lazydata | Lazydata : Scalable data dependencies for Python projects

 by   rstojnic Python Version: 1.0.19 License: Apache-2.0

kandi X-RAY | lazydata Summary

kandi X-RAY | lazydata Summary

lazydata is a Python library typically used in Big Data, Spark, Amazon S3 applications. lazydata 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 lazydata' or download it from GitHub, PyPI.

lazydata is a minimalist library for including data dependencies into Python projects. Problem: Keeping all data files in git (e.g. via git-lfs) results in a bloated repository copy that takes ages to pull. Keeping code and data out of sync is a disaster waiting to happen. Solution: lazydata only stores references to data files in git, and syncs data files on-demand when they are needed. Why: The semantics of code and data are different - code needs to be versioned to merge it, and data just needs to be kept in sync. lazydata achieves exactly this in a minimal way. lazydata is primarily designed for machine learning and data science projects. See this medium post for more.
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            kandi-support Support

              lazydata has a low active ecosystem.
              It has 629 star(s) with 24 fork(s). There are 18 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 7 open issues and 6 have been closed. On average issues are closed in 37 days. There are 3 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of lazydata is 1.0.19

            kandi-Quality Quality

              lazydata has 0 bugs and 7 code smells.

            kandi-Security Security

              lazydata has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              lazydata code analysis shows 0 unresolved vulnerabilities.
              There are 1 security hotspots that need review.

            kandi-License License

              lazydata 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

              lazydata 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.
              lazydata saves you 266 person hours of effort in developing the same functionality from scratch.
              It has 646 lines of code, 46 functions and 27 files.
              It has medium code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed lazydata and discovered the below as its top functions. This is intended to give you an instant insight into lazydata implemented functionality, and help decide if they suit your requirements.
            • Attempt to track a file
            • Add a file entry
            • Save configuration to file
            • Returns a path relative to the config file
            • CLI command line interface
            • Pull all the artifacts
            • Return a list of tracked files used in the script
            • Return list of absolute paths starting with the given absolute path
            • Absolute path to the absolute path
            • Upload a file to S3
            • Convert a remote hash to a remote path
            • Initialize remote storage
            • Setup AWS credentials
            • Add a remote storage backend
            • Downloads a file from S3 to local storage
            • Check if the given file is tracked
            • Show latest files
            • Get remote storage backend from config
            • Create a remote storage backend
            • Setup credentials
            Get all kandi verified functions for this library.

            lazydata Key Features

            No Key Features are available at this moment for lazydata.

            lazydata Examples and Code Snippets

            No Code Snippets are available at this moment for lazydata.

            Community Discussions

            QUESTION

            How to fix `no visible global function definition` when creating a new R-package
            Asked 2021-Jun-06 at 19:32

            I try to build an R-package that uses the library tidyverse.

            The description file looks like the following:

            ...

            ANSWER

            Answered 2021-Jun-06 at 19:32

            My solution for a clean check. You need R 4.1.0 to use |> operator.

            plainSrc.R:

            Source https://stackoverflow.com/questions/67862802

            QUESTION

            How to use ggplot_add inside another package
            Asked 2021-May-04 at 19:08

            I'm trying to build a package for data visualisation that relies heavily on ggplot2, but has some custom shortcuts for some of the day to day problems I face.

            I am able to use ggplot_add function to extend the functionality of + for custom classes from scripts, however when I add these scripts to a package, ggplot_add no longer works.

            Below I paste a minrep, to replicate first one needs to create a package (I'm using RStudio), that I've called SOExa. That project contains the following files:

            .Rbuildignore

            ...

            ANSWER

            Answered 2021-May-02 at 06:51

            This is a common issue that trips me up a lot. You will need to make sure your package has access to ggplot2's ggplot_add generic function. You do this one of two ways.

            You will need to include the following line somewhere in your package:

            Source https://stackoverflow.com/questions/67279921

            QUESTION

            'LazyData' is specified without a 'data' directory error when submitting R package to CRAN
            Asked 2021-Mar-31 at 14:58

            When I run devtools::check on my package locally, I don't get this error, but when I submit my package to CRAN, or when I run devtools::check_win_devel, I get this error:

            'LazyData' is specified without a 'data' directory

            I successfully submitted my package to CRAN a week or so ago and didn't get this error, all I changed was the DESCRIPTION file.

            ...

            ANSWER

            Answered 2021-Mar-29 at 19:51

            Over the course of time, policy settings change. Changes are first implemented in r-devel which is why you see this at win_devel.

            This particular change ... was added last week. One way to stay abreast of such changes is to follow the auto-generated 'blog' of changes here https://developer.r-project.org/blosxom.cgi/R-devel/NEWS

            I actually just helped a friend on this issue this weekend and took this screenshot from the Feedly RSS feed reader I use:

            (The underlining is a formatting artyfact we can ignore).

            But in short, you need to check against r-devel, and you actually promise to CRAN each time you upload that you did :)

            Source https://stackoverflow.com/questions/66860659

            QUESTION

            R package with Rcpp
            Asked 2021-Jan-21 at 12:55

            I tried to add a small C++ function (called reduceString) into an R package of mine using Rcpp but I failed to configurate the package so that it compiles fine. The package can be found here.

            ...

            ANSWER

            Answered 2021-Jan-20 at 13:47

            Thanks for posting a link to a repo.

            It worked for me as soon as I re-recreated RcppExports.{cpp,R} using my (current) version of Rcpp and a call to compileAttributes(). What version of Rcpp do you have?

            The log below uses my wrappers from littler but that is immaterial. The R CMD ... commands would have worked the same way.

            Log

            Source https://stackoverflow.com/questions/65808555

            QUESTION

            Returning a user-defined structure from Rcpp in an R package
            Asked 2020-Jul-09 at 12:56

            Rcpp is powerful and has worked great in most all cases, but I cannot figure out how to wrap a C-function that returns a user-defined structure into an R package.

            DESCRIPTION

            ...

            ANSWER

            Answered 2020-Jul-09 at 12:56

            I got this to work and have posted my solution to GitHub: git@github.com:markrbower/myPackage.git

            The key parts are: inst/include/myPackage_types.h

            Source https://stackoverflow.com/questions/62746857

            QUESTION

            How to use a user-defined data C structure into an R package
            Asked 2020-Jul-04 at 21:26

            This minimal example compiles when I "source" the file:

            ...

            ANSWER

            Answered 2020-Jul-04 at 21:26

            That look like another instance of a not-entirely-uncommon problem for which we do have a wonderfully simple answer that is somewho less known than it should be.

            In short, for a package (where is an alias for your package name, with lower or undercase as you please. and obviously no < or >) please such struct (or in the C++ case class) or typedef or ... definitions into a file inst/include/_types.h (replacing with your package name).

            If such a file exists, it is automagically included by RcppExports.cpp and you are good to go.

            Details are in the Rcpp Attributes vignette, and a few related forms are allowed as well:

            Source https://stackoverflow.com/questions/62734032

            QUESTION

            Solutions for "ERROR: lazydata failed for package..."?
            Asked 2020-Jun-23 at 15:37

            When I try to install my GitHub package, this error occurs with lazydata. My csv files are in the "data" folder. I believe that the error may be there, but not yet what it is.

            ...

            ANSWER

            Answered 2020-Jun-23 at 15:37

            This is because you have the data folder in the root of your repository and it is filled with csv files. You are supposed to use the rda format for any files in that folder. If you want to use csv files with your package, put them in inst/extdata.

            Source https://stackoverflow.com/questions/62538382

            QUESTION

            cannot install ggplot 2 with R 4.0.1
            Asked 2020-Jun-21 at 23:05

            As the title suggest I can install ggplot2 with R 4.0.1 while I was able with R 3.6.2. There is no question about what cause the error : R and utf-8 ...

            ...

            ANSWER

            Answered 2020-Jun-21 at 22:14

            try install.packages('ggplot2', dep = TRUE)

            Source https://stackoverflow.com/questions/62504397

            QUESTION

            Share operator that doesn't unsubscribe
            Asked 2019-Dec-11 at 01:17

            I need to lazy load some infinite streams because they are expensive to start. And I also don't ever want to stop them once they are started for the same reason.

            I'm thinking it would be neat if there was a share operator that didn't unsubscribe from the underlying stream ever once it is subscribed for the first time, even when all downstream subscribers unsubscribe.

            Right now I'm doing it with a publish and a connect on two different lines, which works alright but just seems clunky and not very rxjs like:

            ...

            ANSWER

            Answered 2019-Dec-11 at 01:17

            The shareReplay operator was added in RxJS version 5.4.0. And, in version 5.5.0 a bug was fixed so that it maintains its history when its subscriber count drops to zero.

            With the fix, shareReplay will effect the behaviour you are looking for, as it will now unsubscribe from the source only when the source completes or errors. When the number of subscribers to the shared observable drops to zero, the shared observable will remain subscribed to the source.

            The behaviour of shareReplay has changed several times and a summary of the changes - and the reasons for them - can be found in this blog post.

            Source https://stackoverflow.com/questions/47793518

            QUESTION

            dataset not found in R data package I created
            Asked 2019-Sep-20 at 15:03

            I am building an R package that includes several datasets. I have the datasets saved as .RData objects in my "data" folder, and each dataset has documentation generated using roxygen2. When I install the package, load it and try to call a dataset,

            ...

            ANSWER

            Answered 2019-Sep-20 at 15:03

            R prefers its datasets (things within ./data/) to have a literal .rda file ending.

            I cloned your repo and ran devtools::check(...), and among other things saw:

            Source https://stackoverflow.com/questions/58030750

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

            Vulnerabilities

            No vulnerabilities reported

            Install lazydata

            In this section we'll show how to use lazydata on an example project.
            Install with pip (requires Python 3.5+):.

            Support

            This is an early stable beta release. To find out about new releases subscribe to our new releases mailing list.
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            Install
          • PyPI

            pip install lazydata

          • CLONE
          • HTTPS

            https://github.com/rstojnic/lazydata.git

          • CLI

            gh repo clone rstojnic/lazydata

          • sshUrl

            git@github.com:rstojnic/lazydata.git

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