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File size: 3,029 Bytes
907462b | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 | import torch
from samhi.inference.inference import Inference
from samhi.inference.app_tools import App
import gradio as gr
from gradio_image_prompter import ImagePrompter
import argparse
parser = argparse.ArgumentParser()
parser.add_argument("--model_dir", type=str, default="/vol/data/models/")
parser.add_argument("--model_name", type=str, default="model-ap0xl4l1:v19")
parser.add_argument("--cellvit_model", type=str, default="CellViT-256-x40.pth")
args = parser.parse_args()
inference_config = {
"device": "cuda" if torch.cuda.is_available() else "cpu",
"model_dir": args.model_dir,
"model_name": args.model_name,
}
app_config = {
}
config = {
"inference_config": inference_config,
"app_config": app_config,
}
app = App(config)
with gr.Blocks(theme=gr.themes.Default(text_size="lg")) as demo:
with gr.Row():
whole_image = ImagePrompter(label="Whole Image")
whole_image.upload(app.load_image, inputs=[whole_image], outputs=[whole_image])
with gr.Column(visible=True) as initial_buttons:
auto_segment_btn = gr.Button("Auto Segment")
auto_segment_btn.click(app.segment_automatically_app, inputs=[], outputs=[whole_image])
add_mask_btn = gr.Button("Add Mask",)
add_mask_btn.click(app.add_mask, inputs=[whole_image], outputs=[whole_image])
start_refine_mask_btn = gr.Button("Refine Mask")
remove_mask_btn = gr.Button("Remove Mask")
remove_mask_btn.click(app.remove_mask, inputs=[whole_image], outputs=[whole_image])
with gr.Column(visible=False) as refine_buttons:
refine_mask_btn = gr.Button("Refine")
refine_mask_btn.click(app.refine_mask, inputs=[whole_image], outputs=[whole_image])
finish_mask_btn = gr.Button("Finish Mask")
start_refine_mask_btn.click(app.start_refine_mask, inputs=[whole_image], outputs=[whole_image, refine_buttons, initial_buttons])
finish_mask_btn.click(app.finish_mask, inputs=[], outputs=[whole_image, initial_buttons, refine_buttons])
with gr.Row():
amount = gr.Number(value=100, label="Step Size", visible = False)
#amount = 100
with gr.Column():
left_button = gr.Button(value="\U0001F814")
left_button.click(app.move_left, inputs=[amount], outputs=[whole_image])
with gr.Column():
up_button = gr.Button(value="\U0001F815")
up_button.click(app.move_up, inputs=[amount], outputs=[whole_image])
down_button = gr.Button(value="\U0001F817")
down_button.click(app.move_down, inputs=[amount], outputs=[whole_image])
with gr.Column():
right_button = gr.Button(value="\U0001F816")
right_button.click(app.move_right, inputs=[amount], outputs=[whole_image])
zoom_bar = gr.Slider(minimum=1, maximum=5, step=1, label="Zoom Factor", value=1)
zoom_bar.release(app.zoom, inputs=[zoom_bar, whole_image], outputs=[whole_image])
demo.launch(share=True)
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