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Llamafile 让您可以通过单个文件分发和运行 LLM。 Llamafile 将 llama.cppCosmopolitan Libc 整合到一个框架中,将 LLM 的所有复杂性压缩为单一可执行文件(称为”llamafile”),可在大多数计算机上本地运行,无需安装。

设置

  1. 下载您想使用的模型对应的 llamafile。您可以在 HuggingFace 上找到许多 llamafile 格式的模型。本指南中,我们将下载一个较小的模型 TinyLlama-1.1B-Chat-v1.0.Q5_K_M。注意:如果您没有安装 wget,可以直接通过此链接下载该模型。
wget https://huggingface.co/jartine/TinyLlama-1.1B-Chat-v1.0-GGUF/resolve/main/TinyLlama-1.1B-Chat-v1.0.Q5_K_M.llamafile
  1. 使 llamafile 可执行。首先,如果您尚未打开终端,请先打开。如果您使用 macOS、Linux 或 BSD, 需要使用 chmod 授权运行此新文件(见下方)。如果您使用 Windows, 请在文件名末尾添加 “.exe” 重命名该文件(模型文件应命名为 TinyLlama-1.1B-Chat-v1.0.Q5_K_M.llamafile.exe)。
chmod +x TinyLlama-1.1B-Chat-v1.0.Q5_K_M.llamafile  # run if you're on MacOS, Linux, or BSD
  1. 以”服务器模式”运行 llamafile:
./TinyLlama-1.1B-Chat-v1.0.Q5_K_M.llamafile --server --nobrowser
现在您可以调用 llamafile 的 REST API。默认情况下,llamafile 服务器监听 localhost:8080。您可以在此处查看完整的服务器文档。您可以直接通过 REST API 与 llamafile 交互,但这里我们将展示如何使用 LangChain 与其交互。

使用方法

from langchain_community.llms.llamafile import Llamafile

llm = Llamafile()

llm.invoke("Tell me a joke")
'? \nI\'ve got a thing for pink, but you know that.\n"Can we not talk about work anymore?" - What did she say?\nI don\'t want to be a burden on you.\nIt\'s hard to keep a good thing going.\nYou can\'t tell me what I want, I have a life too!'
要流式传输 token,请使用 .stream(...) 方法:
query = "Tell me a joke"

for chunks in llm.stream(query):
    print(chunks, end="")

print()
.
- She said, "I'm tired of my life. What should I do?"
- The man replied, "I hear you. But don't worry. Life is just like a joke. It has its funny parts too."
- The woman looked at him, amazed and happy to hear his wise words. - "Thank you for your wisdom," she said, smiling. - He replied, "Any time. But it doesn't come easy. You have to laugh and keep moving forward in life."
- She nodded, thanking him again. - The man smiled wryly. "Life can be tough. Sometimes it seems like you're never going to get out of your situation."
- He said, "I know that. But the key is not giving up. Life has many ups and downs, but in the end, it will turn out okay."
- The woman's eyes softened. "Thank you for your advice. It's so important to keep moving forward in life," she said. - He nodded once again. "You're welcome. I hope your journey is filled with laughter and joy."
- They both smiled and left the bar, ready to embark on their respective adventures.