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added models
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backends/gptj/__init__.py
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82
backends/gptj/__init__.py
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######
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# Project : GPT4ALL-UI
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# File : backend.py
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# Author : ParisNeo with the help of the community
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# Supported by Nomic-AI
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# Licence : Apache 2.0
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# Description :
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# This is an interface class for GPT4All-ui backends.
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######
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from pathlib import Path
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from typing import Callable
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from gpt4allj import Model
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from pyGpt4All.backend import GPTBackend
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import yaml
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__author__ = "parisneo"
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__github__ = "https://github.com/nomic-ai/gpt4all-ui"
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__copyright__ = "Copyright 2023, "
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__license__ = "Apache 2.0"
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backend_name = "GPTJ"
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class GPTJ(GPTBackend):
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file_extension='*.bin'
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def __init__(self, config:dict) -> None:
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"""Builds a LLAMACPP backend
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Args:
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config (dict): The configuration file
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"""
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super().__init__(config, False)
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self.model = Model(
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model=f"./models/llama_cpp/{self.config['model']}", avx2 = self.config["use_avx2"]
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)
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def stop_generation(self):
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self.model._grab_text_callback()
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def generate(self,
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prompt:str,
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n_predict: int = 128,
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new_text_callback: Callable[[str], None] = bool,
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verbose: bool = False,
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**gpt_params ):
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"""Generates text out of a prompt
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Args:
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prompt (str): The prompt to use for generation
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n_predict (int, optional): Number of tokens to prodict. Defaults to 128.
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new_text_callback (Callable[[str], None], optional): A callback function that is called everytime a new text element is generated. Defaults to None.
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verbose (bool, optional): If true, the code will spit many informations about the generation process. Defaults to False.
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"""
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try:
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self.model.reset()
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for tok in self.model.generate(
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prompt,
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seed=self.config['seed'],
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n_threads=self.config['n_threads'],
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n_predict=n_predict,
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top_k=self.config['top_k'],
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top_p=self.config['top_p'],
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temp=self.config['temperature'],
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repeat_penalty=self.config['repeat_penalty'],
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repeat_last_n=self.config['repeat_last_n'],
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n_batch=8,
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reset=True,
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):
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if not new_text_callback(tok):
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return
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except Exception as ex:
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print(ex)
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@staticmethod
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def get_available_models():
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# Create the file path relative to the child class's directory
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backend_path = Path(__file__).parent
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file_path = backend_path/"models.yaml"
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with open(file_path, 'r') as file:
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yaml_data = yaml.safe_load(file)
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return yaml_data
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backends/gptj/models.yaml
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backends/gptj/models.yaml
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- bestGPTJ: 'true'
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description: Current best commercially licensable model based on GPT-J and trained
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by Nomic AI on the latest curated GPT4All dataset.
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filename: ggml-gpt4all-j-v1.3-groovy.bin
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filesize: '3785248281'
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isDefault: 'true'
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md5sum: 81a09a0ddf89690372fc296ff7f625af
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- bestLlama: 'true'
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description: Current best non-commercially licensable model based on Llama 13b and
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trained by Nomic AI on the latest curated GPT4All dataset.
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filename: ggml-gpt4all-l13b-snoozy.bin
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filesize: '8136770688'
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md5sum: 91f886b68fbce697e9a3cd501951e455
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- bestMPT: 'true'
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description: Current best non-commercially licensable chat model based on MPT and
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trained by Mosaic ML.
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filename: ggml-mpt-7b-chat.bin
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filesize: '4854401050'
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isDefault: 'true'
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md5sum: 756249d3d6abe23bde3b1ae272628640
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requires: 2.4.1
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- description: A commercially licensable model based on GPT-J and trained by Nomic
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AI on the v2 GPT4All dataset.
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filename: ggml-gpt4all-j-v1.2-jazzy.bin
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filesize: '3785248281'
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md5sum: 879344aaa9d62fdccbda0be7a09e7976
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- description: A commercially licensable model based on GPT-J and trained by Nomic
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AI on the v1 GPT4All dataset.
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filename: ggml-gpt4all-j-v1.1-breezy.bin
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filesize: '3785248281'
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md5sum: 61d48a82cb188cceb14ebb8082bfec37
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- description: A commercially licensable model based on GPT-J and trained by Nomic
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AI on the v0 GPT4All dataset.
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filename: ggml-gpt4all-j.bin
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filesize: '3785248281'
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md5sum: 5b5a3f9b858d33b29b52b89692415595
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- description: A non-commercially licensable model based on Llama 7b and trained by
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teams from UC Berkeley, CMU, Stanford, MBZUAI, and UC San Diego.
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filename: ggml-vicuna-7b-1.1-q4_2.bin
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filesize: '4212859520'
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md5sum: 29119f8fa11712704c6b22ac5ab792ea
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- description: A non-commercially licensable model based on Llama 13b and trained
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by teams from UC Berkeley, CMU, Stanford, MBZUAI, and UC San Diego.
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filename: ggml-vicuna-13b-1.1-q4_2.bin
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filesize: '8136770688'
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md5sum: 95999b7b0699e2070af63bf5d34101a8
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- description: A non-commercially licensable model based on Llama 7b and trained by
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Microsoft and Peking University.
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filename: ggml-wizardLM-7B.q4_2.bin
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filesize: '4212864640'
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md5sum: 99e6d129745a3f1fb1121abed747b05a
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- description: A non-commercially licensable model based on Llama 13b and RLHF trained
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by Stable AI.
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filename: ggml-stable-vicuna-13B.q4_2.bin
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filesize: '8136777088'
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md5sum: 6cb4ee297537c9133bddab9692879de0
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- description: A commercially licensable model base pre-trained by Mosaic ML.
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filename: ggml-mpt-7b-base.bin
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filesize: '4854401028'
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md5sum: 120c32a51d020066288df045ef5d52b9
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requires: 2.4.1
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- description: A non-commercially licensable model based on Vicuna 13b, fine-tuned
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on ~180,000 instructions, trained by Nous Research.
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filename: ggml-nous-gpt4-vicuna-13b.bin
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filesize: '8136777088'
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md5sum: d5eafd5b0bd0d615cfd5fd763f642dfe
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- description: A commericially licensable instruct model based on MPT and trained
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by Mosaic ML.
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filename: ggml-mpt-7b-instruct.bin
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filesize: '4854401028'
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md5sum: 1cfa4958f489f0a0d1ffdf6b37322809
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requires: 2.4.1
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