complex | Source code for experiments in the papers "Complex Embeddings for Simple Link Prediction" (ICML 2016 | Recommender System library

 by   ttrouill Python Version: Current License: Non-SPDX

kandi X-RAY | complex Summary

kandi X-RAY | complex Summary

complex is a Python library typically used in Artificial Intelligence, Recommender System, Deep Learning, Pytorch applications. complex has no bugs, it has no vulnerabilities, it has build file available and it has low support. However complex has a Non-SPDX License. You can download it from GitHub.

This repository contains the code of the main experiments presented in the papers:. Complex Embeddings for Simple Link Prediction, Théo Trouillon, Johannes Welbl, Sebastian Riedel, Éric Gaussier and Guillaume Bouchard, ICML 2016. Knowledge Graph Completion via Complex Tensor Factorization, Théo Trouillon, Christopher R. Dance, Éric Gaussier, Johannes Welbl, Sebastian Riedel and Guillaume Bouchard, JMLR 2017.
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            kandi-support Support

              complex has a low active ecosystem.
              It has 306 star(s) with 79 fork(s). There are 14 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 2 open issues and 18 have been closed. On average issues are closed in 33 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of complex is current.

            kandi-Quality Quality

              complex has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              complex has a Non-SPDX License.
              Non-SPDX licenses can be open source with a non SPDX compliant license, or non open source licenses, and you need to review them closely before use.

            kandi-Reuse Reuse

              complex releases are not available. You will need to build from source code and install.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed complex and discovered the below as its top functions. This is intended to give you an instant insight into complex implemented functionality, and help decide if they suit your requirements.
            • Performs grid search on all models
            • Fit the optimizer
            • Runs the model
            • Add a res to the model
            • Build training data
            • Load triples from files
            • Parse a single line
            • Print the best scores for each relation
            • Extract scores for given indices
            • Print the best MRR results
            • Returns a list of RGB colors
            Get all kandi verified functions for this library.

            complex Key Features

            No Key Features are available at this moment for complex.

            complex Examples and Code Snippets

            Compute the complex tensor .
            pythondot img1Lines of Code : 43dot img1License : Non-SPDX (Apache License 2.0)
            copy iconCopy
            def complex(real, imag, name=None):
              r"""Converts two real numbers to a complex number.
            
              Given a tensor `real` representing the real part of a complex number, and a
              tensor `imag` representing the imaginary part of a complex number, this
              operat  
            Compares this complex to another .
            javadot img2Lines of Code : 21dot img2License : Permissive (MIT License)
            copy iconCopy
            @Override
                public boolean equals(Object obj) {
                    if (this == obj)
                        return true;
                    if (obj == null)
                        return false;
                    if (!(obj instanceof ComplexClass))
                        return false;
                    ComplexClass other =   
            Checks if the input number is complex
            javadot img3Lines of Code : 17dot img3License : Permissive (MIT License)
            copy iconCopy
            static boolean isPronic(int input_number) {
            		
            		//Iterating from 0 to input_number
            		for(int i = 0; i <= input_number; i++) {
            			
            			//Checking if product of i and (i+1) is equals input_number
            			if(i * (i+1) == input_number && i != input  

            Community Discussions

            QUESTION

            Why does foldl' use a lot of RAM with complex data structures?
            Asked 2022-Apr-03 at 01:58

            Lazy fold uses a lot of RAM. In Data.List, foldl' provides a left fold that uses strict evaluation. For example, the following computes the sum of 10 million zeros with little increase in RAM usage.

            ...

            ANSWER

            Answered 2022-Apr-03 at 01:58

            foldl' only evaluates the intermediate state to weak head normal form—i.e. up to the first constructor. That's the most a generic function can do, and what functions that are called "strict" generally do. Evaluating (x1, y1) <+> (x2, y2) until it looks like a constructor gives (x1 + x2, y1 + y2), where the parts are still unevaluated (they have been "protected" by the (,)). Through the iteration, foldl' being strict keeps the state in the form (_, _) instead of (_, _) <+> (_, _) <+> ..., but the _s grow into huge unevaluated terms of form _ + _ + _ + ....

            Modify <+> to evaluate the additions before it exposes the constructor.

            Source https://stackoverflow.com/questions/71625997

            QUESTION

            Does time complexity change when two nested loops are re-written into a single loop?
            Asked 2022-Mar-09 at 11:15

            Is the time complexity of nested for, while, and if statements the same? Suppose a is given as an array of length n.

            ...

            ANSWER

            Answered 2022-Mar-02 at 14:43

            Am I right?

            Yes!

            The double loop:

            Source https://stackoverflow.com/questions/71324369

            QUESTION

            Repeatedly removing the maximum average subarray
            Asked 2022-Feb-28 at 18:19

            I have an array of positive integers. For example:

            ...

            ANSWER

            Answered 2022-Feb-27 at 22:44

            This problem has a fun O(n) solution.

            If you draw a graph of cumulative sum vs index, then:

            The average value in the subarray between any two indexes is the slope of the line between those points on the graph.

            The first highest-average-prefix will end at the point that makes the highest angle from 0. The next highest-average-prefix must then have a smaller average, and it will end at the point that makes the highest angle from the first ending. Continuing to the end of the array, we find that...

            These segments of highest average are exactly the segments in the upper convex hull of the cumulative sum graph.

            Find these segments using the monotone chain algorithm. Since the points are already sorted, it takes O(n) time.

            Source https://stackoverflow.com/questions/71287550

            QUESTION

            Mapping complex JSON to Pandas Dataframe
            Asked 2022-Feb-25 at 13:57

            Background
            I have a complex nested JSON object, which I am trying to unpack into a pandas df in a very specific way.

            JSON Object
            this is an extract, containing randomized data of the JSON object, which shows examples of the hierarchy (inc. children) for 1x family (i.e. 'Falconer Family'), however there is 100s of them in total and this extract just has 1x family, however the full JSON object has multiple -

            ...

            ANSWER

            Answered 2022-Feb-16 at 06:41

            I think this gets you pretty close; might just need to adjust the various name columns and drop the extra data (I kept the grouping column).

            The main idea is to recursively use pd.json_normalize with pd.concat for all availalable children levels.

            EDIT: Put everything into a single function and added section to collapse the name columns like the expected output.

            Source https://stackoverflow.com/questions/71104848

            QUESTION

            Generate all combinations of vector with consecutive occurrences is considered as single occurrence
            Asked 2022-Feb-23 at 13:40

            I want to generate vectors with all possible combinations of vector elements where a consecutive multiple occurrences of an element is considered as single occurrence of that element.

            Simple cases

            For n = 2,

            ...

            ANSWER

            Answered 2022-Feb-17 at 17:32

            Using chartr, you can do (although this might crash for larger vectors):

            Source https://stackoverflow.com/questions/71068496

            QUESTION

            Problem with memory allocation in Julia code
            Asked 2022-Jan-19 at 09:34

            I used a function in Python/Numpy to solve a problem in combinatorial game theory.

            ...

            ANSWER

            Answered 2022-Jan-19 at 09:34

            The original code can be re-written in the following way:

            Source https://stackoverflow.com/questions/70766215

            QUESTION

            How can I dynamically allocate cyclic data?
            Asked 2021-Dec-24 at 10:14

            For the sake of example let's define a toy automaton type:

            ...

            ANSWER

            Answered 2021-Dec-24 at 00:37

            Laziness to the rescue. We can recursively define a list of all the sub-automata, such that their transitions index into that same list:

            Source https://stackoverflow.com/questions/70468552

            QUESTION

            Typescript Inheritance: Expanding base class object property
            Asked 2021-Dec-18 at 08:06

            When extending a class, I can easily add some new properties to it.

            But what if, when I extend a base class, I want to add new properties to an object (a property which is a simple object) of the base class?

            Here is an example with some code.

            base class

            ...

            ANSWER

            Answered 2021-Dec-07 at 15:50

            If you're just going to reuse a property from a superclass but treat it as a narrower type, you should probably use the declare property modifier in the subclass instead of re-declaring the field:

            Source https://stackoverflow.com/questions/70250095

            QUESTION

            FFMPEG's xstack command results in out of sync sound, is it possible to mix the audio in a single encoding?
            Asked 2021-Dec-16 at 21:11

            I wrote a python script that generates a xstack complex filter command. The video inputs is a mixture of several formats described here:

            I have 2 commands generated, one for the xstack filter, and one for the audio mixing.

            Here is the stack command: (sorry the text doesn't wrap!)

            ...

            ANSWER

            Answered 2021-Dec-16 at 21:11

            I'm a bit confused as how FFMPEG handles diverse framerates

            It doesn't, which would cause a misalignment in your case. The vast majority of filters (any which deal with multiple sources and make use of frames, essentially), including the Concatenate filter require that be the sources have the same framerate.

            For the concat filter to work, the inputs have to be of the same frame dimensions (e.g., 1920⨉1080 pixels) and should have the same framerate.

            (emphasis added)

            The documentation also adds:

            Therefore, you may at least have to add a ​scale or ​scale2ref filter before concatenating videos. A handful of other attributes have to match as well, like the stream aspect ratio. Refer to the documentation of the filter for more info.

            You should convert your sources to the same framerate first.

            Source https://stackoverflow.com/questions/70020874

            QUESTION

            Understanding more about type_traits
            Asked 2021-Dec-14 at 16:34
            Setup

            I asked a question yesterday about template method overloading and resolving issues using type traits. I received some excellent answers, and they led me to a solution. And that solution led me to more reading.

            I landed on a page at Fluent CPP -- https://www.fluentcpp.com/2018/05/18/make-sfinae-pretty-2-hidden-beauty-sfinae/ that was interesting, and then I listened to the Stephen Dewhurst talk that Mr. Boccara references. It was all fascinating.

            I'm now trying to understand a little more. In the answers yesterday, I was given this solution:

            ...

            ANSWER

            Answered 2021-Dec-14 at 16:34

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

            Vulnerabilities

            No vulnerabilities reported

            Install complex

            First clone the repository:. The code depends on downhill, a theano-based Stochastic Gradient Descent implementation.

            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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