ilhamdev commited on
Commit
c2389fb
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1 Parent(s): b2ff069

Update app.py

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Files changed (1) hide show
  1. app.py +23 -8
app.py CHANGED
@@ -1,17 +1,34 @@
1
  import io
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  import gradio as gr
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- import spaces # WAJIB untuk ZeroGPU
 
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  from fastapi import FastAPI, File, UploadFile
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  from fastapi.middleware.cors import CORSMiddleware
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  from fastapi.responses import Response
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  from rembg import remove, new_session
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  from PIL import Image
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- # Model dimuat SEKALI saat startup (CPU saja, tidak makan VRAM)
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  session = new_session("u2netp")
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- # Dekorator @spaces.GPU WAJIB untuk ZeroGPU (meski rembg jalan di CPU)
 
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  @spaces.GPU
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  def remove_bg(img: Image.Image) -> Image.Image:
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  return remove(img, session=session)
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@@ -29,7 +46,7 @@ app = FastAPI()
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  app.add_middleware(
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  CORSMiddleware,
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- allow_origins=["*"], # ganti ke domain Vercel kamu saat production
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  allow_methods=["*"],
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  allow_headers=["*"],
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  )
@@ -42,12 +59,10 @@ def health():
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  async def api_remove_bg(file: UploadFile = File(...)):
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  data = await file.read()
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  input_img = Image.open(io.BytesIO(data))
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- output_img = remove_bg(input_img) # Panggil fungsi yang ada @spaces.GPU
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  buf = io.BytesIO()
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  output_img.save(buf, format="PNG")
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  return Response(content=buf.getvalue(), media_type="image/png")
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  # Gabungkan Gradio UI + FastAPI
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- app = gr.mount_gradio_app(app, demo, path="/")
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-
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- # Jangan pakai uvicorn.run() — HF Spaces jalankan otomatis
 
1
  import io
2
  import gradio as gr
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+ import spaces
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+ import torch
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  from fastapi import FastAPI, File, UploadFile
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  from fastapi.middleware.cors import CORSMiddleware
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  from fastapi.responses import Response
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  from rembg import remove, new_session
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  from PIL import Image
10
 
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+ # Model rembg dimuat SEKALI saat startup (CPU)
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  session = new_session("u2netp")
13
 
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+ # Dummy function untuk memenuhi syarat ZeroGPU
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+ # Fungsi ini dipanggil SEKALI saat startup, lalu tidak dipakai lagi
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  @spaces.GPU
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+ def dummy_gpu_function():
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+ """Fungsi dummy yang menggunakan GPU agar ZeroGPU mendeteksi @spaces.GPU"""
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+ if torch.cuda.is_available():
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+ x = torch.randn(10, device="cuda")
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+ return x.sum().item()
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+ return 0
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+
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+ # Panggil dummy function SEKALI saat startup agar ZeroGPU puas
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+ try:
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+ dummy_gpu_function()
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+ except Exception as e:
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+ print(f"Dummy GPU function warning: {e}")
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+
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+ # Fungsi utama untuk remove background (berjalan di CPU)
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+ @spaces.GPU(duration=30) # Duration agar ZeroGPU mengalokasikan GPU
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  def remove_bg(img: Image.Image) -> Image.Image:
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  return remove(img, session=session)
34
 
 
46
 
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  app.add_middleware(
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  CORSMiddleware,
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+ allow_origins=["*"],
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  allow_methods=["*"],
51
  allow_headers=["*"],
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  )
 
59
  async def api_remove_bg(file: UploadFile = File(...)):
60
  data = await file.read()
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  input_img = Image.open(io.BytesIO(data))
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+ output_img = remove_bg(input_img)
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  buf = io.BytesIO()
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  output_img.save(buf, format="PNG")
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  return Response(content=buf.getvalue(), media_type="image/png")
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  # Gabungkan Gradio UI + FastAPI
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+ app = gr.mount_gradio_app(app, demo, path="/")