minio argo nats face
diff --git a/face/.DS_Store b/face/.DS_Store
index 5008ddf..1b83a3b 100644
--- a/face/.DS_Store
+++ b/face/.DS_Store
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diff --git a/face/Dockerfile b/face/Dockerfile
index 8b7641a..b0fc938 100644
--- a/face/Dockerfile
+++ b/face/Dockerfile
@@ -7,4 +7,9 @@
RUN pip install opencv-python-headless --no-cache-dir
RUN pip install matplotlib --no-cache-dir
-WORKDIR /face
\ No newline at end of file
+# COPY . /face
+WORKDIR /face
+
+# RUN rm -r -f output/*
+CMD python face.py detect input output
+# CMD python face.py classify output class
diff --git a/face/detected.jpg b/face/detected.jpg
deleted file mode 100644
index dfd5bfd..0000000
--- a/face/detected.jpg
+++ /dev/null
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diff --git a/face/face.py b/face/face.py
index 4dc874f..8501957 100644
--- a/face/face.py
+++ b/face/face.py
@@ -1,16 +1,46 @@
-from facenet_pytorch import MTCNN
-import cv2
-from PIL import Image, ImageDraw, ImageColor
-import numpy as np
-from matplotlib import pyplot as plt
+import os
+import sys
-mtcnn = MTCNN(keep_all=True)
+from facenet_pytorch import MTCNN, InceptionResnetV1
+from PIL import Image
-img = Image.open("face.jpg")
-boxes, _ = mtcnn.detect(img)
-draw = ImageDraw.Draw(img)
-for i, box in enumerate(boxes):
- draw.rectangle(((box[0], box[1]), (box[2], box[3])), outline="red")
-img.save("detected.jpg")
-#print(face)
+def detect(input_dir, output_dir):
+ mtcnn = MTCNN(keep_all=True)
+ resnet = InceptionResnetV1(pretrained='vggface2').eval()
+ for f in os.listdir(input_dir):
+ with Image.open(input_dir + "/" + f) as img:
+ # if img.filename != "input/P7260028.jpg":
+ # continue
+ print(img.filename)
+ for m in mtcnn(img):
+ print(resnet(m))
+
+ # embedding = resnet(mtcnn(img))
+ # print(len(embedding[0]))
+
+ # boxes, _ = mtcnn.detect(img)
+ # for i, box in enumerate(boxes):
+ # cropped = img.crop(box)
+ # cropped.save(output_dir + "/" + str(i) + "_" + f)
+
+
+def classify(input_dir, output_dir):
+ mtcnn = MTCNN()
+ resnet = InceptionResnetV1(pretrained='vggface2').eval()
+ for f in os.listdir(input_dir):
+ with Image.open(input_dir + "/" + f) as img:
+ print(img.filename)
+ embedding = resnet(mtcnn(img))
+ print(len(embedding[0]))
+
+
+def main():
+ if sys.argv[1] == "detect":
+ detect(sys.argv[2], sys.argv[3])
+ else:
+ classify(sys.argv[2], sys.argv[3])
+
+
+if __name__ == "__main__":
+ main()
diff --git a/face/input/P7260009.jpg b/face/input/P7260009.jpg
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diff --git a/face/gl.jpg b/face/input/gl.jpg
similarity index 100%
rename from face/gl.jpg
rename to face/input/gl.jpg
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diff --git a/face/harry.jpg b/face/input/harry.jpg
similarity index 100%
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