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import json
from copy import deepcopy
from typing import Any, Dict
from flow_modules.aiflows.ChatFlowModule import ChatAtomicFlow
class CodeGeneratorAtomicFlow(ChatAtomicFlow):
"""Generates one function with docstrings to finish the given goal (from the controller).
"""
def __init__(self, **kwargs):
super().__init__(**kwargs)
self.system_message_prompt_template = self.system_message_prompt_template.partial(
code_library_file_location="no location yet",
code_library="no code yet"
)
self.hint_for_model = """
Make sure your response is in the following format:
Response Format:
{
"language_of_code": "language of the code",
"code": "String of the code and docstrings corresponding to the goal",
}
"""
@classmethod
def instantiate_from_config(cls, config):
flow_config = deepcopy(config)
kwargs = {"flow_config": flow_config}
# ~~~ Set up prompts ~~~
kwargs.update(cls._set_up_prompts(flow_config))
# ~~~ Set up backend ~~~
kwargs.update(cls._set_up_backend(flow_config))
# ~~~ Instantiate flow ~~~
return cls(**kwargs)
def _get_code_library_file(self, input_data: Dict[str, Any]):
assert "memory_files" in input_data, "memory_files not passed to CodeGeneratorAtomicFlow"
assert "code_library" in input_data['memory_files'], "code_library not in memory_files"
code_library_file_location = input_data['memory_files']['code_library']
return code_library_file_location
def _get_code_library_content(self, input_data: Dict[str, Any]):
assert "code_library" in input_data, "code_library not passed to CodeGeneratorAtomicFlow"
code_library = input_data['code_library']
if len(code_library) == 0:
code_library = "No code yet"
return code_library
def _update_prompts_and_input(self, input_data: Dict[str, Any]):
if 'goal' in input_data:
input_data['goal'] += self.hint_for_model
code_library_file_location = self._get_code_library_file(input_data)
code_library = self._get_code_library_content(input_data)
self.system_message_prompt_template = self.system_message_prompt_template.partial(
code_library_file_location=code_library_file_location,
code_library=code_library
)
def run(self, input_data: Dict[str, Any]) -> Dict[str, Any]:
self._update_prompts_and_input(input_data)
api_output = super().run(input_data)["api_output"].strip()
try:
response = json.loads(api_output)
return response
except json.decoder.JSONDecodeError:
new_input_data = input_data.copy()
new_input_data['goal'] += ("The previous respond cannot be parsed with json.loads, it could be the "
"backslashes used for escaping single quotes in the string arguments of the "
"Python code are not properly escaped themselves within the JSON context. "
"Make sure your next response is in JSON format.")
new_api_output = super().run(new_input_data)["api_output"].strip()
return json.loads(new_api_output)
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