simonespa

npm init -y
pnpm install typescript @types/node --save-dev
pnpm tsc --init --rootDir src --outDir build --lib es6 --noImplicitAny true --resolveJsonModule

simonespa

pip install --upgrade --force-reinstall -r requirements.txt

or ignore installed packages and install the new ones:

pip install --ignore-installed -r requirements.txt

simonespa

import re

vocabulary = set(re.split('\W', text))
vocabulary.update(set(re.findall('\W', text)))
embeddings = dict.fromkeys(vocabulary, [])
print(f'Vocabulary size: {len(vocabulary)}')

simonespa

## E2E Testing
- https://playwright.dev
- https://www.cypress.io

## Performance Testing
- https://gatling.io
- https://www.artillery.io
- https://k6.io

## Profiling

simonespa

aws s3api list-object-versions --bucket ${BUCKET} --prefix ${FILE} --max-items ${MAX_ITEM} --no-cli-pager > versions

cat versions | jq -r '.Versions[].VersionId' > versionids
cat versions | jq -r '.Versions[] | "\(.LastModified) \(.VersionId)"' > lastmodified_versionids

aws s3api get-object --bucket ${BUCKET} --key ${FILE} --version-id ${VERSION_ID}


let "index = 1"
while read version

simonespa

# split numerical variables from categorical
numerical = train.select_dtypes('number')
categorical = train.select_dtypes(exclude='number')

# split high cardinality categorical variables from the low cardinality ones
hc_categorical = categorical[[col for col in categorical.columns if categorical[col].nunique() > 20]]
lc_categorical = categorical[[col for col in categorical.columns if categorical[col].nunique() <= 20]]

simonespa

class DataFrameSelector(BaseEstimator, TransformerMixin):
    
    def __init__(self, dtype=None, drop_columns=None):
        self.dtype = dtype
        self.columns = drop_columns
    
    def fit(self, X, y=None):
        return self
    
    def transform(self, X):

simonespa

1. An incident is occurring and no mitigation had any effect on the issue
2. The incident is preventing the audience to use the system (the definition of usage should be assessed based on what functionality is considered most important)
3. A defect in the code that causes the issue is found
4. An assessment of the risk of releasing a HOTFIX live has been made and it is favourable.
5. The severity of the issue is greater than the risk of releasing live
6. The HOTFIX has been considered as the last resort

Make sure you are on the main branch of your code repository and it is up to date

simonespa

import autoscaling = require('@aws-cdk/aws-autoscaling');
import ec2 = require('@aws-cdk/aws-ec2');
import elbv2 = require('@aws-cdk/aws-elasticloadbalancingv2');
import cdk = require('@aws-cdk/core');

export default class LoadBalancerStack extends cdk.Stack {
  constructor(app: cdk.App, id: string) {
    super(app, id);

    const vpc = new ec2.Vpc(this, 'VPC');

simonespa

{
  "presets": ["@babel/preset-env"]
}