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import gradio as gr
_remove_color = "rgb(103,6,12)"
_addition_color = "rgb(6,103,12)"
def mark_text(text, add=True):
if add:
color = _addition_color
else:
color = _remove_color
return f'<mark style="background-color:{color}!important;color:white!important">{text}</mark>'
def highlight(option):
filename = option.lower().replace(' ', '_')
with open(f"code_samples/{filename}") as f:
output = f.read()
lines = output.split("\n")
for i,line in enumerate(lines):
if line.startswith("-"):
lines[i] = "- " + line[1:]
lines[i] = mark_text(lines[i], False)
elif line.startswith("+"):
lines[i] = "+ " + line[1:]
lines[i] = mark_text(lines[i], True)
else:
lines[i] = " " + line
return "\n".join(lines).rstrip()
with open("code_samples/initial") as f:
template = f.read()
with open("code_samples/accelerate") as f:
accelerated_template = f.read()
with open("code_samples/initial_with_metrics") as f:
metrics_template = f.read()
def change(inp):
if inp == "Basic":
return (template, highlight(inp), "## Accelerate Code (Base Integration)")
elif inp == "Calculating Metrics":
return (metrics_template, highlight(inp), f"## Accelerate Code ({inp})")
else:
return (accelerated_template, highlight(inp), f"## Accelerate Code ({inp})")
with gr.Blocks() as demo:
gr.Markdown(f'''# Accelerate 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(template)
with gr.Column():
feature = gr.Markdown("## Accelerate Code")
out = gr.Markdown()
inp.change(fn=change, inputs=inp, outputs=[code, out, feature])
demo.launch()