Code agent: allow function persistence between steps (#31769)
* Code agent: allow function persistence between steps
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@@ -94,12 +94,48 @@ final_answer("got an error")
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"""
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def fake_react_code_functiondef(messages, stop_sequences=None) -> str:
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prompt = str(messages)
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if "special_marker" not in prompt:
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return """
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Thought: Let's define the function. special_marker
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Code:
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```py
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import numpy as np
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def moving_average(x, w):
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return np.convolve(x, np.ones(w), 'valid') / w
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```<end_code>
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"""
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else: # We're at step 2
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return """
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Thought: I can now answer the initial question
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Code:
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```py
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x, w = [0, 1, 2, 3, 4, 5], 2
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res = moving_average(x, w)
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final_answer(res)
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```<end_code>
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"""
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def fake_code_llm_oneshot(messages, stop_sequences=None) -> str:
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return """
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Thought: I should multiply 2 by 3.6452. special_marker
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Code:
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```py
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result = python_interpreter(code="2*3.6452")
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final_answer(result)
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```
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"""
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def fake_code_llm_no_return(messages, stop_sequences=None) -> str:
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return """
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Thought: I should multiply 2 by 3.6452. special_marker
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Code:
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```py
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result = python_interpreter(code="2*3.6452")
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print(result)
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```
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"""
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@@ -135,8 +171,8 @@ Action:
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def test_fake_react_code_agent(self):
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agent = ReactCodeAgent(tools=[PythonInterpreterTool()], llm_engine=fake_react_code_llm)
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output = agent.run("What is 2 multiplied by 3.6452?")
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assert isinstance(output, AgentText)
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assert output == "7.2904"
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assert isinstance(output, float)
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assert output == 7.2904
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assert agent.logs[0]["task"] == "What is 2 multiplied by 3.6452?"
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assert float(agent.logs[1]["observation"].strip()) - 12.511648 < 1e-6
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assert agent.logs[2]["tool_call"] == {
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@@ -157,7 +193,7 @@ Action:
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def test_react_fails_max_iterations(self):
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agent = ReactCodeAgent(
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tools=[PythonInterpreterTool()],
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llm_engine=fake_code_llm_oneshot, # use this callable because it never ends
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llm_engine=fake_code_llm_no_return, # use this callable because it never ends
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max_iterations=5,
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)
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agent.run("What is 2 multiplied by 3.6452?")
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@@ -192,3 +228,10 @@ Action:
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# check that python_interpreter base tool does not get added to code agents
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agent = ReactCodeAgent(tools=[], llm_engine=fake_react_code_llm, add_base_tools=True)
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assert len(agent.toolbox.tools) == 6 # added final_answer tool + 5 base tools (excluding interpreter)
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def test_function_persistence_across_steps(self):
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agent = ReactCodeAgent(
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tools=[], llm_engine=fake_react_code_functiondef, max_iterations=2, additional_authorized_imports=["numpy"]
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)
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res = agent.run("ok")
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assert res[0] == 0.5
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@@ -660,7 +660,6 @@ add_one(1, 1)
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"""
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state = {}
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result = evaluate_python_code(code, {"print": print, "range": range, "ord": ord, "chr": chr}, state=state)
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print(state)
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assert result == 2
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# test returning None
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@@ -672,5 +671,4 @@ returns_none(1)
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"""
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state = {}
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result = evaluate_python_code(code, {"print": print, "range": range, "ord": ord, "chr": chr}, state=state)
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print(state)
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assert result is None
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