zachschillaci27

[](https://mermaid.live/edit#pako:eNqFk01vgzAMhv9KlFMrtQc49jAJrVRMKhz4UA-BQwReiwYJSoK2CvjvSwmdVlS2HFBiP69NHLvDOS8A7_BZ0OaC4n3KkF4Ria5SQY18kJKeIUPb7QvqnaYBViDFkVdKxcW1RydCTrRU6J0LlEgQP4rMRDqNyoQ8-IwrWQx6PPqrlf4gl51LBuu1EdwsN4lDHCk1S5mahXQWQ3qEeJQVFcx_0DOSfSkgVygE2XAmQV_swR1zXqFXWlWyR27XjceQtwrEMBjQnYE9ii0ynqxskbANYS8TgSGCiYgtg7hfkOvsPQqnJI91iO05Zj_FgjkWPMNCa_n5Y_9XA_zWynuBQ_sv9cQE_zN6M0KHpOsOvKr457Zt7tU_mGbSHTI921tEVlOMdfboSxne4BpETctCd353s6ZYXaCGFO_0tqDiI8UpGzRHW8WjK8vxTokWNrhtCqpgX1I9MPXdCEWpE

zachschillaci27

import json
from typing import Any, Type

from pydantic import BaseModel


class FunctionSchemaForOpenAI(BaseModel):
    name: str
    description: str
    func_schema: Type[BaseModel]

zachschillaci27

digraph G {
  graph [fontname = "Handlee"];
  node [fontname = "Handlee"];
  edge [fontname = "Handlee"];

  bgcolor=transparent;

  subgraph cluster_0 {
    color=orange;
    label="Usage"

zachschillaci27

Option 1 (easy): HuggingFace Hub Download

1. Request access to one of the llama2 model repositories from Meta's HuggingFace organization, for example the Llama-2-13b-chat-hf.
2. Generate a HuggingFace read-only access token from your user profile settings page.
3. Setup a Python 3.10 enviornment with the following dependencies installed: transformers, huggingface_hub.
4. Run the following code to download and load the model in HuggingFace transformers:

TOKEN = # copy-paste your HuggingFace access token here

### Option 1

zachschillaci27

import pandas as pd
import openpyxl


def _get_link_if_exists(cell) -> str | None:
    try:
        return cell.hyperlink.target
    except AttributeError:
        return None

zachschillaci27

import numpy as np
import spacy
from spacy.language import Language
from typing import Callable

def get_most_similar_word(nlp: spacy.language.Language, word: str, metric: Callable[[np.array, np.array], float]) -> str:
  # Get the vector of representation of the query word
  vector = nlp.vocab.get_vector(word)

  # Get the most similar vector by row index in the word vector matrix