Spaces:
Sleeping
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Commit ·
319d52a
1
Parent(s): c594b47
feat : upgrade clearify
Browse files- app.py +47 -15
- app_DeblurGan_PyTorch.py +8 -1
- static/dont_delete.txt +0 -0
app.py
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@@ -1,5 +1,6 @@
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from fastapi import FastAPI, Request, Response
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from fastapi.responses import JSONResponse
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import traceback
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import torch
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@@ -9,13 +10,17 @@ from PIL import Image
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import io
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import numpy as np
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import os
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from models.fpn_inception import FPNInception # 你自己的模型類別
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os.environ["TORCH_HOME"] = "./.cache"
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os.environ["HF_HOME"] = "./.cache"
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os.environ["TRANSFORMERS_CACHE"] = "./.cache"
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os.makedirs("./.cache", exist_ok=True)
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# =====================
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# 初始化模型
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@@ -101,22 +106,49 @@ def greet_json(request: Request, response: Response):
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return JSONResponse(content={"message": "Hello World", "client": client_host})
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@app.post("/predict")
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async def predict(
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try:
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# 讀取
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result = deblur_image_tiled(G, img, device)
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#
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except Exception as e:
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import traceback
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from fastapi import FastAPI, Request, Response
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from fastapi.responses import JSONResponse
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import requests
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import traceback
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import torch
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import io
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import numpy as np
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import os
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from datetime import datetime
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from models.fpn_inception import FPNInception # 你自己的模型類別
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STATIC_DIR = "static"
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os.environ["TORCH_HOME"] = "./.cache"
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os.environ["HF_HOME"] = "./.cache"
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os.environ["TRANSFORMERS_CACHE"] = "./.cache"
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os.makedirs("./.cache", exist_ok=True)
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os.makedirs(STATIC_DIR, exist_ok=True)
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# =====================
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# 初始化模型
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return JSONResponse(content={"message": "Hello World", "client": client_host})
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@app.post("/predict")
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async def predict( request: Request, response: Response ):
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try:
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# 1️⃣ 讀取 form-data
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form = await request.form()
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file_name = form.get("file_name")
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file_format = form.get("file_format")
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file_url = form.get("file_url")
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file_width = int(form.get("file_width", 0))
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file_height = int(form.get("file_height", 0))
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file_created_at = form.get("file_created_at")
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if not file_url:
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return JSONResponse(
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{"status": "error", "message": "file_url is required"},
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status_code=400
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)
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# 2️⃣ 從 URL 下載圖片
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resp = requests.get(file_url)
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resp.raise_for_status()
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img = Image.open(io.BytesIO(resp.content)).convert("RGB")
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# 3️⃣ 去模糊
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result = deblur_image_tiled(G, img, device)
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# 4️⃣ 產生檔名
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base_name = f"{file_name}_{file_width}_{file_height}_{file_created_at}.jpg"
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file_path = os.path.join(STATIC_DIR, base_name)
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# 5️⃣ 儲存到 static
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result.save(file_path, format="jpg")
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# 6️⃣ 回傳前端可取用的 URL
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file_url_return = str(request.base_url) + f"static/{base_name}"
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return {
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"status": "success",
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"file_url": file_url_return,
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"file_name": base_name,
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"file_format": "jpg",
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"file_width": result.width,
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"file_height": result.height,
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"file_created_at": datetime.now().strftime("%Y%m%d%H%M%S")
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}
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except Exception as e:
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import traceback
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app_DeblurGan_PyTorch.py
CHANGED
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@@ -27,13 +27,15 @@ print(f"🔹 Using device: {device}")
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# 模型 checkpoint 路徑
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checkpoint_dir = os.path.join(os.getcwd(), "model")
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ckpt_path = os.path.join(checkpoint_dir, "
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# 初始化模型
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G = FPNInception(norm_layer=nn.InstanceNorm2d).to(device)
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checkpoint = torch.load(ckpt_path, map_location=device)
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G.load_state_dict(checkpoint["G"], strict=False)
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G.eval()
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print("✅ Model loaded from", ckpt_path)
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@@ -145,6 +147,11 @@ class ImageViewerApp:
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self.canvas_original.image = photo
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result_img = self.model.predict(image_path)
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result_img.thumbnail((480, 420))
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photo_result = ImageTk.PhotoImage(result_img)
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self.canvas_result.create_image(0, 0, anchor="nw", image=photo_result)
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# 模型 checkpoint 路徑
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checkpoint_dir = os.path.join(os.getcwd(), "model")
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ckpt_path = os.path.join(checkpoint_dir, "deblurgan_v2_latest_L1_vgg_D_jason_r20.pth")
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# 初始化模型
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G = FPNInception(norm_layer=nn.InstanceNorm2d).to(device)
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checkpoint = torch.load(ckpt_path, map_location=device)
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G.load_state_dict(checkpoint["G"], strict=False)
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num_epoch = checkpoint["epoch"] + 1
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G.eval()
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print("✅ num epoch", num_epoch)
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print("✅ Model loaded from", ckpt_path)
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self.canvas_original.image = photo
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result_img = self.model.predict(image_path)
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saveimg_dir = os.path.join(os.getcwd(), "rimg")
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#saveimg_path = os.path.join(saveimg_dir, "result_fullsize.png")
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#result_img.save(saveimg_path)
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result_img.thumbnail((480, 420))
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photo_result = ImageTk.PhotoImage(result_img)
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self.canvas_result.create_image(0, 0, anchor="nw", image=photo_result)
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static/dont_delete.txt
ADDED
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File without changes
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