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import gradio as gr
from markup import highlight
from template import get_templates
templates = get_templates()
def change(inp):
"""Based on an `inp`, render and highlight the appropriate code sample.
Args:
inp (`str`):
The input button from the interface.
Returns:
`tuple`: A tuple of the initial code, the highlighted code, and the title for the section.
"""
if inp == "Basic":
return (templates["initial"], highlight(inp), "## Accelerate Code (Base Integration)")
elif inp == "Calculating Metrics":
return (templates["initial_with_metrics"], highlight(inp), f"## Accelerate Code ({inp})")
else:
return (templates["accelerate"], highlight(inp), f"## Accelerate Code ({inp})")
with gr.Blocks() as demo:
gr.Markdown(f'''# Accelerate Training Code Template Generator
Here is a very basic Python training loop.
Select how you would like to introduce an Accelerate capability to add to it.''')
inp = gr.Radio(
["Basic", "Calculating Metrics", "Checkpointing", "Gradient Accumulation", ],
label="Select a feature"
)
with gr.Row():
with gr.Column():
gr.Markdown("## Initial Code")
code = gr.Markdown(templates["initial"])
with gr.Column():
feature = gr.Markdown("## Accelerate Code")
out = gr.Markdown()
inp.change(fn=change, inputs=inp, outputs=[code, out, feature])
demo.launch()