schrodinger | uncertainty estimates for deep neural networks | Machine Learning library

 by   floringogianu Python Version: Current License: BSD-2-Clause

kandi X-RAY | schrodinger Summary

kandi X-RAY | schrodinger Summary

schrodinger is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Pytorch applications. schrodinger has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has low support. You can download it from GitHub.

An investigation into uncertainty estimates for deep neural networks in the context of software verification. Specifically we are interested in seeing if traditional unit-test based software development practices blend well with the specifics of deep learning software and if uncertainty estimates for deep neural networks could play an interesting role.
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              schrodinger has a low active ecosystem.
              It has 6 star(s) with 0 fork(s). There are 4 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              schrodinger has no issues reported. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of schrodinger is current.

            kandi-Quality Quality

              schrodinger has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              schrodinger is licensed under the BSD-2-Clause License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              schrodinger 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.
              It has 834 lines of code, 59 functions and 18 files.
              It has medium code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed schrodinger and discovered the below as its top functions. This is intended to give you an instant insight into schrodinger implemented functionality, and help decide if they suit your requirements.
            • Main function for train regression
            • Test the model
            • Forward through the model
            • Calculate the predictions for a given model
            • Calculate the variance of the model
            • Returns a list of parameter parameters
            • Evaluate the forward function
            • Train the model
            • Performs a single step of the optimizer
            • Calculate KL divergence coefficient
            • Calculate the KL divergence of the posterior distribution
            • List of model parameters
            • Return the model parameters
            • Calculate the gradient of the model
            • Runs the model on a given input tensor
            • Evaluate the model on the device
            • Striinger
            Get all kandi verified functions for this library.

            schrodinger Key Features

            No Key Features are available at this moment for schrodinger.

            schrodinger Examples and Code Snippets

            No Code Snippets are available at this moment for schrodinger.

            Community Discussions

            QUESTION

            How do I get the data extracted from API to my database
            Asked 2022-Feb-20 at 21:08

            I am currently working on a project to build a database on professor's research paper database. This is my first time building a database(never had experience with MYSQL) and I am learning as I am doing it.

            I was able to use an api to get the data, for example:

            {"authorId": "1773022", "url": "https://www.semanticscholar.org/author/1773022", "papers": [{"paperId": "1253d2704580a74e776ae211602cfde71532c057", "title": "Nonlinear Schrodinger Kernel for hardware acceleration of machine learning"}, {"paperId": "71f49f1e3ccb2e92d606db9b3db66c669a163bb6", "title": "Task-Driven Learning of Spatial Combinations of Visual Features"}, {"paperId": "bb35ae8a50de54c9ca29fbdf1ea2fbbb4e8c4662", "title": "Statistical Learning of Visual Feature Hierarchies"}]}

            How would I use python to turn this into a table so I can use it to build my database?

            I am trying to make a table where columns are: Paper ID|Title|

            ...

            ANSWER

            Answered 2022-Feb-17 at 05:40

            Firstly download MySQL and run the below SQL on the MySQL database to create your MYSQL table

            Source https://stackoverflow.com/questions/71152541

            QUESTION

            Why does Python pathlib relative_to allow multiple input paths?
            Asked 2022-Feb-02 at 13:10

            Why is *other used here. What does it mean if multiple paths are passed in?

            ...

            ANSWER

            Answered 2022-Feb-02 at 13:04

            The arguments to relative_to are concatenate in order to form a complete path (if they are relative). That is, this:

            Source https://stackoverflow.com/questions/70955793

            QUESTION

            How to return for loop values without any html template in flask
            Asked 2022-Jan-28 at 10:04

            How to return for loop values without any html template in flask , in the below code I need to get all jokes values having multiple jokes route but i want them to be displayed as a list one below the other , currently the output I am getting is as a whole list item , I am aware i can use jinja for this but here i want to do without creating any html page

            ...

            ANSWER

            Answered 2022-Jan-28 at 09:55

            you can use this function, adding a
            separator between each joke:

            Source https://stackoverflow.com/questions/70891038

            QUESTION

            Why is "target" too short when using cealign in PyMOL?
            Asked 2021-Dec-01 at 23:31

            Specifically, when runnning

            ...

            ANSWER

            Answered 2021-Dec-01 at 23:31

            The cealign method is set to have a default window of 8. It will throw your error if the target/mobile length is shorter than 2*window.

            You can force the window size to be minimal; the minimum allowed is 3:

            Source https://stackoverflow.com/questions/70093515

            QUESTION

            My cogs file didn't load into my main file (discord.py)
            Asked 2021-Sep-02 at 07:06

            it seems that cogs file does't work when I try to run my discord bot. I even try to use load in Discord. i already watch many videos regarding cogs and read documentation but I can't find any solution. Can anybody spot the mistake ? Here is my cogs file

            ...

            ANSWER

            Answered 2021-Sep-02 at 07:06
            Analysing the error

            Breaking down the first part of the error:

            Source https://stackoverflow.com/questions/69023734

            QUESTION

            Why does my async code not work properly unless I log the promise?
            Asked 2021-Jul-29 at 17:02

            I have some async code that makes calls to a mongo database and inserts/fetches items. When I am developing locally, the code below works fine. However, when I make the mongoose instance connect to MongoDb Atlas, issues arise. In particular, it seems that my code does not work properly unless I console.log the promise, which makes no sense to me. For example, with the console.log statement, all my tests pass as expected. Without it, 35 tests fail... This is because the promise I am expecting returns null, when it should return some JSON object from the database. Is my code not blocking properly?

            It feels like I'm dealing with Schrodinger's cat... Any help would be appreciated. Thanks in advance.

            Below is an example promise/function call. I then pass it into _executeQuery. I have await on relevant functions, so I don't think it's because I'm missing the word await somewhere.

            ...

            ANSWER

            Answered 2021-Jul-29 at 13:33

            Try replacing your dbQueryPromise as follows:

            Source https://stackoverflow.com/questions/68576741

            QUESTION

            Matplotlib plot's title is missing for unknown reason in Python
            Asked 2021-Jun-04 at 18:23

            Can anyone tell me what is wrong with this code? It is from https://jakevdp.github.io/blog/2012/09/05/quantum-python/ . Everything in it worked out except the title of the plot.I can't figure it out.

            It should look like this

            but when the code is run, it polts this

            Here is the code given:-

            ...

            ANSWER

            Answered 2021-Jun-04 at 18:23

            The problem is resolved when blit=False, though it may slow down your animation.

            Just quoting from a previous answer:

            "Possible solutions are:

            Put the title inside the axes.

            Don't use blitting"

            See: How to update plot title with matplotlib using animation?

            You also need ffmpeg installed. There are other answers on stackoverflow that help you through that installation. But for this script, here are my recommended new lines you need to add, assuming you're using Windows:

            Source https://stackoverflow.com/questions/67841265

            QUESTION

            How do I tell sympy that i^2 = -1?
            Asked 2021-May-19 at 05:49

            I'm currently using sympy to check my algebra on some nasty equations involving second order derivatives and complex numbers.

            ...

            ANSWER

            Answered 2021-May-19 at 05:49

            You need to use the SymPy built-ins, rather than treating those symbols as free variables. In particular:

            Source https://stackoverflow.com/questions/67597563

            QUESTION

            Code gets stuck when not using cout and doesnt work with some numbers
            Asked 2021-Mar-28 at 19:18

            What the code does:

            What this code does is given that number of primes that are wanted, startin from 2 ,it makes an array with those prime numbers. to find the prime numbers what it does is to divide a number that could be a prime by every number on that array, if the remainder in every division isn't 0, that means that is a prime, but if otherwise one of the remainders is 0, that means that isn't a prime , so we continue searching with the next number after it.

            The problems:

            1. If you delete, in the line 46

            cout << ".";

            the program gets stuck. This is like the schrodinger cat, because if I dont use cout, i cant know in what part of the code it gets stuck, and if i use cout, it works

            2. When you give numbers, like 1000000, the program is exited with code: -1073741571, why this? well, in line 49 a division of 0/n is done; what is the weird here? well, that part of the code is theorically the same when the number of primes wanted is 1000000 and 1000 when searching the 1000 first prime numbers, and it should make the same, at least ,while finding the first 1000 primes

            Finally, the code:

            ...

            ANSWER

            Answered 2021-Mar-28 at 15:54

            u can't cin >> primesWanted; because it is size of array which must be const. other way that code works perfectly even without cout<<"."; which is impossible to be problem

            Source https://stackoverflow.com/questions/66843240

            QUESTION

            How to write a subroutine for initial condition in Nonlinear Schrodinger Equation that depends on x
            Asked 2020-Sep-12 at 22:01

            I am solving Nonlinear Schrodinger equation by split-step Fourier method: i df/dz+1/2* d^2f/dX^2+|f|^2*f=0

            using an initial condition: f=q*exp(-(X/X0)^24).

            But I have to use the condition that q=1 for |x|<1, otherwise, q=0. So I write the following subroutine (excerpt of the code involving transverse variable) for transverse variable x:

            ...

            ANSWER

            Answered 2020-Sep-12 at 22:01

            A MWE, this has 0 < [f(867) : f(1162)] <= 1:

            Source https://stackoverflow.com/questions/63863545

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

            Vulnerabilities

            No vulnerabilities reported

            Install schrodinger

            You can download it from GitHub.
            You can use schrodinger like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.

            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://github.com/floringogianu/schrodinger.git

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            gh repo clone floringogianu/schrodinger

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            git@github.com:floringogianu/schrodinger.git

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