Myrrix REST API - does function Set / Add Preference automatically omit the preferred item in recommendations? - recommendation-engine

My setup is 500K rows of 200K users and 2K items with no preference values (i.e. the default preference value is 1.0).
Normally, the recommendation engine does not recommend the items user already has preference for. This is ok, since I dont want to get recommendations for already listed user-item relations. But I want to later provide the engine with additional preferences to items, either positive or negative, but these items should be on the possible recommended list.
Regarding Myrrix API call Set / Add Preference (http://myrrix.com/rest-api/#setaddpreference): will any such added preference for an item automatically disable it from the list of possible recommendations for the particular user?

If you set considerKnownItems to true in recommend(), then it will not exclude any items at all from the results. (Similarly, the raw REST API has a parameter "...&considerKnownItems=true...)
Then, you can perform your own custom filtering one of two ways, by either implementing CandidateFilter or RescorerProvider. See http://myrrix.com/tuning-quality/. CandidateFilter may be faster and more appropriate for this case, but RescorerProvider gives you a hook to do more customization later if desired.
Yes, setting any value for a user-item pair excludes it from recommendations by default.

Related

free-jqGrid External Filtering Used With Grid's beforeRequest() or onPaging() Event

Using jqGrid free (version 4.15.6) to show very basic information about invoices (ie: date created, date due, client, total, status). The invoices grid only has a few pertinent columns that are displayed because it is just not needed to show more than that. In reality there are a lot of other invoice-related fields that are not shown. I would like to offer end-users the ability to filter the grid based on a lot of these other parameters that are simply not part of the grid contents.
I know jqGrid offers built-in searching, and you can easily just add hidden columns with all the data, but I feel this is not good for us--invoices contain a lot of data--data that is not necessarily present in just the invoices database table. We want the grid to provide many other filtering options outside of the base invoice data but we do NOT want to use the built-in filter options. Instead, I would like to use a separate HTML table with a bunch of search fields that our server-side code would know how to pull back). When one decides to invoke the external filter, we want the grid to load all invoices matching that combined filter. And if one chooses to navigate using the grid's paging buttons, we want the grid to continue using the original external filtering parameters.
Hope this makes sense. Maybe I am just overthinking this but I am fairly certain the grid is designed to use it's built in filtering/searching tools/dialog and I have not found anyway to override this behavior. Actually I have using an older jqGrid but that involved using jQuery to completely REPLACE the default pager with custom HTML and event handling. I never could figure this out with older jqGrid so I chose to write it myself. But that code is less than optimum and even I know it is subject to much criticism. Having upgraded to 4.15.6, I want to do this the best way and I want to keep it logical and practical.
I have tried using beforeRequest() and onPaging() events to change the 'url' parameter, thinking that if I modified the url, I could change the GET to include all of our custom filtering fields. It seems that does not work as the url NEVER changes from the originally defined value. Console logging does show the events firing but no change to url. On top of that, the grid ALWAYS passes its own page field, _search field, etc. to the server so the server NEVER sees the filter request.
How does one define their own custom filtering coupled with paging loader and still take advantage of the built-in paging events? What am I missing?
**** DELETED CODE THAT WAS ADDED TO QUESTION THAT DID NOT PERTAIN TO ORIGINAL QUESTION ISSUE *********
It's difficult to answer on your question because you didn't posted code fragments, which shows how you use jqGrid and because the total number of data, which could be needed to display in all pages isn't known.
In general there are two main alternatives implementing of custom filtering:
server side filtering
client side filtering
One can additionally use a mix from both filtering. For example, one can load from the server all invoices based on some fixed filters (all invoices of specific user or all invoices of one organization, all invoices of the last month) and then use loadonce: true, forceClientSorting: true options to sort and to filter the returned data on the client side. The user could additionally to filter the subset of data locally using filter toolbar of searching dialog.
The performance of client side is essentially improved last years and loading relatively large JSON data from the server could be done very quickly. Because of that Client-Side-Filtering is strictly recommended. For better understanding the performance of local sorting, filtering and paging I'd recommend you to try the functionality on the demo. You will see that the timing of local filtering of the grid with 5000 rows and 13 columns is better as you can expect mostly from the round trip to the server and processing of server side filtering on some very good organized database. It's the reason why I recommend to consider to use client side sorting (or loadonce: true, forceClientSorting: true options) as far it's possible.
If you need to filter data on the server then you need just send additional parameters to the server on every request. One can do that by including additional parameters in postData. See the old answer for additional details. Alternatively one can use serializeGridData to extend/modify the data, which will be set to the server.
After the data are loaded from the server, it could be sorted and filtered locally before the first page of data will be displayed in the grid. To force local filtering one need just add forceClientSorting: true additionally to well known loadonce: true parameter. It force applying local logic on the data returned from the server. Thus one can use postData.filters, search: true to force additional local filtering and sortname and sortorder parameter to force local sorting.
One more important remark about using hidden columns. Every hidden column will force creating DOM elements, which represent unneeded <td> elements. The more DOM elements you place on the page the more slow will be the page. If local data will be used (or if loadonce: true be used) then jqGrid hold data associated with every row twice: once as JavaScript object and once as cells in the grid (<td> elements). Free jqGrid allows to use "additional properties" instead of hidden columns. In the case no data will be placed in DOM of the grid, but the data will be hold in JavaScript objects and one able to sort or filter by additional properties in the same way like with other columns. In the simplest way one can remove all hidden columns and to add additionalProperties parameter, which should be array of strings with the name of additional properties. Instead of strings elements of additionalProperties could be objects of the same structures like colModel. For example, additionalProperties: [{ name: "taskId", sorttype: "integer"}, "isFinal"]. See the demo as an example. The input data of the grid can be seen here. Another demo shows that searching dialog contains additional properties additionally to jqGrid column. The commented part columns of searching shows more advanced way to specify the list and the order of columns and additional properties displayed in searching dialog.
Forgive my answering like this but this question started out on one subject related to filtering and paging but with using an external filtering source. Oleg actually has several demos over many threads that I was able to use to accomplish the custom filtering and maintain default built-in paging. So his answer will be the accepted answer for the original question topic.
But in the solution of original, I encountered another issue with loading the grid initially. I wanted to have the grid load with default filtering values should no other filter already be in place. That really should have been a different question because it really did not affect the first.
I found yet another Oleg reply on a completely different question:
jqGrid - how to set grid to NOT load any data initially?.
Oleg answered that question and that answer solved our second need to load one way, then allow another way.
So, on initial load, we look for the filter params server-side. None given? We pull records using default filtering. Params present? We use initial provided params. The difference with initial loading we do not AJAX exit. We instead json_encode the data and place it in the grid definition as follows:
$('#grd_invoices').jqGrid(
...
url: '{$modulelink}&sm=130',
data: {$json_encoded_griddata},
datatype: 'local',
...
});
Since the datatype is set to 'local', the grid does NOT go to server initially, so the data parameter is used by the grid. Once we are ready to filter, we use Oleg's solution from yet another answer on yet another question to dynamically apply the filter as follows:
var myfilter = { groupOp: 'AND', rules: []};
myfilter.rules.push({field:'fuserid',op:'eq',data:$('#fuserid').val()});
myfilter.rules.push({field:'finvoicenum',op:'eq',data:$('#finvoicenum').val()});
myfilter.rules.push({field:'fdatefield',op:'eq',data:$('#fdatefield').val()});
myfilter.rules.push({field:'fsdate',op:'eq',data:$('#fsdate').val()});
myfilter.rules.push({field:'fedate',op:'eq',data:$('#fedate').val()});
myfilter.rules.push({field:'fwithin',op:'eq',data:$('#fwithin').val()});
myfilter.rules.push({field:'fnotes',op:'eq',data:$('#fnotes').val()});
myfilter.rules.push({field:'fdescription',op:'eq',data:$('#fdescription').val()});
myfilter.rules.push({field:'fpaymentmethod',op:'eq',data:$('#fpaymentmethod').val()});
myfilter.rules.push({field:'fstatus',op:'eq',data:$('#fstatus').val()});
myfilter.rules.push({field:'ftotalfrom',op:'eq',data:$('#ftotalfrom').val()});
myfilter.rules.push({field:'ftotal',op:'eq',data:$('#ftotal').val()});
myfilter.rules.push({field:'fmake',op:'eq',data:$('#fmake').val()});
myfilter.rules.push({field:'fmodel',op:'eq',data:$('#fmodel').val()});
myfilter.rules.push({field:'fserial',op:'eq',data:$('#fserial').val()});
myfilter.rules.push({field:'fitemid',op:'eq',data:$('#fitemid').val()});
myfilter.rules.push({field:'ftaxid',op:'eq',data:$('#ftaxid').val()});
myfilter.rules.push({field:'fsalesrepid',op:'eq',data:$('#fsalesrepid').val()});
var grid = $('#grd_invoices');
grid[0].p.search = myfilter.rules.length>0;
$.extend(grid[0].p.postData,{filters:JSON.stringify(myfilter)});
$('#grd_invoices').jqGrid('setGridParam',{datatype:'json'}).trigger('reloadGrid',[{page:1}]);
This allows us to have the grid show initial data loaded locally, and then subsequent filtering changes the grid datatype to 'json', which forces the grid to go to server with new filter params where it loads the more specific filtering.
Credit goes to Oleg because I used many of his posts from many questions to reach the end result. Thank you #Oleg!

How to show more than 1000 records in Algolia instantsearch.js

I'm using Algolia along with instantsearch.js in a project to make searches and show categories and contents inside them (category page and search pages are powered by Algolia). We are using instantsearch.js v1 is from cdn.
Our main issue is that search doesn't provide more than 1000 records which we need.
As far as I understand correctly, browse() method provides more results, but it's not usable in instantsearch.js.
Also, after reading docs, I found out that there's a new option called paginationLimitedTo, which allows displaying more than 1000 records:
https://www.algolia.com/doc/rest-api/search/#paginationlimitedto
So, setting this would allow displaying more than 1000 records.
Can you help me here, how should I achieve getting more than 1000 records, or if it'd achieve our goal, how do we set this paginationLimitedTo attribute in instantsearch.js ? I'm okay if I need to build or edit instantsearch.js for the time being.
Thanks in advance,
In order to change the value for paginationLimitedTo, you will need to create a custom client object, then get your index by doing calling client.initIndex(indexName), and then change the setting by calling
index.setSettings({
paginationLimitedTo: 1000
});
You can check the guide for that in the docs here.
Also, please remember the following:
We recommend keeping the default value to guarantee excellent performance. Increasing the pagination limit will have a direct impact on the performance of search queries. A too high value will also make it very easy for anyone to retrieve (“scrape”) your entire dataset.

Limit amount of content elements in a column in a backend layout of TYPO3

I have to implement a homepage in TYPO3 so that it has a different look and a different backend_layout than the subpages. In one column the editors can insert boxes as content elements. I want to have a maximum limit of boxes (or an exact amount) that can be inserted, e.g. 4 boxes.
Is there any way to achieve this?
The only limitation that I found was the type of content elements not their amount.
You will need to write a special PHP function for that.
TYPO3 offers a system-wide principle called "hooks".
A hook can intercept the data flowing through the system and modify the behaviour of TYPO3.
There are a lot of hooks in several vital places so you should be able to tackle the issue.
In your rather special case you will need several hooks that will change the several places where an editor could add content elements.
You could circumvent some of these places by disallowing the editor to see them (which might in turn reduce the amount of hooks you need to use).
Another thing you could to is to restrict the amount of content elements that are being rendered in the Frontend via Typoscript.
Take a look at select.limit.
Keep in mind that this might look odd to the editors which can't tell, why content elements they added in the BE do not show up in the frontend later.
Currently there's no easy way to configure that. The PHP class \TYPO3\CMS\Backend\View\PageLayoutView is responsible for rendering these boxes (content elements) per page and per column (the database field is named "colPos"). Currently the only way would be to XCLASS/override the PageLayoutView class and to post-process the results of method getTable_tt_content().
A better solution would be to introduce this limiting behaviour or to add a hook that allows custom processing of the accordant data (buttons to be shown, like 'new' and 'paste').

Displaying results of perform find in a portal

I have some global variables $$A, $$B, $$C and what to search within a table for these terms in fieldA, fieldB and fieldC (using Perform Find). How can I use the result of this Perform Find to display the results in a portal.
The implementation by my predecessor replaces a field fieldSEARCHwith 1 if it is in the Perform Find results and 0 otherwise, and then uses a portal filtered by this field. This seems a very dodgey way of doing it, not least becuase it means that multiple users will not be able to search at the same time!
Can you enhance the portal filter to filter against the variables themselves? Or you can perform the find, grab IDs of the found set, put them into a global field, and then use the field to construct the relationship. Global fields are multi-user safe.
The best way is not to do this at all, but use list views to perform searches. List views are naturally searchable and much more flexible than portals (you can easily sort them, omit arbitrary records, and so on). It's possible to repeat this functionality in portals, but it's way more complex. I mean, if there's some serious gain from using a portal, then it's doable, but if not, then the native way is obviously better.
List views are easier to search, as FileMaker still hasn't transitioned to the 21st century and insists on this model... Most users however want a Master-Detail view, like a mail app, and understandably so as it's more intuitive (i.e. produce a list view on one side, but clicking on it updates detail/fields in the middle).
If this is what you want, you may want to cast an eye at Modular FM, where someone has already done the hard work for you:
http://www.modularfilemaker.org/module/masterdetail-2-0/
HTH
Stam

How to create a Plone form widget that works like MultiContentTreeFieldWidget but preserves the order of items

I have a dexterity behaviour that allows me to relate items and store the relations as UUIDs
relatedItems = schema.List(
title=u"Related Items",
description=u"Search for content that is related to this item",
required=False,
value_type=schema.Choice(
source=UUIDSourceBinder(navigation_tree_query={'portal_type':
TYPES_WITH_TEASERS})))
form.widget(relatedItems='plone.formwidget.contenttree.widget.MultiContentTreeFieldWidget')
This works great except that if you have a few relations then every time you edit the item their order changes. We're displaying the related items in the right hand column of the page (e.g. see this article about food) and want to control the order so that we can put more interesting teasers first.
Debugging it looks likely this reordering is down to the fact z3c.formwidget.query.widget.QuerySourceRadioWidget.update uses a set when processing request parameters. Presumably this is to prevent duplicates but has two nasty side effects:
a field’s value gets updated when it hasn't changed
order is lost when it might be important
Is there an alternative to MultiContentTreeFieldWidget that works in a similar way but preserves the order you add items? Even better is there a widget that does this and also allows you to reorder items as well?
I didn't find an alternative but subsequently z3c.formwidget.query has been updated to use a list instead of a set when processing request parameters. Version 0.7 fixes this
http://pypi.python.org/pypi/z3c.formwidget.query/0.7
Add the following to your [versions] section in buildout to resolve
z3c.formwidget.query = 0.7