z-ai-lab

#!/Library/Frameworks/Python.framework/Versions/3.11/bin/python3

import pandas as pd
from neo4j import GraphDatabase
import yaml
import datetime
import sys
import gzip
from zipfile import ZipFile
from urllib.parse import urlparse

z-ai-lab

from dotenv import dotenv_values
from sqlalchemy import create_engine, Table
from sqlalchemy.engine import Connection
from sqlalchemy.schema import MetaData

# Load the environment variables from the .env file
cfg = dotenv_values(".env")

# Connect to the source database
engine_src = create_engine(cfg['src_database'])

z-ai-lab

change_git_history

Script to change git history VERY easily

How to use

curl 'https://raw.githubusercontent.com/erwanvivien/change_git_history/master/change_history.sh' > change_history.sh
chmod +x change_history.sh

# NB_commits defaults to 5

z-ai-lab

A schema layer harmoniously brings together the best of the flexibility ("anything goes!") of graph databases
and the "law and order" aspect of relational databases!

z-ai-lab

# Based on younesbelkada/finetune_llama_v2.py
# Install the following libraries:
# pip install accelerate==0.21.0 peft==0.4.0 bitsandbytes==0.40.2 transformers==4.31.0 trl==0.4.7 scipy

from dataclasses import dataclass, field
from typing import Optional

import torch
from datasets import load_dataset
from transformers import (

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"""QA Chatbot streaming using FastAPI, LangChain Expression Language , OpenAI, and Chroma.

Features
--------
- Persistent Chat Memory:
    Stores chat history in a local file.
- Persistent Vector Store:
    Stores document embeddings in a local vector store.
- Standalone Question Generation:
    Rephrases follow-up questions to standalone questions in their original language.

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z-ai-lab

class WorksheetDictWriter:
    """
    Something like a `csv.DictWriter`, except for a `gspread.Worksheet`
    """

    def __init__(self, worksheet: gspread.Worksheet, fieldnames: list[str], column="A"):
        self.fieldnames = fieldnames
        self.worksheet = worksheet
        self.column = column
        self.current_row = 1

z-ai-lab

# coding=utf-8
# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software

z-ai-lab