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import os
from datetime import datetime
from lagent.actions import ActionExecutor, BingBrowser
import mindsearch.agent.models as llm_factory
from mindsearch.agent.mindsearch_agent import (MindSearchAgent,
MindSearchProtocol)
from mindsearch.agent.mindsearch_prompt import (
FINAL_RESPONSE_CN, FINAL_RESPONSE_EN, GRAPH_PROMPT_CN, GRAPH_PROMPT_EN,
fewshot_example_cn, fewshot_example_en, graph_fewshot_example_cn,
graph_fewshot_example_en, searcher_context_template_cn,
searcher_context_template_en, searcher_input_template_cn,
searcher_input_template_en, searcher_system_prompt_cn,
searcher_system_prompt_en)
LLM = {}
def init_agent(lang='cn', model_format='internlm_server', search_engine='DuckDuckGoSearch', **kwargs):
llm = LLM.get(model_format, None)
if llm is None:
llm_cfg = getattr(llm_factory, model_format)
if llm_cfg is None:
raise NotImplementedError
llm_cfg = llm_cfg.copy()
llm_cfg.update(kwargs)
llm = llm_cfg.pop('type')(**llm_cfg)
LLM[model_format] = llm
interpreter_prompt = GRAPH_PROMPT_CN if lang == 'cn' else GRAPH_PROMPT_EN
plugin_prompt = searcher_system_prompt_cn if lang == 'cn' else searcher_system_prompt_en
if not model_format.lower().startswith('internlm'):
interpreter_prompt += graph_fewshot_example_cn if lang == 'cn' else graph_fewshot_example_en
plugin_prompt += fewshot_example_cn if lang == 'cn' else fewshot_example_en
agent = MindSearchAgent(
llm=llm,
protocol=MindSearchProtocol(meta_prompt=datetime.now().strftime(
'The current date is %Y-%m-%d.'),
interpreter_prompt=interpreter_prompt,
response_prompt=FINAL_RESPONSE_CN
if lang == 'cn' else FINAL_RESPONSE_EN),
searcher_cfg=dict(
llm=llm,
plugin_executor=ActionExecutor(
BingBrowser(searcher_type=search_engine,
topk=6,
api_key=os.environ.get('BING_API_KEY',
'YOUR BING API'))),
protocol=MindSearchProtocol(
meta_prompt=datetime.now().strftime(
'The current date is %Y-%m-%d.'),
plugin_prompt=plugin_prompt,
),
template=dict(input=searcher_input_template_cn
if lang == 'cn' else searcher_input_template_en,
context=searcher_context_template_cn
if lang == 'cn' else searcher_context_template_en)),
max_turn=10)
return agent
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