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import gradio as gr | |
from gradio_scripts.file_reader import File | |
models = { | |
'master': 'models/v5m_896_300best.pt', | |
'elwha': 'models/YsEE20.pt', | |
'elwha_train': 'models/YsEKvE20.pt', | |
} | |
def Upload_Gradio(gradio_components): | |
with gr.Tabs(): | |
# Tab - uploading aris files for inference | |
with gr.Tab("Infer ARIS"): | |
gr.HTML("<p align='center' style='font-size: large;font-style: italic;'>Submit an .aris file to analyze result.</p>") | |
with gr.Accordion("Advanced Settings", open=False): | |
settings = [] | |
settings.append(gr.Dropdown(label="Model", value="master", choices=list(models.keys()))) | |
gr.Markdown("Detection Parameters") | |
with gr.Row(): | |
settings.append(gr.Slider(0, 1, value=0.05, label="Confidence Threshold", info="Confidence cutoff for detection boxes")) | |
settings.append(gr.Slider(0, 1, value=0.2, label="NMS IoU", info="IoU threshold for non-max suppression")) | |
gr.Markdown("Tracking Parameters") | |
with gr.Row(): | |
settings.append(gr.Slider(0, 100, value=16, label="Min Hits", info="Minimum number of frames a fish has to appear in to count")) | |
settings.append(gr.Slider(0, 100, value=14, label="Max Age", info="Max age of occlusion before track is split")) | |
with gr.Row(): | |
gr.Markdown("Associative Tracking") | |
settings.append(gr.Checkbox(value=False, label="Enabled")) | |
gr.Markdown("Other") | |
settings.append(gr.Slider(0, 3, value=0.3, label="Min Length", info="Minimum length of fish (meters) in order for it to count")) | |
gradio_components['hyperparams'] = settings | |
#Input field for aris submission | |
gradio_components['input'] = File(file_types=[".aris", ".ddf"], type="binary", label="ARIS Input", file_count="multiple") | |
# Tab - uploading old result files to review | |
with gr.Tab("Open Result"): | |
gr.HTML(""" | |
<p align='center' style='font-size: large;font-style: italic;'>Submit an old zip file of results to visualize.</p> | |
<p align='center' style='font-size: large;font-style: italic;'>If you want to edit annotations, also submit an aris file.</p> | |
""") | |
# Input for .zip result file | |
gradio_components['result_input'] = File(file_types=[".zip"], type="binary", label="Upload result file", file_count="multiple") | |
# Optional input for aris file to help with annotation editing | |
gradio_components['result_aris_input'] = File(file_types=[".aris", ".ddf"], type="binary", label="Upload aris file (optional)", file_count="multiple") | |
# Button for initializing review | |
gradio_components['preview_result_btn'] = gr.Button("View Result") | |