model

.gitattributes

@@ -33,3 +33,4 @@ 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
+person_state_model.pkl filter=lfs diff=lfs merge=lfs -text

.gitignore

@@ -0,0 +1 @@
+myvenv

app.py

@@ -3,5 +3,21 @@ import gradio as gr
 def greet(name):
     return "Hello " + name + "!!"
 
-demo = gr.Interface(fn=greet, inputs="text", outputs="text")
-demo.launch()
+from fastai.vision.all import *
+
+model = load_learner('person_state_model.pkl')
+# im = 'happyperson.jpg'
+# model.predict(im)
+
+categories = model.dls.vocab
+
+def classify_image(img):
+    pred, idx, probs = model.predict(img)
+    return dict(zip(categories, map(float, probs)))
+
+image = gr.Image(height=192, width = 192)
+label = gr.Label()
+examples = ['happyperson.jpg']
+
+intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
+intf.launch(inline=False)

person_state_model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:296bb4a1757cbad7230506ffb46f359c0cd6bd018f4a3843afc860428e51bdd7
+size 46973995