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Update app.py
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app.py
CHANGED
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@@ -8,6 +8,7 @@ from autogen.coding import LocalCommandLineCodeExecutor
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WORK_DIR = "coding"
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CSV_PATH = os.path.join(WORK_DIR, "input.csv")
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PLOT_PATH = os.path.join(WORK_DIR, "plot.png")
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os.makedirs(WORK_DIR, exist_ok=True)
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# Agents
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@@ -20,6 +21,7 @@ code_writer_agent = AssistantAgent(
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system_message=(
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"You are a coding assistant. Write Python code that reads 'input.csv' in the current directory, "
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"performs analysis based on the user prompt, and saves the resulting plot to 'plot.png'. "
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"Only generate the code, no explanations or comments."
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),
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)
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@@ -40,20 +42,37 @@ def process_csv_and_prompt(prompt, file):
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if file is not None:
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shutil.copyfile(file.name, CSV_PATH)
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# Clean up old
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if os.path.exists(PLOT_PATH):
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os.remove(PLOT_PATH)
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# Run agents
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code_executor_agent.reset()
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code_writer_agent.reset()
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full_prompt = f"{prompt}\n(Remember: the file is 'input.csv' in current directory)"
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code_executor_agent.initiate_chat(code_writer_agent, message=full_prompt)
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else:
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# Gradio Interface
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iface = gr.Interface(
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@@ -62,9 +81,13 @@ iface = gr.Interface(
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gr.Textbox(label="Enter Analysis Prompt", placeholder="e.g. Generate 1000 Random numbers and plot histogram"),
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gr.File(label="Upload CSV", file_types=[".csv"]),
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],
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outputs=
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title="Multi agent coding example",
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description="
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allow_flagging="never",
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)
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WORK_DIR = "coding"
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CSV_PATH = os.path.join(WORK_DIR, "input.csv")
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PLOT_PATH = os.path.join(WORK_DIR, "plot.png")
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CODE_PATH = os.path.join(WORK_DIR, "generated_code.py")
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os.makedirs(WORK_DIR, exist_ok=True)
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# Agents
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system_message=(
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"You are a coding assistant. Write Python code that reads 'input.csv' in the current directory, "
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"performs analysis based on the user prompt, and saves the resulting plot to 'plot.png'. "
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"If plot is not possible, output text or tabular results to 'results.txt'. "
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"Only generate the code, no explanations or comments."
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),
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)
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if file is not None:
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shutil.copyfile(file.name, CSV_PATH)
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# Clean up old outputs
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if os.path.exists(PLOT_PATH):
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os.remove(PLOT_PATH)
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if os.path.exists(CODE_PATH):
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os.remove(CODE_PATH)
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results_path = os.path.join(WORK_DIR, "results.txt")
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if os.path.exists(results_path):
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os.remove(results_path)
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# Run agents
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code_executor_agent.reset()
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code_writer_agent.reset()
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full_prompt = f"{prompt}\n(Remember: the file is 'input.csv' in current directory)"
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chat = code_executor_agent.initiate_chat(code_writer_agent, message=full_prompt)
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# Save generated code
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if chat and "content" in chat.messages[-1]:
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generated_code = chat.messages[-1]["content"]
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with open(CODE_PATH, "w") as f:
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f.write(generated_code)
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else:
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generated_code = "No code captured."
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# Decide outputs
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plot = PLOT_PATH if os.path.exists(PLOT_PATH) else None
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table_text = None
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if os.path.exists(results_path):
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with open(results_path, "r") as f:
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table_text = f.read()
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return plot, generated_code, table_text or "No tabular/text results produced."
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# Gradio Interface
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iface = gr.Interface(
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gr.Textbox(label="Enter Analysis Prompt", placeholder="e.g. Generate 1000 Random numbers and plot histogram"),
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gr.File(label="Upload CSV", file_types=[".csv"]),
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],
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outputs=[
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gr.Image(label="Generated Plot"),
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gr.Code(label="Generated Code"),
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gr.Textbox(label="Tabular/Text Results")
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],
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title="Multi agent coding example",
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description="Upload CSV + analysis prompt. System generates Python code, executes it, and shows results as plot, code, and/or text.",
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allow_flagging="never",
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)
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