SPTAG | distributed approximate nearest neighborhood search | Machine Learning library

 by   microsoft C++ Version: Current License: MIT

kandi X-RAY | SPTAG Summary

kandi X-RAY | SPTAG Summary

SPTAG is a C++ library typically used in Artificial Intelligence, Machine Learning applications. SPTAG has no bugs, it has no vulnerabilities, it has a Permissive License and it has medium support. You can download it from GitHub.

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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            kandi-support Support

              SPTAG has a medium active ecosystem.
              It has 4532 star(s) with 560 fork(s). There are 140 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 102 open issues and 42 have been closed. On average issues are closed in 29 days. There are 17 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of SPTAG is current.

            kandi-Quality Quality

              SPTAG has 0 bugs and 0 code smells.

            kandi-Security Security

              SPTAG has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              SPTAG code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              SPTAG is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              SPTAG releases are not available. You will need to build from source code and install.
              Installation instructions are not available. Examples and code snippets are available.
              It has 220 lines of code, 20 functions and 3 files.
              It has medium code complexity. Code complexity directly impacts maintainability of the code.

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            SPTAG Key Features

            No Key Features are available at this moment for SPTAG.

            SPTAG Examples and Code Snippets

            No Code Snippets are available at this moment for SPTAG.

            Community Discussions

            QUESTION

            how to get the json response for a product url
            Asked 2021-Dec-27 at 08:33

            I am trying to scrape product information from https://www.walmart.com/. I am trying to do it in two stages.

            1. Get search result products for a word
            2. Get each product data by going to the product url.
            ...

            ANSWER

            Answered 2021-Dec-09 at 18:15

            As 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

            contained the desired :

            Source https://stackoverflow.com/questions/70253966

            QUESTION

            SQL query with exists and count for many fields in subquery
            Asked 2020-Oct-16 at 19:01

            I have this query:

            ...

            ANSWER

            Answered 2020-Oct-12 at 07:12

            An 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:

            Source https://stackoverflow.com/questions/64277247

            QUESTION

            C# Foreach loop, help to implement move to NEXT and PRIVIOUS step
            Asked 2020-May-29 at 07:22

            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 awaitable. 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:

            Source https://stackoverflow.com/questions/61877478

            QUESTION

            Entity Framework Core DbContext not returning child object which is a FK
            Asked 2020-May-24 at 20:42

            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 20:42

            To include multiple nested sub-properties, write the Include() twice, like this

            Source https://stackoverflow.com/questions/61992038

            QUESTION

            C# Flaten a nested list to list of different object for display in a datagrid
            Asked 2020-May-16 at 12:00

            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 12:00

            You 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.

            Source https://stackoverflow.com/questions/61835384

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install SPTAG

            You can download it from GitHub.

            Support

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
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          • HTTPS

            https://github.com/microsoft/SPTAG.git

          • CLI

            gh repo clone microsoft/SPTAG

          • sshUrl

            git@github.com:microsoft/SPTAG.git

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