Update app.py
Browse files
app.py
CHANGED
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# app.py (versión
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import io
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import os
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import logging
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@@ -12,12 +12,12 @@ from PIL import Image
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COG_URL = os.environ.get("COG_URL", "https://huggingface.co/datasets/Pingul/mexico-dem/resolve/main/Mexico_DEM_COG.tif")
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TILE_SIZE = 256
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CACHE_SIZE = 512 # Cachear últimas 512 tiles
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger("dem-tiler")
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app = FastAPI(title="Mexico DEM TerrainRGB API (
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app.add_middleware(
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CORSMiddleware,
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allow_headers=["*"],
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)
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# ============================================================================
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# OPTIMIZACIÓN 1: COGReader global reutilizable
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# ============================================================================
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_cog_reader = None
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def get_cog_reader():
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"""Reutiliza la misma conexión COG en lugar de abrir/cerrar cada vez"""
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global _cog_reader
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if _cog_reader is None:
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_cog_reader = COGReader(COG_URL)
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return _cog_reader
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# ============================================================================
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# OPTIMIZACIÓN 2: Encoding Terrain-RGB (tu versión original, funciona bien)
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# ============================================================================
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def encode_terrainrgb(arr: np.ndarray) -> np.ndarray:
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"""
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Convierte elevación en metros a Terrain-RGB (Mapbox spec).
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@@ -57,55 +42,65 @@ def encode_terrainrgb(arr: np.ndarray) -> np.ndarray:
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rgb = np.stack([R, G, B], axis=-1).astype(np.uint8)
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return rgb
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# ============================================================================
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# OPTIMIZACIÓN
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# ============================================================================
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@lru_cache(maxsize=
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def
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"""
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LRU cache guarda las tiles más solicitadas en memoria.
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"""
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try:
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rgb = encode_terrainrgb(elev)
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# Convertir a PNG con compresión rápida
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img = Image.fromarray(rgb, "RGB")
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buf = io.BytesIO()
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img.save(buf, format="PNG", compress_level=1) # compress_level=1 es clave
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return buf.getvalue()
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except TileOutsideBounds:
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# Tile transparente (cacheable también)
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blank = Image.new("RGBA", (TILE_SIZE, TILE_SIZE), (0, 0, 0, 0))
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buf = io.BytesIO()
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blank.save(buf, format="PNG", compress_level=1)
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return buf.getvalue()
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# ============================================================================
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# ENDPOINTS
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# ============================================================================
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@app.get("/")
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def root():
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return {"message": "Mexico DEM TerrainRGB API (
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@app.get("/health")
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def health():
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@app.get("/cache/stats")
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def cache_stats():
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"""
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info =
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return {
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"hits": info.hits,
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"misses": info.misses,
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"hit_rate": f"{info.hits / (info.hits + info.misses) * 100:.1f}%" if (info.hits + info.misses) > 0 else "0%"
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}
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@app.post("/cache/clear")
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def clear_cache():
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"""Limpia el cache de tiles"""
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get_tile_cached.cache_clear()
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return {"status": "cache cleared"}
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@app.get("/info")
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def get_info():
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try:
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except Exception as e:
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logger.exception("Error reading COG info")
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return {"error": str(e)}
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@@ -153,57 +142,43 @@ def get_info():
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@app.get("/tiles/{z}/{x}/{y}.png")
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def get_tile(z: int, x: int, y: int):
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"""
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Tile endpoint
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"""
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try:
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tile_bytes =
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return Response(tile_bytes, media_type="image/png")
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except Exception as e:
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logger.exception(f"Unexpected error generating tile {z}/{x}/{y}")
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return Response(status_code=500, content=f"Server error: {str(e)}")
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@app.get("/debug/{z}/{x}/{y}.png")
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def debug_tile(z: int, x: int, y: int):
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"""
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try:
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if vmin == vmax:
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vmax = vmin + 1
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norm = np.clip((a - vmin) / (vmax - vmin), 0, 1)
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gray = (norm * 255).astype(np.uint8)
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rgb = np.stack([gray, gray, gray], axis=-1)
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alpha = np.where(np.isfinite(elev), 255, 0).astype(np.uint8)
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rgba = np.dstack([rgb, alpha])
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img = Image.fromarray(rgba, "RGBA")
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buf = io.BytesIO()
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img.save(buf, format="PNG", compress_level=1)
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buf.seek(0)
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return Response(buf.getvalue(), media_type="image/png")
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except TileOutsideBounds:
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blank = Image.new("RGBA", (TILE_SIZE, TILE_SIZE), (0, 0, 0, 0))
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buf = io.BytesIO()
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blank.save(buf, format="PNG"
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buf.seek(0)
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return Response(buf.getvalue(), media_type="image/png")
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except Exception as e:
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@app.get("/point")
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def get_point(lon: float, lat: float):
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try:
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except Exception as e:
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logger.exception("Error sampling point")
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return Response(status_code=500, content=f"Error: {e}")
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# Cleanup al cerrar
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@app.on_event("shutdown")
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def shutdown_event():
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global _cog_reader
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if _cog_reader is not None:
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_cog_reader.close()
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_cog_reader = None
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# app.py (versión CONSERVADORA - solo cache, nada más)
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import io
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import os
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import logging
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COG_URL = os.environ.get("COG_URL", "https://huggingface.co/datasets/Pingul/mexico-dem/resolve/main/Mexico_DEM_COG.tif")
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TILE_SIZE = 256
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# Logging simple
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger("dem-tiler")
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app = FastAPI(title="Mexico DEM TerrainRGB API (con cache)")
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app.add_middleware(
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CORSMiddleware,
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allow_headers=["*"],
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)
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def encode_terrainrgb(arr: np.ndarray) -> np.ndarray:
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"""
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Convierte elevación en metros a Terrain-RGB (Mapbox spec).
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rgb = np.stack([R, G, B], axis=-1).astype(np.uint8)
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return rgb
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def elev_to_grayscale(arr: np.ndarray) -> np.ndarray:
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"""
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Convierte elevación a imagen grayscale para debug: mapea min->0 max->255.
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NaNs se convierten a 0 (transparente later).
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"""
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a = np.array(arr, dtype=np.float32)
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a = np.where(np.isfinite(a), a, np.nan)
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vmin = np.nanpercentile(a, 2) if np.isfinite(np.nanpercentile(a, 2)) else np.nanmin(a)
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vmax = np.nanpercentile(a, 98) if np.isfinite(np.nanpercentile(a, 98)) else np.nanmax(a)
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if np.isnan(vmin) or np.isnan(vmax) or vmin == vmax:
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vmin, vmax = np.nanmin(a), np.nanmax(a)
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if np.isnan(vmin): vmin = 0.0
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if np.isnan(vmax): vmax = vmin + 1.0
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norm = (a - vmin) / (vmax - vmin)
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norm = np.clip(norm, 0.0, 1.0)
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img = (norm * 255).astype(np.uint8)
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rgb = np.stack([img, img, img], axis=-1)
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return rgb
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# ============================================================================
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# ÚNICA OPTIMIZACIÓN: Cache de tiles
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# ============================================================================
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@lru_cache(maxsize=512)
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def get_tile_data(z: int, x: int, y: int) -> bytes:
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"""
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Genera y cachea tiles. Esta es la única optimización añadida.
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"""
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try:
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with COGReader(COG_URL) as cog:
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data, mask = cog.tile(x, y, z, tilesize=TILE_SIZE)
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elev = data[0].astype(np.float32)
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if mask is not None:
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invalid = (mask == 0)
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elev[invalid] = np.nan
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if np.all(np.isnan(elev)):
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raise TileOutsideBounds(f"All NaN for tile {z}/{x}/{y}")
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rgb = encode_terrainrgb(np.nan_to_num(elev, nan=-10000.0))
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img = Image.fromarray(rgb, "RGB")
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buf = io.BytesIO()
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# compress_level=1 hace PNG más rápido (vs default 6)
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img.save(buf, format="PNG", compress_level=1)
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return buf.getvalue()
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except TileOutsideBounds:
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blank = Image.new("RGBA", (TILE_SIZE, TILE_SIZE), (0, 0, 0, 0))
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buf = io.BytesIO()
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blank.save(buf, format="PNG", compress_level=1)
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return buf.getvalue()
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# ============================================================================
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# ENDPOINTS (tu código original, sin cambios)
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# ============================================================================
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@app.get("/")
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def root():
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return {"message": "Mexico DEM TerrainRGB API running (with cache)", "cog_url": COG_URL}
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@app.get("/health")
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def health():
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@app.get("/cache/stats")
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def cache_stats():
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"""Nuevo: Ver estadísticas del cache"""
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info = get_tile_data.cache_info()
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return {
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"hits": info.hits,
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"misses": info.misses,
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"hit_rate": f"{info.hits / (info.hits + info.misses) * 100:.1f}%" if (info.hits + info.misses) > 0 else "0%"
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}
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@app.get("/info")
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def get_info():
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try:
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with COGReader(COG_URL) as cog:
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meta = cog.info()
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out = {
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"bounds": meta.bounds,
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"minzoom": meta.minzoom,
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"maxzoom": meta.maxzoom,
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"band_descriptions": meta.band_descriptions,
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"statistics": {
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"min": getattr(meta, "min", None),
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"max": getattr(meta, "max", None)
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},
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"crs": str(meta.crs)
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}
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return out
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except Exception as e:
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logger.exception("Error reading COG info")
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return {"error": str(e)}
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@app.get("/tiles/{z}/{x}/{y}.png")
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def get_tile(z: int, x: int, y: int):
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"""
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Tile endpoint con cache - LA ÚNICA DIFERENCIA con tu código original
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"""
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try:
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tile_bytes = get_tile_data(z, x, y)
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return Response(tile_bytes, media_type="image/png")
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except Exception as e:
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logger.exception(f"Unexpected error generating tile {z}/{x}/{y}")
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return Response(status_code=500, content=f"Server error generating tile: {str(e)}")
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@app.get("/debug/{z}/{x}/{y}.png")
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def debug_tile(z: int, x: int, y: int):
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"""
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Endpoint de debug (sin cambios de tu código original)
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"""
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try:
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with COGReader(COG_URL) as cog:
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data, mask = cog.tile(x, y, z, tilesize=TILE_SIZE)
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elev = data[0].astype(np.float32)
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if mask is not None:
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elev[mask == 0] = np.nan
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if np.all(np.isnan(elev)):
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raise TileOutsideBounds()
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rgb = elev_to_grayscale(elev)
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alpha = np.where(np.isfinite(elev), 255, 0).astype(np.uint8)
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rgba = np.dstack([rgb, alpha])
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img = Image.fromarray(rgba, "RGBA")
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buf = io.BytesIO()
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img.save(buf, format="PNG")
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buf.seek(0)
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return Response(buf.getvalue(), media_type="image/png")
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except TileOutsideBounds:
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blank = Image.new("RGBA", (TILE_SIZE, TILE_SIZE), (0, 0, 0, 0))
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buf = io.BytesIO()
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blank.save(buf, format="PNG")
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buf.seek(0)
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return Response(buf.getvalue(), media_type="image/png")
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except Exception as e:
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@app.get("/point")
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def get_point(lon: float, lat: float):
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try:
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with COGReader(COG_URL) as cog:
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val = cog.point(lon, lat)
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elevation = float(val.data[0])
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return {"lon": lon, "lat": lat, "elevation_m": elevation}
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except Exception as e:
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logger.exception("Error sampling point")
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return Response(status_code=500, content=f"Error sampling point: {e}")
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