gpt-engineer / steps.py
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import json
import re
import subprocess
from enum import Enum
from typing import Callable, TypeVar
from gpt_engineer.ai import AI
from gpt_engineer.chat_to_files import to_files
from gpt_engineer.db import DBs
def setup_sys_prompt(dbs):
return (
dbs.preprompts["generate"] + "\nUseful to know:\n" + dbs.preprompts["philosophy"]
)
Step = TypeVar("Step", bound=Callable[[AI, DBs], list[dict]])
def simple_gen(ai: AI, dbs: DBs):
"""Run the AI on the main prompt and save the results"""
messages = ai.start(
setup_sys_prompt(dbs),
dbs.input["main_prompt"],
)
to_files(messages[-1]["content"], dbs.workspace)
return messages
def clarify(ai: AI, dbs: DBs):
"""
Ask the user if they want to clarify anything and save the results to the workspace
"""
messages = [ai.fsystem(dbs.preprompts["qa"])]
user = dbs.input["main_prompt"]
while True:
messages = ai.next(messages, user)
if messages[-1]["content"].strip().lower().startswith("no"):
break
print()
user = input('(answer in text, or "c" to move on)\n')
print()
if not user or user == "c":
break
user += (
"\n\n"
"Is anything else unclear? If yes, only answer in the form:\n"
"{remaining unclear areas} remaining questions.\n"
"{Next question}\n"
'If everything is sufficiently clear, only answer "no".'
)
print()
return messages
def gen_spec(ai: AI, dbs: DBs):
"""
Generate a spec from the main prompt + clarifications and save the results to
the workspace
"""
messages = [
ai.fsystem(setup_sys_prompt(dbs)),
ai.fsystem(f"Instructions: {dbs.input['main_prompt']}"),
]
messages = ai.next(messages, dbs.preprompts["spec"])
dbs.memory["specification"] = messages[-1]["content"]
return messages
def respec(ai: AI, dbs: DBs):
messages = json.loads(dbs.logs[gen_spec.__name__])
messages += [ai.fsystem(dbs.preprompts["respec"])]
messages = ai.next(messages)
messages = ai.next(
messages,
(
"Based on the conversation so far, please reiterate the specification for "
"the program. "
"If there are things that can be improved, please incorporate the "
"improvements. "
"If you are satisfied with the specification, just write out the "
"specification word by word again."
),
)
dbs.memory["specification"] = messages[-1]["content"]
return messages
def gen_unit_tests(ai: AI, dbs: DBs):
"""
Generate unit tests based on the specification, that should work.
"""
messages = [
ai.fsystem(setup_sys_prompt(dbs)),
ai.fuser(f"Instructions: {dbs.input['main_prompt']}"),
ai.fuser(f"Specification:\n\n{dbs.memory['specification']}"),
]
messages = ai.next(messages, dbs.preprompts["unit_tests"])
dbs.memory["unit_tests"] = messages[-1]["content"]
to_files(dbs.memory["unit_tests"], dbs.workspace)
return messages
def gen_clarified_code(ai: AI, dbs: DBs):
# get the messages from previous step
messages = json.loads(dbs.logs[clarify.__name__])
messages = [
ai.fsystem(setup_sys_prompt(dbs)),
] + messages[1:]
messages = ai.next(messages, dbs.preprompts["use_qa"])
to_files(messages[-1]["content"], dbs.workspace)
return messages
def gen_code(ai: AI, dbs: DBs):
# get the messages from previous step
messages = [
ai.fsystem(setup_sys_prompt(dbs)),
ai.fuser(f"Instructions: {dbs.input['main_prompt']}"),
ai.fuser(f"Specification:\n\n{dbs.memory['specification']}"),
ai.fuser(f"Unit tests:\n\n{dbs.memory['unit_tests']}"),
]
messages = ai.next(messages, dbs.preprompts["use_qa"])
to_files(messages[-1]["content"], dbs.workspace)
return messages
def execute_entrypoint(ai, dbs):
command = dbs.workspace["run.sh"]
print("Do you want to execute this code?")
print()
print(command)
print()
print('If yes, press enter. Otherwise, type "no"')
print()
if input() not in ["", "y", "yes"]:
print("Ok, not executing the code.")
return []
print("Executing the code...")
print(
"\033[92m" # green color
+ "Note: If it does not work as expected, please consider running the code'"
+ " in another way than above."
+ "\033[0m"
)
print()
subprocess.run("bash run.sh", shell=True, cwd=dbs.workspace.path)
return []
def gen_entrypoint(ai, dbs):
messages = ai.start(
system=(
"You will get information about a codebase that is currently on disk in "
"the current folder.\n"
"From this you will answer with code blocks that includes all the necessary "
"unix terminal commands to "
"a) install dependencies "
"b) run all necessary parts of the codebase (in parallell if necessary).\n"
"Do not install globally. Do not use sudo.\n"
"Do not explain the code, just give the commands.\n"
"Do not use placeholders, use example values (like . for a folder argument) "
"if necessary.\n"
),
user="Information about the codebase:\n\n" + dbs.workspace["all_output.txt"],
)
print()
regex = r"```\S*\n(.+?)```"
matches = re.finditer(regex, messages[-1]["content"], re.DOTALL)
dbs.workspace["run.sh"] = "\n".join(match.group(1) for match in matches)
return messages
def use_feedback(ai: AI, dbs: DBs):
messages = [
ai.fsystem(setup_sys_prompt(dbs)),
ai.fuser(f"Instructions: {dbs.input['main_prompt']}"),
ai.fassistant(dbs.workspace["all_output.txt"]),
ai.fsystem(dbs.preprompts["use_feedback"]),
]
messages = ai.next(messages, dbs.input["feedback"])
to_files(messages[-1]["content"], dbs.workspace)
return messages
def fix_code(ai: AI, dbs: DBs):
code_output = json.loads(dbs.logs[gen_code.__name__])[-1]["content"]
messages = [
ai.fsystem(setup_sys_prompt(dbs)),
ai.fuser(f"Instructions: {dbs.input['main_prompt']}"),
ai.fuser(code_output),
ai.fsystem(dbs.preprompts["fix_code"]),
]
messages = ai.next(messages, "Please fix any errors in the code above.")
to_files(messages[-1]["content"], dbs.workspace)
return messages
class Config(str, Enum):
DEFAULT = "default"
BENCHMARK = "benchmark"
SIMPLE = "simple"
TDD = "tdd"
TDD_PLUS = "tdd+"
CLARIFY = "clarify"
RESPEC = "respec"
EXECUTE_ONLY = "execute_only"
USE_FEEDBACK = "use_feedback"
# Different configs of what steps to run
STEPS = {
Config.DEFAULT: [
clarify,
gen_clarified_code,
gen_entrypoint,
execute_entrypoint,
],
Config.BENCHMARK: [simple_gen, gen_entrypoint],
Config.SIMPLE: [simple_gen, gen_entrypoint, execute_entrypoint],
Config.TDD: [
gen_spec,
gen_unit_tests,
gen_code,
gen_entrypoint,
execute_entrypoint,
],
Config.TDD_PLUS: [
gen_spec,
gen_unit_tests,
gen_code,
fix_code,
gen_entrypoint,
execute_entrypoint,
],
Config.CLARIFY: [
clarify,
gen_clarified_code,
gen_entrypoint,
execute_entrypoint,
],
Config.RESPEC: [
gen_spec,
respec,
gen_unit_tests,
gen_code,
fix_code,
gen_entrypoint,
execute_entrypoint,
],
Config.USE_FEEDBACK: [use_feedback, gen_entrypoint, execute_entrypoint],
Config.EXECUTE_ONLY: [gen_entrypoint, execute_entrypoint],
}
# Future steps that can be added:
# run_tests_and_fix_files
# execute_entrypoint_and_fix_files_if_needed