former | Simple transformer implementation from scratch in pytorch | Machine Learning library

 by   pbloem Python Version: Current License: MIT

kandi X-RAY | former Summary

kandi X-RAY | former Summary

former is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Pytorch, Bert, Neural Network, Transformer applications. former has no vulnerabilities, it has build file available, it has a Permissive License and it has medium support. However former has 1 bugs. You can download it from GitHub.

Simple transformer implementation from scratch in pytorch. See for an in-depth explanation.
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            kandi-support Support

              former has a medium active ecosystem.
              It has 855 star(s) with 148 fork(s). There are 23 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 6 open issues and 21 have been closed. On average issues are closed in 93 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of former is current.

            kandi-Quality Quality

              former has 1 bugs (0 blocker, 0 critical, 1 major, 0 minor) and 11 code smells.

            kandi-Security Security

              former has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              former code analysis shows 0 unresolved vulnerabilities.
              There are 3 security hotspots that need review.

            kandi-License License

              former 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

              former 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 are not available. Examples and code snippets are available.
              former saves you 198 person hours of effort in developing the same functionality from scratch.
              It has 487 lines of code, 18 functions and 10 files.
              It has medium code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed former and discovered the below as its top functions. This is intended to give you an instant insight into former implemented functionality, and help decide if they suit your requirements.
            • Go to Tensorboard
            • Sample a sequence of tokens from the given seed
            • Sample from data
            • Load enwik8 dataset
            • Sample from probability distribution
            • Returns the absolute path to the package
            • Return the current time in seconds
            • Estimate the probability for the given data
            • Determine the descriptor of a tensor
            • Forward computation
            • Slice the diagonal of a matrix
            • Mask matrices
            • Forward embeddings
            • Perform forward attention
            • Compute forward attention
            • Compute the softmax
            Get all kandi verified functions for this library.

            former Key Features

            No Key Features are available at this moment for former.

            former Examples and Code Snippets

            Mandatory and optional metafields
            pypidot img1Lines of Code : 14dot img1no licencesLicense : No License
            copy iconCopy
            meta = self._download_json(url, video_id)
            
            
            {
                ...
                "summary": "some fancy summary text",
                ...
            }
            
            
            description = meta.get('summary')  # correct
            
            
            description = meta['summary']  # incorrect
            
            
            description = self._search_regex(
                r']+id="titl  
            How do I stream directly to media player?
            pypidot img2Lines of Code : 1dot img2no licencesLicense : No License
            copy iconCopy
            youtube-dl -o - "https://www.youtube.com/watch?v=BaW_jenozKcj" | vlc -
            
              
            Decorate a function .
            pythondot img3Lines of Code : 402dot img3License : Non-SPDX (Apache License 2.0)
            copy iconCopy
            def function(func=None,
                         input_signature=None,
                         autograph=True,
                         jit_compile=None,
                         reduce_retracing=False,
                         experimental_implements=None,
                         experimental_autograph_options=None,
               
            A defun function decorator .
            pythondot img4Lines of Code : 341dot img4License : Non-SPDX (Apache License 2.0)
            copy iconCopy
            def defun(func=None,
                      input_signature=None,
                      autograph=True,
                      experimental_autograph_options=None,
                      reduce_retracing=False):
              """Compiles a Python function into a callable TensorFlow graph.
            
              `defun` (short for "  
            Locate the tensor element of the given indices .
            pythondot img5Lines of Code : 122dot img5License : Non-SPDX (Apache License 2.0)
            copy iconCopy
            def locate_tensor_element(formatted, indices):
              """Locate a tensor element in formatted text lines, given element indices.
            
              Given a RichTextLines object representing a tensor and indices of the sought
              element, return the row number at which the   

            Community Discussions

            QUESTION

            How do I use a Transaction in a Reactive Flow in Spring Integration?
            Asked 2021-Jun-15 at 18:32

            I am querying a database for an item using R2DBC and Spring Integration. I want to extend the transaction boundary a bit to include a handler - if the handler fails I want to roll back the database operation. But I'm having difficulty even establishing transactionality explicitly in my integration flow. The flow is defined as

            ...

            ANSWER

            Answered 2021-Jun-15 at 18:32

            Well, it's indeed not possible that declarative way since we don't have hook for injecting to the reactive type in the middle on that level.

            Try to look into a TransactionalOperator and its usage from the Java DSL's fluxTransform():

            Source https://stackoverflow.com/questions/67991494

            QUESTION

            Most efficient way to replace thousands of strings in a giant file
            Asked 2021-Jun-15 at 07:38

            I have about a half million records that look somewhat like this:

            ...

            ANSWER

            Answered 2021-Jun-15 at 00:50

            For me, this is a natural fit for awk:

            Source https://stackoverflow.com/questions/67978411

            QUESTION

            Installing a Package Removed from CRAN
            Asked 2021-Jun-15 at 02:17

            I am using the R programming language. I am trying to install the "Data Mining with R" (DMwR) package. However, when I visit the CRAN website for this package, it seems to be gone:

            Package ‘DMwR’ was removed from the CRAN repository.
            Formerly available versions can be obtained from the archive.
            Archived on 2021-03-16 as check problems were not corrected despite reminders.
            A summary of the most recent check results can be obtained from the check results archive.

            I visited the Github page for this package

            Then, I tried to install this package directly from Github:

            ...

            ANSWER

            Answered 2021-Jun-14 at 23:27

            You can install it from the CRAN github mirror (despite it being removed from CRAN), e.g.

            Source https://stackoverflow.com/questions/67978168

            QUESTION

            Dynamic Keys with array Values using UseState()
            Asked 2021-Jun-14 at 20:00

            I wanna be able to create a hashmap using a javascript object with dynamic keys using useState in react hooks. What I figured so far is that to append a new key value pair, I can just do the following:

            ...

            ANSWER

            Answered 2021-Jun-14 at 20:00

            Your second version is close. It will work if map[key] is already set

            But otherwise map[key] is undefined, and trying to spread [...undefined] will give you the not iterable error

            You can first define the currentValues, and if none use an empty array

            Source https://stackoverflow.com/questions/67976221

            QUESTION

            Ebay Scraper, missing date for first line and then evey loop
            Asked 2021-Jun-14 at 19:47

            I am having issues with my eBAY Scraper and can not work out why. Although it is pulling the data off fine, it misses SOME of the data OFF for the first row and then for each first row of every Loop and therefore the data is not in the correct row.

            Q) Why is it missing the data at the start and then for each loop?

            I think It may have something to do with the title extracting slower that the rest of the items, however I can not work it out as I am very limited with vba. I have attached a demo, for your viewing.

            I am not looking for a full rewite of the code, just pointing in the right direction or a SLIGHT change to MY code. As I stated I and very limited in vba, I can understand my code, anything more advanced will be out of my depth.

            Demo Download - Download Excel File

            WebSite - Ebay.co.uk

            Ebay Product Page - Prodcts Shown may vary browser to browser

            I have colour coded it so you can see better

            This is what it is doing

            When It Should be This

            For some reason it misses out Price, Condition, Former Price & Discount for the first item on start and EVERY Loop. For every loop that it misses the items out the Price, Condition, Former Price & Discount become MORE out of line

            1st Loop - Items are NOW 2 rows out of line

            2nd Loop - Items are NOW 3 rows out of line

            As I searched 3 pages (2 pages + 1 extra) and it looped 3 time it has missed the first row on each loop. I am 3 rows out. I think this may have too do with the Title of the item as it extracts a bit slower then the rest of the items

            End Of Extraction

            This is my code

            ...

            ANSWER

            Answered 2021-Jun-14 at 19:47

            Make sure to skip the first element within your returned collection. Keeping to your code.

            Source https://stackoverflow.com/questions/67969454

            QUESTION

            Azure Dedicated SQL Pool (Formerly SQL DW) is going to be remove from Azure?
            Asked 2021-Jun-14 at 05:48

            I am using a Dedicated SQL Pool (Formerly SQL BW), I have a doubt if this is a new synapse or this will be removed from Azure in the future. I need to know the difference between Dedicated SQL Pool (Formerly SQL BW) and Synapse.

            ...

            ANSWER

            Answered 2021-Jun-14 at 05:48

            Azure Synapse brings together data integration, enterprise data warehousing, and big data analytics and provides a unified experience in a single workspace. Dedicated SQL Pools are part of this workspace. However, Dedicated SQL Pool (Formerly SQL DW) will still be a stand-alone service in Azure for those who do not want all the other features of Synapse analytics.

            Source https://stackoverflow.com/questions/67965252

            QUESTION

            How to detect the key follow by a value with a specific character and remove it from the string?
            Asked 2021-Jun-13 at 15:41

            I have a question related to regex pattern as I have a string as below:

            ...

            ANSWER

            Answered 2021-Jun-13 at 15:41

            I am assuming that you will be replacing all the number in the string which only have a closing quote (missing opening one).

            In that case you can use the following pattern matching.

            Source https://stackoverflow.com/questions/67959798

            QUESTION

            Formula in excel that does average to all cells that matches the number in a row, the former number and next number
            Asked 2021-Jun-12 at 09:28

            I need to do a formula in excel that does average to column of votes if it matches to the season in that row, former, and next season (except from the first and last season). For example, if I am in a row on season 3, I need to do average of all the votes in seasons 2,3 and 4. Right now I tried : =AVERAGEIFS(I$2:I$237,B$2:B$237,$B2,B$2:B$237,IF($B2=1,$B2,$B2+1),B$2:B$237,IF($B2=10,$B2,$B2-1))

            (I- is the column of votes, B - is the column of seasons) But it returns error: #div/0!

            This is a small example of the table.

            I would like for help to solve this problem.

            ...

            ANSWER

            Answered 2021-Jun-12 at 09:28

            In Averageifs, the different conditions have an AND relationship - so at the moment you are asking for rows that match both previous season AND next season which is impossible. There aren't any, so you get the #DIV/0 error.

            Try it with a range instead:

            Source https://stackoverflow.com/questions/67947037

            QUESTION

            When should I write both 'winuser.h' and 'windows.h' header?
            Asked 2021-Jun-12 at 08:27

            I read someone's code.

            ...

            ANSWER

            Answered 2021-Jun-12 at 08:27

            The rules are simple: You include the header files you need. The documentation for any API call includes information on which header to include.

            I don't know whether it is always an error to include both and . You would have to consult the documentation for every symbol used by the code to verify.

            As noted, though, the Windows SDK header files aren't exclusively used by a C or C++ compiler. The Resource Compiler is another client of those header files. Including after is potentially not even superfluous in this case.

            Source https://stackoverflow.com/questions/67945342

            QUESTION

            When x = 10³⁰, y = -10³⁰ and z = 1, why do (x+y)+z and x+(y+z) differ?
            Asked 2021-Jun-11 at 11:28

            What Every Computer Scientist Should Know About Floating-Point Arithmetic makes the following claim:

            Due to roundoff errors, the associative laws of algebra do not necessarily hold for floating-point numbers. For example, the expression (x+y)+z has a totally different answer than x+(y+z) when x = 1030, y = -1030 and z = 1 (it is 1 in the former case, 0 in the latter).

            How does one reach the conclusion in their example? That is, that (x+y)+z=1 and x+(y+z)=0?

            I am aware of the associative laws of algebra, but I do not see the issue in this case. To my mind, both x and y will overflow and therefore both have an integer value that is incorrect but nonetheless in range. As x and y will then be integers, they should add as if associativity applies.

            ...

            ANSWER

            Answered 2021-Jan-14 at 22:56

            Round off error, and other aspects of floating point arithmetic, apply to floating point arithmetic as a whole. While some of the values that a floating point variable can store are integers (in the sense that they are whole numbers), they are not integer-typed. A floating point variable cannot store arbitrarily large integers, any more than an integer variable can. And while wraparound integer arithmetic will make (a+b)-a=b for any unsigned integer-typed a and b, the same is not true for floating point arithmetic. The overflow rules are different.

            Source https://stackoverflow.com/questions/65727965

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

            Vulnerabilities

            No vulnerabilities reported

            Install former

            You can download it from GitHub.
            You can use former 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/pbloem/former.git

          • CLI

            gh repo clone pbloem/former

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            git@github.com:pbloem/former.git

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