ChatMind 2023.4.25.9.49.38

Create a Python package.

🔥ChatLLM🔥

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Install

pip install -U llm4gpt

Docs

Usages

from chatllm.qa import QA
from chatllm.kb import FaissANN
from chatllm.chatllm import ChatLLM
from chatllm.utils import llm_load

from meutils.pipe import *

# 解析知识库
texts = []
metadatas = []
for p in Path('data').glob('*.txt'):
    texts.append(p.read_text())
    metadatas.append({'source': p})

# 文档向量化
faissann = FaissANN(model_name_or_path="shibing624/text2vec-base-chinese")
faissann.add_texts(texts, metadatas)

# 构建pipeline
model, tokenizer = llm_load(model_name_or_path="THUDM/chatglm-6b", device='cpu')
glm = ChatLLM()
glm.chat_func = partial(model.chat, tokenizer=tokenizer)

qa = QA(glm, faiss_ann=faissann.faiss_ann)

qa.get_knowledge_based_answer('周杰伦在干吗')
qa.get_knowledge_based_answer('姚明住哪里')

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TODO

• 增加UI

• 增加本地知识库组件

• 增加互联网搜索组件

• 增加知识图谱组件

• 增加微调模块

• 增加流式输出

======= History

0.0.0 (2023-04-11)

• First release on PyPI.