lucidrains

def unitwise_norm(x):
    if len(x.squeeze().shape) <= 1:
        dim = None
        keepdim = False
    elif len(x.shape) in (2, 3):
        dim = 1
        keepdim = True
    elif len(x.shape) == 4:
        dim = (1, 2, 3)      # pytorch convolution kernel is OIHW
        keepdim = True

raijinspecial

How to copy a GitHub repo without forking

GitHub only lets you fork a repo once, if you want to make more than one copy of a project here's how you can do it. Useful for starter code.

1. Create a new empty folder for your project and initialize git

   cd where-you-keep-your-projects

mkdir your-project-name

kmhofmann

Installing the NVIDIA driver, CUDA and cuDNN on Linux (Ubuntu 20.04)

This is a companion piece to my instructions on building TensorFlow from source. In particular, the aim is to install the following pieces of software

• NVIDIA graphics card driver (v450.57)
• CUDA (v11.0.2)
• cuDNN (v8.0.2.39)

on an Ubuntu Linux system, in particular Ubuntu 20.04.

liorshk

def log_run(gridsearch: sklearn.GridSearchCV, experiment_name: str, model_name: str, run_index: int, conda_env, tags={}):
    """Logging of cross validation results to mlflow tracking server
    
    Args:
        experiment_name (str): experiment name
        model_name (str): Name of the model
        run_index (int): Index of the run (in Gridsearch)
        conda_env (str): A dictionary that describes the conda environment (MLFlow Format)
        tags (dict): Dictionary of extra data and tags (usually features)

membphis

Apache apisix benchmark script: https://github.com/iresty/apisix/blob/master/benchmark/run.sh

Kong beanchmark script: 

curl -i -X POST \
  --url http://localhost:8001/services/ \
  --data 'name=example-service' \
  --data 'host=127.0.0.1'

curl -i -X POST \

mf1024

thomasbrandon

andrewodri

This script performs the following actions:

1. Creates a TLS certificate in ACM
2. Upserts a validation CNAME record in Route 53
3. Waits for the validation CNAME record to complete/update
4. Waits for the certificate to validate and issue
5. Outputs a description of the certificate

This obviously assumes that your domain's DNS is hosted on Route 53. It also uses the AWS credentials and region for the environment it is executed in.

ejlp12

import boto3

client = boto3.client('glue')

response = client.create_crawler(
    Name='SalesCSVCrawler',
    Role='AWSGlueServiceRoleDefault',
    DatabaseName='sales-cvs',
    Description='Crawler for generated Sales schema',

steinwaywhw

Preface

In general, AWS services can be accessed using

1. AWS web interface,
2. API libraries in a programming language, such as boto3 for Python 3,
3. AWS command-line interface, i.e. awscli.

I opted for the API library since it is