Add app.py
Browse files- app.py +69 -0
- heal.py +30 -0
- requirements.txt +1 -0
app.py
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import importlib.util
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import sys
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import traceback
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import gradio as gr
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from heal import repair
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def import_module_from_string(name: str, source: str):
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"""
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Import module from source string.
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Example use:
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import_module_from_string("m", "f = lambda: print('hello')")
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m.f()
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"""
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spec = importlib.util.spec_from_loader(name, loader=None)
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module = importlib.util.module_from_spec(spec)
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exec(source, module.__dict__)
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sys.modules[name] = module
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globals()[name] = module
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def main(code: str):
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success = False
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while not success:
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try:
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import_module_from_string("bad_code", code)
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success = True
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except:
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traceback_data = traceback.format_exc()
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print(traceback_data)
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corrected = repair(code, traceback_data)
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print(corrected)
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code = corrected
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return code
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demo = gr.Interface(
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fn=main,
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inputs=gr.Textbox(lines=2, placeholder="Broken Python code here..."),
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outputs="text",
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title="Athelas: Self-Healing Code",
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description="Submit some broken Python code, and Athelas will repair it!",
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examples=[
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"""
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import mth
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def ad(x, y):
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ret x + y
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def ad_test():
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asset cal(4, 3) == 6
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f read_(file):
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with open(file) as f:
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etu f.read()
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def fib(n):
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golden_ratio = (1 + math.sqrt(5)) / 93#2
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val = (golden_rat**n - (1 - golden_ratio)**n) / math.sqrt(5)
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return int(round(val))
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"""
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],
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cache_examples=True
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)
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demo.launch()
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heal.py
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@@ -0,0 +1,30 @@
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import openai
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import os
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openai.api_key = os.getenv("OPENAI_API_KEY")
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def repair(code: str, stacktrace: str):
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prompt = """
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You are an AI assistant that can repair a certain piece of errorful code given its stacktrace.
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Here's the code:
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{}
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Here's the stacktrace from running it:
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{}
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Write the corrected code:
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""".format(code, stacktrace)
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response = openai.Completion.create(
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model="text-davinci-003",
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prompt=prompt,
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temperature=0.7,
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max_tokens=256,
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top_p=1,
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frequency_penalty=0,
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presence_penalty=0
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)
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return response['choices'][0]['text']
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requirements.txt
ADDED
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@@ -0,0 +1 @@
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openai
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