Unofficial python bindings for llm-rs. 🐍❤️🦀
Project description
llm-rs-python
Unofficial python bindings for the rust llm library created with PyO3. 🐍❤️🦀
This package allows you to run multiple different Large Language Models (LLMs) like LLama or GPT-NeoX on your CPU.
All supported architectures are listed on the llm project page.
Installation
Simply install it via pip: pip install llm-rs
Usage
The package is type-hinted for easy usage.
A llama model can be run like this:
from llm_rs import Llama
#load the model
model = Llama("path/to/model.bin")
#generate
print(model.generate("The meaning of life is"))
The package also supports callbacks to get each token as it is generated.
The callback-function also supports canceling the generation by returning a True
value from the python side.
from llm_rs import Llama
import sys
from typing import Optional
#load the model
model = Llama("path/to/model.bin")
#define the callback
def callback(token:str)->Optional[bool]:
print(token,end="")
sys.stdout.flush()
# (return True here to cancel the generation)
#start generation
model.generate("The meaning of life is",callback=callback)
The configuration of the generation is handled by the GenerationConfig
class.
from llm_rs import Llama, GenerationConfig
#load the model
model = Llama("path/to/model.bin")
#create a config
config = GenerationConfig(top_p=0.9,seed=1441,max_new_tokens=1024)
#generate
print(model.generate("The meaning of life is",generation_config=config))
To configure model specific settings the SessionConfig
class can be used.
from llm_rs import Llama, SessionConfig
#define the session
session_config = SessionConfig(threads=8,context_length=512)
#load the model
model = Llama("path/to/model.bin",session_config=session_config)
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