A particular page on our site loads with 1000s of divs each about 1000px x ~1500px(A printable page), each div displays additional elements/basic table/etc but can vary in height.
Render time can be several minutes depending on PC performance.
Using tools like webix which can load millions of rows proves the render process is taking up most of the loading time, but doesn't work well for non-tabular data.
Using Angular JS to create infinite scroll lists is possible. But this also doesn't work well with varying height elements.
All solutions I have found so far loose the browsers find feature, which our users commonly use, thus we will probably have to develop our own search tool.
Yes we could add pagination, or some sort of way of breaking down the data, but users still need to review all the data regardless of how it's broken down.
The same data (10,000 pages 30mb) once exported to PDF loads in < than 1 second.
I think the best solution will be the combination of a few different ideas.
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I need to present a large number of rows of data (ie. millions of rows) to the user in a grid using JavaScript.
The user shouldn't see pages or view only finite amounts of data at a time.
Rather, it should appear that all of the data are available.
Instead of downloading the data all at once, small chunks are downloaded as the user comes to them (ie. by scrolling through the grid).
The rows will not be edited through this front end, so read-only grids are acceptable.
What data grids, written in JavaScript, exist for this kind of seamless paging?
(Disclaimer: I am the author of SlickGrid)
UPDATE
This has now been implemented in SlickGrid.
Please see http://github.com/mleibman/SlickGrid/issues#issue/22 for an ongoing discussion on making SlickGrid work with larger numbers of rows.
The problem is that SlickGrid does not virtualize the scrollbar itself - the scrollable area's height is set to the total height of all the rows. The rows are still being added and removed as the user is scrolling, but the scrolling itself is done by the browser. That allows it to be very fast yet smooth (onscroll events are notoriously slow). The caveat is that there are bugs/limits in the browsers' CSS engines that limit the potential height of an element. For IE, that happens to be 0x123456 or 1193046 pixels. For other browsers it is higher.
There is an experimental workaround in the "largenum-fix" branch that raises that limit significantly by populating the scrollable area with "pages" set to 1M pixels height and then using relative positioning within those pages. Since the height limit in the CSS engine seems to be different and significantly lower than in the actual layout engine, this gives us a much higher upper limit.
I am still looking for a way to get to unlimited number of rows without giving up the performance edge that SlickGrid currently holds over other implementations.
Rudiger, can you elaborate on how you solved this?
https://github.com/mleibman/SlickGrid/wiki
"SlickGrid utilizes virtual rendering to enable you to easily work with hundreds of thousands of items without any drop in performance. In fact, there is no difference in performance between working with a grid with 10 rows versus a 100’000 rows."
Some highlights:
Adaptive virtual scrolling (handle hundreds of thousands of rows)
Extremely fast rendering speed
Background post-rendering for richer cells
Configurable & customizable
Full keyboard navigation
Column resize/reorder/show/hide
Column autosizing & force-fit
Pluggable cell formatters & editors
Support for editing and creating new rows."
by mleibman
It's free (MIT license).
It uses jQuery.
The best Grids in my opinion are below:
Flexigrid: http://flexigrid.info/
jQuery Grid: http://www.trirand.com/blog/
jqGridView: http://plugins.jquery.com/project/jqGridView
jqxGrid: https://www.jqwidgets.com/
Ingrid: http://reconstrukt.com/ingrid/
SlickGrid http://github.com/mleibman/SlickGrid
DataTables http://www.datatables.net/index
ShieldUI http://demos.shieldui.com/web/grid-virtualization/performance-1mil-rows
Smart.Grid https://www.htmlelements.com/demos/grid/overview/
My best 3 options are jqGrid, jqxGrid and DataTables. They can work with thousands of rows and support virtualization.
I don't mean to start a flame war, but assuming your researchers are human, you don't know them as well as you think. Just because they have petabytes of data doesn't make them capable of viewing even millions of records in any meaningful way. They might say they want to see millions of records, but that's just silly. Have your smartest researchers do some basic math: Assume they spend 1 second viewing each record. At that rate, it will take 1000000 seconds, which works out to more than six weeks (of 40 hour work-weeks with no breaks for food or lavatory).
Do they (or you) seriously think one person (the one looking at the grid) can muster that kind of concentration? Are they really getting much done in that 1 second, or are they (more likely) filtering out the stuff the don't want? I suspect that after viewing a "reasonably-sized" subset, they could describe a filter to you that would automatically filter out those records.
As paxdiablo and Sleeper Smith and Lasse V Karlsen also implied, you (and they) have not thought through the requirements. On the up side, now that you've found SlickGrid, I'm sure the need for those filters became immediately obvious.
I can say with pretty good certainty that you seriously do not need to show millions of rows of data to the user.
There is no user in the world that will be able to comprehend or manage that data set so even if you technically manage to pull it off, you won't solve any known problem for that user.
Instead I would focus on why the user wants to see the data. The user does not want to see the data just to see the data, there is usually a question being asked. If you focus on answering those questions instead, then you would be much closer to something that solves an actual problem.
I recommend the Ext JS Grid with the Buffered View feature.
http://www.extjs.com/deploy/dev/examples/grid/buffer.html
(Disclaimer: I am the author of w2ui)
I have recently written an article on how to implement JavaScript grid with 1 million records (http://w2ui.com/web/blog/7/JavaScript-Grid-with-One-Million-Records). I discovered that ultimately there are 3 restrictions that prevent from taking it highter:
Height of the div has a limit (can be overcome by virtual scrolling)
Operations such as sort and search start being slow after 1 million records or so
RAM is limited because data is stored in JavaScript array
I have tested the grid with 1 million records (except IE) and it performs well. See article for demos and examples.
dojox.grid.DataGrid offers a JS abstraction for data so you can hook it up to various backends with provided dojo.data stores or write your own. You'll obviously need one that supports random access for this many records. DataGrid also provides full accessibility.
Edit so here's a link to Matthew Russell's article that should provide the example you need, viewing millions of records with dojox.grid. Note that it uses the old version of the grid, but the concepts are the same, there were just some incompatible API improvements.
Oh, and it's totally free open source.
I used jQuery Grid Plugin, it was nice.
Demos
Here are a couple of optimizations you can apply you speed up things. Just thinking out loud.
Since the number of rows can be in the millions, you will want a caching system just for the JSON data from the server. I can't imagine anybody wanting to download all X million items, but if they did, it would be a problem. This little test on Chrome for an array on 20M+ integers crashes on my machine constantly.
var data = [];
for(var i = 0; i < 20000000; i++) {
data.push(i);
}
console.log(data.length);
You could use LRU or some other caching algorithm and have an upper bound on how much data you're willing to cache.
For the table cells themselves, I think constructing/destroying DOM nodes can be expensive. Instead, you could just pre-define X number of cells, and whenever the user scrolls to a new position, inject the JSON data into these cells. The scrollbar would virtually have no direct relationship to how much space (height) is required to represent the entire dataset. You could arbitrarily set the table container's height, say 5000px, and map that to the total number of rows. For example, if the containers height is 5000px and there are a total of 10M rows, then the starting row ≈ (scroll.top/5000) * 10M where scroll.top represents the scroll distance from the top of the container. Small demo here.
To detect when to request more data, ideally an object should act as a mediator that listens to scroll events. This object keeps track of how fast the user is scrolling, and when it looks like the user is slowing down or has completely stopped, makes a data request for the corresponding rows. Retrieving data in this fashion means your data is going to be fragmented, so the cache should be designed with that in mind.
Also the browser limits on maximum outgoing connections can play an important part. A user may scroll to a certain position which will fire an AJAX request, but before that finishes the user can scroll to some other portion. If the server is not responsive enough the requests would get queued up and the application will look unresponsive. You could use a request manager through which all requests are routed, and it can cancel pending requests to make space.
I know it's an old question but still.. There is also dhtmlxGrid that can handle millions of rows. There is a demo with 50,000 rows but the number of rows that can be loaded/processed in grid is unlimited.
Disclaimer: I'm from DHTMLX team.
I suggest you read this
http://www.sitepen.com/blog/2008/11/21/effective-use-of-jsonreststore-referencing-lazy-loading-and-more/
Disclaimer: i heavily use YUI DataTable without no headache for a long time. It is powerful and stable. For your needs, you can use a ScrollingDataTable wich suports
x-scrolling
y-scrolling
xy-scrolling
A powerful Event mechanism
For what you need, i think you want is a tableScrollEvent. Its API says
Fired when a fixed scrolling DataTable has a scroll.
As each DataTable uses a DataSource, you can monitoring its data through tableScrollEvent along with render loop size in order to populate your ScrollingDataTable according to your needs.
Render loop size says
In cases where your DataTable needs to display the entirety of a very large set of data, the renderLoopSize config can help manage browser DOM rendering so that the UI thread does not get locked up on very large tables. Any value greater than 0 will cause the DOM rendering to be executed in setTimeout() chains that render the specified number of rows in each loop. The ideal value should be determined per implementation since there are no hard and fast rules, only general guidelines:
By default renderLoopSize is 0, so all rows are rendered in a single loop. A renderLoopSize > 0 adds overhead so use thoughtfully.
If your set of data is large enough (number of rows X number of Columns X formatting complexity) that users experience latency in the visual rendering and/or it causes the script to hang, consider setting a renderLoopSize.
A renderLoopSize under 50 probably isn't worth it. A renderLoopSize > 100 is probably better.
A data set is probably not considered large enough unless it has hundreds and hundreds of rows.
Having a renderLoopSize > 0 and < total rows does cause the table to be rendered in one loop (same as renderLoopSize = 0) but it also triggers functionality such as post-render row striping to be handled from a separate setTimeout thread.
For instance
// Render 100 rows per loop
var dt = new YAHOO.widget.DataTable(<WHICH_DIV_WILL_STORE_YOUR_DATATABLE>, <HOW YOUR_TABLE_IS STRUCTURED>, <WHERE_DOES_THE_DATA_COME_FROM>, {
renderLoopSize:100
});
<WHERE_DOES_THE_DATA_COME_FROM> is just a single DataSource. It can be a JSON, JSFunction, XML and even a single HTML element
Here you can see a Simple tutorial, provided by me. Be aware no other DATA_TABLE pluglin supports single and dual click at the same time. YUI DataTable allows you. And more, you can use it even with JQuery without no headache
Some examples, you can see
List item
Feel free to question about anything else you want about YUI DataTable.
regards,
I kind of fail to see the point, for jqGrid you can use the virtual scrolling functionality:
http://www.trirand.net/aspnetmvc/grid/performancevirtualscrolling
but then again, millions of rows with filtering can be done:
http://www.trirand.net/aspnetmvc/grid/performancelinq
I really fail to see the point of "as if there are no pages" though, I mean... there is no way to display 1,000,000 rows at once in the browser - this is 10MB of HTML raw, I kind of fail to see why users would not want to see the pages.
Anyway...
best approach i could think of is by loading the chunk of data in json format for every scroll or some limit before the scrolling ends. json can be easily converted to objects and hence table rows can be constructed easily unobtrusively
I would highly recommend Open rico.
It is difficult to implement in the the beginning, but once you grab it you will never look back.
I know this question is a few years old, but jqgrid now supports virtual scrolling:
http://www.trirand.com/blog/phpjqgrid/examples/paging/scrollbar/default.php
but with pagination disabled
I suggest sigma grid, sigma grid has embed paging features which could support millions of rows. And also, you may need a remote paging to do it.
see the demo
http://www.sigmawidgets.com/products/sigma_grid2/demos/example_master_details.html
Take a look at dGrid:
https://dgrid.io/
I agree that users will NEVER, EVER need to view millions of rows of data all at once, but dGrid can display them quickly (a screenful at a time).
Don't boil the ocean to make a cup of tea.
An app I am working on has a 50 row x 100 col grid, where each cell is a div containing 1 textbox, with one outer div containing the entire grid to handle scrolling. Exact dimensions can vary, but that it a typical max size. So, that works out to about 5000 divs, each with its own textbox, for a total of 10,000 elements.
The contents of the grid need to be updated via ajax calls to load data for different periods.
My question is, which of these 2 approaches would be more efficient:
1) Have the ajax call return the full formatted HTML for the grid, and simply set the innerHtml of the containing div to the new contents.
2) Have ajax cal return JSON or similar, then use javascript/jquery to loop through and update the values of each grid cell in the existing divs. Might need to add or delete a few columns in this case, but number of rows will remain constant.
For smaller grids/tables, returning the complete html works great, and requires very little client JS code, but I have heard about performance issues when manipulating large numbers of DOM elements. With the huge number of attributes and properties associated with each element, I can see where it could add up to a lot of overhead to create/destroy 1000s of them. So, I thought I would ask for advise here before deciding which way to go on this. Thanks.
I've been through the very same situation. For tables of a certain size and complexity, it is much faster to render pregenerated HTML over and over again than to hunt for and update the data, but you wind up with a server communication lag to contend with.
The key here is "manipulate". If you're just painting the grid, it's not very costly in terms of time unless there are a lot of events that fire on complete, like event bindings and so forth. Even those aren't too bad. At some point, there is a diminishing return and single cell updates becomes more tolerable.
It really depends on what the users do with the grid. If they are updating many rows / cells, you might want a bulk update function for applying changes to multiple selected rows at once so they don't have to wait for each individual cell change to refresh. This was our solution for large tables as individual cell updates when making lots of changes were too time consuming and reloading the whole table from the server was not too bad if you're only doing it once per batch of updates.
I have a general JavaScript question. I'll give you my scenario and then ask you the question.
Scenario
I am making a table with (currently) over 3000 rows, and it is growing by 5-10 every day. I am using a javascript plugin to style this table and add useful functionality. It currently takes 15 seconds to fully load the page, after which everything runs smoothly (sorting, paging, etc.). That is a very slow initial load, though. The plugin offers a way with less DOM parsing, where you pass it an array of the information to be placed inside the table, which I am very intrigued by. However, I want to make this as fast as possible, because there will still be an array of 3000 rows (each with 11 columns of, on average, 10 characters).
Question
Would it be significantly faster to use a JavaScript const to store this giant array? Specifically, does JavaScript know not to put a const on the stack when passed as a parameter?
Furthermore, is this simply too much for JavaScript to handle? Should I dismiss this idea and start with AJAX now (which would mean much slower functionality but much faster pageload)?
Thanks!
Because you say interaction is fast once the page is loaded I guess your biggest bottleneck is transfering the data over the wire.
I would send everything as JSON (compressed with gzip) which is very lightweight and fast to load.
I think styling should be done with CSS not JS. Also if you want the best UX initialize your table with less (1-200 elements), and then deal with the rest. It is better for the user if you show something right at the beginning.
Storing the array can't be a problem because GC will clear it up.
I'm working on a JavaScript (using HTML as display tech) widget framework for an embedded device where memory consumption is a big deal.
Recently I tried to create a table-layout using only DIVs. But to mimic the colspan and rowspan functionality it became quite complicated, adding extra logic to make it all dynamic.
The result came out quite good layout-wise, but at the cost of too much memory consumption (had to have several JS objects representing each cell and then a DIV as presentation)
Wouldn't it be better to just use the TABLE element instead, getting the col- and rowspans and layout for free? Especially since all markup is crated by the framework and that the user (of the framework) never actually touches the HTML itself.
Or am I missing something here?
well tables are perfectly fine for tabular data if you want to do it right semantically.
And imo, you have to go for the best solution in your situation. Performance is more important than using div's or not in this case i guess.
If you start out with the mentality of "I need a table-layout", it's inevitable that you'll end up deciding that you need to use a <table>, because CSS cannot deliver on the subtleties of colspans and rowspans. But do you need a table-layout? You don't describe the underlying layout requirements, so it's impossible for us to steer you either to or from <table> except in broad generalities.
Go ahead and use a table. One of the main reasons that CSS layouts are encouraged is accessibility (probably you don't care about). Another reason is separating content from layout - you are probably creating both. So, the disadvantages of tables are of very low importance compared to the advantages in your case.