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+# Usa una imagen base de Python
+FROM python:3.9
+# Establece el directorio de trabajo
+WORKDIR /code
+
+# Copia los archivos necesarios al contenedor
+COPY ./requirements.txt /code/requirements.txt
+RUN pip install --no-cache-dir -r /code/requirements.txt
+
+COPY . .
+
+RUN chmod -R 777 /code
+
+# Comando para ejecutar la aplicación
+CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"]

app.py

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+from fastapi import FastAPI, File, UploadFile, HTTPException
+from PIL import Image
+import numpy as np
+import pickle
+from io import BytesIO
+import math
+
+def load_model():
+    with open('som.pkl', 'rb') as fid:
+        som = pickle.load(fid)
+    return som
+
+def sobel(I):
+    m, n = I.shape
+    Gx = np.zeros([m-2, n-2], np.float32)
+    Gy = np.zeros([m-2, n-2], np.float32)
+    gx = [[-1, 0, 1], [-2, 0, 2], [-1, 0, 1]]
+    gy = [[1, 2, 1], [0, 0, 0], [-1, -2, -1]]
+    for j in range(1, m-2):
+        for i in range(1, n-2):
+            Gx[j-1, i-1] = sum(sum(I[j-1:j+2, i-1:i+2] * gx))
+            Gy[j-1, i-1] = sum(sum(I[j-1:j+2, i-1:i+2] * gy))
+    return Gx, Gy
+
+def medfilt2(G, d=3):
+    m, n = G.shape
+    temp = np.zeros([m+2*(d//2), n+2*(d//2)], np.float32)
+    salida = np.zeros([m, n], np.float32)
+    temp[1:m+1, 1:n+1] = G
+    for i in range(1, m):
+        for j in range(1, n):
+            A = np.asarray(temp[i-1:i+2, j-1:j+2]).reshape(-1)
+            salida[i-1, j-1] = np.sort(A)[d+1]
+    return salida
+
+def orientacion(patron, w):
+    Gx, Gy = sobel(patron)
+    Gx = medfilt2(Gx)
+    Gy = medfilt2(Gy)
+    m, n = Gx.shape
+    mOrientaciones = np.zeros([m//w, n//w], np.float32)
+    for i in range(m//w):
+        for j in range(n//w):
+            YY = sum(sum(2*Gx[i*w:(i+1)*w, j:j+1] * Gy[i*w:(i+1)*w, j:j+1]))
+            XX = sum(sum(Gx[i*w:(i+1)*w, j:j+1]**2 - Gy[i*w:(i+1)*w, j:j+1]**2))
+            mOrientaciones[i, j] = (0.5 * math.atan2(YY, XX) + math.pi / 2.0) * (180.0 / math.pi)
+    return mOrientaciones
+
+def representativo(imarray):
+    imarray = np.squeeze(imarray)
+    m, n = imarray.shape
+    patron = imarray[1:m-1, 1:n-1]
+    EE = orientacion(patron, 14)
+    return np.asarray(EE).reshape(-1)
+
+app = FastAPI()
+
+som = load_model()
+
+MM = np.array([
+       [0., 1., 0., 2., 0., 0., 2., 0., 0., 3.],
+       [3., 1., 2., 1., 2., 3., 0., 1., 3., 3.],
+       [3., 3., 3., 0., 0., 0., 0., 1., 2., 1.],
+       [2., 0., 3., 0., 1., 2., 1., 1., 3., 0.],
+       [1., 1., 2., 2., 2., 1., 1., 1., 2., 2.],
+       [2., 3., 0., 3., 0., 0., 2., 1., 1., 0.],
+       [1., 1., 1., 3., 3., 0., 2., 0., 2., 2.],
+       [1., 2., 2., 3., 3., 1., 2., 1., 3., 1.],
+       [2., 1., 3., 2., 1., 3., 0., 2., 0., 1.],
+       [2., 1., 1., 1., 3., 3., 2., 0., 3., 1.]
+])
+
+
+@app.post("/predict/")
+async def predict_fingerprint_api(file: UploadFile = File(...)):
+    try:
+        contents = await file.read()
+        image = Image.open(BytesIO(contents)).convert('L')
+        image = np.asarray(image)
+        if image.shape != (256, 256):
+            raise ValueError("La imagen debe ser de tamaño 256x256.")
+        image = image.reshape(256, 256, 1)
+        print(f"Imagen convertida a matriz: {image.shape}")
+        
+        representative_data = representativo(image)
+        print(f"Datos representativos de la imagen: {representative_data.shape}")
+        representative_data = representative_data.reshape(1, -1)
+        
+        w = som.winner(representative_data)
+        print(f"Índice ganador del SOM: {w}")
+        prediction = MM[w]
+        print(f"Predicción: {prediction}")
+        
+        return {"prediction": prediction}
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=str(e))
+

matrizMM.txt

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requirements.txt

@@ -0,0 +1,9 @@
+fastapi
+numpy
+pydantic
+uvicorn
+minisom
+Pillow
+Python-IO
+python-math
+pybase64

somlucuma.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a827886bb66ba6be62af74d0ff8afef0114b87d770ef90f402376e255dde7ed3
+size 6544251