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Dockerfile

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+# Usa una imagen base de Python
+FROM python:3.9
+# Establece el directorio de trabajo
+WORKDIR /code
+
+RUN apt-get update && apt-get install ffmpeg libsm6 libxext6  -y
+# Copia los archivos necesarios al contenedor
+COPY ./requirements.txt /code/requirements.txt
+RUN pip install --no-cache-dir -r /code/requirements.txt
+
+COPY app.py matrizMM.txt somlucuma.pkl ./
+
+RUN chmod -R 777 /code
+
+# Comando para ejecutar la aplicación
+CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"]

README.md

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+---
+title: Somlucuma
+emoji: 🦀
+colorFrom: gray
+colorTo: indigo
+sdk: docker
+pinned: false
+---
+
+Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

app.py

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+import pickle
+from minisom import MiniSom
+import numpy as np
+import cv2
+
+import urllib.request
+import uuid
+
+from fastapi import FastAPI, HTTPException
+from pydantic import BaseModel
+from typing import List
+
+class InputData(BaseModel):
+  data: str  # image url
+
+app = FastAPI()
+
+# Función para construir el modelo manualmente
+def build_model():
+  with open('somcancer.pkl', 'rb') as fid:
+    somecoli = pickle.load(fid)
+  MM = np.loadtxt('matrizMM.txt', delimiter=" ")
+  return somecoli,MM
+
+som,MM = build_model()  # Construir el modelo al iniciar la aplicación
+
+
+from scipy.ndimage import median_filter
+from scipy.signal import convolve2d
+
+def sobel(patron):
+  gx = np.array([[-1, 0, 1], [-2, 0, 2], [-1, 0, 1]], dtype=np.float32)
+  gy = np.array([[1, 2, 1], [0, 0, 0], [-1, -2, -1]], dtype=np.float32)
+
+  Gx = convolve2d(patron, gx, mode='valid')
+  Gy = convolve2d(patron, gy, mode='valid')
+
+  return Gx, Gy
+
+def medfilt2(G, d=3):
+  return median_filter(G, size=d)
+
+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), dtype=np.float32)
+
+  for i in range(m // w):
+    for j in range(n // w):
+      Gx_patch = Gx[i*w:(i+1)*w, j*w:(j+1)*w]
+      Gy_patch = Gy[i*w:(i+1)*w, j*w:(j+1)*w]
+
+      YY = np.sum(2 * Gx_patch * Gy_patch)
+      XX = np.sum(Gx_patch**2 - Gy_patch**2)
+
+      mOrientaciones[i, j] = (0.5 * np.arctan2(YY, XX) + np.pi / 2.0) * (18.0 / np.pi)
+
+  return mOrientaciones
+
+def redimensionar(img, h, v):
+  return cv2.resize(img, (h, v), interpolation=cv2.INTER_AREA)
+
+
+def prediction(som, imgurl):
+  archivo = f"/tmp/test-{uuid.uuid4()}.jpg"
+  urllib.request.urlretrieve(imgurl, archivo)
+  Xtest = redimensionar(cv2.imread(archivo),256,256)
+  Xtest = np.array(Xtest)
+  Xtest = cv2.cvtColor(Xtest, cv2.COLOR_BGR2GRAY)
+
+  orientaciones = orientacion(Xtest, w=14)
+  Xtest = Xtest.astype('float32') / 255.0
+  orientaciones = orientaciones.reshape(-1)
+  return som.winner(orientaciones)
+
+# Ruta de predicción
+@app.post("/predict/")
+async def predict(data: InputData):
+  print(f"Data: {data}")
+  global som
+  global MM
+  try:
+    # Convertir la lista de entrada a un array de NumPy para la predicción
+    imgurl = data.data
+    print(type(data.data))
+    w = prediction(som, imgurl)
+    return {"prediction": MM[w]}
+  except Exception as e:
+    raise HTTPException(status_code=500, detail=str(e))

matrizMM.txt

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requirements.txt

@@ -0,0 +1,9 @@
+scikit-learn
+#pillow
+#tensorflow
+minisom
+fastapi
+numpy
+pydantic
+opencv-python
+matplotlib

somcancer.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9f52d9e345d6c68ea9376441ba6562c7cfd2cd617a2c1f8340eb0bfaf6c136a7
+size 6544251