Added application, model, and examples

README.md

@@ -1,6 +1,6 @@
 ---
 title: Racemose Classifier
-emoji: ⚡
+emoji: 🌸
 colorFrom: blue
 colorTo: gray
 sdk: gradio

app.py

@@ -0,0 +1,33 @@
+import gradio as gr
+import numpy as np
+from fastai.learner import load_learner
+
+learn_imp = load_learner('prunus_model_res50_temp_trop_v3_fp16_22epochs.pkl')
+
+def predict(image_np, description=None):
+  classes = ['neotropical racemose', 'paleotropical racemose',
+             'temperate diploid', 'temperate racemose']
+  pred,pred_idx,probs = learn_imp.predict(image_np)
+  confidences = {classes[idx]: f'{prob:.04f}' for idx, prob in enumerate(probs)}
+  return confidences
+
+article = """Let's include a *table* here with links to the specific samples in the examples."""
+
+example_list = ["examples/myrtifolia_1c086296-6d1f-4218-a18a-ca2f86c295d0.jpg",
+                "examples/oleifolia_104f44c9-63f1-4579-93c2-54c6ddeddeda.jpg",
+                "examples/oocarpa_e3276fdd-ce58-40dc-bf20-8742f7634428.jpg",
+                "examples/pullei_e5ac59df-5b18-4c8d-a19b-02131d358855.jpg",
+                "examples/serotina_0060a57d-e779-4984-913c-95b576daf0d3.jpg",
+                "examples/grayana_b9fa9ff9-2e8b-42f5-8728-5b0b5be98490.jpg",
+                "examples/glandulosa_52e06de9-c035-4afc-9fac-c8bee7628d38.jpg",
+                "examples/pensylvanica_0b13e5eb-73da-4e0e-9b1a-794b737f7716.jpg"]
+
+demo = gr.Interface(predict,
+                    gr.Image(type="numpy"),
+                    outputs="label",
+                    examples=example_list,
+                    description="Upload a digitized herbarium sheet, or choose one of the examples below",
+                    title="Image Classification of Diploid or Racemose Plants",
+                    article=article)
+
+demo.launch()

prunus_model_res50_temp_trop_v3_fp16_22epochs.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:847d82d18d70b6e5b22812e075e7edc01d5a1de9ef1051ff6ed6178664d63fef
+size 103001173

requirements.txt

@@ -0,0 +1 @@
+fastai