mirror of
https://github.com/ParisNeo/lollms-webui.git
synced 2024-12-18 20:17:50 +00:00
added official python bindings
This commit is contained in:
parent
914e2f4d80
commit
e85fce6823
70
backends/gpt4all/__init__.py
Normal file
70
backends/gpt4all/__init__.py
Normal file
@ -0,0 +1,70 @@
|
||||
######
|
||||
# Project : GPT4ALL-UI
|
||||
# File : backend.py
|
||||
# Author : ParisNeo with the help of the community
|
||||
# Supported by Nomic-AI
|
||||
# Licence : Apache 2.0
|
||||
# Description :
|
||||
# This is an interface class for GPT4All-ui backends.
|
||||
######
|
||||
from pathlib import Path
|
||||
from typing import Callable
|
||||
from pygpt4all import GPT4All as Model
|
||||
from pyGpt4All.backend import GPTBackend
|
||||
|
||||
__author__ = "parisneo"
|
||||
__github__ = "https://github.com/nomic-ai/gpt4all-ui"
|
||||
__copyright__ = "Copyright 2023, "
|
||||
__license__ = "Apache 2.0"
|
||||
|
||||
backend_name = "LLAMACPP"
|
||||
|
||||
class LLAMACPP(GPTBackend):
|
||||
file_extension='*.bin'
|
||||
def __init__(self, config:dict) -> None:
|
||||
"""Builds a LLAMACPP backend
|
||||
|
||||
Args:
|
||||
config (dict): The configuration file
|
||||
"""
|
||||
super().__init__(config, False)
|
||||
|
||||
self.model = Model(
|
||||
model_path=f"./models/llama_cpp/{self.config['model']}",
|
||||
prompt_context="", prompt_prefix="", prompt_suffix="",
|
||||
n_ctx=self.config['ctx_size'],
|
||||
seed=self.config['seed'],
|
||||
)
|
||||
|
||||
def stop_generation(self):
|
||||
self.model._grab_text_callback()
|
||||
|
||||
def generate(self,
|
||||
prompt:str,
|
||||
n_predict: int = 128,
|
||||
new_text_callback: Callable[[str], None] = bool,
|
||||
verbose: bool = False,
|
||||
**gpt_params ):
|
||||
"""Generates text out of a prompt
|
||||
|
||||
Args:
|
||||
prompt (str): The prompt to use for generation
|
||||
n_predict (int, optional): Number of tokens to prodict. Defaults to 128.
|
||||
new_text_callback (Callable[[str], None], optional): A callback function that is called everytime a new text element is generated. Defaults to None.
|
||||
verbose (bool, optional): If true, the code will spit many informations about the generation process. Defaults to False.
|
||||
"""
|
||||
try:
|
||||
self.model.reset()
|
||||
for tok in self.model.generate(prompt,
|
||||
n_predict=n_predict,
|
||||
temp=self.config['temperature'],
|
||||
top_k=self.config['top_k'],
|
||||
top_p=self.config['top_p'],
|
||||
repeat_penalty=self.config['repeat_penalty'],
|
||||
repeat_last_n = self.config['repeat_last_n'],
|
||||
n_threads=self.config['n_threads'],
|
||||
):
|
||||
if not new_text_callback(tok):
|
||||
return
|
||||
except Exception as ex:
|
||||
print(ex)
|
Loading…
Reference in New Issue
Block a user