
|
| 174 |
+
def on_download(used):
|
| 175 |
+
if not used: raise gr.Error("Nothing to download. Click Use after generating clips.")
|
| 176 |
+
files = []
|
| 177 |
+
try:
|
| 178 |
+
merged = concat_videos(used); files.append(merged)
|
| 179 |
+
except Exception as e:
|
| 180 |
+
# still allow ZIP even if concat fails
|
| 181 |
+
print("concat error:", e)
|
| 182 |
+
try:
|
| 183 |
+
zipped = zip_used(used); files.append(zipped)
|
| 184 |
+
except Exception as e:
|
| 185 |
+
print("zip error:", e)
|
| 186 |
+
return files
|
| 187 |
+
|
| 188 |
+
dl_btn.click(on_download, inputs=[used_videos], outputs=[files_out])
|
| 189 |
|
| 190 |
if __name__ == "__main__":
|
| 191 |
+
demo.launch()
|