zhibor

docker run -d \
    -p 7474:7474 -p 7687:7687 \
    --env NEO4J_PLUGINS='["apoc", "apoc-extended", "graph-data-science", "n10s"]' \
    --name=neo4j \
    --restart=unless-stopped \
    neo4j:5.20

zhibor

class Neo4jConnection:
    
    def __init__(self, uri, user, pwd):
        self.__uri = uri
        self.__user = user
        self.__pwd = pwd
        self.__driver = None
        try:
            self.__driver = GraphDatabase.driver(self.__uri, auth=(self.__user, self.__pwd))
        except Exception as e:

zhibor

class Neo4jConnection:
    
    def __init__(self, uri, user, pwd):
        self.__uri = uri
        self.__user = user
        self.__pwd = pwd
        self.__driver = None
        try:
            self.__driver = GraphDatabase.driver(self.__uri, auth=(self.__user, self.__pwd))
        except Exception as e:

zhibor

import ell
import openai

import ell.lmp.simple


ell.config.verbose = True

client = openai.Client(base_url='http://localhost:11434/v1/', api_key='ollama')

zhibor

import srsly

def chunk_iterable(item_list: list[JsonBlob], chunksize: int) -> Iterator[list[JsonBlob]]:
    """
    Break a large iterable into an iterable of smaller iterables
    """
    for i in range(0, len(item_list), chunksize):
        yield item_list[i : i + chunksize]

zhibor

graph LR
    User[User]
    Device[Device]
    Transaction[Transaction]
    Account[Account]
    MerchantAccount[Merchant Account]
    IPAddress[IP Address]
    PhoneNumber[Phone Number]
    DigitalWallet[Digital Wallet]
    Token[Token]

zhibor

• Graph Query Language (ISO/IEC 39075) Antlr4 Implementation
• Graph Data Management

zhibor

{
  
  "models": [
    {
      "model": "llama3.1:8b-instruct-q6_K",
      "title": "Llama3.1-8b-instruct (ollama)",
      "contextLength": 8192,
      "completionOptions": {
		    "stop": ["<|eot_id|>"],
        "maxTokens": 7000

zhibor

• parquet-tools in rust

LLM

https://huggingface.co/spaces/bigcode/bigcode-models-leaderboard

zhibor

def quadrant_chart(x, y, xtick_labels=None, ytick_labels=None, data_labels=None,
 highlight_quadrants=None, ax=None):
    """
    Create the classic four-quadrant chart.
    Args:
        x -- array-like, the x-coordinates to plot
        y -- array-like, the y-coordinates to plot
        xtick_labels -- list, default: None, a two-value list xtick labels
        ytick_labels -- list, default: None, a two-value list of ytick labels
        data_labels -- array-like, default: None, data point annotations