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Update app.py
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app.py
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import base64, cv2, numpy as np
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import base64, cv2, numpy as np
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from fastapi import FastAPI
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from pydantic import BaseModel
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import uvicorn
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app = FastAPI(
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title="IconCaptcha Solver API",
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version="1.0",
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description="Solver IconCaptcha - return click point, bounding box, and edited image"
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)
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class SolveRequest(BaseModel):
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widgetId: str
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challengeId: str
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image_base64: str
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def b64_to_image(b64):
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nparr = np.frombuffer(base64.b64decode(b64), np.uint8)
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img = cv2.imdecode(nparr, cv2.IMREAD_UNCHANGED)
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if img.shape[2] == 4: # transparan → ubah ke background putih
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alpha = img[:,:,3] / 255.0
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rgb = img[:,:,:3]
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bg = np.ones_like(rgb)*255
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img = (rgb*alpha[:,:,None] + bg*(1-alpha[:,:,None])).astype(np.uint8)
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return img
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def extract_icons(img):
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gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
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_,thr = cv2.threshold(gray,200,255,cv2.THRESH_BINARY_INV)
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cnt,_ = cv2.findContours(thr,cv2.RETR_EXTERNAL,cv2.CHAIN_APPROX_SIMPLE)
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icons,pos=[],[]
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for c in cnt:
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x,y,w,h=cv2.boundingRect(c)
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if w>20 and h>20:
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roi=cv2.resize(thr[y:y+h,x:x+w],(50,50))
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icons.append(roi)
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pos.append((x,y,w,h))
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return icons,pos
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def img_hash(img):
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small=cv2.resize(img,(8,8))
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return (small>small.mean()).astype(np.uint8).flatten()
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def rare_icon(icons,pos):
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hashes=[img_hash(i) for i in icons]
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groups=[]
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for h in hashes:
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placed=False
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for g in groups:
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if np.sum(h!=g[0]) < 4:
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g.append(h); placed=True; break
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if not placed:
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groups.append([h])
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rare=min(groups,key=len)[0]
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idx=[h.tolist()==rare.tolist() for h in hashes].index(True)
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x,y,w,h = pos[idx]
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return x+w//2, y+h//2, (x,y,w,h)
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@app.post("/solve")
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def solve(req:SolveRequest):
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img = b64_to_image(req.image_base64)
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icons,pos = extract_icons(img)
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cx,cy,(bx,by,bw,bh) = rare_icon(icons,pos)
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cv2.rectangle(img,(bx,by),(bx+bw,by+bh),(0,0,255),3)
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cv2.circle(img,(cx,cy),8,(0,0,255),-1)
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_,buf=cv2.imencode(".png",img)
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result_b64=base64.b64encode(buf).decode()
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return {
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"widgetId":req.widgetId,
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"challengeId":req.challengeId,
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"click_x":cx,
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"click_y":cy,
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"result_base64":result_b64
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}
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def start():
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uvicorn.run(app,host="0.0.0.0",port=7860)
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if __name__=="__main__":
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start()
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