import os, sys, threading, queue
import time, json, re
if sys.stdout is None: sys.stdout = open(os.devnull, "w")
if sys.stderr is None: sys.stderr = open(os.devnull, "w")
sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '..')))
from sidercall import SiderLLMSession, LLMSession, ToolClient
from agent_loop import agent_runner_loop, StepOutcome, BaseHandler
from ga import GenericAgentHandler, smart_format, get_global_memory, format_error
with open('assets/tools_schema.json', 'r', encoding='utf-8') as f:
TS = f.read()
TOOLS_SCHEMA = json.loads(TS if os.name == 'nt' else TS.replace('powershell', 'bash'))
def get_system_prompt():
if not os.path.exists('memory'): os.makedirs('memory')
if not os.path.exists('memory/global_mem.txt'):
with open('memory/global_mem.txt', 'w', encoding='utf-8') as f: f.write('')
if not os.path.exists('memory/global_mem_insight.txt'):
content = "## Global Memory Index (Logic)\n\n[CONSTITUTION]\n1. 改我自身源码前必须先问用户\n\n[STORES]\n- global_mem: ../memory/global_mem.txt\n\n[ACCESS]\n- global_mem: 按 TOPIC 检索索引\n\n[TOPICS.GLOBAL_MEM]"
if os.path.exists('assets/global_mem_insight_template.txt'):
with open('assets/global_mem_insight_template.txt', 'r', encoding='utf-8') as f: content = f.read()
with open('memory/global_mem_insight.txt', 'w', encoding='utf-8') as f: f.write(content)
with open('assets/sys_prompt.txt', 'r', encoding='utf-8') as f: prompt = f.read()
prompt += get_global_memory()
return prompt
class GeneraticAgent:
def __init__(self):
if not os.path.exists('temp'): os.makedirs('temp')
from sidercall import sider_cookie, oai_apikey, oai_apibase
llm_sessions = []
if sider_cookie: llm_sessions += [SiderLLMSession(default_model=x) for x in \
["gemini-3.0-flash", "claude-haiku-4.5", "kimi-k2"]]
if oai_apikey: llm_sessions += [LLMSession(api_key=oai_apikey, api_base=oai_apibase)]
if len(llm_sessions) > 0:
llmclient = ToolClient(llm_sessions, auto_save_tokens=True)
self.llmclient = llmclient
else:
self.llmclient = None
self.lock = threading.Lock()
self.history = []
self.task_queue = queue.Queue()
self.display_queue = queue.Queue()
self.last_active_time = time.time()
self.is_running = False
self.llm_no = 0
self.stop_sig = False
self.current_source = 'none'
self.handler = None
def next_llm(self):
self.llm_no = (self.llm_no + 1) % len(self.llmclient.backends)
self.llmclient.last_tools = ''
def abort(self):
print('Abort current task...')
if not self.is_running: return
self.stop_sig = True
if self.handler is not None:
self.handler.code_stop_signal.append(1)
def put_task(self, query, source="user"):
display_queue = queue.Queue()
self.task_queue.put({"query": query, "source": source, "output": display_queue})
return display_queue
def run(self):
while True:
task = self.task_queue.get()
self.is_running = True
raw_query, source, display_queue = task["query"], task["source"], task["output"]
self.current_source = source
self.last_active_time = time.time()
rquery = smart_format(raw_query.replace('\n', ' '), max_str_len=200)
self.history.append(f"[USER]: {rquery}")
sys_prompt = get_system_prompt()
handler = GenericAgentHandler(None, self.history, './temp')
self.handler = handler
self.llmclient.backend = self.llmclient.backends[self.llm_no]
gen = agent_runner_loop(self.llmclient, sys_prompt,
raw_query, handler, TOOLS_SCHEMA, max_turns=25)
try:
full_response = ""; last_pos = 0
for chunk in gen:
if self.stop_sig: break
full_response += chunk
if len(full_response) - last_pos > 50:
display_queue.put({'next': f'{full_response}', 'source': source})
last_pos = len(full_response)
if '' in full_response: full_response = full_response.replace('', '\n\n')
if '' in full_response: full_response = re.sub(r'\s*(.*?)\s*', r'\n````\n\n\1\n\n````', full_response, flags=re.DOTALL)
display_queue.put({'done': full_response, 'source': source})
self.history = handler.history_info
except Exception as e:
print(f"Backend Error: {format_error(e)}")
display_queue.put({'done': full_response + f'\n```\n{format_error(e)}\n```', 'source': source})
finally:
self.is_running = False
self.stop_sig = False
self.current_source = 'none'
self.task_queue.task_done()
if self.handler is not None: self.handler.code_stop_signal.append(1)