Spaces:
Sleeping
Sleeping
faizr206 commited on
Commit ·
ffc29c7
1
Parent(s): a8c3255
move repo
Browse files- Dockerfile +15 -0
- app/main.py +410 -0
Dockerfile
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FROM manimcommunity/manim:stable
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WORKDIR /app
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COPY app /app
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# App deps only (no LaTeX)
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RUN python -m pip install --upgrade pip && \
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python -m pip install --no-cache-dir \
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fastapi "uvicorn[standard]" pydantic python-dotenv google-genai
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ENV PORT=7860
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EXPOSE 7860
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# Run uvicorn via python -m so PATH is never an issue
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CMD ["python", "-m", "uvicorn", "main:app", "--host", "0.0.0.0", "--port", "7860"]
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app/main.py
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@@ -0,0 +1,410 @@
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| 1 |
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import os, re, uuid, subprocess, sys, time, traceback, threading
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from collections import deque
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from pathlib import Path
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from typing import Optional, Tuple
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from fastapi import FastAPI, HTTPException, Response
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from fastapi.middleware.cors import CORSMiddleware
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from pydantic import BaseModel
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# Optional .env for local testing
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| 11 |
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from dotenv import load_dotenv
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load_dotenv()
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| 14 |
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# -------- Gemini (same SDK style as your Flask app) --------
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from google import genai
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from google.genai import types
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# something
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API_KEY = os.getenv("GEMINI_API_KEY", "")
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# Switch to 2.5 Flash as requested
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MODEL = os.getenv("GEMINI_MODEL", "gemini-2.5-flash")
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| 22 |
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PORT = int(os.getenv("PORT", "7860"))
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| 23 |
+
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| 24 |
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client = genai.Client(api_key=API_KEY) if API_KEY else None
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+
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| 26 |
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# -------- FastAPI app --------
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| 27 |
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app = FastAPI(title="Manim Render API (error + visual refine)")
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app.add_middleware(
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+
CORSMiddleware,
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+
allow_origins=["*"], # tighten in prod
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| 31 |
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allow_methods=["*"],
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allow_headers=["*"],
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)
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+
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+
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| 36 |
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RUNS = Path("runs"); RUNS.mkdir(parents=True, exist_ok=True)
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| 37 |
+
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| 38 |
+
# ---------------- simple 10 RPM rate limiter ----------------
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+
class RateLimiter:
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def __init__(self, max_per_minute: int):
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self.max = max_per_minute
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self.lock = threading.Lock()
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| 43 |
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self.events = deque() # timestamps (time.time())
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| 44 |
+
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| 45 |
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def acquire(self):
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| 46 |
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with self.lock:
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now = time.time()
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| 48 |
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# drop events older than 60s
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| 49 |
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while self.events and now - self.events[0] >= 60:
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self.events.popleft()
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| 51 |
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if len(self.events) < self.max:
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self.events.append(now)
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| 53 |
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return
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| 54 |
+
# need to wait until the oldest is 60s old
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| 55 |
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wait_for = 60 - (now - self.events[0])
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| 56 |
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if wait_for > 0:
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time.sleep(wait_for + 0.01)
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| 58 |
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# recurse once to record post-sleep
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+
self.acquire()
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+
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| 61 |
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limiter = RateLimiter(10)
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+
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| 63 |
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def gemini_call(*, system: str, contents):
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"""Wrapper to: enforce RPM and standardize text extraction."""
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| 65 |
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if not client:
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raise RuntimeError("Gemini client is not configured")
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| 67 |
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limiter.acquire()
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resp = client.models.generate_content(
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model=MODEL,
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| 70 |
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config=types.GenerateContentConfig(system_instruction=system),
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contents=contents,
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+
)
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| 73 |
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return getattr(resp, "text", str(resp))
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| 74 |
+
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| 75 |
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# ---------------- prompts ----------------
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SYSTEM_PROMPT = """You are a Manim CE (0.19.x) code generator/refiner.
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| 77 |
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Return ONLY valid Python code (no backticks, no prose).
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| 78 |
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Define exactly one class: AutoScene(Scene).
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Keep it short (preferably ≤ ~60 s) and quickly renderable.
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| 80 |
+
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Use: from manim import *
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| 82 |
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Allowed imports: manim, math, numpy.
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| 83 |
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Forbidden: os, subprocess, sys, requests, pathlib, socket, shutil, psutil, any file/network/OS access.
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| 84 |
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| 85 |
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# CAPTURE POLICY (must follow exactly)
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| 86 |
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- Insert a comment line `# CAPTURE_POINT` at the final, steady layout of the scene.
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| 87 |
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- Right after `# CAPTURE_POINT`, call self.wait(0.75) and then END THE SCENE.
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| 88 |
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- DO NOT add any outro animations, fades, or camera moves after `# CAPTURE_POINT`.
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| 89 |
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- Ensure all intended elements are visible and legible at `# CAPTURE_POINT` (adequate margins, no overlaps, font ≥ 32 px at 854x480).
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| 90 |
+
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# Common Manim CE 0.19 API constraints (must follow)
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- Do NOT use `vertex=` with RightAngle(...). Choose the corner by line ordering or set quadrant=(±1, ±1).
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| 93 |
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- Do NOT call `.to_center()` (not a valid method). Use `.center()` or `.move_to(ORIGIN)`.
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| 94 |
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- Prefer `.move_to()`, `.align_to()`, `.to_edge()`, `.scale()`, `.next_to()` for layout/placement.
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| 95 |
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"""
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| 96 |
+
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| 97 |
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DEFAULT_SCENE = """from manim import *
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| 98 |
+
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| 99 |
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class AutoScene(Scene):
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| 100 |
+
def construct(self):
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| 101 |
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t = Text("Hello from Manim").scale(1)
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| 102 |
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self.play(Write(t))
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# CAPTURE_POINT
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| 104 |
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self.wait(0.75)
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"""
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| 106 |
+
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| 107 |
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# ---------- NEW: carry full CLI error back to the refiner ----------
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| 108 |
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class RenderError(Exception):
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| 109 |
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def __init__(self, log: str):
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super().__init__("Manim render failed")
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| 111 |
+
self.log = log or ""
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| 112 |
+
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| 113 |
+
# ---------------- helpers ----------------
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| 114 |
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def _clean_code(text: str) -> str:
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| 115 |
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"""Strip common Markdown fences like ```python ... ``` or ``` ..."""
|
| 116 |
+
if not text:
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| 117 |
+
return ""
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| 118 |
+
text = re.sub(r"^```(?:\s*python)?\s*", "", text.strip(), flags=re.IGNORECASE)
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| 119 |
+
text = re.sub(r"\s*```$", "", text)
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| 120 |
+
return text.strip()
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| 121 |
+
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| 122 |
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def _preflight_sanitize(code: str) -> str:
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| 123 |
+
"""
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| 124 |
+
Auto-correct a few frequent Manim CE 0.19 mistakes to reduce trivial crashes.
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| 125 |
+
- .to_center() -> .center()
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| 126 |
+
- Remove vertex=... from RightAngle(...), then normalize commas.
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| 127 |
+
"""
|
| 128 |
+
c = code
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| 129 |
+
# 1) replace invalid method
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| 130 |
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c = re.sub(r"\.to_center\(\)", ".center()", c)
|
| 131 |
+
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| 132 |
+
# 2) remove vertex=... kwarg inside RightAngle(...)
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| 133 |
+
# Case A: middle of arg list with trailing comma
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| 134 |
+
c = re.sub(
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| 135 |
+
r"(RightAngle\s*\([^)]*?),\s*vertex\s*=\s*[^,)\s]+(\s*,)",
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| 136 |
+
r"\1\2",
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| 137 |
+
c,
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+
flags=re.DOTALL,
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)
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| 140 |
+
# Case B: last kwarg before ')'
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| 141 |
+
c = re.sub(
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r"(RightAngle\s*\([^)]*?),\s*vertex\s*=\s*[^,)\s]+(\s*\))",
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| 143 |
+
r"\1\2",
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| 144 |
+
c,
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| 145 |
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flags=re.DOTALL,
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| 146 |
+
)
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| 147 |
+
# Normalize doubled commas or commas before ')'
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| 148 |
+
c = re.sub(r",\s*,", ", ", c)
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| 149 |
+
c = re.sub(r",\s*\)", ")", c)
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| 150 |
+
return c
|
| 151 |
+
|
| 152 |
+
def _run_manim(scene_code: str, run_id: Optional[str] = None) -> Tuple[bytes, Optional[Path]]:
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| 153 |
+
"""Render MP4 (fast) and also save a steady-state PNG (last frame)."""
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| 154 |
+
run_id = run_id or str(uuid.uuid4())[:8]
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| 155 |
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work = RUNS / run_id; work.mkdir(parents=True, exist_ok=True)
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| 156 |
+
media = work / "media"; media.mkdir(parents=True, exist_ok=True)
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| 157 |
+
scene_path = work / "scene.py"
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+
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| 159 |
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# Write scene code (after sanitizer)
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safe_code = _preflight_sanitize(scene_code)
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| 161 |
+
scene_path.write_text(safe_code, encoding="utf-8")
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| 162 |
+
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| 163 |
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env = os.environ.copy()
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| 164 |
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env["PYTHONPATH"] = str(work)
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| 165 |
+
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| 166 |
+
# 1) Render video
|
| 167 |
+
cmd_video = [
|
| 168 |
+
"manim", "-ql", "--disable_caching",
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| 169 |
+
"--media_dir", str(media),
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| 170 |
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"-o", f"{run_id}.mp4",
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| 171 |
+
str(scene_path), "AutoScene",
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| 172 |
+
]
|
| 173 |
+
proc_v = subprocess.run(
|
| 174 |
+
cmd_video,
|
| 175 |
+
stdout=subprocess.PIPE,
|
| 176 |
+
stderr=subprocess.STDOUT,
|
| 177 |
+
text=True,
|
| 178 |
+
env=env,
|
| 179 |
+
)
|
| 180 |
+
if proc_v.returncode != 0:
|
| 181 |
+
log = proc_v.stdout or ""
|
| 182 |
+
print("Manim stdout/stderr:\n", log, file=sys.stderr)
|
| 183 |
+
raise RenderError(log)
|
| 184 |
+
|
| 185 |
+
# Locate output mp4
|
| 186 |
+
mp4 = None
|
| 187 |
+
for p in media.rglob(f"{run_id}.mp4"):
|
| 188 |
+
mp4 = p; break
|
| 189 |
+
if not mp4:
|
| 190 |
+
for p in media.rglob("*.mp4"):
|
| 191 |
+
mp4 = p; break
|
| 192 |
+
if not mp4:
|
| 193 |
+
raise RenderError("Rendered video not found")
|
| 194 |
+
|
| 195 |
+
# 2) Save last frame PNG (leverages our CAPTURE_POINT rule)
|
| 196 |
+
png_path = None
|
| 197 |
+
cmd_png = [
|
| 198 |
+
"manim", "-ql", "--disable_caching", "-s", # -s saves the last frame as an image
|
| 199 |
+
"--media_dir", str(media),
|
| 200 |
+
str(scene_path), "AutoScene",
|
| 201 |
+
]
|
| 202 |
+
proc_p = subprocess.run(
|
| 203 |
+
cmd_png,
|
| 204 |
+
stdout=subprocess.PIPE,
|
| 205 |
+
stderr=subprocess.STDOUT,
|
| 206 |
+
text=True,
|
| 207 |
+
env=env,
|
| 208 |
+
)
|
| 209 |
+
if proc_p.returncode == 0:
|
| 210 |
+
cand = None
|
| 211 |
+
for p in media.rglob("*.png"):
|
| 212 |
+
cand = p
|
| 213 |
+
png_path = cand
|
| 214 |
+
|
| 215 |
+
return mp4.read_bytes(), png_path
|
| 216 |
+
|
| 217 |
+
def _upload_image_to_gemini(png_path: Path):
|
| 218 |
+
"""Upload an image to Gemini Files API and return the file reference."""
|
| 219 |
+
if not client or not png_path or not png_path.exists():
|
| 220 |
+
return None
|
| 221 |
+
limiter.acquire()
|
| 222 |
+
with open(png_path, "rb") as f:
|
| 223 |
+
file_ref = client.files.upload(
|
| 224 |
+
file=f, # <-- keyword arg, not positional
|
| 225 |
+
config={"mime_type": "image/png"} # helpful but optional
|
| 226 |
+
)
|
| 227 |
+
return file_ref
|
| 228 |
+
|
| 229 |
+
|
| 230 |
+
def llm_generate_manim_code(prompt: str, previous_code: Optional[str] = None) -> str:
|
| 231 |
+
"""First-pass generation (capture-aware)."""
|
| 232 |
+
if not client:
|
| 233 |
+
return DEFAULT_SCENE
|
| 234 |
+
try:
|
| 235 |
+
contents = f"Create AutoScene for: {prompt}\nRemember the CAPTURE POLICY and Common API constraints."
|
| 236 |
+
response_text = gemini_call(system=SYSTEM_PROMPT, contents=contents)
|
| 237 |
+
code = _clean_code(response_text)
|
| 238 |
+
if "class AutoScene" not in code:
|
| 239 |
+
code = previous_code or DEFAULT_SCENE
|
| 240 |
+
return code
|
| 241 |
+
except Exception:
|
| 242 |
+
print("LLM generate error:", file=sys.stderr)
|
| 243 |
+
traceback.print_exc()
|
| 244 |
+
return previous_code or DEFAULT_SCENE
|
| 245 |
+
|
| 246 |
+
def llm_refine_from_error(previous_code: str, error_message: str, original_user_prompt: str) -> str:
|
| 247 |
+
"""When Manim fails; send the *real* CLI log/trace to Gemini."""
|
| 248 |
+
if not client:
|
| 249 |
+
return previous_code or DEFAULT_SCENE
|
| 250 |
+
try:
|
| 251 |
+
trimmed = error_message[-4000:] if error_message else ""
|
| 252 |
+
user_prompt = f"""Original user prompt:
|
| 253 |
+
{original_user_prompt}
|
| 254 |
+
|
| 255 |
+
The following Manim CE (0.19.x) code failed to render. Fix it.
|
| 256 |
+
|
| 257 |
+
Current code:
|
| 258 |
+
{previous_code}
|
| 259 |
+
|
| 260 |
+
Error / stack trace (tail):
|
| 261 |
+
{trimmed}
|
| 262 |
+
|
| 263 |
+
Requirements:
|
| 264 |
+
- Fix the bug while preserving the math logic and planned animations.
|
| 265 |
+
- Keep exactly one class AutoScene(Scene).
|
| 266 |
+
- Keep the CAPTURE POLICY and ensure # CAPTURE_POINT is at the final steady layout.
|
| 267 |
+
- Scan for nonexistent methods (e.g., `.to_center`) or invalid kwargs (e.g., `vertex=` on RightAngle) and replace with valid Manim CE 0.19 API.
|
| 268 |
+
- Prefer `.center()`/`.move_to(ORIGIN)`, and `.move_to()`, `.align_to()`, `.to_edge()`, `.next_to()` for layout.
|
| 269 |
+
- Return ONLY the corrected Python code (no backticks).
|
| 270 |
+
"""
|
| 271 |
+
response_text = gemini_call(system=SYSTEM_PROMPT, contents=user_prompt)
|
| 272 |
+
code = _clean_code(response_text)
|
| 273 |
+
if "class AutoScene" not in code:
|
| 274 |
+
return previous_code or DEFAULT_SCENE
|
| 275 |
+
return code
|
| 276 |
+
except Exception:
|
| 277 |
+
print("LLM refine error:", file=sys.stderr)
|
| 278 |
+
traceback.print_exc()
|
| 279 |
+
return previous_code or DEFAULT_SCENE
|
| 280 |
+
|
| 281 |
+
def llm_visual_refine_from_image(original_user_prompt: str, previous_code: str, png_path: Optional[Path]) -> str:
|
| 282 |
+
"""
|
| 283 |
+
Use the screenshot to request layout/legibility/placement fixes.
|
| 284 |
+
Includes the original prompt and current code, and asks for minimal edits.
|
| 285 |
+
"""
|
| 286 |
+
if not client or not png_path or not png_path.exists():
|
| 287 |
+
return previous_code
|
| 288 |
+
try:
|
| 289 |
+
file_ref = _upload_image_to_gemini(png_path)
|
| 290 |
+
if not file_ref:
|
| 291 |
+
return previous_code
|
| 292 |
+
|
| 293 |
+
visual_prompt = f"""You are refining a Manim CE (0.19.x) scene based on its steady-state screenshot.
|
| 294 |
+
Original user prompt:
|
| 295 |
+
{original_user_prompt}
|
| 296 |
+
|
| 297 |
+
Current Manim code:
|
| 298 |
+
{previous_code}
|
| 299 |
+
|
| 300 |
+
Tasks (optimize for readability and visual quality without changing the math meaning):
|
| 301 |
+
- Fix layout issues (overlaps, cramped margins, alignment, consistent scaling).
|
| 302 |
+
- Improve text legibility (minimum size ~32 px at 854x480, adequate contrast).
|
| 303 |
+
- Ensure all intended elements are visible at the capture point.
|
| 304 |
+
- Keep animation semantics as-is unless they're obviously broken.
|
| 305 |
+
- Keep exactly one class AutoScene(Scene).
|
| 306 |
+
- Preserve the CAPTURE POLICY and place `# CAPTURE_POINT` at the final steady layout with self.wait(0.75) and NO outro after that.
|
| 307 |
+
Return ONLY the revised Python code (no backticks).
|
| 308 |
+
"""
|
| 309 |
+
|
| 310 |
+
response_text = gemini_call(system=SYSTEM_PROMPT, contents=[file_ref, visual_prompt])
|
| 311 |
+
code = _clean_code(response_text)
|
| 312 |
+
if "class AutoScene" not in code:
|
| 313 |
+
return previous_code
|
| 314 |
+
return code
|
| 315 |
+
except Exception:
|
| 316 |
+
print("LLM visual refine error:", file=sys.stderr)
|
| 317 |
+
traceback.print_exc()
|
| 318 |
+
return previous_code
|
| 319 |
+
|
| 320 |
+
def refine_loop(user_prompt: str, max_error_refines: int = 3, do_visual_refine: bool = True) -> bytes:
|
| 321 |
+
"""
|
| 322 |
+
Generate → render; on error, refine up to N times from Manim traceback → re-render.
|
| 323 |
+
If first render succeeds and do_visual_refine==True, run an image-based refinement
|
| 324 |
+
using the saved steady-state PNG, then re-render. Fallback to the best successful MP4.
|
| 325 |
+
"""
|
| 326 |
+
# 1) initial generation (capture-aware)
|
| 327 |
+
code = llm_generate_manim_code(user_prompt)
|
| 328 |
+
|
| 329 |
+
# 2) render attempt
|
| 330 |
+
try:
|
| 331 |
+
mp4_bytes, png_path = _run_manim(code, run_id="iter0")
|
| 332 |
+
except RenderError as e:
|
| 333 |
+
print("Render failed (iter0), attempting error-based refinement...", file=sys.stderr)
|
| 334 |
+
if max_error_refines <= 0:
|
| 335 |
+
raise
|
| 336 |
+
attempts = 0
|
| 337 |
+
last_err = e.log or ""
|
| 338 |
+
while attempts < max_error_refines:
|
| 339 |
+
attempts += 1
|
| 340 |
+
refined = llm_refine_from_error(previous_code=code, error_message=last_err, original_user_prompt=user_prompt)
|
| 341 |
+
try:
|
| 342 |
+
mp4_bytes, png_path = _run_manim(refined, run_id=f"iter_err_{attempts}")
|
| 343 |
+
code = refined
|
| 344 |
+
break
|
| 345 |
+
except RenderError as e2:
|
| 346 |
+
last_err = e2.log or last_err
|
| 347 |
+
if attempts >= max_error_refines:
|
| 348 |
+
raise
|
| 349 |
+
except Exception:
|
| 350 |
+
last_err = traceback.format_exc()
|
| 351 |
+
if attempts >= max_error_refines:
|
| 352 |
+
raise
|
| 353 |
+
except Exception:
|
| 354 |
+
print("Unexpected error path; refining from Python traceback...", file=sys.stderr)
|
| 355 |
+
attempts = 0
|
| 356 |
+
last_err = traceback.format_exc()
|
| 357 |
+
while attempts < max_error_refines:
|
| 358 |
+
attempts += 1
|
| 359 |
+
refined = llm_refine_from_error(previous_code=code, error_message=last_err, original_user_prompt=user_prompt)
|
| 360 |
+
try:
|
| 361 |
+
mp4_bytes, png_path = _run_manim(refined, run_id=f"iter_err_{attempts}")
|
| 362 |
+
code = refined
|
| 363 |
+
break
|
| 364 |
+
except Exception:
|
| 365 |
+
last_err = traceback.format_exc()
|
| 366 |
+
if attempts >= max_error_refines:
|
| 367 |
+
raise
|
| 368 |
+
|
| 369 |
+
# 3) optional visual refinement loop
|
| 370 |
+
if do_visual_refine and png_path and png_path.exists():
|
| 371 |
+
refined2 = llm_visual_refine_from_image(original_user_prompt=user_prompt, previous_code=code, png_path=png_path)
|
| 372 |
+
if refined2.strip() != code.strip():
|
| 373 |
+
try:
|
| 374 |
+
mp4_bytes2, _ = _run_manim(refined2, run_id="iter2")
|
| 375 |
+
return mp4_bytes2
|
| 376 |
+
except Exception:
|
| 377 |
+
print("Visual refine render failed; returning best known render.", file=sys.stderr)
|
| 378 |
+
return mp4_bytes
|
| 379 |
+
|
| 380 |
+
return mp4_bytes
|
| 381 |
+
|
| 382 |
+
# ---------------- API ----------------
|
| 383 |
+
class PromptIn(BaseModel):
|
| 384 |
+
prompt: str
|
| 385 |
+
|
| 386 |
+
@app.get("/")
|
| 387 |
+
def health():
|
| 388 |
+
return {"ok": True, "model": MODEL, "has_gemini": bool(API_KEY)}
|
| 389 |
+
|
| 390 |
+
@app.post("/generate-code")
|
| 391 |
+
def generate_code(inp: PromptIn):
|
| 392 |
+
"""Return ONLY the generated Manim Python code (no rendering)."""
|
| 393 |
+
if not inp.prompt or not inp.prompt.strip():
|
| 394 |
+
raise HTTPException(400, "Missing prompt")
|
| 395 |
+
code = llm_generate_manim_code(inp.prompt.strip())
|
| 396 |
+
return {"code": code}
|
| 397 |
+
|
| 398 |
+
@app.post("/generate-and-render")
|
| 399 |
+
def generate_and_render(inp: PromptIn):
|
| 400 |
+
if not inp.prompt or not inp.prompt.strip():
|
| 401 |
+
raise HTTPException(400, "Missing prompt")
|
| 402 |
+
try:
|
| 403 |
+
mp4 = refine_loop(inp.prompt.strip(), max_error_refines=3, do_visual_refine=True)
|
| 404 |
+
except Exception:
|
| 405 |
+
raise HTTPException(500, "Failed to produce video after refinement")
|
| 406 |
+
return Response(
|
| 407 |
+
content=mp4,
|
| 408 |
+
media_type="video/mp4",
|
| 409 |
+
headers={"Content-Disposition": 'inline; filename="result.mp4"'}
|
| 410 |
+
)
|