spindle | Next-generation web analytics processing with Scala , Spark
kandi X-RAY | spindle Summary
kandi X-RAY | spindle Summary
Analytics platforms such as Adobe Analytics are growing to process petabytes of data in real-time. Delivering responsive interfaces querying this amount of data is difficult, and there are many distributed data processing technologies such as Hadoop MapReduce, Apache Spark, Apache Drill, and Cloudera Impala to build low-latency query systems. Spark is part of the Apache Software Foundation and claims speedups up to 100x faster than Hadoop for in-memory processing. Spark is shifting from a research project to a production-ready library, and academic publications and presentations from the 2014 Spark Summit archives several use cases of Spark and related technology. For example, NBC Universal presents their use of Spark to query HBase tables and analyze an international cable TV video distribution here. Telefonica presents their use of Spark with Cassandra for cyber security analytics here. ADAM is an open source data storage format and processing pipeline for genomics data built in Spark and Parquet. Even though people are publishing use cases of Spark, few people have published experiences of building and tuning production-ready Spark systems. Thorough knowledge of Spark internals and libraries that interoperate well with Spark is necessary to achieve optimal performance from Spark applications. Spindle is a prototype Spark-based web analytics query engine designed around the requirements of production workloads. Spindle exposes query requests through a multi-threaded HTTP interface implemented with Spray. Queries are processed by loading data from Apache Parquet columnar storage format on the Hadoop distributed filesystem. This repo contains the Spindle implementation and benchmarking scripts to observe Spindle's performance while exploring Spark's tuning options. Spindle's goal is to process petabytes of data on thousands of nodes, but the current implementation has not yet been tested at this scale. Our current experimental results use six nodes, each with 24 cores and 21g of Spark memory, to query 13.1GB of analytics data. The trends show that further Spark tuning and optimizations should be investigated before attempting larger scale deployments.
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spindle Key Features
spindle Examples and Code Snippets
def get_spiral():
# Idea: radius -> low...high
# (don't start at 0, otherwise points will be "mushed" at origin)
# angle = low...high proportional to radius
# [0, 2pi/6, 4pi/6, ..., 10pi/6] --> [pi/2, pi/3
Community Discussions
Trending Discussions on spindle
QUESTION
I've divided a day into 8 ticks of three hours each. When making this range it goes from 00:00 to 21:00, and not until 00:00 again.
...ANSWER
Answered 2021-Mar-22 at 17:18This is intended from the .range
method, as d3.timeHour.every
is just an alias to interval.range
;
From d3-time docs:
interval.range(start, stop[, step]) · Source
Returns an array of dates representing every interval boundary after or equal to start (inclusive) and before stop (exclusive). If step is specified, then every stepth boundary will be returned; for example, for the d3.timeDay interval a step of 2 will return every other day. If step is not an integer, it is floored.
As you've already stated in your own answer, it seems like a known issue.
Anyway, why don't use write your own logic to divide the day into 3-hours chunks? This way we don't need to rely on d3d3's .range
method;
QUESTION
I would like to plot out an entire day divided in quarters.
...ANSWER
Answered 2021-Mar-22 at 09:57In a time scale you pass just the start and end dates as the array:
QUESTION
I have a Nucleo-IHM01A1 motor driver to drive a motor mounted with a spindle. The spindle has a limited length with an object in between. As the motor spins, the object moves along the spindle.
How can I set the Home position of the motor such that every time I run the program on the MCU, the Home position is set when the object is at the center of the spindle.
...ANSWER
Answered 2021-Jan-27 at 10:34Unfortunately, the mechanical and electrical setup you describe does not actually allow automatic home calibration in a proper way.
Stepper Motors are used, as name suggests, to perform steps. They are not capable of absolute positioning on their own. If you need absolute positioning, you will have to either set your home point whenever the current position is unknown (eg. start-up or after losing steps), or add an absolute encoder to the system (then you always know the system state).
One solution for automatic home detection are limit switches, commonly used in many mechanical systems, especially 3D printers and other CNC machines. You might want to add one of these to your setup and drive towards the switch until it is pressed. Then you move it the exact number of steps needed to move it to the center and you're done.
However, if you can't change anything in the setup, you could just move the sled in one direction by the length of the spindle. When the sled hits the end, the motor should stall and loose the remaining steps. Then you move it back to the center (constant number of steps as previously) and you're centered. Consider that stalling motors can overheat the motor as well as the motor driver. This will probably decrease their life-expectancy.
There are other solutions like servos or absolute encoders but as far as I understand your goal, a limit switch should be fine.
QUESTION
I'm trying to deserialize a JSON file to a c# class. However, my deserialize method always returns null. My JSON file looks like this-
...ANSWER
Answered 2021-Jan-25 at 17:57Cause
You are using the JsonProperty
attribute from the Netwonsoft.Json
package, but the built-in .NET Core/5 deserializer from the System.Text.Json
namespace.
How do I know that? Newtonsoft.Json does not have a JsonSerializer.Deserialize
overload which takes a single string, and .NET does not contain a JsonPropertyAttribute
.
Those two are not compatible. The .NET deserializer ignores your [JsonProperty("Products")]
attribute, does not find a propery named ProductsProducts
in your JSON and, thus, yields null for that property.
Fix
To use the deserializer from the Newtonsoft.Json package instead, replace
QUESTION
Can't seem to get my modals to close on X. The first modal closes but the others do not. Thee below are snippet of code. Not the entirety. I can post the entirety if needed.
I have the window.onclick function working so if I click outside any modal it closes but the X only seems to work on the first modal I display. Any ideas?
...ANSWER
Answered 2020-Dec-19 at 03:03The problem is not the name of the class, but getElementsByClassName
returns a list of spans and [0]
only selects the first item. You need to iterate over the list and apply the onclick to each one. Something like:
QUESTION
I got a list that contains 9 data frames and each data frame contains the following lines:
...ANSWER
Answered 2020-Oct-29 at 19:16As commented, your earlier search returns an empty data frame since the searched term is part of the larger strings in the character column, GO_NAME
. Therefore, instead of ==
or%in%
operators which expects whole word matches, consider grep
to search string patterns within larger string:
QUESTION
I have 2 datagridviews the first one datagridview1 - input 4 lists of numbers then i get the Min from each Column(4) i want to subtract the MinVal from datagridview1 and display in datagridview2. Im using an array icant seem to get the data type right. Datagridview page this image shows the loops are working i want the lowest in each column to by subtracted by each value in each column. the problem is getting the array to work properly.
my problem is the error im getting "System.InvalidCastException: 'Specified cast is not valid.' "
Im stuck with this and i know its simple. can someone help with this?
...ANSWER
Answered 2020-Sep-09 at 18:44Instead of casting it as a decimal, have you tried converting it? I found an old example where I did something similar.
Using system;
machineRadialDataArray[i, j] = Convert.ToDecimal(dataGridView1.Rows[i].Cells[j].Value);
QUESTION
I recently got a small 300mm bed CNC Machine that has it's issues, which isn't really relevant, but to fix those issues I need to ask my friend. He has quite a lot of experience working with CNC Machines, but even when I screenshared the GRBL Software, he couldn't fix some problems that he said should be a simple fix, hence, the node.js app. I would like to connect a Raspberry Pi up to the CNC Driver board, host a server on Heroku, and have him connect to the server. The server would then pick up his input, translate it into GCode, and push it to the Raspberry Pi (which would send it to the driver board). I know how to set up the server, even code it so that he can press a button and it translates to GCode, but my question is, how could the Raspberry Pi get the Node equivalent of a message telling it the GCode the user wants to push? I have some experience with Node.js and have made a Chat Application, but this seems a little different. Thanks in advance.
...ANSWER
Answered 2020-Aug-12 at 14:14I believe all the answers you'll need will be in this video
If you have issues with any of that, then we'll have a good reference point. Best of luck.
QUESTION
Im running Python 3.8 on a PC with windows 10
Hi All, I am very new to programming and Python. I did a search here for answers but the two that came up did not seem applicable.
I have a function that connects to an api that returns bus route information.
...ANSWER
Answered 2020-May-22 at 09:47You have an infinite loop in your map_it
function. This results in your first call to map_it
endlessly outputting the first arguments passed to it.
Remove the line while True :
and the indent on the following line to remove this loop and you should get the result you expect.
QUESTION
My dataset is in the form of :
...ANSWER
Answered 2020-Apr-16 at 16:11Here is a possible approach. As the 'headValues' aren't sorted, nor equally spaced and one is even used twice, it is not fully clear what the most-desired result would be.
Some remarks:
- The standard way of creating a colorbar in matplotlib doesn't need a separate subplot. Matplotlib will reduce the existing plot a bit and put the colorbar next to it (or below for a vertical bar).
- Converting the 'headValues' to a numpy array allows for compact code, e.g. writing
rgba = cmap(headValues)
directly calculates the complete array. - Calling cmap on unchanged values will map 0 to the lowest color and 1 to the highest color, so for values only between 0.16 and 0.44 they all will be mapped to quite similar colors. One approach is to create a norm to map 0.16 to the lowest color and 0.44 to the highest. In code:
norm = plt.Normalize(headValues.min(), headValues.max())
and then calculatergba = cmap(norm(headValues))
.
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