fax | Implicit and competitive differentiation in JAX | Machine Learning library

 by   gehring Python Version: Current License: MIT

kandi X-RAY | fax Summary

kandi X-RAY | fax Summary

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

Implicit and competitive differentiation in JAX. Our "competitive differentiation" approach uses Competitive Gradient Descent to solve the equality-constrained nonlinear program associated with the fixed-point problem. A standalone implementation of CGD is provided under fax/competitive/cga.py and the equality-constrained solver derived from it can be accessed via fax.constrained.cga_lagrange_min or fax.constrained.cga_ecp. An implementation of implicit differentiation based on Christianson's two-phases reverse accumulation algorithm can also be obtained with the function fax.implicit.two_phase_solve. See fax/constrained/constrained_test.py for examples. Please note that the API is subject to change.
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            kandi-support Support

              fax has a highly active ecosystem.
              It has 58 star(s) with 7 fork(s). There are 8 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 11 open issues and 8 have been closed. On average issues are closed in 50 days. There are 3 open pull requests and 0 closed requests.
              OutlinedDot
              It has a negative sentiment in the developer community.
              The latest version of fax is current.

            kandi-Quality Quality

              fax has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              fax 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

              fax 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 fax and discovered the below as its top functions. This is intended to give you an instant insight into fax implemented functionality, and help decide if they suit your requirements.
            • Solve the CGA problem
            • Calculate the CGA
            • Computes a joint Jacobian
            • Perform full solve of CGA
            • Perform the GMres solve
            • Implementation of GMResolve
            • Implementation of arnold s iteration
            • Solve the GMRES problem
            • Evaluate an objective function
            • Returns a function that returns the convergence test
            • Make lagrangian function
            • Calculate the minimum lagrange function
            • Evaluate an implicit objective function
            • Unrolled unrolled operator
            • Perform a fixed point iteration
            • Solve a two - phase quadratic solver
            • Wrapper for two two - phase solve
            • Return a default solver
            • Check if tolerance is reachable
            • Adjust the bounds for the given dtype
            • Compute the maximum difference between two arrays
            • Check if a delta is close to the given tolerance
            • Compute the l2 norm of x
            Get all kandi verified functions for this library.

            fax Key Features

            No Key Features are available at this moment for fax.

            fax Examples and Code Snippets

            No Code Snippets are available at this moment for fax.

            Community Discussions

            QUESTION

            Removing single word strings from a Dataframe and moving them to a csv
            Asked 2022-Mar-28 at 14:31

            I'm trying to remove single word strings from a dataframe (ou) and move it to another dataframe (removedSet and allowedSet), and then to a csv (names.csv and removed.csv). I am able to filter out specific strings, but I am having trouble removing single words from the dataframe I just made allowedSet.

            So I need to use the two dataframes I just made and check them for the single word strings. I want to append the single words to the dataframe with removed strings removedSet and remove the single words from the other dataframe with only full names allowedSet.

            This is my desired output COMPnames.csv:

            ...

            ANSWER

            Answered 2022-Mar-28 at 14:31

            IIUC, use a regex with word boundaries and groupby to save your files:

            Source https://stackoverflow.com/questions/71648051

            QUESTION

            How do I resolve a Sqlite Error (1) in Flutter?
            Asked 2022-Mar-27 at 17:37

            Im new to flutter and first time to work with sqlite database. I have created a todo app that is linked to a Sqlite database. It has simple cards that i can add and it works fine. The problem is, I have a delete icon, but for some reason the cards do not delete when I press the delete icon. I get the following error message in the stack:

            E/SQLiteLog(22653): (1) no such table: çustomerblueprint in "DELETE FROM çustomerblueprint WHERE id == ?" E/flutter (22653): [ERROR:flutter/lib/ui/ui_dart_state.cc(209)] Unhandled Exception: DatabaseException(no such table: çustomerblueprint (code 1 SQLITE_ERROR[1]): , while compiling: DELETE FROM çustomerblueprint WHERE id == ?) sql 'DELETE FROM çustomerblueprint WHERE id == ?' args [1]

            I have read for hours to try and fine a solution, but don't seem to get this one.

            My code is:

            Database Code

            ...

            ANSWER

            Answered 2022-Mar-27 at 17:37

            Found your mistake take a look at Database Code and implementation of the method Future deleteCustomerBluePrint(CustomerBluePrint customerblueprint) You have an error there. Your:

            Source https://stackoverflow.com/questions/71637707

            QUESTION

            Warning Code : 1681 UNSIGNED for decimal and floating point data types is deprecated and support for it will be removed in a future release
            Asked 2022-Mar-18 at 19:01

            Today I've created a sql backup of a table using SQLyog Community Edition. Then I tried to run the created query against an up to date MySQL 8 managed database on Digital Ocean.

            The query:

            ...

            ANSWER

            Answered 2022-Mar-18 at 19:01

            This warning is not about your auto-increment column id. It's about the decimal column pay.

            Change this:

            Source https://stackoverflow.com/questions/71531634

            QUESTION

            Powershell - New Hire accounts - adding to mutiple groups
            Asked 2022-Feb-22 at 12:02

            I’m fairly new to powershell.

            I’m looking to get some idea how I can a built a better AD new hire account script.

            This is where I’am hoping to find easier way to manage the user group adding.

            We have like 25+ offices. Each office has at least 3-5 different departments.

            I have been using two different switch statement for one for updating office address and other information and one to add the group membership. Managing the groups is pain as Each department in office has some common group and 2 or 3 exclusive group.

            This is just sample of first few line of switch

            ...

            ANSWER

            Answered 2022-Feb-22 at 12:02

            Perhaps easier to maintain is by using a Hashtables.

            As for the first part, where you now have a switch to get the correct values for the new user's location, I would create a nested HashTable.
            This may look like a lot of text, but it helps in maintaining the values in an orderly way. Also, by doing this, you can use the inner Hashtables for splatting the parameters to Set-ADUser, as long as you use the correct parameter (key) names as shown in the documentation

            Source https://stackoverflow.com/questions/71201714

            QUESTION

            How to display TestConnection -Quiet result in PowerShell script?
            Asked 2022-Feb-16 at 15:12

            Get-CIMInstance -ClassName Win32_Printer | Select-Object Name, @{label="IPAddress";expression={($_.comment | Select-string -Pattern "\d{1,3}(\.\d{1,3}){3}" -AllMatches).Matches.value}}, @{label="Status";expression={ForEach-Object{Test-Connection -ComputerName '{0}' $_.IPAddress -Count 1 -Quiet}}}

            The above code gives me the following o/p:

            ...

            ANSWER

            Answered 2022-Feb-16 at 15:12

            Remove the ForEach-Object{} statement from the property expression, and then split it into two Select-Object calls - the first one will calculate the IPAddress property value, which the second one can then use for the Status calculation:

            Source https://stackoverflow.com/questions/71144266

            QUESTION

            How to display output in a custom format using Format-Custom, in PowerShell scripting?
            Asked 2022-Feb-15 at 13:49
            Get-CIMInstance -ClassName Win32_Printer | Select-Object Name, @{label="IPAddress";expression={($_.comment | Select-string -Pattern "\d{1,3}(\.\d{1,3}){3}" -AllMatches).Matches.value}}
            
            ...

            ANSWER

            Answered 2022-Feb-15 at 13:49

            Since PowerShell Core 7.0 this can be done using Join-String:

            Source https://stackoverflow.com/questions/71126511

            QUESTION

            Unable to find jsonpath in deeply nested array with duplicate keys
            Asked 2022-Feb-07 at 18:39

            I have a deeply nested json as below :

            ...

            ANSWER

            Answered 2022-Feb-07 at 18:39

            Try the below JSONPath

            Source https://stackoverflow.com/questions/71006539

            QUESTION

            Update React input fields values on demand
            Asked 2022-Jan-17 at 19:42

            I am trying to implement a two-page form in React. On the first page I request a code that I use to fetch some data that I need to display on the second page. Here, by page I mean a different view on the same page. The problem that I am facing is that when I receive a response from the backend API, I use state to update the current state of the fields and this does not seem to happen immediately when I need it. When I change the value of the property that decides which view to render, the fields are still empty, not updating with the values fetched from the API. Now, I know that setState is asynchronous, but I don't know how to handle this situation, since the data fetch is done on demand, not at the beginning, so I don't think I can use useEffect for this job.

            Here is my state:

            ...

            ANSWER

            Answered 2022-Jan-16 at 07:41

            [UPDATED!] multi-step form implementation. pretend you get the phone number in step 1 then email in step 2.

            Source https://stackoverflow.com/questions/70721053

            QUESTION

            rmarkdown: define text boxes and alignment of text in boxes
            Asked 2022-Jan-14 at 14:51

            I am using R and rmarkdown to print formal letters.

            I would like to format the sender and receiver addresses as in the image below

            However in rmarkdown I have only managed to do the following

            ...

            ANSWER

            Answered 2022-Jan-14 at 14:51

            QUESTION

            How to make vertical navbar with writings right side in bootstrap grid system
            Asked 2022-Jan-01 at 06:33

            I'm trying to learn bootstrap but I have an issue with it. I made vertical navbar at left side of my site and on the right side there should be writings but I couldn't the way of do it. I tried lots of code and combinations to do it way of in grid system. I there any way to do it ?

            i took the css and html from internet and modded codes.

            ...

            ANSWER

            Answered 2022-Jan-01 at 06:33

            col classes need to be a direct child of the row class. You can't wrap it in a different class (with no row class). Your col-2 is under row, but col-10 isn't. Swap the 2nd wrapper and the col-10 classes. Your code will work.

            Also, if you want a 2-10 column layout on all screens, you don't need col-xs-2 col-sm-2 col-md-2 col-lg-2 & col-xs-10 col-sm-10 col-md-10 col-lg-10. Writing just col-2 and col-10 will work. It'll take the 2-10 layout on all screen sizes.

            Source https://stackoverflow.com/questions/70547039

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

            Vulnerabilities

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