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from fastai.vision.all import *
import gradio as gr
import fal_client
from PIL import Image
import io
import base64
search_terms_wikipedia = {
"blazing star": "https://en.wikipedia.org/wiki/Mentzelia",
"bristlecone pine": "https://en.wikipedia.org/wiki/Pinus_longaeva",
"california bluebell": "https://en.wikipedia.org/wiki/Phacelia_minor",
"california buckeye": "https://en.wikipedia.org/wiki/Aesculus_californica",
"california buckwheat": "https://en.wikipedia.org/wiki/Eriogonum_fasciculatum",
"california fuchsia": "https://en.wikipedia.org/wiki/Epilobium_canum",
"california checkerbloom": "https://en.wikipedia.org/wiki/Sidalcea_malviflora",
"california lilac": "https://en.wikipedia.org/wiki/Ceanothus",
"california poppy": "https://en.wikipedia.org/wiki/Eschscholzia_californica",
"california sagebrush": "https://en.wikipedia.org/wiki/Artemisia_californica",
"california wild grape": "https://en.wikipedia.org/wiki/Vitis_californica",
"california wild rose": "https://en.wikipedia.org/wiki/Rosa_californica",
"coyote mint": "https://en.wikipedia.org/wiki/Monardella",
"elegant clarkia": "https://en.wikipedia.org/wiki/Clarkia_unguiculata",
"baby blue eyes": "https://en.wikipedia.org/wiki/Nemophila_menziesii",
"hummingbird sage": "https://en.wikipedia.org/wiki/Salvia_spathacea",
"delphiniumr": "https://en.wikipedia.org/wiki/Delphinium",
"matilija poppy": "https://en.wikipedia.org/wiki/Romneya_coulteri",
"blue-eyed grass": "https://en.wikipedia.org/wiki/Sisyrinchium_bellum",
"penstemon spectabilis": "https://en.wikipedia.org/wiki/Penstemon_spectabilis",
"seaside daisy": "https://en.wikipedia.org/wiki/Erigeron_glaucus",
"sticky monkeyflower": "https://en.wikipedia.org/wiki/Diplacus_aurantiacus",
"tidy tips": "https://en.wikipedia.org/wiki/Layia_platyglossa",
"wild cucumber": "https://en.wikipedia.org/wiki/Marah_(plant)",
"douglas iris": "https://en.wikipedia.org/wiki/Iris_douglasiana",
"goldfields coreopsis": "https://en.wikipedia.org/wiki/Coreopsis"
}
def on_queue_update(update):
if isinstance(update, fal_client.InProgress):
for log in update.logs:
print(log["message"])
def process_image(img):
# First do the classification
pred, idx, probs = learn.predict(img)
classification_results = dict(zip(search_terms_wikipedia.keys(), map(float, probs)))
# Get Wikipedia URL for the predicted class
predicted_class = max(classification_results.items(), key=lambda x: x[1])[0]
wiki_url = search_terms_wikipedia.get(predicted_class, "No Wikipedia entry found.")
# Generate FLUX image
result = fal_client.subscribe(
"fal-ai/flux/schnell",
arguments={
"prompt": f"A detailed, artistic interpretation of {predicted_class} flower in natural setting",
"image_size": "square" # Changed from "256x256" to "square"
},
with_logs=True,
on_queue_update=on_queue_update,
)
# Convert the image data
image_data = base64.b64decode(result['image'])
generated_image = Image.open(io.BytesIO(image_data))
return classification_results, generated_image, wiki_url
# Load the learner
learn = load_learner('export.pkl')
# Create Gradio interface
with gr.Blocks() as demo:
with gr.Row():
input_image = gr.Image(height=192, width=192, label="Upload Image for Classification", type="pil")
with gr.Row():
with gr.Column():
label_output = gr.Label(label="Classification Results")
wiki_output = gr.Textbox(label="Wikipedia Article Link", lines=1)
generated_image = gr.Image(label="AI Generated Interpretation")
# Example images
examples = [
'https://www.deserthorizonnursery.com/wp-content/uploads/2024/03/Brittlebush-Encelia-Farinosa-desert-horizon-nursery.jpg',
'https://cdn.mos.cms.futurecdn.net/VJE7gSuQ9KWbkqEsWgX5zS.jpg',
'https://silverfallsseed.com/wp-content/uploads/2016/01/tidy-tips-_-9.jpg',
'https://cdn11.bigcommerce.com/s-1b9100svju/images/stencil/1280x1280/products/2044/1440/DETA-635__75522.1664817787.jpg?c=1',
'https://shop.stoverseed.com/cdn/shop/products/DesertBluebells_CaliforniaBluebells-_Phaceliacampanularia_closeup_530x@2x.jpg?v=1596506040',
'https://images.squarespace-cdn.com/content/v1/57488264f85082748c7c80db/d0e8480a-4eff-4219-88f8-e5ae6b32e81e/monkeyflower.jpg',
'https://www.parksconservancy.org/sites/default/files/styles/basic/public/A_GEN_131213_WTE_109.jpg?itok=9SDtr4b2',
'https://silverfallsseed.com/wp-content/uploads/2016/01/tidy-tips-_-9.jpg',
'https://vnps.org/wp-content/uploads/2021/05/Narrow-leaved-Blue-eyed-Grass-4-Sisyrinchium-angustifolium-by-Betsy-Washington.jpg',
'https://gardenerspath.com/wp-content/uploads/2022/02/How-to-Grow-Baby-Blue-Eyes-Feature.jpg',
'https://images.squarespace-cdn.com/content/v1/57488264f85082748c7c80db/d0e8480a-4eff-4219-88f8-e5ae6b32e81e/monkeyflower.jpg'
]
gr.Examples(
examples=examples,
inputs=input_image,
examples_per_page=5,
fn=process_image,
outputs=[label_output, generated_image, wiki_output]
)
# Set up event handler
input_image.change(
fn=process_image,
inputs=input_image,
outputs=[label_output, generated_image, wiki_output]
)
demo.launch(inline=False) |