Tiny app to guess gender of faces

.gitattributes

@@ -32,3 +32,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+man.jpeg filter=lfs diff=lfs merge=lfs -text
+woman.jpeg filter=lfs diff=lfs merge=lfs -text
+gender-classifier-model.pkl filter=lfs diff=lfs merge=lfs -text

.gitignore

@@ -1 +1,3 @@
-.idea/
+.idea/
+__pycache__/
+flagged/

app.py

@@ -1,9 +1,18 @@
 import gradio as gr
+from fastai.vision.all import *
 
+def is_man(face): return face[0].isupper()
 
-def greet(name):
-    return "Hello " + name + "!!"
+learn = load_learner('gender-classifier-model.pkl')
+categories = 'Man', 'Woman'
 
+def classify_image(img):
+    pred,idx,probs = learn.predict(img)
+    return dict(zip(categories, map(float, probs)))
 
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
-iface.launch()
+image = gr.Image(shape=(192, 192))
+label = gr.Label()
+examples = ['man.jpeg', 'woman.jpeg']
+
+intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
+intf.launch()

gender-classifier-model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ad2299947b0710aa12bf7b52716e91b875b97a810df1a2cac909442953519ba0
+size 46969822