update poetry lock; add llm feedback
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@ -1,4 +1,4 @@
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from pantograph.server import Server
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from pantograph.server import Server, ServerError
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from pantograph.expr import Variable, Goal, TacticCalc
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import unittest
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import sglang as sgl
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@ -16,22 +16,36 @@ def multi_turn_question(s, question_1, question_2):
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@sgl.function
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def select_tactic(s, state):
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def select_tactic(s, server, state, goal_id, n_tries = 5):
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s += sgl.system("You are an expert in Lean. Choose the next one tactic to run given the current proof state and goals.")
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s += sgl.user("The current proof state: GoalState(state_id=0, goals=[Goal(variables=[], target='∀ (a b: Nat), (b = 2) -> 1 + a + 1 = a + b', name=None, is_conversion=False)])")
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s += sgl.assistant("```intros a b h```")
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s += sgl.user("The current proof state: GoalState(state_id=1, goals=[Goal(variables=[Variable(t='Nat', v=None, name='a'), Variable(t='Nat', v=None, name='b'), Variable(t='b = 2', v=None, name='h')], target='1 + a + 1 = a + b', name=None, is_conversion=False)])")
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s += sgl.assistant('TacticCalc("1 + a + 1 = a + 1 + 1")')
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s += sgl.user("The current proof state: " + str(state))
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with s.copy() as tmp:
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tmp += sgl.assistant(sgl.gen("tactic", max_tokens=64))
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print("==tmp===")
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print(tmp["tactic"])
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tactic = extract_code_from_llm_output(tmp["tactic"])
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s += sgl.assistant("```"+tactic+"```")
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return tactic
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for i in range(n_tries):
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with s.copy() as tmp:
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tmp += sgl.assistant(sgl.gen("tactic", max_tokens=64))
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print("==tmp===")
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print(tmp["tactic"])
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tactic = extract_code_from_llm_output(tmp["tactic"])
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s += sgl.assistant("```"+tactic+"```")
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success, new_state = apply_tactic(server, state, goal_id, tactic)
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if not success:
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with s.user():
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s += "This answer got Lean compile error:\n" + str(new_state) + "\n"
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s += "Please try again by taking the Lean compiler feedback."
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else:
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return new_state
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def apply_tactic(server, state, goal_id, tactic):
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try:
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new_state = server.goal_tactic(state, goal_id=goal_id, tactic=tactic)
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except ServerError as e:
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return False, e
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return True, new_state
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def extract_code_from_llm_output(reply):
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i = reply.find("```lean")
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@ -51,6 +65,7 @@ def extract_code_from_llm_output(reply):
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class TestServerSGL(unittest.TestCase):
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def test_conv_calc_sgl(self):
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n_trails = 5
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sgl.set_default_backend(sgl.OpenAI("gpt-4"))
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server = Server()
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@ -80,14 +95,21 @@ class TestServerSGL(unittest.TestCase):
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target="a + 1 + 1 = a + b",
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),
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])
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state = select_tactic.run(str(state2))
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tactic = state.ret_value
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for m in state.messages():
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print(m["role"], ":", m["content"])
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state3 = None
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for i in range(n_trails):
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print(f"===============trail {str(i)}============")
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try:
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state = select_tactic.run(server, state2, goal_id = 1)
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state3 = state.ret_value
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for m in state.messages():
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print(m["role"], ":", m["content"])
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print("\n-- tactic --\n", tactic)
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print("\n-- new state --\n", state3)
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except ServerError as e:
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print(f"server error: {e}")
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continue
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state3 = server.goal_tactic(state2, goal_id=1, tactic=tactic)
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print("==========state3============")
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print(state3)
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# state4 = server.goal_tactic(state3, goal_id=0, tactic="rw [Nat.add_assoc]")
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@ -119,19 +141,19 @@ class TestServerSGL(unittest.TestCase):
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# print()
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def test_sglang_openai(self):
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sgl.set_default_backend(sgl.OpenAI("gpt-4"))
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# def test_sglang_openai(self):
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# sgl.set_default_backend(sgl.OpenAI("gpt-4"))
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print('\n----- Test sglang ---')
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state = multi_turn_question.run(
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question_1="What is the capital of the United States?",
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question_2="List two local attractions.",
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)
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# print('\n----- Test sglang ---')
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# state = multi_turn_question.run(
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# question_1="What is the capital of the United States?",
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# question_2="List two local attractions.",
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# )
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for m in state.messages():
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print(m["role"], ":", m["content"])
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# for m in state.messages():
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# print(m["role"], ":", m["content"])
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print("\n-- answer_1 --\n", state["answer_1"])
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# print("\n-- answer_1 --\n", state["answer_1"])
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if __name__ == '__main__':
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@ -1,10 +1,15 @@
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# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
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[[package]]
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name = "pexpect"
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version = "4.9.0"
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description = "Pexpect allows easy control of interactive console applications."
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category = "main"
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optional = false
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python-versions = "*"
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files = [
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{file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"},
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{file = "pexpect-4.9.0.tar.gz", hash = "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f"},
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]
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[package.dependencies]
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ptyprocess = ">=0.5"
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@ -13,15 +18,14 @@ ptyprocess = ">=0.5"
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name = "ptyprocess"
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version = "0.7.0"
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description = "Run a subprocess in a pseudo terminal"
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category = "main"
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optional = false
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python-versions = "*"
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files = [
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{file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"},
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{file = "ptyprocess-0.7.0.tar.gz", hash = "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"},
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]
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[metadata]
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lock-version = "1.1"
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lock-version = "2.0"
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python-versions = "^3.10"
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content-hash = "54cb66612c110a515f024e54d2b2a0af54ffcbe06602ad7f4ea6a446699d419a"
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[metadata.files]
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pexpect = []
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ptyprocess = []
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