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Latency Comparison Numbers

Note: "Forked" from Latency Numbers Every Programmer Should Know

Event	Nanoseconds	Microseconds	Milliseconds	Comparison
L1 cache reference	0.5	-	-	-
Branch mispredict	5.0	-	-	-
L2 cache reference	7.0	-	-	14x L1 cache
Mutex lock/unlock	25.0	-	-	-

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Latency Comparison Numbers (~2012)
----------------------------------
L1 cache reference                           0.5 ns
Branch mispredict                            5   ns
L2 cache reference                           7   ns                      14x L1 cache
Mutex lock/unlock                           25   ns
Main memory reference                      100   ns                      20x L2 cache, 200x L1 cache
Compress 1K bytes with Zippy             3,000   ns        3 us
Send 1K bytes over 1 Gbps network       10,000   ns       10 us
Read 4K randomly from SSD*             150,000   ns      150 us          ~1GB/sec SSD

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import streamlit as st
import os
import sys
import importlib.util

# Parse command-line arguments.
if len(sys.argv) > 1:
    folder = os.path.abspath(sys.argv[1])
else:
    folder = os.path.abspath(os.getcwd())

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Presto Specific

• Don’t SELECT *, Specify explicit column names (columnar store)
• Avoid large JOINs (filter each table first)
  • In PRESTO tables are joined in the order they are listed!!
  • Join small tables earlier in the plan and leave larger fact tables to the end
  • Avoid cross joins or 1 to many joins as these can degrade performance
• Order by and group by take time
  • only use order by in subqueries if it is really necessary
• When using GROUP BY, order the columns by the highest cardinality (that is, most number of unique values) to the lowest.

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PySpark on YARN in self-contained environments

Author: https://github.com/seanorama

Reference:

• https://community.cloudera.com/t5/Community-Articles/Using-VirtualEnv-with-PySpark/ta-p/245905
• https://community.cloudera.com/t5/Community-Articles/Running-PySpark-with-Conda-Env/ta-p/247551
• https://stackoverflow.com/questions/48770263/bundling-python3-packages-for-pyspark-results-in-missing-imports
• https://stackoverflow.com/questions/53524696/livy-no-yarn-application-is-found-with-tag-livy-batch-10-hg3po7kp-in-120-seconds

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Start workers:

This will run the loans queue with the weight of 5

bundle exec sidekiq -q loans,5

SO: How to run Sidekiq in production

Stopping Sidekiq

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azkaban 安装指南

参考

• official documentation

下载

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Learn Go in ~5mins

This is inspired by A half-hour to learn Rust and Zig in 30 minutes.

Basics

Your first Go program as a classical "Hello World" is pretty simple:

First we create a workspace for our project:

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1:  import sys  
2:  import json  
3:  from pyspark import SparkContext  
4:  from pyspark.streaming import StreamingContext  
5:    
6:    
7:  def SaveRecord(rdd):  
8:    host = 'sparkmaster.example.com'  
9:    table = 'cats'  
10:    keyConv = "org.apache.spark.examples.pythonconverters.StringToImmutableBytesWritableConverter"  

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## Java
sudo apt-get update
sudo apt-get install default-jdk

## Scala
sudo apt-get remove scala-library scala
sudo wget http://scala-lang.org/files/archive/scala-2.12.1.deb
sudo dpkg -i scala-2.12.1.deb
sudo apt-get update
sudo apt-get install scala