lab | A generic interface for linear algebra backends | Machine Learning library

 by   wesselb Python Version: v1.5.3 License: MIT

kandi X-RAY | lab Summary

kandi X-RAY | lab Summary

lab is a Python library typically used in Artificial Intelligence, Machine Learning applications. lab has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has low support. You can install using 'pip install lab' or download it from GitHub, PyPI.

A generic interface for linear algebra backends: code it once, run it on any backend.
Support
    Quality
      Security
        License
          Reuse

            kandi-support Support

              lab has a low active ecosystem.
              It has 60 star(s) with 4 fork(s). There are 2 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 5 open issues and 2 have been closed. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of lab is v1.5.3

            kandi-Quality Quality

              lab has no bugs reported.

            kandi-Security Security

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

            kandi-License License

              lab 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

              lab releases are available to install and integrate.
              Deployable package is available in PyPI.
              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 lab and discovered the below as its top functions. This is intended to give you an instant insight into lab implemented functionality, and help decide if they suit your requirements.
            • Scan the elements of the given function
            • Define a range
            • Parse a JAX ActiveDevice object
            • Register a function with jax
            • Parse an inference result
            • Wrap a function into a function
            • Decorator to register a function
            • Convert x to torch torch torch
            • Cholesky decomposition
            • Regression regressor
            • Compute the standard deviation of an array
            • Convert a vec to a tensor
            • Rank a
            • Decorator for dispatching dimensions
            • Unstack an array
            • Leaky leaky
            • Cholesky solve
            • Logarithm of beta
            • Evaluate a condition condition
            • Take elements from an array
            • Return a PyTorch object corresponding to the given dtype
            • Decorator to register a tensorflow function
            • Downrank a
            • Create an AutoGrad primitive function
            • Translate a matrix
            • Solves the toeplitz matrix
            Get all kandi verified functions for this library.

            lab Key Features

            No Key Features are available at this moment for lab.

            lab Examples and Code Snippets

            wsgi_mod fails to host Django with python3.10 on CentOs
            Pythondot img1Lines of Code : 50dot img1License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            INSTALLATION REQUIRED PACKAGES:
            yum update 
            yum groupinstall "Development Tools" -y
            yum install wget httpd httpd-devel openssl-devel libffi-devel bzip2-devel -y
            wget https://www.python.org/ftp/python/3.9.12/Python-3.9.12.tgz
            tar xvf Python
            Duplicate column name when running tests in Django
            Pythondot img2Lines of Code : 11dot img2License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            class Item(models.Model):
                name = models.CharField(max_length=50)
                type = models.CharField(max_length=50, validators=[RegexValidator('helmet|torso|pants|gauntlets|weapon|accessory')])
                bonus = models.ForeignKey(Statistics, on_dele
            copy iconCopy
            ESP.restart();
            
            copy iconCopy
            File "/usr/local/lib/python3.9/site-packages/django/contrib/contenttypes/fields.py", line 243, in __get__
            rel_obj = ct.get_object_for_this_type(pk=pk_val)
            File "/usr/local/lib/python3.9/site-packages/django/contrib/contenttypes/models.py",
            django-machina search returns no result
            Pythondot img5Lines of Code : 3dot img5License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            from django.core import management
            management.call_command('update_index')
            
            Django error no such table: auth_group when running makemigrations
            Pythondot img6Lines of Code : 9dot img6License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            File "/home/smoke/Documents/wsl_dev/testing/genelookup/apps/authentication/urls.py", line 7, in 
                from .views import login_view, register_user
              File "/home/smoke/Documents/wsl_dev/testing/genelookup/apps/authentication/views.py", line 
            Matplotlib backend notebook customizations
            Pythondot img7Lines of Code : 8dot img7License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            %%html
            
            
            Speed of socket send/recv on Windows
            Pythondot img8Lines of Code : 25dot img8License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            # CLIENT
            import socket, time
            s = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
            a = b"a" * 100_000_000  # 100 MB of data
            s.connect(('127.0.0.1', 1234))
            t0 = time.time()
            s.send(a)
            s.close()
            print(time.time() - t0)
            
            # SERVER
            import socket
            TypeError: load() missing 1 required positional argument: 'Loader' in Google Colab
            Pythondot img9Lines of Code : 2dot img9License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            !pip install pyyaml==5.4.1
            
            Logging decorator fails when applied after import
            Pythondot img10Lines of Code : 2dot img10License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            @log_func(logger=log)
            

            Community Discussions

            QUESTION

            How to put geom_label in a geom_bar
            Asked 2021-Jun-16 at 02:58

            I am doing this graph with this code

            ...

            ANSWER

            Answered 2021-Jun-16 at 02:58

            We can calculate the labels that we want to display and use it in geom_label.

            Source https://stackoverflow.com/questions/67995696

            QUESTION

            How to print ggplot for multiple tables in this case?
            Asked 2021-Jun-15 at 22:10

            I have this code which prints multiple tables

            ...

            ANSWER

            Answered 2021-Jun-15 at 20:59

            So, this is a good opportunity to use purrr::map. You are half way there by applying code to one dataframe.

            You can take the code that you have written above and put it into a function.

            Source https://stackoverflow.com/questions/67992308

            QUESTION

            Find proportion of times each character(A,B,C,D) occurs in each column of a list which has 3 datasets
            Asked 2021-Jun-15 at 19:00

            I have a list (dput() below) that has 4 datasets.I also have a variable called 'u' with 4 characters. I have made a video here which explains what I want and a spreadsheet is here.

            The spreadsheet is not exactly how my data looks like but i am using it just as an example. My original list has 4 datasets but the spreadsheet has 3 datasets.

            Essentially i have some characters(A,B,C,D) and i want to find the proportions of times each character occurs in each column of 3 groups of datasets.(Check video, its hard to explain by typing it out)

            ...

            ANSWER

            Answered 2021-Jun-09 at 19:00

            We can loop over the list 'l' with lapply, then get the table for each of the columns by looping over the columns with sapply after converting the column to factor with levels specified as 'u', get the proportions, transpose, convert to data.frame (as.data.frame), split by row (asplit - MARGIN = 1), then use transpose from purrr to change the structure so that each column from all the list elements will be blocked as a single unit, bind them with bind_rows

            Source https://stackoverflow.com/questions/67909583

            QUESTION

            Apache Beam SIGKILL
            Asked 2021-Jun-15 at 13:51

            The Question

            How do I best execute memory-intensive pipelines in Apache Beam?

            Background

            I've written a pipeline that takes the Naemura Bird dataset and converts the images and annotations to TF Records with TF Examples of the required format for the TF object detection API.

            I tested the pipeline using DirectRunner with a small subset of images (4 or 5) and it worked fine.

            The Problem

            When running the pipeline with a bigger data set (day 1 of 3, ~21GB) it crashes after a while with a non-descriptive SIGKILL. I do see a memory peak before the crash and assume that the process is killed because of a too high memory load.

            I ran the pipeline through strace. These are the last lines in the trace:

            ...

            ANSWER

            Answered 2021-Jun-15 at 13:51

            Multiple things could cause this behaviour, because the pipeline runs fine with less Data, analysing what has changed could lead us to a resolution.

            Option 1 : clean your input data

            The third line of the logs you provide might indicate that you're processing unclean data in your bigger pipeline mmap(NULL, could mean that | "Get Content" >> beam.Map(lambda x: x.read_utf8()) is trying to read a null value.

            Is there an empty file somewhere ? Are your files utf8 encoded ?

            Option 2 : use smaller files as input

            I'm guessing using the fileio.ReadMatches() will try to load into memory the whole file, if your file is bigger than your memory, this could lead to errors. Can you split your data into smaller files ?

            Option 3 : use a bigger infrastructure

            If files are too big for your current machine with a DirectRunner you could try to use an on-demand infrastructure using another runner on the Cloud such as DataflowRunner

            Source https://stackoverflow.com/questions/67684186

            QUESTION

            javascript if..else statement should work but it doesn't
            Asked 2021-Jun-15 at 02:54

            I got an order from school so I've tried to make them. This is my code:

            ...

            ANSWER

            Answered 2021-Jun-14 at 15:11

            Your code has an error in it, which is the use of break statements within the if and else clauses. If you remove the breaks, it should work.

            break statements can only be used within for/while loops and switch statements. You can't use them (and don't need them) in if/else statements.

            If you click "run code snippet" on your example, it shows the error message Uncaught SyntaxError: Illegal break statement which would help you find this issue. Also, if you open your browser's JavaScript console, you should find this error message where you are running your code. This will help you find and fix errors in the future.

            Source https://stackoverflow.com/questions/67972777

            QUESTION

            change environment size on scale_colour_manual to assign colour to factors to use across multiples plots
            Asked 2021-Jun-14 at 12:17

            I need to make 5 plots of bacteria species. Each plot has a different number of species present in a range of 30-90. I want each bacteria to always have the same color in all plots, therefore I need to set an assigned color to each name. I tried to use scale_colour_manual to create a color set but, the environment created has only 16 colors. How can I increase the number of colors present in the environment created?

            the code I am using can be replicated as follow:

            ...

            ANSWER

            Answered 2021-Apr-26 at 12:59

            When you know all your 90 bacci names in front of plotting, you can try.

            Source https://stackoverflow.com/questions/67264977

            QUESTION

            connect input with data (Shiny r
            Asked 2021-Jun-13 at 21:19

            i'm new to R and shiny and also new to this forum.

            I need to build a shiny app but struggle to connect the inputs with my imported data.

            This is what i have so far:

            ...

            ANSWER

            Answered 2021-Jun-13 at 21:19

            Tidyverse solution: You use your inputs to filter the dataset, right before plotting it. Therefore you need to get the data in long format with tidyr::pivot_longer() before.
            Afterwards you can filter here:

            Source https://stackoverflow.com/questions/67960221

            QUESTION

            Font change in ggplot not working on biplot label names
            Asked 2021-Jun-13 at 16:31

            I have stumbled upon a problem, where I can change all the text in a biplot image to the another font, with the exception of labels.

            A simple example of the problem is seen below, with label text clearly differing:

            Code that I used is also attached. I cannot find the solution to this issue, hopefully someone can help.

            ...

            ANSWER

            Answered 2021-Jun-13 at 16:31

            Answer

            You have to add the font.family argument to fviz_pca:

            Source https://stackoverflow.com/questions/67937563

            QUESTION

            Mirror two PheWAS plots with ggplot2
            Asked 2021-Jun-13 at 12:48

            I have two PheWAS plots, and the number of categories (x axis, 20 categories) is the same in case of both. I would like to put them on the same plot, mirroring one of them on the y axis, but leaving the x axis titles in the middle.

            Example data:

            ...

            ANSWER

            Answered 2021-Jun-13 at 12:48

            Flipping the 2nd plot

            To achieve this, we need to add two functions:

            • scale_y_reverse: This will flip the y axis; 0 is at the top, 10 at the bottom.
            • scale_x_discrete(position = top): This will put the x-axis at the top.

            Fixing the y-axis limits

            It would be best to keep the same y-axis limits for both plots, to make them comparable. As such, we have to supply ylim() to the first plot. For the second plot, we already have scale_y_reverse, so we can supply our limits there.

            Fixing the x labels

            Since you only want the labels to appear once, you'd have to use element_blank() for theme(axis.text.x) and theme(axis.title.x) in the 2nd plot. Similarly, I would remove the x-axis title in the first plot to keep it balanced.

            Combining the plots

            Now, you want to combine the plots. However, the first plot has a lot of information on the x-axis, while the second plot doesn't. This means they have different heights. I like to use cowplot::plot_grid for combining plots, because it allows you to set the relative height of the plots. In this case, we can use it to account for the height difference between the two plots.

            Final code

            Source https://stackoverflow.com/questions/67940662

            QUESTION

            How to customize a legend in ggplot2?
            Asked 2021-Jun-12 at 16:08

            I have the following dataframes:

            ...

            ANSWER

            Answered 2021-Jun-12 at 16:08

            You can specify the legend shape using key_glyph and then manually specify the shape by type the same way you have done for fill.

            Source https://stackoverflow.com/questions/67927644

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

            Vulnerabilities

            No vulnerabilities reported

            Install lab

            See the instructions here. Then simply.

            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 .
            Find more information at:

            Find, review, and download reusable Libraries, Code Snippets, Cloud APIs from over 650 million Knowledge Items

            Find more libraries
            CLONE
          • HTTPS

            https://github.com/wesselb/lab.git

          • CLI

            gh repo clone wesselb/lab

          • sshUrl

            git@github.com:wesselb/lab.git

          • Stay Updated

            Subscribe to our newsletter for trending solutions and developer bootcamps

            Agree to Sign up and Terms & Conditions

            Share this Page

            share link