chiefastro

import spacy

# make sure to download the model first 
# use either the CLI or this line of code
spacy.cli.download('en_core_web_sm')

# load pre-trained model pipeline
nlp = spacy.load('en_core_web_sm')

# text document

chiefastro

from spacy import displacy
import spacy

# load pre-trained model pipeline
nlp = spacy.load('en_core_web_sm')

# text document
text = 'spaCy is pretty cool.'

# apply pipeline

chiefastro

from spacy import displacy
import spacy

# load pre-trained model pipeline
nlp = spacy.load('en_core_web_sm')

# sentence with entities
text = """In 2015, independent researchers from Emory University and Yahoo! Labs showed that spaCy offered the fastest syntactic parser in the world and that its accuracy was within 1% of the best available."""

# apply pipeline

chiefastro

import pandas as pd
import spacy
from spacy import displacy

# load pre-trained model pipeline
nlp = spacy.load('en_core_web_sm')

# sentence for grammar rules
text = """He does not eat meat, but he loves Beyond Burgers."""

chiefastro

import typing as t
import spacy

# load pre-trained model pipeline
nlp = spacy.load('en_core_web_sm')

# sentence for grammar rules
text = """He does not eat meat, but he loves Beyond Burgers."""

# apply pipeline

chiefastro

import spacy
from spacy.pipeline import EntityRuler
from spacy import displacy

# load pre-trained model pipeline
nlp = spacy.load('en_core_web_sm')

# sentence for grammar rules
text = """He does not eat meat, but he loves Beyond Burgers."""

chiefastro

import time
from joblib import Parallel, delayed

class OnlyOne:
    """Singleton Class, inspired by 
    https://python-3-patterns-idioms-test.readthedocs.io/en/latest/Singleton.html"""
    class __OnlyOne:
        def __init__(self, arg):
            if arg is None:
                raise ValueError("Pretend empty instantiation breaks code")

chiefastro

import time
from joblib import Parallel, delayed
import os

class OnlyOne:
    """Singleton Class, inspired by 
    https://python-3-patterns-idioms-test.readthedocs.io/en/latest/Singleton.html
    
    Modified to work with parallel processes using environment 
    variables to store state across processes.

chiefastro

import time
from joblib import Parallel, delayed

class OnlyOne:
    """Singleton Class, inspired by 
    https://python-3-patterns-idioms-test.readthedocs.io/en/latest/Singleton.html"""
    class __OnlyOne:
        def __init__(self, arg):
            if arg is None:
                raise ValueError("Pretend empty instantiation breaks code")