GithubHelp home page GithubHelp logo

protobuild's Introduction

containerd banner light mode containerd banner dark mode

PkgGoDev Build Status Nightlies Go Report Card CII Best Practices Check Links

containerd is an industry-standard container runtime with an emphasis on simplicity, robustness, and portability. It is available as a daemon for Linux and Windows, which can manage the complete container lifecycle of its host system: image transfer and storage, container execution and supervision, low-level storage and network attachments, etc.

containerd is a member of CNCF with 'graduated' status.

containerd is designed to be embedded into a larger system, rather than being used directly by developers or end-users.

architecture

Announcements

Now Recruiting

We are a large inclusive OSS project that is welcoming help of any kind shape or form:

  • Documentation help is needed to make the product easier to consume and extend.
  • We need OSS community outreach/organizing help to get the word out; manage and create messaging and educational content; and help with social media, community forums/groups, and google groups.
  • We are actively inviting new security advisors to join the team.
  • New subprojects are being created, core and non-core that could use additional development help.
  • Each of the containerd projects has a list of issues currently being worked on or that need help resolving.
    • If the issue has not already been assigned to someone or has not made recent progress, and you are interested, please inquire.
    • If you are interested in starting with a smaller/beginner-level issue, look for issues with an exp/beginner tag, for example containerd/containerd beginner issues.

Getting Started

See our documentation on containerd.io:

To get started contributing to containerd, see CONTRIBUTING.

If you are interested in trying out containerd see our example at Getting Started.

Nightly builds

There are nightly builds available for download here. Binaries are generated from main branch every night for Linux and Windows.

Please be aware: nightly builds might have critical bugs, it's not recommended for use in production and no support provided.

Kubernetes (k8s) CI Dashboard Group

The k8s CI dashboard group for containerd contains test results regarding the health of kubernetes when run against main and a number of containerd release branches.

Runtime Requirements

Runtime requirements for containerd are very minimal. Most interactions with the Linux and Windows container feature sets are handled via runc and/or OS-specific libraries (e.g. hcsshim for Microsoft). The current required version of runc is described in RUNC.md.

There are specific features used by containerd core code and snapshotters that will require a minimum kernel version on Linux. With the understood caveat of distro kernel versioning, a reasonable starting point for Linux is a minimum 4.x kernel version.

The overlay filesystem snapshotter, used by default, uses features that were finalized in the 4.x kernel series. If you choose to use btrfs, there may be more flexibility in kernel version (minimum recommended is 3.18), but will require the btrfs kernel module and btrfs tools to be installed on your Linux distribution.

To use Linux checkpoint and restore features, you will need criu installed on your system. See more details in Checkpoint and Restore.

Build requirements for developers are listed in BUILDING.

Supported Registries

Any registry which is compliant with the OCI Distribution Specification is supported by containerd.

For configuring registries, see registry host configuration documentation

Features

Client

containerd offers a full client package to help you integrate containerd into your platform.

import (
  "context"

  containerd "github.com/containerd/containerd/v2/client"
  "github.com/containerd/containerd/v2/pkg/cio"
  "github.com/containerd/containerd/v2/pkg/namespaces"
)


func main() {
	client, err := containerd.New("/run/containerd/containerd.sock")
	defer client.Close()
}

Namespaces

Namespaces allow multiple consumers to use the same containerd without conflicting with each other. It has the benefit of sharing content while maintaining separation with containers and images.

To set a namespace for requests to the API:

context = context.Background()
// create a context for docker
docker = namespaces.WithNamespace(context, "docker")

containerd, err := client.NewContainer(docker, "id")

To set a default namespace on the client:

client, err := containerd.New(address, containerd.WithDefaultNamespace("docker"))

Distribution

// pull an image
image, err := client.Pull(context, "docker.io/library/redis:latest")

// push an image
err := client.Push(context, "docker.io/library/redis:latest", image.Target())

Containers

In containerd, a container is a metadata object. Resources such as an OCI runtime specification, image, root filesystem, and other metadata can be attached to a container.

redis, err := client.NewContainer(context, "redis-master")
defer redis.Delete(context)

OCI Runtime Specification

containerd fully supports the OCI runtime specification for running containers. We have built-in functions to help you generate runtime specifications based on images as well as custom parameters.

You can specify options when creating a container about how to modify the specification.

redis, err := client.NewContainer(context, "redis-master", containerd.WithNewSpec(oci.WithImageConfig(image)))

Root Filesystems

containerd allows you to use overlay or snapshot filesystems with your containers. It comes with built-in support for overlayfs and btrfs.

// pull an image and unpack it into the configured snapshotter
image, err := client.Pull(context, "docker.io/library/redis:latest", containerd.WithPullUnpack)

// allocate a new RW root filesystem for a container based on the image
redis, err := client.NewContainer(context, "redis-master",
	containerd.WithNewSnapshot("redis-rootfs", image),
	containerd.WithNewSpec(oci.WithImageConfig(image)),
)

// use a readonly filesystem with multiple containers
for i := 0; i < 10; i++ {
	id := fmt.Sprintf("id-%s", i)
	container, err := client.NewContainer(ctx, id,
		containerd.WithNewSnapshotView(id, image),
		containerd.WithNewSpec(oci.WithImageConfig(image)),
	)
}

Tasks

Taking a container object and turning it into a runnable process on a system is done by creating a new Task from the container. A task represents the runnable object within containerd.

// create a new task
task, err := redis.NewTask(context, cio.NewCreator(cio.WithStdio))
defer task.Delete(context)

// the task is now running and has a pid that can be used to setup networking
// or other runtime settings outside of containerd
pid := task.Pid()

// start the redis-server process inside the container
err := task.Start(context)

// wait for the task to exit and get the exit status
status, err := task.Wait(context)

Checkpoint and Restore

If you have criu installed on your machine you can checkpoint and restore containers and their tasks. This allows you to clone and/or live migrate containers to other machines.

// checkpoint the task then push it to a registry
checkpoint, err := task.Checkpoint(context)

err := client.Push(context, "myregistry/checkpoints/redis:master", checkpoint)

// on a new machine pull the checkpoint and restore the redis container
checkpoint, err := client.Pull(context, "myregistry/checkpoints/redis:master")

redis, err = client.NewContainer(context, "redis-master", containerd.WithNewSnapshot("redis-rootfs", checkpoint))
defer container.Delete(context)

task, err = redis.NewTask(context, cio.NewCreator(cio.WithStdio), containerd.WithTaskCheckpoint(checkpoint))
defer task.Delete(context)

err := task.Start(context)

Snapshot Plugins

In addition to the built-in Snapshot plugins in containerd, additional external plugins can be configured using GRPC. An external plugin is made available using the configured name and appears as a plugin alongside the built-in ones.

To add an external snapshot plugin, add the plugin to containerd's config file (by default at /etc/containerd/config.toml). The string following proxy_plugin. will be used as the name of the snapshotter and the address should refer to a socket with a GRPC listener serving containerd's Snapshot GRPC API. Remember to restart containerd for any configuration changes to take effect.

[proxy_plugins]
  [proxy_plugins.customsnapshot]
    type = "snapshot"
    address =  "/var/run/mysnapshotter.sock"

See PLUGINS.md for how to create plugins

Releases and API Stability

Please see RELEASES.md for details on versioning and stability of containerd components.

Downloadable 64-bit Intel/AMD binaries of all official releases are available on our releases page.

For other architectures and distribution support, you will find that many Linux distributions package their own containerd and provide it across several architectures, such as Canonical's Ubuntu packaging.

Enabling command auto-completion

Starting with containerd 1.4, the urfave client feature for auto-creation of bash and zsh autocompletion data is enabled. To use the autocomplete feature in a bash shell for example, source the autocomplete/ctr file in your .bashrc, or manually like:

$ source ./contrib/autocomplete/ctr

Distribution of ctr autocomplete for bash and zsh

For bash, copy the contrib/autocomplete/ctr script into /etc/bash_completion.d/ and rename it to ctr. The zsh_autocomplete file is also available and can be used similarly for zsh users.

Provide documentation to users to source this file into their shell if you don't place the autocomplete file in a location where it is automatically loaded for the user's shell environment.

CRI

cri is a containerd plugin implementation of the Kubernetes container runtime interface (CRI). With it, you are able to use containerd as the container runtime for a Kubernetes cluster.

cri

CRI Status

cri is a native plugin of containerd. Since containerd 1.1, the cri plugin is built into the release binaries and enabled by default.

The cri plugin has reached GA status, representing that it is:

See results on the containerd k8s test dashboard

Validating Your cri Setup

A Kubernetes incubator project, cri-tools, includes programs for exercising CRI implementations. More importantly, cri-tools includes the program critest which is used for running CRI Validation Testing.

CRI Guides

Communication

For async communication and long-running discussions please use issues and pull requests on the GitHub repo. This will be the best place to discuss design and implementation.

For sync communication catch us in the #containerd and #containerd-dev Slack channels on Cloud Native Computing Foundation's (CNCF) Slack - cloud-native.slack.com. Everyone is welcome to join and chat. Get Invite to CNCF Slack.

Security audit

Security audits for the containerd project are hosted on our website. Please see the security page at containerd.io for more information.

Reporting security issues

Please follow the instructions at containerd/project

Licenses

The containerd codebase is released under the Apache 2.0 license. The README.md file and files in the "docs" folder are licensed under the Creative Commons Attribution 4.0 International License. You may obtain a copy of the license, titled CC-BY-4.0, at http://creativecommons.org/licenses/by/4.0/.

Project details

containerd is the primary open source project within the broader containerd GitHub organization. However, all projects within the repo have common maintainership, governance, and contributing guidelines which are stored in a project repository commonly for all containerd projects.

Please find all these core project documents, including the:

information in our containerd/project repository.

Adoption

Interested to see who is using containerd? Are you using containerd in a project? Please add yourself via pull request to our ADOPTERS.md file.

protobuild's People

Contributors

akihirosuda avatar austinvazquez avatar bruceadowns avatar crosbymichael avatar dependabot[bot] avatar dmcgowan avatar dnephin avatar estesp avatar fuweid avatar justai-net avatar kolyshkin avatar kzys avatar sbunce avatar stevvooe avatar thajeztah avatar tossmilestone avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

protobuild's Issues

add option parameter for the generator

We cannot add option to the choosen generator.

For example with protoc-gen-gotemplate

you can add debug or template_dir option to the generator like :
--gotemplate_out=template_dir=.,debug=true:.

It could be cool to have an option in the Protobuild.toml to be able to add them something like :

[[generator]]
  name = "gotemplate"

  [generator.options]
    debug = true
    template_dir = "."

What do you think ?

What is logic behind write .pb.go files to GOPATH?

Good day.
I have confused why outputDir is not configurable and why it pointing to GOPATH by default?

outputDir := filepath.Join(gopathCurrent, "src")

Is there special reason which i missing?

I tried to force GOPATH to directory where i would like to see .pb.go files, but got empty error:

GOPATH=./:$GOPATH protobuild . 
exit status 2


GOPATH=$(pwd):$GOPATH protobuild .                                                                                           
exit status 1

I think it's because of bug in quiet flag check:

if quiet {
	log.Println(arg)
}

Must be !quiet

Use paths=source_relative flag

https://developers.google.com/protocol-buffers/docs/reference/go-generated documents a flag paths=source_relative:

If the paths=source_relative flag is specified, the output file is placed in the same relative directory as the input file. For example, an input file protos/buzz.proto results in an output file at protos/buzz.pb.go.

This fixes a chief issue with module-based output, allowing to move to using --go_out=. to work from the repo root.

We should probably move the version 2 config to emit with these options.

Support Go modules

It might be time to start considering support for Go modules. Suggestions and support are welcome.

Error occurs when run protobuild with `descriptors` configs

When running go list ./...|grep -v vendor|xargs protobuild under the protobuild package path, get errors:

protoc -I.:/home/user/go/src:/usr/local/include --include_imports --descriptor_set_out=/tmp/descriptors.pb-471601849 --go_out=plugins=grpc,import_path=github.com/stevvooe/protobuild/examples/foo,Mgogoproto/gogo.proto=github.com/gogo/protobuf/gogoproto,Mgoogle/protobuf/descriptor.proto=github.com/gogo/protobuf/protoc-gen-gogo/descriptor,Mgoogle/protobuf/empty.proto=github.com/gogo/protobuf/types,Mgoogle/protobuf/timestamp.proto=github.com/gogo/protobuf/types:/home/fly__fish/go/src /home/user/go/src/github.com/stevvooe/protobuild/examples/foo/foo.proto
/usr/local/include/google/protobuf/descriptor.proto: File does not reside within any path specified using --proto_path (or -I).  You must specify a --proto_path which encompasses this file.  Note that the proto_path must be an exact prefix of the .proto file names -- protoc is too dumb to figure out when two paths (e.g. absolute and relative) are equivalent (it's harder than you think).
2017/08/06 11:37:48 exit status 1

The protoc version is libprotoc 3.3.0.

According to the error message, I add -I /usr/local/include/google/protobuf to the descriptors.go file as:

func (d *descriptorSet) marshalTo(w io.Writer) error {
	p, err := proto.Marshal(&d.merged)
	if err != nil {
		return err
	}

	args := []string{
		"protoc",
		"--decode",
		"google.protobuf.FileDescriptorSet",

		// TODO(stevvooe): Come up with better way to resolve this path.
		"/usr/local/include/google/protobuf/descriptor.proto",
		"-I",
		"/usr/local/include/google/protobuf",
	}

	cmd := exec.Command(args[0], args[1:]...)
	cmd.Stdin = bytes.NewReader(p)
	cmd.Stdout = w
	cmd.Stderr = os.Stderr

	return cmd.Run()
}

And everything goes fine.

protobuild command not found

Hi, stevvooe
I run follow steps,
1) make setup -> normal, and all package instlled.
2) make generate -> /bin/sh: protobuild command not found.
The protobuild has already installed under /root/go/src/github.com/stevvooe.

my go env like this, i run commands on the CentOS7.3

[root@host-172-19-146-103 github.com]# go env
GOARCH="amd64"
GOBIN=""
GOEXE=""
GOHOSTARCH="amd64"
GOHOSTOS="linux"
GOOS="linux"
GOPATH="/root/go"
GORACE=""
GOROOT="/usr/local/go"
GOTOOLDIR="/usr/local/go/pkg/tool/linux_amd64"

Any mistake ? thanks

Proposal to allow multiple service interface implementations for a single .proto

Support generation of multiple service interface code implementations via different plugins from a single .proto.
A user should be able to target a specific .proto and specify the plugin, and resulting import package location which provides the target directory for any generated code as well as the package name.
It is the users responsibility to prevent collisions between the multiple plugins.

One use-case of this feature would be to generate ttrpc and grpc service implementations for a given .proto service defintiion.

An experiment was perfomed to see what could be possible with minimal modifications to Protobuild
while leveraging the capabilities of protoc and the existing generators. By providing arguments for
the import path, and output directory, protoc can be controlled to generate what is needed.

Generating for other languages

I understand that this tool has a focus on Go applications but in general, a GRPC or protobuf definition is shared by other languages in order to generate the client code necessary to talk to those services.

Is there any guide or recommendation on how to do that? Currently protoc throws errors such as (Example taken from containerd):

gogoproto/gogo.proto: File not found.
github.com/containerd/containerd/protobuf/plugin/fieldpath.proto: File not found.
api/events/container.proto: Import "gogoproto/gogo.proto" was not found or had errors.
api/events/container.proto: Import "github.com/containerd/containerd/protobuf/plugin/fieldpath.proto" was not found or had errors

Is there any simple/recommended way to make those imports resolve when generating for other languages? Or any way to tell protobuild to run protoc with a specific plugin, i.e. --rust_out or --ruby_out, etc?

Can not find golang package when executing the make command

Can not find golang package when executing the make command, and reprodution step is:

  1. make setup -> pass
  2. make -> command not found(lost package)
    ๐Ÿณ lint
    /bin/sh: 1: golint: not found
    ๐Ÿณ ineffassign
    /bin/sh: 1: ineffassign: not found
    ๐Ÿณ misspell
    xargs: misspell: No such file or directory

Should the `overrides` prefixes be matching on filesystem case, or Go package name?

While trying to regenerate protobuf in hcsshim, I hit a surprising behaviour.

I was running this on Windows, and

protobuild github.com/Microsoft/hcsshim/internal/shimdiag

was not honouring the existing override in Protobuf.toml:

[[overrides]]
prefixes = ["github.com/Microsoft/hcsshim/internal/shimdiag"]
plugins = ["ttrpc"]

After much poking about, I found this works:

[[overrides]]
prefixes = [
  "github.com/Microsoft/hcsshim/internal/shimdiag",
  "github.com\\Microsoft\\hcsshim\\internal\\shimdiag",
]
plugins = ["ttrpc"]

Is this expected behaviour? I had expected (from my very limited exposure to this tool) that all these paths were in "Go package path" format, rather than being filesystem paths.

I only worked out what was going on when I noticed that the prefix being looked up is defined with filepath.Rel, and perhaps filepath.ToSlash should be used on the result before further processing? Or perhaps that would also be surprising for packages defined on the filesystem. (I don't know if Go enforces /-separators in that case or not.)

This is with protobuild 6b023c6, rather than 0.1.0, due to #46.

Add support for sub config on packages

Protobuild is really a good tool to build protobufs. But when we want to config specific options in one package, there is no way to do that. Because protobuild only support a global config file in the project root.

Support a sub config file inherited from the global config file would be a good solution.

I will appreciate if this feature is added.

mark output to make it clear when warnings show

Right now, it is a little hard to tell the commands from the output. This makes it easy to missing warnings in the output. Output should probably have some sort of marker or indent for each line to make it obvious.

protoc do require --proto_path

Error

protoc -I.:/root/protobuild/vendor:/root/go/src:/usr/local/include:/usr/include --go_out=plugins=grpc,import_path=github.com/stevvooe/protobuild/examples/bar,Mgogoproto/gogo.proto=github.com/gogo/protobuf/gogoproto,Mgoogle/protobuf/descriptor.proto=github.com/gogo/protobuf/protoc-gen-gogo/descriptor,Mgoogle/protobuf/empty.proto=github.com/gogo/protobuf/types,Mgoogle/protobuf/timestamp.proto=github.com/gogo/protobuf/types:/root/go/src /root/protobuild/examples/bar/bar.proto
/root/protobuild/examples/bar/bar.proto: File does not reside within any path specified using --proto_path (or -I).  You must specify a --proto_path which encompasses this file.  Note that the proto_path must be an exact prefix of the .proto file names -- protoc is too dumb to figure out when two paths (e.g. absolute and relative) are equivalent (it's harder than you think).

protoc version

libprotoc 3.6.1 

go version

go version go1.15.8 linux/amd64

go env

GO111MODULE=""
GOARCH="amd64"
GOBIN=""
GOCACHE="/root/.cache/go-build"
GOENV="/root/.config/go/env"
GOEXE=""
GOFLAGS=""
GOHOSTARCH="amd64"
GOHOSTOS="linux"
GOINSECURE=""
GOMODCACHE="/root/go/pkg/mod"
GONOPROXY=""
GONOSUMDB=""
GOOS="linux"
GOPATH="/root/go"
GOPRIVATE=""
GOPROXY="https://proxy.golang.org,direct"
GOROOT="/usr/local/go"
GOSUMDB="sum.golang.org"
GOTMPDIR=""
GOTOOLDIR="/usr/local/go/pkg/tool/linux_amd64"
GCCGO="gccgo"
AR="ar"
CC="gcc"
CXX="g++"
CGO_ENABLED="1"
GOMOD="/root/protobuild/go.mod"
CGO_CFLAGS="-g -O2"
CGO_CPPFLAGS=""
CGO_CXXFLAGS="-g -O2"
CGO_FFLAGS="-g -O2"
CGO_LDFLAGS="-g -O2"
PKG_CONFIG="pkg-config"
GOGCCFLAGS="-fPIC -m64 -pthread -fmessage-length=0 -fdebug-prefix-map=/tmp/go-build045483701=/tmp/go-build -gno-record-gcc-switches"

OS

NAME="CentOS Linux"
VERSION="7 (Core)"
ID="centos"
ID_LIKE="rhel fedora"
VERSION_ID="7"
PRETTY_NAME="CentOS Linux 7 (Core)"
ANSI_COLOR="0;31"
CPE_NAME="cpe:/o:centos:centos:7"
HOME_URL="https://www.centos.org/"
BUG_REPORT_URL="https://bugs.centos.org/"

CENTOS_MANTISBT_PROJECT="CentOS-7"
CENTOS_MANTISBT_PROJECT_VERSION="7"
REDHAT_SUPPORT_PRODUCT="centos"
REDHAT_SUPPORT_PRODUCT_VERSION="7"

Reproduce

  1. clone project
  2. install protobuild
  3. run -> go list ./... | grep -v vendor | xargs protobuild

Add warning for files include by vendor path that should be from GOPATH

There are cases where the same file can be included relative to vendor or GOPATH. In GOPATH, they might look like this:

github.com/myproject/foo/vendor/github.com/otherproject/foo/foo.proto

As referenced through vendor, they would look as follows:

github.com/otherproject/foo/foo.proto

We should detect these cases and warn the user to use the shorter, vendored version.

Please release a new version so that the install instructions work

> go get -u github.com/containerd/protobuild
go: downloading github.com/containerd/protobuild v0.1.0
go get: github.com/containerd/[email protected]: parsing go.mod:
        module declares its path as: github.com/stevvooe/protobuild
                but was required as: github.com/containerd/protobuild

This is fixed in main (#43), so this works, except for the deprecation warning.

> go get -u github.com/containerd/protobuild@main
go: downloading github.com/containerd/protobuild v0.1.1-0.20210923142138-6b023c693abe
go: downloading github.com/pelletier/go-toml v1.9.4
go get: installing executables with 'go get' in module mode is deprecated.
        Use 'go install pkg@version' instead.
        For more information, see https://golang.org/doc/go-get-install-deprecation
        or run 'go help get' or 'go help install'.

go install has the same problem:

> go install github.com/containerd/protobuild
go install: version is required when current directory is not in a module
        Try 'go install github.com/containerd/protobuild@latest' to install the latest version
> go install github.com/containerd/protobuild@latest
go install: github.com/containerd/protobuild@latest: github.com/containerd/[email protected]: parsing go.mod:
        module declares its path as: github.com/stevvooe/protobuild
                but was required as: github.com/containerd/protobuild
> go install github.com/containerd/protobuild@main
> 

(Sorry for the blank issue report, turns out pressing enter in the title box submits the issue)

using protobuild with multiple generator

Hello,

I was wondering if protobuild could actually be able to be used with more than 1 generator ?

I can't use both go_out and grpc-gateway_out that I normaly use with protoc command line.
I have to do 2 .toml right ?

I can't find anything on this topic.

Should it be supported ?
Is it on a TODO ?

Best regards,
Thanks for the awesome job tho !

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.