A Fine Slice Of SQL Server
Pallav Gupta explains what a closure is:
Objects are more flexible for certain use cases because they carry both data members and member functions, whereas a function does not have data members.
So if there is a requirement to pass data members along with functions, How will we achieve it in functional programming ?
The answer is yes, we can achieve it using a closure and a free variable.
Read on for an example.
Comments closedBenjamin Smith updates an R package:
The
mapBlisspackage is a R package which I developed which allows for users to make custom souvenir quality maps of their flights, road trips and favorite cities by utilizing the power of theleafletand other R packages (for a full list, see the Github README here). The goal of the package is to imitate the visualization and print-ability of maps produced by businesses like Atlas.co(my original inspiration), TheLittlePen, Mapiful and MaptracksMe (among many other such businesses).
It’s an interesting-looking package.
Comments closedNicky van Vroenhoven troubleshoots an error:
2 weeks ago I talked about A No-Code Method to Refresh One Table From a Power BI Dataset in the Service. I recently ran into an error using this method, so I thought it was worth sharing this error, and the solution 😀, with you.
Read on to see what causes the error and how you can sidestep it.
Comments closedJose Manuel Jurado Diaz writes a program:
Today, I worked on a service request that our customer is looking for all blocking issues that is happening in their database. We have many articles about it Lesson Learned #22: How to identify blocking issues? – Microsoft Community Hub and in Diagnostics Settings and QDS we can collect this information but all points to that we cannot see the TSQL that is blocking and TSQL command that is blocked in an easy way. In the following script that I share as a script example we could take this one.
First of all, please, remember that a blocking issue is normal and fundamental for any RDBMS. This script is basically when you need to understand what is happening to improve or reduce this.
I was a little surprised the answer wasn’t to use Extended Events, though this does work if you simply need something to run in ad hoc scenarios.
Comments closedAaron Bertrand gets into the whats and wherefores:
Like many companies, Stack Overflow is trying to get out of the business of running our architecture in our own data centers; instead, we want to offload some of the more mundane parts of system administration to a cloud service offering like Azure.
I’m going to cut to the chase for the purpose of this article and concede we’ve already decided on Azure for the majority of our infrastructure and, most importantly to me, our databases.
Click through to learn what their plan is and why Aaron & co went that particular route.
Comments closedJeffrey Wang shares a few tips to avoid issues with window functions in DAX:
Several people had reported running into errors when trying the window functions on fact tables. Let’s look at an example by first adding a calculated table of three columns to the model that is defined by the following DAX expression, and then, add all three columns to a table visual as shown in Figure 1.
Read on for more. This is an area where expected behavior does differ from what you get with window functions in T-SQL.
Comments closedMichael Mayer answers a question:
XGBoost models are often interpreted with SHAP (Shapley Additive eXplanations): Each of e.g. 1000 randomly selected predictions is fairly decomposed into contributions of the features using the extremely fast TreeSHAP algorithm, providing a rich interpretation of the model as a whole. TreeSHAP was introduced in the Nature publication by Lundberg and Lee (2020).
Can we do the same for non-tree-based models like a complex GLM or a neural network? Yes, but we have to resort to slower model-agnostic SHAP algorithms:
Read on for examples of those algorithms and an example of interpretation and analysis.
Comments closedTomaz Kastrun shares additional resources:
If you want to immerse in further reading and additional knowledge, here are some links. Here are just couple.
That’ll do it. With 24 posts in 24 days, Tomaz wraps up an excellent advent series. There’s a lot more to Azure ML but this was a great overview of AML if you’re new to the product.
Comments closedForrest McDaniel shares an interesting case of using row-level security:
This was the situation I found myself in earlier this year – our company had absorbed another, and it was time to slurp up their tables. There were a lot of decisions to make and tradeoffs to weigh, and we ended up choosing to trickle-insert their data, but make it invisible to normal use until the moment of cutover.
The way we implemented this was with Row Level Security. Using an appropriate predicate, we could make sure ETL processes only saw migrated data, apps saw unmigrated data, and admins saw everything. To give a spoiler: it worked, but there were issues.
I would not have thought of this scenario. And given the difficulties Forrest & crew ran into, it might be for the best…
Comments closedLee Markum continues a series on SQL Server security. Part 2 looks at sp_DBPermissions:
Again, the internet is awash with scripts and options so let me give you a place to start.
Kenneth Fisher’s sp_DBPermissions
From the comments in the stored procedure, “This stored procedure returns 3 data sets. The first data set is the list of database principals, the second is role membership, and the third is object and database level permissions.”
Part 3 reviews security options in sp_Blitz:
Comments closedOpen source provides a lot of fantastic scripts and software. One of the more popular ones is the First Responder Kit. In that collection of scripts is sp_Blitz. This script is great because it provides a lot of information. The script results can also be problematic, because it provides so much information. On my little SQL Server I use for testing scripts and writing demos, sp_Blitz returned 68 rows across 8 priority levels or categories of issues. Again, wonderful if you want to see all the things! But, what if you’re trying to focus on a particular type of issue, like security? What do you do then?