STR | Soft Threshold Weight Reparameterization for Learnable | Machine Learning library

 by   RAIVNLab Python Version: Current License: Apache-2.0

kandi X-RAY | STR Summary

kandi X-RAY | STR Summary

STR is a Python library typically used in Manufacturing, Utilities, Machinery, Process, Artificial Intelligence, Machine Learning, Deep Learning, Pytorch applications. STR 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.

STRConv along with other custom convolution modules can be found in utils/conv_type.py. Users can take STRConv and use it in most of the PyTorch based models as it inherits from nn.Conv2d or also mentioned here as DenseConv.
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            kandi-support Support

              STR has a low active ecosystem.
              It has 63 star(s) with 9 fork(s). There are 6 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 1 open issues and 7 have been closed. On average issues are closed in 5 days. There are 3 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of STR is current.

            kandi-Quality Quality

              STR has no bugs reported.

            kandi-Security Security

              STR has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

            kandi-License License

              STR is licensed under the Apache-2.0 License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              STR 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 STR and discovered the below as its top functions. This is intended to give you an instant insight into STR implemented functionality, and help decide if they suit your requirements.
            • Parse command line arguments
            • Main worker function .
            • Train the model .
            • Load pretrained weights .
            • Validate the model .
            • Build convolution layer .
            • Get optimizer .
            • Write the results .
            • Create a trained model .
            • Get the directories for run .
            Get all kandi verified functions for this library.

            STR Key Features

            No Key Features are available at this moment for STR.

            STR Examples and Code Snippets

            Bparses up a string and adds a power to the str .
            javadot img1Lines of Code : 11dot img1License : Permissive (MIT License)
            copy iconCopy
            public static int bpIS(int curr, int end, int[] strg) {
                    strg[end] = 1;
                    for (int i = end - 1; i >= 0; i--) {
                        int count = 0;
                        for (int dice = 1; dice <= 6 && dice + i < strg.length; dice++) {
                  
            Converts a value into a str .
            pythondot img2Lines of Code : 6dot img2License : Non-SPDX (Apache License 2.0)
            copy iconCopy
            def _get_kwarg_as_str_attr(attr_name, value):
              """Creates an AttrValue for a python object."""
              if isinstance(value, str):
                return attr_value_pb2.AttrValue(s=compat.as_bytes(value))
              else:
                raise ValueError(f"Attribute {attr_name} must be st  

            Community Discussions

            QUESTION

            How do I make sure Types in a variadic Tuple are identical?
            Asked 2021-Jun-16 at 03:17

            I want to create a toString function for Tuples with a variadic amount of a specific type (arithmetic types for now).

            Something like this

            ...

            ANSWER

            Answered 2021-Jun-16 at 03:17

            You can check all the types are identical or not with the help of fold expression (since C++17).

            E.g.

            Source https://stackoverflow.com/questions/67995709

            QUESTION

            How to convert message.text to string and save it to database. How to download photo by telegram bot. TelegramBotAPI
            Asked 2021-Jun-16 at 01:16

            I want save photo and add name of file and text of message to database.(Also in this database I have status of request and user, how make request, this 2 columns works ok)

            Database:

            ...

            ANSWER

            Answered 2021-Jun-15 at 11:53

            You are writing message.text into the database inside the photo function. However, that function is only triggered for messages containing a photo. When the message contains a photo, message.text is None. Any caption the photo might have will be in message.caption.

            Source https://stackoverflow.com/questions/67984671

            QUESTION

            Comparing multiple columns for a single row
            Asked 2021-Jun-16 at 00:47

            I am grouping columns and identifying rows that have different values for each group. For example: I can group columns A,B,C,D and delete column A because it is different (Row 2 is 2.1). Also, I can group columns E,F,G,H and delete column G because Row 1 (Row 0 is Blue).

            ...

            ANSWER

            Answered 2021-Jun-11 at 23:54

            For columns with only strings, you can use pandas df.equals() that compares two dataframes or series (cols)

            Source https://stackoverflow.com/questions/67943295

            QUESTION

            Parallelize histogram creation in c++ with futures: how to use a template function with future?
            Asked 2021-Jun-16 at 00:46

            Giving a bit of context. I'm using c++17. I'm using pointer T* data because this will interop with cuda code. I'm trying write a parallel version (on CPU) of a histogram creator. The sequential version:

            ...

            ANSWER

            Answered 2021-Jun-16 at 00:46

            The issue you are having has nothing to do with templates. You cannot invoke std::async() on a member function without binding it to an instance. Wrapping the call in a lambda does the trick.

            Here's an example:

            Source https://stackoverflow.com/questions/67994778

            QUESTION

            How to type-constrain the entries of a Raku function's array argument?
            Asked 2021-Jun-15 at 23:08

            I am trying to define a subroutine in Raku whose argument is, say, an Array of Ints (imposing that as a constraint, i.e. rejecting arguments that are not Arrays of Ints).

            Question: What is the "best" (most idiomatic, or straightforward, or whatever you think 'best' should mean here) way to achieve that?

            Examples run in the Raku REPL follow.

            What I was hoping would work

            ...

            ANSWER

            Answered 2021-Jun-15 at 06:40

            I think the main misunderstanding is that my Int @a = 1,2,3 and [1,2,3] are somehow equivalent. They are not. The first case defines an array that will only take Int values. The second case defines an array that will take anything, and just happens to have Int values in it.

            I'll try to cover all versions you tried, why they didn't work, and possibly how it would work. I'll be using a bare dd as proof that the body of the function was reached.

            #1

            Source https://stackoverflow.com/questions/67978307

            QUESTION

            Error when converting string to integer when values are numbers in Pandas data frame
            Asked 2021-Jun-15 at 23:03

            I have a column with the datatype 'object', but it actually contains numbers (408, 415, 510) with no missing values. I want to convert this to integer with the code below, but I get the error: invalid literal for int() with base 10: 'A415' (I added the first line of code after reading other posts, but I get the same error even if I drop the first line of code).

            ...

            ANSWER

            Answered 2021-Jun-15 at 23:03

            Looks like there is a "A415" value in your column. Could be a typo?

            You can check if this is the case by getting a list of the unique values in this pandas column, like below. This is a quick way of knowing if all values look alright.

            Source https://stackoverflow.com/questions/67994419

            QUESTION

            How to extract the body of an multipart email and save the attachments using python IMAP?
            Asked 2021-Jun-15 at 22:07

            I am working on a project where I get emails with a specific 'subject'. There are forwarded to me by users. The body consists of text but in the original email and no new text is entered above the forwarded line. There are also attachments to either of the part of the email.

            I wrote the following code using python and IMAP and am able to store attachments and body only if the email is NEW and not a forwarded email.

            ...

            ANSWER

            Answered 2021-Jun-15 at 22:07

            Seems like you already have the part where you are extracting the attachments. Try this code to retrieve the body of a multipart email.

            You may have to figure out how to merge your part with this one.

            Source https://stackoverflow.com/questions/67944097

            QUESTION

            How can I declare and call a dynamic variable based on other hierarchical variables in Python?
            Asked 2021-Jun-15 at 20:37

            I'm attempting to write a scraper that will download attachments from an outlook account when I specify the path to folder to download from. I have working code but the folder locations are hardcoded as below:-

            ...

            ANSWER

            Answered 2021-Jun-15 at 20:37

            You can do this as a reduction over foldernames using getattr to dynamically get the next attribute.

            Source https://stackoverflow.com/questions/67980187

            QUESTION

            Columns not properly moving in QTableView (QAbstractTableModel) using beginMoveColumns?
            Asked 2021-Jun-15 at 20:13

            I am trying to use beginMoveColumns to move a single column over in a QTableView, but it doesn't work properly in my example below. The cell selections get shuffled and column widths don't move. Moving rows using the same logic seems to work correctly. What am I doing wrong?

            Video: https://www.screencast.com/t/5UJ0iByZCEE

            ...

            ANSWER

            Answered 2021-Jun-15 at 20:13

            Turns out it was a bug, I made a bug report here: https://bugreports.qt.io/browse/QTBUG-94503

            As a workaround I just clear cell selection on column move, and use this snippet to move column widths

            Source https://stackoverflow.com/questions/67941424

            QUESTION

            Can you please help me fix the (TypeError: list indices must be integers or slices, not str) in the code
            Asked 2021-Jun-15 at 20:10
            entry = [["D 300"],["D 300"],["W 200"],["D 100"]]
            def bankbalance(entry):
                deposits = [float(entry[ent][0][2:]) for ent in entry if ("D" in entry[ent][0])]
                withdrawals = [float(entry[ent][0][2:]) for ent in entry if ("W" in entry[ent][0])]
                
                global balance
                balance = sum(deposits) - sum(withdrawals)
            
            bankbalance(entry) 
            Print(f'Current balance is {balance}') 
            
            ...

            ANSWER

            Answered 2021-Jun-15 at 11:02

            ent is not the index, it is an element of entry, so you don't need entry[ent][0][2:], what you need is ent[0][2:].

            Fixed code:

            Source https://stackoverflow.com/questions/67984552

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

            Vulnerabilities

            No vulnerabilities reported

            Install STR

            Clone this repository.
            Using Python 3.6, create a venv with python -m venv myenv and run source myenv/bin/activate. You can also use conda to create a virtual environment.
            Install requirements with pip install -r requirements.txt for venv and appropriate conda commands for conda environment.
            Create a data directory <data-dir>. To run the ImageNet experiments there must be a folder <data-dir>/imagenet that contains the ImageNet train and val folders that contains images of each class in a seperate folder.

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            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/RAIVNLab/STR.git

          • CLI

            gh repo clone RAIVNLab/STR

          • sshUrl

            git@github.com:RAIVNLab/STR.git

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