codefuse-chatbot/dev_opsgpt/connector/message_process.py

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import re, traceback, uuid, copy, json, os
from loguru import logger
from configs.server_config import SANDBOX_SERVER
from configs.model_config import JUPYTER_WORK_PATH
from dev_opsgpt.connector.schema import (
Memory, Task, Env, Role, Message, ActionStatus, CodeDoc, Doc
)
from dev_opsgpt.tools import DDGSTool, DocRetrieval, CodeRetrieval
from dev_opsgpt.sandbox import PyCodeBox, CodeBoxResponse
class MessageUtils:
def __init__(self, role: Role = None) -> None:
self.role = role
self.codebox = PyCodeBox(
remote_url=SANDBOX_SERVER["url"],
remote_ip=SANDBOX_SERVER["host"],
remote_port=SANDBOX_SERVER["port"],
token="mytoken",
do_code_exe=True,
do_remote=SANDBOX_SERVER["do_remote"],
do_check_net=False
)
def filter(self, message: Message, stop=None) -> Message:
tool_params = self.parser_spec_key(message.role_content, "tool_params")
code_content = self.parser_spec_key(message.role_content, "code_content")
plan = self.parser_spec_key(message.role_content, "plan")
plans = self.parser_spec_key(message.role_content, "plans", do_search=False)
content = self.parser_spec_key(message.role_content, "content", do_search=False)
# logger.debug(f"tool_params: {tool_params}, code_content: {code_content}, plan: {plan}, plans: {plans}, content: {content}")
role_content = tool_params or code_content or plan or plans or content
message.role_content = role_content or message.role_content
return message
def inherit_extrainfo(self, input_message: Message, output_message: Message):
output_message.db_docs = input_message.db_docs
output_message.search_docs = input_message.search_docs
output_message.code_docs = input_message.code_docs
output_message.figures.update(input_message.figures)
output_message.origin_query = input_message.origin_query
output_message.code_engine_name = input_message.code_engine_name
output_message.doc_engine_name = input_message.doc_engine_name
output_message.search_engine_name = input_message.search_engine_name
output_message.top_k = input_message.top_k
output_message.score_threshold = input_message.score_threshold
output_message.cb_search_type = input_message.cb_search_type
output_message.do_doc_retrieval = input_message.do_doc_retrieval
output_message.do_code_retrieval = input_message.do_code_retrieval
output_message.do_tool_retrieval = input_message.do_tool_retrieval
#
output_message.tools = input_message.tools
output_message.agents = input_message.agents
# 存在bug导致相同key被覆盖
output_message.customed_kargs.update(input_message.customed_kargs)
return output_message
def inherit_baseparam(self, input_message: Message, output_message: Message):
# 只更新参数
output_message.doc_engine_name = input_message.doc_engine_name
output_message.search_engine_name = input_message.search_engine_name
output_message.top_k = input_message.top_k
output_message.score_threshold = input_message.score_threshold
output_message.cb_search_type = input_message.cb_search_type
output_message.do_doc_retrieval = input_message.do_doc_retrieval
output_message.do_code_retrieval = input_message.do_code_retrieval
output_message.do_tool_retrieval = input_message.do_tool_retrieval
#
output_message.tools = input_message.tools
output_message.agents = input_message.agents
# 存在bug导致相同key被覆盖
output_message.customed_kargs.update(input_message.customed_kargs)
return output_message
def get_extrainfo_step(self, message: Message, do_search, do_doc_retrieval, do_code_retrieval, do_tool_retrieval) -> Message:
''''''
if do_search:
message = self.get_search_retrieval(message)
if do_doc_retrieval:
message = self.get_doc_retrieval(message)
if do_code_retrieval:
input_message = self.get_code_retrieval(message)
if do_tool_retrieval:
message = self.get_tool_retrieval(message)
return message
def get_search_retrieval(self, message: Message,) -> Message:
SEARCH_ENGINES = {"duckduckgo": DDGSTool}
search_docs = []
for idx, doc in enumerate(SEARCH_ENGINES["duckduckgo"].run(message.role_content, 3)):
doc.update({"index": idx})
search_docs.append(Doc(**doc))
message.search_docs = search_docs
return message
def get_doc_retrieval(self, message: Message) -> Message:
query = message.role_content
knowledge_basename = message.doc_engine_name
top_k = message.top_k
score_threshold = message.score_threshold
if knowledge_basename:
docs = DocRetrieval.run(query, knowledge_basename, top_k, score_threshold)
message.db_docs = [Doc(**doc) for doc in docs]
return message
def get_code_retrieval(self, message: Message) -> Message:
# DocRetrieval.run("langchain是什么", "DSADSAD")
query = message.input_query
code_engine_name = message.code_engine_name
history_node_list = message.history_node_list
code_docs = CodeRetrieval.run(code_engine_name, query, code_limit=message.top_k, history_node_list=history_node_list, search_type=message.cb_search_type)
message.code_docs = [CodeDoc(**doc) for doc in code_docs]
return message
def get_tool_retrieval(self, message: Message) -> Message:
return message
def step_router(self, message: Message, history: Memory = None, background: Memory = None, memory_pool: Memory=None) -> tuple[Message, ...]:
''''''
# message = self.parser(message)
# logger.debug(f"message.action_status: {message.action_status}")
observation_message = None
if message.action_status == ActionStatus.CODE_EXECUTING:
message, observation_message = self.code_step(message)
elif message.action_status == ActionStatus.TOOL_USING:
message, observation_message = self.tool_step(message)
elif message.action_status == ActionStatus.CODING2FILE:
self.save_code2file(message)
elif message.action_status == ActionStatus.CODE_RETRIEVAL:
pass
elif message.action_status == ActionStatus.CODING:
pass
return message, observation_message
def code_step(self, message: Message) -> Message:
'''execute code'''
# logger.debug(f"message.role_content: {message.role_content}, message.code_content: {message.code_content}")
code_answer = self.codebox.chat('```python\n{}```'.format(message.code_content))
code_prompt = f"The return error after executing the above code is {code_answer.code_exe_response}need to recover" \
if code_answer.code_exe_type == "error" else f"The return information after executing the above code is {code_answer.code_exe_response}"
observation_message = Message(
role_name="observation",
role_type="func", #self.role.role_type,
role_content="",
step_content="",
input_query=message.code_content,
)
uid = str(uuid.uuid1())
if code_answer.code_exe_type == "image/png":
message.figures[uid] = code_answer.code_exe_response
message.code_answer = f"\n**Observation:**: The return figure name is {uid} after executing the above code.\n"
message.observation = f"\n**Observation:**: The return figure name is {uid} after executing the above code.\n"
message.step_content += f"\n**Observation:**: The return figure name is {uid} after executing the above code.\n"
# message.role_content += f"\n**Observation:**:执行上述代码后生成一张图片, 图片名为{uid}\n"
observation_message.role_content = f"\n**Observation:**: The return figure name is {uid} after executing the above code.\n"
observation_message.parsed_output = {"Observation": f"The return figure name is {uid} after executing the above code."}
else:
message.code_answer = code_answer.code_exe_response
message.observation = code_answer.code_exe_response
message.step_content += f"\n**Observation:**: {code_prompt}\n"
# message.role_content += f"\n**Observation:**: {code_prompt}\n"
observation_message.role_content = f"\n**Observation:**: {code_prompt}\n"
observation_message.parsed_output = {"Observation": code_prompt}
# logger.info(f"**Observation:** {message.action_status}, {message.observation}")
return message, observation_message
def tool_step(self, message: Message) -> Message:
'''execute tool'''
# logger.debug(f"{message}")
observation_message = Message(
role_name="observation",
role_type="function", #self.role.role_type,
role_content="\n**Observation:** there is no tool can execute\n" ,
step_content="",
input_query=str(message.tool_params),
tools=message.tools,
)
# logger.debug(f"message: {message.action_status}, {message.tool_name}, {message.tool_params}")
tool_names = [tool.name for tool in message.tools]
if message.tool_name not in tool_names:
message.tool_answer = "\n**Observation:** there is no tool can execute\n"
message.observation = "\n**Observation:** there is no tool can execute\n"
# message.role_content += f"\n**Observation:**: 不存在可以执行的tool\n"
message.step_content += f"\n**Observation:** there is no tool can execute\n"
observation_message.role_content = f"\n**Observation:** there is no tool can execute\n"
observation_message.parsed_output = {"Observation": "there is no tool can execute\n"}
for tool in message.tools:
if tool.name == message.tool_name:
tool_res = tool.func(**message.tool_params.get("tool_params", {}))
logger.debug(f"tool_res {tool_res}")
message.tool_answer = tool_res
message.observation = tool_res
# message.role_content += f"\n**Observation:**: {tool_res}\n"
message.step_content += f"\n**Observation:** {tool_res}\n"
observation_message.role_content = f"\n**Observation:** {tool_res}\n"
observation_message.parsed_output = {"Observation": tool_res}
break
# logger.info(f"**Observation:** {message.action_status}, {message.observation}")
return message, observation_message
def parser(self, message: Message) -> Message:
''''''
content = message.role_content
parser_keys = ["action", "code_content", "code_filename", "tool_params", "plans"]
try:
s_json = self._parse_json(content)
message.action_status = s_json.get("action")
message.code_content = s_json.get("code_content")
message.tool_params = s_json.get("tool_params")
message.tool_name = s_json.get("tool_name")
message.code_filename = s_json.get("code_filename")
message.plans = s_json.get("plans")
# for parser_key in parser_keys:
# message.action_status = content.get(parser_key)
except Exception as e:
# logger.warning(f"{traceback.format_exc()}")
def parse_text_to_dict(text):
# Define a regular expression pattern to capture the key and value
main_pattern = r"\*\*(.+?):\*\*\s*(.*?)\s*(?=\*\*|$)"
list_pattern = r'```python\n(.*?)```'
# Use re.findall to find all main matches in the text
main_matches = re.findall(main_pattern, text, re.DOTALL)
# Convert main matches to a dictionary
parsed_dict = {key.strip(): value.strip() for key, value in main_matches}
for k, v in parsed_dict.items():
for pattern in [list_pattern]:
if "PLAN" != k: continue
v = v.replace("```list", "```python")
match_value = re.search(pattern, v, re.DOTALL)
if match_value:
# Add the code block to the dictionary
parsed_dict[k] = eval(match_value.group(1).strip())
break
return parsed_dict
def extract_content_from_backticks(text):
code_blocks = []
lines = text.split('\n')
is_code_block = False
code_block = ''
language = ''
for line in lines:
if line.startswith('```') and not is_code_block:
is_code_block = True
language = line[3:]
code_block = ''
elif line.startswith('```') and is_code_block:
is_code_block = False
code_blocks.append({language.strip(): code_block.strip()})
elif is_code_block:
code_block += line + '\n'
return code_blocks
def parse_dict_to_dict(parsed_dict) -> dict:
code_pattern = r'```python\n(.*?)```'
tool_pattern = r'```json\n(.*?)```'
pattern_dict = {"code": code_pattern, "json": tool_pattern}
spec_parsed_dict = copy.deepcopy(parsed_dict)
for key, pattern in pattern_dict.items():
for k, text in parsed_dict.items():
# Search for the code block
if not isinstance(text, str): continue
_match = re.search(pattern, text, re.DOTALL)
if _match:
# Add the code block to the dictionary
try:
spec_parsed_dict[key] = json.loads(_match.group(1).strip())
except:
spec_parsed_dict[key] = _match.group(1).strip()
break
return spec_parsed_dict
parsed_dict = parse_text_to_dict(content)
spec_parsed_dict = parse_dict_to_dict(parsed_dict)
action_value = parsed_dict.get('Action Status')
if action_value:
action_value = action_value.lower()
logger.info(f'{message.role_name}: action_value: {action_value}')
# action_value = self._match(r"'action':\s*'([^']*)'", content) if "'action'" in content else self._match(r'"action":\s*"([^"]*)"', content)
code_content_value = spec_parsed_dict.get('code')
# code_content_value = self._match(r"'code_content':\s*'([^']*)'", content) if "'code_content'" in content else self._match(r'"code_content":\s*"([^"]*)"', content)
filename_value = self._match(r"'code_filename':\s*'([^']*)'", content) if "'code_filename'" in content else self._match(r'"code_filename":\s*"([^"]*)"', content)
if action_value == 'tool_using':
tool_params_value = spec_parsed_dict.get('json')
else:
tool_params_value = None
# tool_params_value = spec_parsed_dict.get('tool_params')
# tool_params_value = self._match(r"'tool_params':\s*(\{[^{}]*\})", content, do_json=True) if "'tool_params'" in content \
# else self._match(r'"tool_params":\s*(\{[^{}]*\})', content, do_json=True)
tool_name_value = self._match(r"'tool_name':\s*'([^']*)'", content) if "'tool_name'" in content else self._match(r'"tool_name":\s*"([^"]*)"', content)
plans_value = self._match(r"'plans':\s*(\[.*?\])", content, do_search=False) if "'plans'" in content else self._match(r'"plans":\s*(\[.*?\])', content, do_search=False, )
# re解析
message.action_status = action_value or "default"
message.code_content = code_content_value
message.code_filename = filename_value
message.tool_params = tool_params_value
message.tool_name = tool_name_value
message.plans = plans_value
message.parsed_output = parsed_dict
message.spec_parsed_output = spec_parsed_dict
# logger.debug(f"确认当前的action: {message.action_status}")
return message
def parser_spec_key(self, content, key, do_search=True, do_json=False) -> str:
''''''
key2pattern = {
"'action'": r"'action':\s*'([^']*)'", '"action"': r'"action":\s*"([^"]*)"',
"'code_content'": r"'code_content':\s*'([^']*)'", '"code_content"': r'"code_content":\s*"([^"]*)"',
"'code_filename'": r"'code_filename':\s*'([^']*)'", '"code_filename"': r'"code_filename":\s*"([^"]*)"',
"'tool_params'": r"'tool_params':\s*(\{[^{}]*\})", '"tool_params"': r'"tool_params":\s*(\{[^{}]*\})',
"'tool_name'": r"'tool_name':\s*'([^']*)'", '"tool_name"': r'"tool_name":\s*"([^"]*)"',
"'plans'": r"'plans':\s*(\[.*?\])", '"plans"': r'"plans":\s*(\[.*?\])',
"'content'": r"'content':\s*'([^']*)'", '"content"': r'"content":\s*"([^"]*)"',
}
s_json = self._parse_json(content)
try:
if s_json and key in s_json:
return str(s_json[key])
except:
pass
keystr = f"'{key}'" if f"'{key}'" in content else f'"{key}"'
return self._match(key2pattern.get(keystr, fr"'{key}':\s*'([^']*)'"), content, do_search=do_search, do_json=do_json)
def _match(self, pattern, s, do_search=True, do_json=False):
try:
if do_search:
match = re.search(pattern, s)
if match:
value = match.group(1).replace("\\n", "\n")
if do_json:
value = json.loads(value)
else:
value = None
else:
match = re.findall(pattern, s, re.DOTALL)
if match:
value = match[0]
if do_json:
value = json.loads(value)
else:
value = None
except Exception as e:
logger.warning(f"{traceback.format_exc()}")
# logger.debug(f"pattern: {pattern}, s: {s}, match: {match}")
return value
def _parse_json(self, s):
try:
pattern = r"```([^`]+)```"
match = re.findall(pattern, s)
if match:
return eval(match[0])
except:
pass
return None
def save_code2file(self, message: Message, project_dir=JUPYTER_WORK_PATH):
filename = message.parsed_output.get("SaveFileName")
code = message.spec_parsed_output.get("code")
for k, v in {"&gt;": ">", "&ge;": ">=", "&lt;": "<", "&le;": "<="}.items():
code = code.replace(k, v)
file_path = os.path.join(project_dir, filename)
if not os.path.exists(file_path):
os.makedirs(os.path.dirname(file_path), exist_ok=True)
with open(file_path, "w") as f:
f.write(code)