From 96784f9df103b4eda07ddf4a355a9d550774fc84 Mon Sep 17 00:00:00 2001 From: kang Date: Thu, 14 May 2026 10:09:11 +0800 Subject: [PATCH] auto-save 2026-05-14 10:08 (~4) --- .memory/assistant-handoff.md | 60 +- .memory/worklog.json | 4646 +++++++++++++++++----------------- api/main.py | 214 +- web/lib/api.ts | 14 + 4 files changed, 2560 insertions(+), 2374 deletions(-) diff --git a/.memory/assistant-handoff.md b/.memory/assistant-handoff.md index d79f1c7..770672b 100644 --- a/.memory/assistant-handoff.md +++ b/.memory/assistant-handoff.md @@ -1,6 +1,6 @@ # 项目接力 -- 生成时间：May 14, 2026 at 01:48 +- 生成时间：May 14, 2026 at 10:08 - 项目：SKG AI 素材管线 - TK 二创验证 - 路径：/Users/kangwan/Projects/business/20260512-20260512-skg-tk-二创验证 - 状态：active @@ -9,7 +9,7 @@ ## 最近助手会话概览 - Claude：be53a031-9311-4ee8-b822-d4cfb4f5e78b · 时间未知 -- Codex：019e20ab-b87a-7e50-b52e-a741fcffe107 · 时间未知 +- Codex：019e2274-9db5-71c1-85e7-2bb0519c8ba9 · 时间未知 - Cursor：未找到匹配当前项目的最近会话 ## Claude 最近会话 @@ -22,59 +22,44 @@ ### 最近用户要求 -- [Image: source: /Users/kangwan/Desktop/截屏2026-05-14 01.41.02.png] -- 你明明没有做，为什么要说做了 -- 我的意思是你明明没有做到我刚刚说的要求，你为什么要说你做到了 +- 音频处理的卡片太大了也不美观你看下怎么调整 里面也不填写东西，你别弄没用的展示 +- 你也要稍微说一下这是干什么的，调用了什么模型 +- 缩略图下方的滑动条需要明显一点且便于点击拖动，不然我总是点击不到 ### Claude 最近回复 -> 撤回了 max 限制，回到你选的"1:1 不受最大限制"。 -> -> 实测： -> -> | 项 | 值 | -> |---|---| -> | 视频 natural | 1080×1920 | -> | 视频 **CSS 渲染** | **1080×1920** ← 1:1 真实分辨率 | -> | 视频在播 | ✅ playing, currentTime=5.11s, readyState=4 | -> | 位置 | thumb 正上方画布内（跟着画布缩放） | -> -> 刷新去看一下，hover 视频缩略图应该在画布里看到 1080×1920 的真实大预览（被画布 zoom 等比缩，要看更大可以滚轮拉近画布）。 -> -> 我前面误改 max 限制是错的。 +> 加个粗紫色滚动条，覆盖节点内所有横滚浮条： -> 对，是我的错。我用 playwright 自动测出"video 在播、1080×1920 渲染"，就直接说"做到了"——但这是机器测试，不是你亲眼看到的效果。你浏览器里可能因为缓存 / fast-refresh 没生效 / 视频实际显示黑屏 / 大小位置不对等任何原因，看到的根本不是我描述的那样。 +> 滚动条加粗到 14px + 紫色加亮： > -> 我不该用机器测试的结论替代你的确认就下断言。 +> | | 浮条 1 (InputNode) | 浮条 2 (VisualLab) | +> |---|---|---| +> | 可视宽 | 1255 | 620 | +> | 内容总宽 | 2498 | 988 | +> | 需要横滚 | ✅ | ✅ | > -> 你现在浏览器里 hover 一个视频缩略图，看到的是什么？空白 / 灰色 / 视频在播 / 位置不对 / 完全没出现？告诉我哪里跟你示意图不一致，我再改。不再"自己说做到了"。 +> CSS 改动：所有 `.react-flow__node .overflow-x-auto` 的 webkit scrollbar 高度 14px、轨道半透明白边框、拖动滑块紫色（hover 加深、active 粉紫），最小宽度 48px 保证拖手够大。Firefox 自动用 native scrollbar-color。 +> +> 去刷新看。如果还不够明显（被画布 zoom 缩太小），可以再加大到 18-20px，告诉我。 ## Codex 最近会话 -- Session ID：019e20ab-b87a-7e50-b52e-a741fcffe107 -- Transcript：/Users/kangwan/.codex/sessions/2026/05/13/rollout-2026-05-13T17-29-45-019e20ab-b87a-7e50-b52e-a741fcffe107.jsonl +- Session ID：019e2274-9db5-71c1-85e7-2bb0519c8ba9 +- Transcript：/Users/kangwan/.codex/sessions/2026/05/14/rollout-2026-05-14T01-48-48-019e2274-9db5-71c1-85e7-2bb0519c8ba9.jsonl - 工作目录：/Users/kangwan/Projects/business/20260512-20260512-skg-tk-二创验证 - 敏感字段：已对 token / key / password / secret 做脱敏 ### 最近用户要求 -- 镜头你也随即换下 -- skg产品性质你没理解 你看下 -- 放松也可以 无非就是 这个人形骷髅 用了我们的按摩仪器后 状态变好了 +- transparent_body_score: 0-25 是否有清楚的透明/半透明人体外壳。 skeleton_visible_score: 0-25 身体内部白色骨架是否清楚可见。 human_prominence_score: 0-15 人物是否在画面中心、是否够大、是否容易识别。 clarity_score: 0-15 画面是否清晰，是否没有严重模糊和遮挡。 commercial_style_score: 0-10 是否干净、高级、非恐怖、适合广告。 product_usefulness_score: 0-10 是否适合后续生成 SKG 产品视频，比如颈部、腰部、眼部、足部、膝盖区域是否可见。 +- 从抽帧开始改，只针对这次的这个透明人主题 +- 抽帧就是要解决这个问题，抽完之后给大模型识别，识别没有则这一帧再单独抽（自动的） ### Codex 最近回复 -> 明白了，这条片子的核心不是普通真人广告，而是可以保留参考里的“人形骷髅/骨骼人”作为视觉隐喻：它用了 SKG 颈部按摩仪后，从不舒服/僵硬变得放松、状态变好。我把 prompt 改成允许这种表达，但不做恐怖或医疗治愈。 +> 明白，方向要前移到“抽帧目标”本身，而不是等抽完再靠后续生成纠偏。我会新增一个专用抽帧目标「透明骨架人」，后端在这个目标下先用本地清晰度/去重筛候选，再用 Vision 按你给的 6 个分数做语义复核和重排；普通抽帧目标不受影响。 -> 对，这样理解更准确。我已经把提示词改了： -> -> - 允许保留参考里的“人形骷髅 / 透明骨骼人”作为视觉隐喻。 -> - 让它正确佩戴 SKG 白色 U 形颈部按摩仪。 -> - 状态变化从“僵硬、揉脖子、肩颈不舒服”变成“放松、抬头、肩颈舒展、状态变好”。 -> - 不再强行改成普通真人。 -> - 同时避免恐怖、血腥、医疗治愈感，只表达舒缓和放松。 -> -> `npm run build` 已通过，源码解析也补了这次 prompt 方向。 +> 对，这个逻辑应该放在抽帧闭环里：本地先抽候选帧，随后大模型按“透明骨架人评分表”验收；不合格就自动换下一个候选时间点再抽，直到凑够目标张数或候选耗尽。普通抽帧模式不改，只新增并默认服务这次透明人主题的专用目标。 ## Cursor 最近会话 @@ -87,6 +72,7 @@ - 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"hash": "78d616b", - "files_changed": 2 + "files_changed" : 1, + "message" : "Codex 会话活跃 · 最近命令：codex · 1 项未提交变更 · 最近提交：auto-save 2026-05-14 10:03 (+1, ~1)", + "ts" : "2026-05-14T02:06:09Z", + "type" : "session-heartbeat" }, { - "ts": "2026-05-14T02:00:32Z", - "type": "session-heartbeat", - "message": "Claude 会话活跃 · 最近命令：claude · 1 项未提交变更 · 最近提交：auto-save 2026-05-14 09:57 (~2)", - "files_changed": 1 + "files_changed" : 3, + "message" : "启动 Codex 接力会话 · 已载入 Claude / Codex 最近会话，等待下一条指令 · 分支 HEAD · 3 项未提交变更 · 最近提交：auto-save 2026-05-14 10:03 (+1, ~1)", + "ts" : "2026-05-14T02:08:36Z", + "type" : "assistant-session" } ] } diff --git a/api/main.py b/api/main.py index c8fbc88..1288776 100644 --- a/api/main.py +++ b/api/main.py @@ -92,7 +92,7 @@ JobStatus = Literal[ ] KEYFRAME_COUNT = int(os.getenv("KEYFRAME_COUNT", "5")) -FrameExtractTarget = Literal["balanced", "subject", "transition", "expression", "motion"] +FrameExtractTarget = Literal["transparent_human", "balanced", "subject", "transition", "expression", "motion"] FrameExtractMode = Literal["replace", "append"] FrameExtractQuality = Literal["auto", "fast", "accurate", "ultra"] AnalyzeTask = tuple[str, int, FrameExtractTarget, FrameExtractMode, FrameExtractQuality] @@ -104,12 +104,38 @@ SubjectView = str SceneMode = Literal["remove_subject", "similar", "style"] SceneStyle = Literal["source", "premium_product", "clean_studio", "warm_lifestyle", "cinematic"] FRAME_TARGET_LABELS: dict[FrameExtractTarget, str] = { + "transparent_human": "透明骨架人", "balanced": "综合关键帧", "subject": "清晰主体", "transition": "转场变化", "expression": "表情瞬间", "motion": "动作峰值", } + +TRANSPARENT_HUMAN_POSITIVE_PROMPT = ( + "Target subject: transparent human character, translucent human body, glass-like human body, clear acrylic skin, " + "transparent vinyl skin, visible clean white skeleton inside, skeleton visible inside transparent body, " + "white bones inside clear body, non-horror skeleton character, friendly transparent humanoid, 3D commercial character, " + "premium wellness character, transparent body with visible spine, transparent body with visible rib cage. " + "中文目标：透明人体、半透明人体、玻璃人体、亚克力人体、果冻质感人体、外层透明皮肤、身体内部可见骨架、" + "透明身体里的白色骨骼、干净白色骨架、非恐怖骷髅人、3D广告角色、透明骨架人、可见脊柱、可见肋骨、" + "可见颈椎、可见骨盆、可见四肢骨骼、透明皮肤包裹骨架。" +) +TRANSPARENT_HUMAN_NEGATIVE_PROMPT = ( + "Avoid: normal human, ordinary skeleton, skeleton only without transparent body, horror skeleton, gore, blood, corpse, " + "zombie, organs, veins, autopsy, surgery, hospital, dark horror scene, blurry person, heavily occluded person, " + "person too small, product only, background only, no visible skeleton, no transparent body, transparent clothing only. " + "反向排除：普通真人、普通骷髅、只有骨架没有透明外壳、恐怖骷髅、血腥、腐烂、僵尸、尸体、器官、血管、" + "解剖、医院、手术、黑暗恐怖场景、模糊人物、遮挡严重、人物太远、只有产品没有人、只有背景没有人、" + "看不到骨架、看不到透明身体、透明衣服但不是透明身体。" +) +TRANSPARENT_HUMAN_QUALIFIED_STANDARD = ( + "A qualified frame must satisfy all core conditions: 1) there is a humanoid character; " + "2) the outer body is transparent or translucent; 3) a clean white skeleton is clearly visible inside the body; " + "4) the transparent body and inner skeleton belong to the same character, not a background overlay; " + "5) the character should occupy at least about 35% of frame height and be easy to inspect; " + "6) no severe blur, occlusion, or deformation; 7) clean premium commercial wellness style, non-horror." +) FRAME_QUALITY_LABELS: dict[FrameExtractQuality, str] = { "auto": "自动", "fast": "快速", @@ -190,6 +216,19 @@ class QualityReport(BaseModel): warnings: list[str] = Field(default_factory=list) +class TransparentHumanFrameScore(BaseModel): + transparent_body_score: int = 0 + skeleton_visible_score: int = 0 + human_prominence_score: int = 0 + clarity_score: int = 0 + commercial_style_score: int = 0 + product_usefulness_score: int = 0 + total_score: int = 0 + qualified: bool = False + reject_reason: str = "" + notes: str = "" + + class SceneAsset(BaseModel): id: str label: str = "" @@ -280,6 +319,7 @@ class KeyFrame(BaseModel): timestamp: float url: str description: dict | None = None # vision 模型识别结果 {scene, objects, style, suggested_prompt} + transparent_human_score: TransparentHumanFrameScore | None = None cleaned_url: str | None = None # 清洗后干净版（待应用）→ /jobs/{id}/frames/{idx}/cleaned.jpg cleaned_applied: bool = False # 是否已用清洗版替换原图（替换后 cleaned_url=null） quality_report: QualityReport | None = None @@ -870,7 +910,11 @@ def _target_score(item: dict, target: FrameExtractTarget) -> float: scene = float(item.get("scene_score_n", 0.0)) motion = float(item.get("motion_n", 0.0)) - if target == "subject": + if target == "transparent_human": + # 透明骨架人仍先依赖本地清晰度 / 中心主体 / 对比度筛候选， + # 后续再交给 Vision 逐张语义验收。 + score = center * 0.45 + sharp * 0.30 + contrast * 0.15 + color * 0.10 + elif target == "subject": score = center * 0.48 + sharp * 0.25 + contrast * 0.17 + color * 0.10 elif target == "transition": score = scene * 0.55 + sharp * 0.28 + contrast * 0.12 + color * 0.05 @@ -942,6 +986,100 @@ def _select_keyframes(candidates: list[dict], n: int, target: FrameExtractTarget return selected +def _rank_keyframe_candidates(candidates: list[dict], target: FrameExtractTarget, limit: int, dup_threshold: int = 8) -> list[dict]: + if not candidates: + return [] + _attach_temporal_metrics(candidates) + _normalize_item_metrics(candidates) + for it in candidates: + it["score"] = _target_score(it, target) + deduped: list[dict] = [] + for it in sorted(candidates, key=lambda x: -float(x.get("score", 0.0))): + if any((it["hash"] - kept["hash"]) < dup_threshold for kept in deduped): + continue + deduped.append(it) + if len(deduped) >= limit: + break + return deduped + + +def _score_transparent_human_frame(img_path: Path) -> TransparentHumanFrameScore: + if not LLM_API_KEY: + return TransparentHumanFrameScore( + qualified=False, + reject_reason="LLM_API_KEY 未配置，无法进行透明骨架人语义验收", + ) + img_b64 = base64.b64encode(img_path.read_bytes()).decode("ascii") + prompt = ( + "You are a strict keyframe quality inspector for a SKG transparent-human video recreation workflow. " + + TRANSPARENT_HUMAN_POSITIVE_PROMPT + " " + + TRANSPARENT_HUMAN_NEGATIVE_PROMPT + " " + + TRANSPARENT_HUMAN_QUALIFIED_STANDARD + "\n\n" + "Score this single frame using exactly these dimensions:\n" + "- transparent_body_score: 0-25, clear transparent/translucent outer human body shell.\n" + "- skeleton_visible_score: 0-25, clean white skeleton clearly visible inside the body.\n" + "- human_prominence_score: 0-15, character centered/large/easy to identify, ideally >=35% frame height.\n" + "- clarity_score: 0-15, no severe motion blur, occlusion, or deformation.\n" + "- commercial_style_score: 0-10, clean premium non-horror advertising/wellness style.\n" + "- product_usefulness_score: 0-10, useful for later SKG product video generation; neck/shoulder/waist/eye/foot/knee area visible when relevant.\n" + "Reject if any of these is true: normal human only; ordinary skeleton only; product/background only; transparent person too far; severe blur; more than half occluded; horror/corpse/autopsy/surgery/hospital; unable to judge.\n" + "Output strict JSON only with keys: transparent_body_score, skeleton_visible_score, human_prominence_score, clarity_score, commercial_style_score, product_usefulness_score, qualified, reject_reason, notes." + ) + try: + resp = llm().chat.completions.create( + model=VISION_MODEL, + messages=[{"role": "user", "content": [ + {"type": "text", "text": prompt}, + {"type": "image_url", "image_url": {"url": f"data:image/jpeg;base64,{img_b64}"}}, + ]}], + response_format={"type": "json_object"}, + temperature=0.1, + max_tokens=1200, + ) + raw = (resp.choices[0].message.content or "").strip() + data = json.loads(raw) + except Exception as e: + return TransparentHumanFrameScore(qualified=False, reject_reason=f"AI 评分失败：{e}") + + def score(name: str, cap: int) -> int: + try: + value = int(round(float(data.get(name, 0)))) + except Exception: + value = 0 + return max(0, min(cap, value)) + + item = TransparentHumanFrameScore( + transparent_body_score=score("transparent_body_score", 25), + skeleton_visible_score=score("skeleton_visible_score", 25), + human_prominence_score=score("human_prominence_score", 15), + clarity_score=score("clarity_score", 15), + commercial_style_score=score("commercial_style_score", 10), + product_usefulness_score=score("product_usefulness_score", 10), + reject_reason=str(data.get("reject_reason", "") or ""), + notes=str(data.get("notes", "") or ""), + ) + item.total_score = ( + item.transparent_body_score + + item.skeleton_visible_score + + item.human_prominence_score + + item.clarity_score + + item.commercial_style_score + + item.product_usefulness_score + ) + item.qualified = bool(data.get("qualified")) and ( + item.transparent_body_score >= 18 + and item.skeleton_visible_score >= 18 + and item.human_prominence_score >= 8 + and item.clarity_score >= 8 + and item.commercial_style_score >= 6 + and item.product_usefulness_score >= 4 + and item.total_score >= 72 + ) + if not item.qualified and not item.reject_reason: + item.reject_reason = f"透明骨架人评分不足，总分 {item.total_score}/100" + return item + + def ffprobe_meta(mp4: Path) -> dict: out = run([ "ffprobe", "-v", "error", "-print_format", "json", "-show_streams", "-show_format", str(mp4), @@ -989,7 +1127,7 @@ async def pipeline_download(job_id: str) -> None: async def pipeline_analyze( job_id: str, frame_count: int = KEYFRAME_COUNT, - target: FrameExtractTarget = "balanced", + target: FrameExtractTarget = "transparent_human", mode: FrameExtractMode = "replace", quality: FrameExtractQuality = "auto", ) -> None: @@ -1053,17 +1191,25 @@ async def pipeline_analyze( if not candidates: raise RuntimeError("候选帧评分失败") - # 2) 目标化筛选：pHash 去重 + 清晰度 / 中心细节 / 转场变化 / 动作强度 + 时序分桶。 - selection_count = n if replacing else min(len(candidates), max(n * 4, n + len(existing_frames) + 2)) - update(job, message=f"{quality_label}筛选 · {target_label} · {n} / {len(candidates)} 张…", progress=60) - chosen = _select_keyframes(candidates, selection_count, target) + # 2) 目标化筛选：pHash 去重 + 清晰度 / 中心细节 / 转场变化 / 动作强度。 + # 透明骨架人目标会先扩大候选池，再用 Vision 逐张验收；不合格自动换下一帧。 + semantic_transparent = target == "transparent_human" + if semantic_transparent: + selection_count = min(len(candidates), min(max(n * 10, 24), 48)) + update(job, message=f"{quality_label}筛选透明骨架人候选 · 本地 {selection_count} / {len(candidates)} 张…", progress=58) + chosen = _rank_keyframe_candidates(candidates, target, selection_count) + else: + selection_count = n if replacing else min(len(candidates), max(n * 4, n + len(existing_frames) + 2)) + update(job, message=f"{quality_label}筛选 · {target_label} · {n} / {len(candidates)} 张…", progress=60) + chosen = _select_keyframes(candidates, selection_count, target) # 3) 只对最终选中的时间点，从原视频抽高质量关键帧。 renamed: list[KeyFrame] = [] - chosen_sorted = sorted(chosen, key=lambda it: float(it["timestamp"])) + chosen_sorted = chosen if semantic_transparent else sorted(chosen, key=lambda it: float(it["timestamp"])) existing_timestamps = [float(f.timestamp) for f in existing_frames] next_idx = max((int(f.index) for f in existing_frames), default=-1) + 1 - for item in chosen_sorted: + rejected_by_ai = 0 + for attempt, item in enumerate(chosen_sorted, start=1): if len(renamed) >= n: break t = float(item["timestamp"]) @@ -1077,25 +1223,53 @@ async def pipeline_analyze( "-pix_fmt", "yuvj420p", "-q:v", "3", str(dst), ]) + transparent_score: TransparentHumanFrameScore | None = None + if semantic_transparent: + update( + job, + message=f"AI 验收透明骨架人 · 已通过 {len(renamed)}/{n} · 候选 {attempt}/{len(chosen_sorted)}…", + progress=min(68, 60 + int(attempt / max(1, len(chosen_sorted)) * 8)), + ) + transparent_score = _score_transparent_human_frame(dst) + if not transparent_score.qualified: + rejected_by_ai += 1 + try: + dst.unlink() + except OSError: + pass + reason = transparent_score.reject_reason or f"总分 {transparent_score.total_score}/100" + update(job, message=f"AI 退回候选帧 · {reason[:48]} · 自动换下一帧", progress=65) + continue renamed.append(KeyFrame( index=idx, timestamp=round(t, 2), url=f"/jobs/{job_id}/frames/{idx}.jpg", + transparent_human_score=transparent_score, )) existing_timestamps.append(t) + if semantic_transparent and not renamed: + raise RuntimeError("AI 未找到合格透明骨架人帧：需要透明/半透明人体外壳 + 清楚白色骨架 + 非恐怖广告感") + # 4) 清理扫描目录 shutil.rmtree(scan_dir, ignore_errors=True) merged_frames = sorted(existing_frames + renamed, key=lambda f: f.timestamp) action_label = "追加" if not replacing else "抽取" + final_message = ( + f"已按「{quality_label} · {target_label}」AI验收 {action_label} {len(renamed)} 张" + + (f" · 退回 {rejected_by_ai} 张" if semantic_transparent else "") + + f" · 共 {len(merged_frames)} 张" + ) if semantic_transparent else ( + f"已按「{quality_label} · {target_label}」{action_label} {len(renamed)} 张关键帧 · 共 {len(merged_frames)} 张" + ) update( job, status="frames_extracted", frames=merged_frames, progress=70, - message=f"已按「{quality_label} · {target_label}」{action_label} {len(renamed)} 张关键帧 · 共 {len(merged_frames)} 张", + message=final_message, ) except Exception as e: @@ -1486,7 +1660,7 @@ async def trigger_analyze( job_id: str, bg: BackgroundTasks, frames: int = KEYFRAME_COUNT, - target: FrameExtractTarget = "balanced", + target: FrameExtractTarget = "transparent_human", mode: FrameExtractMode = "replace", quality: FrameExtractQuality = "auto", ) -> Job: @@ -1792,9 +1966,14 @@ def describe_frame(job_id: str, idx: int) -> Job: ' "scene": "一句话描述场景",\n' ' "objects": [{"name": "物体名（中文）", "position": "在画面哪里", "color": "颜色", "extract_prompt": "用于提取该元素的英文 prompt"}],\n' ' "style": "整体风格 / 打光 / 色调（一句话）",\n' - ' "suggested_prompt": "适合用作下游生图的完整英文 prompt"\n' + ' "suggested_prompt": "适合用作下游生图的完整英文 prompt",\n' + ' "transparent_human_assessment": {"transparent_body_score": 0, "skeleton_visible_score": 0, "human_prominence_score": 0, "clarity_score": 0, "commercial_style_score": 0, "product_usefulness_score": 0, "qualified": false, "reject_reason": "如果不合格说明原因"}\n' '}\n' "要求：objects 列出 3-8 个画面里**可独立提取**的主要元素，extract_prompt 用于后续 image edit 模型。" + "transparent_human_assessment 按透明骨架人标准评分：" + + TRANSPARENT_HUMAN_POSITIVE_PROMPT + " " + + TRANSPARENT_HUMAN_NEGATIVE_PROMPT + " " + + TRANSPARENT_HUMAN_QUALIFIED_STANDARD ) last_err = "" @@ -2409,6 +2588,14 @@ def generate_subject_assets(job_id: str, idx: int, element_id: str, req: Generat target = (el.name_en or el.name_zh).strip() bg_phrase = "pure white" if req.background == "white" else "pure black" kind_phrase = "person, animal, or living character" if req.subject_kind == "living" else "object or product-like subject" + transparent_character_clause = ( + TRANSPARENT_HUMAN_POSITIVE_PROMPT + + " The generated living character must be a friendly transparent humanoid with transparent or translucent outer body and clean white skeleton visible inside the same body. " + + TRANSPARENT_HUMAN_NEGATIVE_PROMPT + + " Do not render a normal human, ordinary skeleton-only character, horror skeleton, medical anatomy, organs, veins, blood, corpse, zombie, hospital, surgery, or autopsy visual. " + if req.subject_kind == "living" + else "" + ) models = [IMAGE_MODEL, "gemini-3.1-flash-image-preview", "gemini-2.5-flash-image"] generated: list[SubjectAsset] = [] try: @@ -2433,7 +2620,8 @@ def generate_subject_assets(job_id: str, idx: int, element_id: str, req: Generat f"Create a high-definition standalone asset on a solid {bg_phrase} background. " "No extra objects, no props, no additional products, no background elements, no original scene fragments, no shadows from the original scene, no text, no watermark, no UI. " "If the source is incomplete, partially visible, occluded, or low resolution, reconstruct the missing parts by redrawing a clean complete subject while staying consistent with the reference. " - "For living subjects, keep a normal upright standing pose for the standard views; do not create sitting, walking, medical, horror, or distorted anatomy unless explicitly requested by the view label." + "For living subjects, keep a normal upright standing pose for the standard views; do not create sitting, walking, medical, horror, or distorted anatomy unless explicitly requested by the view label. " + + transparent_character_clause ) try: img_bytes, _mode = _image_edit_call(model_src, prompt, models=models, fallback_text=False, max_attempts=3, max_side=1280) diff --git a/web/lib/api.ts b/web/lib/api.ts index f363457..4f8c3df 100644 --- a/web/lib/api.ts +++ b/web/lib/api.ts @@ -22,6 +22,7 @@ export interface FrameDescription { objects?: FrameObject[] style?: string suggested_prompt?: string + transparent_human_assessment?: TransparentHumanFrameScore } export interface GeneratedImage { @@ -226,6 +227,19 @@ export interface QualityReport { warnings: string[] } +export interface TransparentHumanFrameScore { + transparent_body_score: number + skeleton_visible_score: number + human_prominence_score: number + clarity_score: number + commercial_style_score: number + product_usefulness_score: number + total_score?: number + qualified?: boolean + reject_reason?: string + notes?: string +} + export interface SceneAsset { id: string label: string