SPTAG | distributed approximate nearest neighborhood search | Machine Learning library
kandi X-RAY | SPTAG Summary
kandi X-RAY | SPTAG Summary
SPTAG (Space Partition Tree And Graph) is a library for large scale vector approximate nearest neighbor search scenario released by Microsoft Research (MSR) and Microsoft Bing. This library assumes that the samples are represented as vectors and that the vectors can be compared by L2 distances or cosine distances. Vectors returned for a query vector are the vectors that have smallest L2 distance or cosine distances with the query vector. SPTAG provides two methods: kd-tree and relative neighborhood graph (SPTAG-KDT) and balanced k-means tree and relative neighborhood graph (SPTAG-BKT). SPTAG-KDT is advantageous in index building cost, and SPTAG-BKT is advantageous in search accuracy in very high-dimensional data. SPTAG is inspired by the NGS approach [WangL12]. It contains two basic modules: index builder and searcher. The RNG is built on the k-nearest neighborhood graph [WangWZTG12, WangWJLZZH14] for boosting the connectivity. Balanced k-means trees are used to replace kd-trees to avoid the inaccurate distance bound estimation in kd-trees for very high-dimensional vectors. The search begins with the search in the space partition trees for finding several seeds to start the search in the RNG. The searches in the trees and the graph are iteratively conducted. It will generate a Release folder in the code directory which contains all the build targets. It will generate a SPTAGLib.sln in the build directory. Compiling the ALL_BUILD project in the Visual Studio (at least 2019) will generate a Release directory which contains all the build targets.
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SPTAG Key Features
SPTAG Examples and Code Snippets
Community Discussions
Trending Discussions on SPTAG
QUESTION
I am trying to scrape product information from https://www.walmart.com/. I am trying to do it in two stages.
- Get search result products for a word
- Get each product data by going to the product url.
ANSWER
Answered 2021-Dec-09 at 18:15As stated you should use an HTML parser like Beautiful Soup. You need to select each part of the page you want to record.
Here is an example which picks out the product name from the HTML. Note
I had to look at the HTML and determine that
QUESTION
I have this query:
...ANSWER
Answered 2020-Oct-12 at 07:12An EXISTS
subquery is there to qualify which rows you want to select. It does not add rows or columns to the result set.
Reduce the list of columns in the SELECT
clause of your sub query to any single one of the columns, or even a literal - such as SELECT 1
- and you will get your duplicates:
QUESTION
Here is the code I have written so far, which I haven't tested yet with a real PLC. I wonder if there is a way to implement the previous step and move to the next step?
...ANSWER
Answered 2020-May-21 at 00:15(First a note: Most of your readers will not have a clue what a PLC is. I'm guessing it's a Programmable Logic Controller. You might want to call that out, and roughly describe it in your question)
I'm leaving my original answer at the bottom of this - it still make good points about the programming in your question. The new parts (immediately below) are less about programming and more about design.
Also note that I haven't done anything like this (controls systems, PLCs and batch systems) in a little over 20 years and of those three areas, I have the least experience in batch systems. By the way, does your PLC support a language like IEC-61131-3/SFC? The 1131-3 Sequential Function Chart language was really developed to program batch and recipe systems.
In order to allow "The operator can Stop, Pause, Go to Next and Previous step by pressing respective buttons", you will likely have to radically restructure your program. You will also want to make everything asynchronous.
Ten years ago, I would have recommended doing the control part in a dedicated thread and having the UI communicate through a queue or some other asynchronous mechanism. I suspect that you can do this now by making just about everything awaitable.
You are probably want to make your recipe steps much richer. As I understand it, your recipe steps now consist of a set of tag/setpoint pairs and then a step-completed condition that consists of a single tag, a setpoint and a comparison operation.
You might want to consider this in your recipe steps:
- The concept of time (how long to hold a particular state)
- That a step may not only involved changing setpoints, but also starting/stopping or opening/closing things
- That the end of a step may be complicated (time, measurement, or measurements)
- That measurement "equality" many not be good enough. It's not uncommon for a measured quantity to overshoot the setpoint by 20-25% and then ring a bit before settling down. You may want to consider having "equality" optionally mean "within N% of setpoint for T seconds".
In addition, to get your pause/stop/next/prev behavior, you are not going to just loop over your steps. Instead, create a class that maintains an ordered collection of steps and accepts commands to pause/stop/next/prev. Then implement a state machine that involves the steps, the commands, and a set of intermediate states.
What I mean by "intermediate states" is that a command to, for example, pause a step will not immediately cause the step to pause. Instead, it will go through a "waiting to pause" state and then get to the paused state. Make your commands await
able. When the UI calls await Pause()
, the task it returns will eventually complete when the state enters the Paused state. The same thing for stopped, next and previous.
A variation on the little loop that I showed in the original answer:
QUESTION
My DbContext
is not returning a specific child object which referenced by a FK.
The object I want it to populate is Step.PVTag
. How can I include it in the query? Should I turn off lazy-loading? If yes, how do I do it?
ANSWER
Answered 2020-May-24 at 20:42To include multiple nested sub-properties, write the Include()
twice, like this
QUESTION
I'm having an issue presenting my nested collection in a WPF Datagrid. bellow is the code that is giving me the desired result, but I wonder if it is possible to make it simpler?
...ANSWER
Answered 2020-May-16 at 12:00You can use a combination of Enumerable.SelectMany
and Enumerable.Prepend
.
The following code will project out each step's nodes into a collection of FlatRecepi1
and then prepend the FlatRecepi1
corresponding to the step at the start of the collection. Finally, the SelectMany
flattens this "collection of collections" into a single list. This should give you the same ordering as the current code.
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