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View Code? Open in Web Editor NEWA Cloud Native Buildpack for Node
License: Apache License 2.0
A Cloud Native Buildpack for Node
License: Apache License 2.0
The current go.mod file references a github.com/cloudfoundry repo. Now that this repo lives in the paketo-buildpacks org, we should update the module name and the internal import statements in this codebase.
Create Draft Release workflow failed.
This buildpack should opt-in to allowing users to disable SBOM. In doing so, it should conform to RFC044.
Go get update workflow failed.
Please take a look to ensure CVE patches can be released. (cc @pivotal-cf/commercial-buildpacks).
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Update Dependencies From Metadata workflow failed.
The module path github.com/cloudfoundry/occam
found in your /go.mod
doesn't match the actual path github.com/paketo-buildpacks/occam
found in the dependency's go.mod
.
Updating the module path in your go.mod
to github.com/paketo-buildpacks/occam
should resolve this issue.
We're trying to build a NodeJS app on our own custom builders/stacks based on Amazon Linux 2023. The NodeJS version is constrained to need >=20.11.0
.
Paketobot should respect the stacks in the previous version, not just use the io.buildpacks.stacks.bionic
and io.buildpacks.stacks.jammy
stacks as default.
Paketobot created a commit here with 20.11.0
, but it set the default stacks to io.buildpacks.stacks.bionic
and io.buildpacks.stacks.jammy
stacks, not a *
like the previous one that it deleted.
Paketobot should add a *
to all stacks.
N/A
We're building builders and base images based on Amazon Linux 2023 and would like this to work. I can open a PR to correct this specific stack, but long-term would like Paketobot to have this enabled by default.
cat: /sys/fs/cgroup/memory/memory.limit_in_bytes: No such file or directory
/layers/paketo-buildpacks_node-engine/node/profile.d/0_memory_available.sh: line 3: / ( 1024 * 1024 ) : syntax error: operand expected (error token is "/ ( 1024 * 1024 ) ")
I think that this might be caused by the fact that I am running cgroups v2
.
The bionic builder supports node-engine-cnb, but, the resulting docker image has a hiccup as its missing jq
:
$ pack build --builder cloudfoundry/cnb:bionic --publish
starkandwayne/sample-app-nodejs:0.1.1
$ docker run -ti -p 8080:8080 docker.io/starkandwayne/sample-app-nodejs:0.1.1
/layers/org.cloudfoundry.node-engine/node/profile.d/0_memory_available.sh: line 2: jq: command not found
yarn run v1.19.1
$ node server.js
Example app listening on port 8080!
When building an image, buildpacks sometimes restore cached layers from the image if it exists already. In the following scenario this breaks:
#!/bin/bash
set -euo pipefail
DIR="$(cd -- "$(dirname -- "${BASH_SOURCE[0]}")" &> /dev/null && pwd)"
# Create a temporary directory
rm -rf "${DIR}/temp"
# Clone the test repository
git clone https://github.com/SaschaSchwarze0/nodejs-test.git "${DIR}/temp"
# Checkout the code level without a package.json
git -C "${DIR}/temp" checkout 714ef2832a241cb3e573634594d05a2f8825dfb1
# run pack to build the application
pack build nodejs-test --path "${DIR}/temp" --builder paketobuildpacks/builder:0.1.268-full
# Checkout main to have the code level with package.json
git -C "${DIR}/temp" checkout main
# run pack again to build the application
pack build nodejs-test --path "${DIR}/temp" --builder paketobuildpacks/builder:0.1.268-full
The second pack command reuses the node-engine layer from the image:
[builder] Paketo Node Engine Buildpack 0.8.0
[builder] Resolving Node Engine version
[builder] Candidate version sources (in priority order):
[builder] -> ""
[builder] <unknown> -> ""
[builder]
[builder] Selected Node Engine version (using ): 14.17.6
[builder]
[builder] Reusing cached layer /layers/paketo-buildpacks_node-engine/node
This seems to come without the npm
binary which was kind of okay for the previous build that had no package.json. But the second build has a package.json. The npm-install buildpack therefore kicks in - and fails:
[builder] Paketo NPM Install Buildpack 0.4.0
[builder] Resolving installation process
[builder] Process inputs:
[builder] node_modules -> "Not found"
[builder] npm-cache -> "Not found"
[builder] package-lock.json -> "Found"
[builder]
[builder] Selected NPM build process: 'npm ci'
[builder]
[builder] error:
[builder] failed to execute npm get user-agent: exec: "npm": executable file not found in $PATH
[builder] ERROR: failed to build: exit status 1
If you run the pack command for a different image, it will work because it cannot restore some previous layer.
What were you attempting to do?
See above
What did you expect to happen?
The build should succeed after adding a package.json
What was the actual behavior? Please provide log output, if possible.
It failed, logs and repro scripts. See above.
What platform (pack
, kpack
, tekton
buildpacks plugin, etc.) are you
using? Please include a version.
pack 0.21.1
What buildpacks are you using? Please include versions.
Those were detected in the second run that failed:
===> DETECTING
[detector] 5 of 9 buildpacks participating
[detector] paketo-buildpacks/ca-certificates 2.4.1
[detector] paketo-buildpacks/node-engine 0.8.0
[detector] paketo-buildpacks/npm-install 0.4.0
[detector] paketo-buildpacks/node-module-bom 0.1.2
[detector] paketo-buildpacks/npm-start 0.4.0
The first run without package.json was without npm-install, npm-start and node-module-bom, but rather node-start.
What builder are you using? If custom, can you provide the output from pack inspect-builder <builder>
?
Builder image: paketobuildpacks/builder:0.1.268-full
Can you provide a sample app or relevant configuration (buildpack.yml
,
nginx.conf
, etc.)?
See script
See paketo-buildpacks/nodejs#379 for more details.
Currently, this buildpack (and the dependencies it ships) only support io.buildpacks.stacks.bionic
. I'd like it to also work with io.buildpacks.stacks.jammy
.
Add the necessary stack ID to the list of stacks compatible with each dependency the buildpacks ship. Also, add the stack ID to the listed [[stacks]]
in the buildpack.toml
. This will probably require either a) validating that the existing node dependency works as expected on Jammy or b) making changes to the node dependency to support Jammy.
In order for the Node.js and .NET buildpacks to work with the Paketo Jammy stacks, this buildpack will need to support io.buildpacks.stacks.jammy
.
Requesting implementation of relevant sections of RFC 0003 that lets users migrate to environment variables from buildpack.yml for buildpack configurations.
The buildpack should support:
$BP_NODE_VERSION
$BP_NODE_OPTIMIZE_MEMORY
The buildpack should support both configuration options with environment variables taking priority
The buildpack should detect whether the application has a buildpack.yml and print a warning message which will include links to documentation on how to upgrade and how to run builds with environment variable configuration
Could we move build/cmd
and detect/cmd
to cmd/build
and cmd/detect
?
Enable BPL_DEBUG_ENABLE
and BP_DEBUG_PORT
Will work similar to the java buildpack.
The option --inspect
will be set when starting node
and this environment variable is set.
As a Paketo user, I want to be able to enable debug support in applications and I would like the interface to do this to be consistent across all language families. To accomplish this, a Paketo buildpack language family should follow these guidelines.
When an .nvmrc
uses an lts
directive like lts/hydrogen
, the buildpack should resolve that to the corresponding semver
The buildpack fails to install because of an "invalid version"
Possibilities:
.nvmrc
of lts/hydrogen
and attempt to pack itI am trying to be declarative that we are on an lts
channel and ideally, would like to stay on the latest lts
by using lts/*
. I'm happy to contribute a PR once a decision on the possible solution above is made
The following pass without any code, which means its not our functionality:
https://github.com/cloudfoundry/node-engine-cnb/blob/aedb5187709354e0f50801d020f2bc3283a7c61e/node/node_test.go#L86
https://github.com/cloudfoundry/node-engine-cnb/blob/master/node/node_test.go#L133
It should successfully generate the bin files.
It fails with below error:
Building util...
stat <directories>/node-engine/cmd/util/main.go: directory not found
./scripts/build.sh
This issue was introduced on this PR #742
@c0d1ngm0nk3y Can you have a look, as i dont have enough context on how this issue should be resolved
In a recent change, this buildpack introduced a number of non-canonical dependencies that are provided to downstream consumers. For example.
gopkg.in/mattn/go-colorable.v0 v0.1.0 h1:WYuADWvfvYC07fm8ygYB3LMcsc5CunpxfMGKawHkAos=
gopkg.in/mattn/go-colorable.v0 v0.1.0/go.mod h1:BVJlBXzARQxdi3nZo6f6bnl5yR20/tOL6p+V0KejgSY=
gopkg.in/mattn/go-isatty.v0 v0.0.4 h1:NtS1rQGQr4IaFWBGz4Cz4BhB///gyys4gDVtKA7hIsc=
gopkg.in/mattn/go-isatty.v0 v0.0.4/go.mod h1:wt691ab7g0X4ilKZNmMII3egK0bTxl37fEn/Fwbd8gc=
gopkg.in/mattn/go-runewidth.v0 v0.0.4 h1:r0P71TnzQDlNIcizCqvPSSANoFa3WVGtcNJf3TWurcY=
gopkg.in/mattn/go-runewidth.v0 v0.0.4/go.mod h1:BmXejnxvhwdaATwiJbB1vZ2dtXkQKZGu9yLFCZb4msQ=
The go.mod
's for those libraries describe their module's as github.com/mattn/...
. An explanation for the problem can be found here. My guess is that the problem is probably upstream in packit
.
The result for downstream consumers is being unable to update to new versions of this dependencies with the following failure:
...
go: finding github.com/cloudfoundry/packit latest
go: finding gopkg.in/mattn/go-runewidth.v0 v0.0.8
go: finding gopkg.in/mattn/go-colorable.v0 v0.1.4
go: finding gopkg.in/fatih/color.v1 v1.9.0
go: finding gopkg.in/mattn/go-runewidth.v0 v0.0.8
go get all: gopkg.in/mattn/[email protected]: invalid version: go.mod has non-....v0 module path "github.com/mattn/go-runewidth" at revision v0.0.8
go: finding gopkg.in/mattn/go-colorable.v0 v0.1.4
go get all: gopkg.in/mattn/[email protected]: invalid version: go.mod has non-....v0 module path "github.com/mattn/go-colorable" at revision v0.1.4
go: finding gopkg.in/fatih/color.v1 v1.9.0
go get all: gopkg.in/fatih/[email protected]: invalid version: go.mod has non-....v1 module path "github.com/fatih/color" at revision v1.9.0
go: finding gopkg.in/mattn/go-isatty.v0 v0.0.11
go: finding gopkg.in/mattn/go-isatty.v0 v0.0.11
go get all: gopkg.in/mattn/[email protected]: invalid version: go.mod has non-....v0 module path "github.com/mattn/go-isatty" at revision v0.0.11
cc @scothis
To conform to RFC0043 this buildpack should ensure that builds are reproducible. Specifically it should not include a built_at
metadata field. In the tests that leverage this field to assert layer reuse, we should instead compare layer SHA values across rebuilds.
See also the tracking issue: paketo-buildpacks/rfcs#165.
Linux fedora 6.1.15-200.fc37.x86_64 #1 SMP PREEMPT_DYNAMIC Fri Mar 3 17:29:44 UTC 2023 x86_64 x86_64 x86_64 GNU/Linux
The integration tests error after using the command go test -count=1 -timeout 0 ./integration/... -v -run Integration
Integration tests should run successfully
Integration tests error with below error message
=== RUN TestIntegration
init_test.go:68:
Unexpected error:
<*errors.errorString | 0xc000441a90>:
failed to open cacheManager: EOF
{
s: "failed to open cacheManager: EOF",
}
occurred
--- FAIL: TestIntegration (0.00s)
FAIL
FAIL github.com/paketo-buildpacks/node-engine/integration 0.009s
FAIL
** GO Test Failed with index.docker.io/paketobuildpacks/builder:buildpackless-base**
I have tried:
./scripts/integration.sh
go test -count=1 -timeout 0 ./integration/... -v -run Integration
, this command should produce an error./scripts/integration.sh
this time they should produce an errorI can not run the integration tests on my pc and as a result do further development.
Approve bot PR workflow failed.
If you try to build an app that requires a version of node that is not included in the buildpack, the error message doesn't tell you what versions are available:
e.g. buildpack.toml
---
nodejs:
version: 12.18.2
Build output:
$ pack build app1 -p integration/testdata/simple_app -b build/buildpackage.cnb
base: Pulling from paketobuildpacks/builder
Digest: sha256:e41a855ecfb4427aadc07029f545ff6c1f36f46cf096eb633e1b7e48e25d3a44
Status: Image is up to date for paketobuildpacks/builder:base
base-cnb: Pulling from paketobuildpacks/run
Digest: sha256:3175edc5a0570b41b2109c53786890cca575570d71bbe734bb001f0b5aad4508
Status: Image is up to date for paketobuildpacks/run:base-cnb
0.9.1: Pulling from buildpacksio/lifecycle
Digest: sha256:53bf0e18a734e0c4071aa39b950ed8841f82936e53fb2a0df56c6aa07f9c5023
Status: Image is up to date for buildpacksio/lifecycle:0.9.1
===> DETECTING
[detector] paketo-buildpacks/node-engine 1.2.3
===> ANALYZING
[analyzer] Previous image with name "index.docker.io/library/tapp:latest" not found
===> RESTORING
===> BUILDING
[builder] Paketo Node Engine Buildpack 1.2.3
[builder] Resolving Node Engine version
[builder] Candidate version sources (in priority order):
[builder] buildpack.yml -> "12.18.2"
[builder]
[builder]
[builder] failed to satisfy "node" dependency version constraint "12.18.2": no compatible versions
[builder] ERROR: failed to build: exit status 1
ERROR: failed to build: executing lifecycle. This may be the result of using an untrusted builder: failed with status code: 145
Expectation: The error message should include a list of versions that the user can specify.
Dependabot couldn't parse the go.mod found at /go.mod
.
The error Dependabot encountered was:
go: github.com/cloudfoundry/[email protected] requires
gopkg.in/[email protected]: invalid version: git fetch --unshallow -f origin in /opt/go/gopath/pkg/mod/cache/vcs/9241c28341fcedca6a799ab7a465dd6924dc5d94044cbfabb75778817250adfc: exit status 128:
fatal: The remote end hung up unexpectedly
According to these docs, a constraint range is an acceptable version argument in the package.json
: https://docs.npmjs.com/cli/v7/configuring-npm/package-json#engines
"engines": {
"node": ">=8.0 <15"
},
Some version of node between those two versions is used.
2021/03/04 22:56:25.403534 Paketo Node Engine Buildpack 0.1.5
2021/03/04 22:56:25.403564 Resolving Node Engine version
2021/03/04 22:56:25.403664 Candidate version sources (in priority order):
2021/03/04 22:56:25.403675 package.json -> ">=8.0 <15"
2021/03/04 22:56:25.403682
2021/03/04 22:56:25.407121 improper constraint: >=8.0 <15
2021/03/04 22:56:25.407139 ERROR: failed to build: exit status 1
2021/03/04 22:56:26.452274 ERROR: failed to build: failed with status code: 145
pack
, kpack
, tekton
buildpacks plugin, etc.) are youLatest pack
Paketo Node Engine Buildpack 0.1.5
pack inspect-builder <builder>
?Custom builder
buildpack.yml
,nginx.conf
, etc.)?Packit v2 introduced the concept of debug logging. We should take advantage of this feature by adding debug logs to this buildpack, see mri for an example of what this looks like in practice.
In 4fb2a49, the debug logger was already added, so this issue is only concerned with fleshing out the content of the debug logs and adding test cases for it.
What version of Cloud Foundry and CF CLI are you using? (i.e. What is the output of running cf curl /v2/info && cf version
?
n/a
What version of the buildpack you are using?
0.0.7
If you were attempting to accomplish a task, what was it you were attempting to do?
Uses async functions
What did you expect to happen?
Install a modern version of node
What was the actual behavior?
Node 6 was installed, with is EOL at the end of this month. Absent any indication from the app as to its preference, I expected to receive the active LTS release which is Node 10.
https://nodejs.org/en/about/releases/
Can you provide a sample app?
===> BUILDING
[builder] -----> Node.js Buildpack 0.0.7
[builder] -----> NodeJS 6.16.0: Contributing to layer
[builder] Downloading from https://nodejs.org/dist/v6.16.0/node-v6.16.0-linux-x64.tar.gz
[builder] Verifying checksum
[builder] Expanding to /layers/org.cloudfoundry.buildpacks.nodejs/node
[builder] Writing NODE_HOME to shared
[builder] Writing NODE_ENV to shared
[builder] Writing NODE_MODULES_CACHE to shared
[builder] Writing NODE_VERBOSE to shared
[builder] Writing NPM_CONFIG_PRODUCTION to shared
[builder] Writing NPM_CONFIG_LOGLEVEL to shared
[builder] Writing WEB_MEMORY to shared
[builder] Writing WEB_CONCURRENCY to shared
[builder] Writing .profile.d/0_memory_available.sh
[builder]
<snip>
/layers/io.projectriff.node/riff-invoker-node/server.js:40
async function init() {
^^^^^^^^
SyntaxError: Unexpected token function
at createScript (vm.js:56:10)
at Object.runInThisContext (vm.js:97:10)
at Module._compile (module.js:549:28)
at Object.Module._extensions..js (module.js:586:10)
at Module.load (module.js:494:32)
at tryModuleLoad (module.js:453:12)
at Function.Module._load (module.js:445:3)
at Module.runMain (module.js:611:10)
at run (bootstrap_node.js:394:7)
at startup (bootstrap_node.js:160:9)
Please confirm where necessary:
The integration tests in this repo include a set of helpers that provide some assertions about log output: https://github.com/paketo-buildpacks/node-engine/blob/master/integration/init_test.go#L61-L149.
This functionality has been pulled into the ContainLines matcher in occam: https://github.com/cloudfoundry/occam/blob/master/matchers/contain_lines.go.
The parts of the integration test suite that uses these helpers should be replaced with the ContainLines matcher.
Need to apply the changes from this PR: https://github.com/cloudfoundry/go-cnb/pull/3
Lines: https://github.com/cloudfoundry/nodejs-cnb/blob/master/node/node.go#L61-L67
I wanted to configure the BP_NODE_OPTIMIZE_MEMORY
feature. Since the start command buildpacks in this language family have moved to direct process types, these values, loaded by profile.d
scripts, are no longer being loaded into the environment.
When I run my app I see the following:
$ docker run --memory 1G nodejs-test
Yeah from index.js!
MEMORY_AVAILABLE: undefined
NODE_OPTIONS: undefined
I would expect to see the following:
$ docker run --memory 1G nodejs-test
Yeah from index.js!
MEMORY_AVAILABLE: 1024
NODE_OPTIONS: --max_old_space_size=768
Update Dependencies From Metadata workflow failed.
Create Draft Release workflow failed.
In issue paketo-buildpacks/packit#140, @ryanmoran outlined a full plan to manage dependency updates in a more transparent manner using the dependency server. We are breaking that issue down into workable pieces.
For this initiative, we are going to implement this work in the Node.js language family first, before we roll out the changes to every buildpack. This issue is to add the constraint metadata fields to the buildpack.toml
for the node-engine buildpack.
As described in paketo-buildpacks/packit#140 the format should look like:
[[metadata.dependency-constraints]]
id = "noder"
constraint = "12.*"
patches = 2
[[metadata.dependency-constraints]]
id = "node"
constraint = "14.*"
patches = 2
[[metadata.dependency-constraints]]
id = "node"
constraint = "15.*"
patches = 2
[[metadata.dependency-constraints]]
id = "node"
constraint = "16.*"
patches = 2
This will eventually get used by our automation to keep the versions in the buildpack.toml
up to date. Please refer to paketo-buildpacks/packit#140 for more information on this schema.
What version of Cloud Foundry and CF CLI are you using? (i.e. What is the output of running cf curl /v2/info && cf version
?
N/A, using pack
What version of the buildpack you are using?
0.0.102
If you were attempting to accomplish a task, what was it you were attempting to do?
pack build --builder cloudfoundry/cnb:bionic -p <app-path>
, where <app-path>
is the path to a node application
What did you expect to happen?
Builder logs containing
-----> Node Engine Buildpack 0.0.102
or similar.
What was the actual behavior?
Builder logs to containing
-----> Node Engine Buildpack &{[34] <nil>}
Can you provide a sample app?
Any node app
NOTE: This is also true for the org.cloudfoundry.npm
CNB and probably others (I didn't check).
Please confirm where necessary:
Node 20.x is out for a couple of months https://nodejs.org/en/blog/announcements/v20-release-announce
Node 14.x has passed EOL https://vercel.com/changelog/node-js-14-and-16-are-being-deprecated
The Dependency
field in the github.com/cloudfoundry/node-engine-cnb/node
package was part of the public API for the buildpack, and was removed without a suggested migration in 6c08278. Its removal is preventing riff from consuming the latest buildpack.
cc @nebhale
Create Draft Release workflow failed.
See how node-engine sets NODE_ENV. By using the override
rule, the buildpack makes it impossible for a user to change the value of NODE_ENV
to something other than the buildpack-set value of production
.
As a user, I expect that:
The buildpack may set a default value for NODE_ENV
but if the user has specified a value (e.g. pack build... --env NODE_ENV=development
), buildpack will use/set the user provided value as:
(1) default value in the build phase of subsequent buildpacks, and
(2) default value in the launch phase of the built container image, unless overridden by subsequent buildpacks
Use case:
This will enable users to build devDependencies
by passing NODE_ENV=development
. See npm documentation
Edit: Due to RFC 0019. See #196 (comment)
The dependency that this buildpack provides is compiled on an image that isn't actually the stack image. This could result in subtle bugs - like features not being enabled or enabled features not being available at run-time - due to differences in configuration and available libraries. We should compile the dependency on the actual stack base image rather than a similar image.
postal
now offers a BOM generation function. This allows there to be consistency in BOM formats between different buildpacks that use postal
. This buildpack should be updated to use this generic BOM generator.
The module path github.com/cloudfoundry/packit
found in your /go.mod
doesn't match the actual path github.com/paketo-buildpacks/packit
found in the dependency's go.mod
.
Updating the module path in your go.mod
to github.com/paketo-buildpacks/packit
should resolve this issue.
To implement Paketo RFC0038, this buildpack will need to move from storing SBOM information in layer metadata to storing it in files that the CNB lifecycle can manipulate during the build. The RFC outlines what these files are and what they should contain.
The first release of the Node Engine Paketo Buildpack after 2020-06-04 will no longer include Node.js versions 13.x. These Node.js versions will no longer be supported upstream.[1] Please migrate your Node.js apps to supported versions of Node.js before that time.
As always, the Paketo Buildpacks contributors are happy to answer questions you may have about this deprecation in the Paketo Buildpacks slack[2].
[1] - https://github.com/nodejs/Release
[2] - https://slack.paketo.io
Implement Dependency Management RFC Phase 1 for node
. Check out the RFC for more details and background.
When possible, dependencies should be used directly from upstream, rather than undergoing any additional compilation or modifications performed by Paketo-maintained code. For each dependency, the corresponding buildpack maintainer group will decide if the dependency can be used directly from upstream, and must identify the location from which the dependency will be pulled from. Some of the Paketo Java buildpacks perform directory stripping during the buildpack build process itself. This could be a viable alternative to performing directory modifications during the dependency management process for maintainers to consider.
Please refer to the retrieval RFC section on version retrieval for details around the API and background.
dependency/retrieval/
buildpack.toml
, and (2) generating metadata for each new version.SHA256
and URI
field from the metadata should be omitted in this step.If the dependency will be compiled/modified, then refer to the compilation RFC section for API details and background.
dependency/actions/compile/
It's up to maintainer discretion if the dependency will be tested. It's recommended to test the dependency if it's been compiled. Check out the testing RFC section for details.
dependency/test.
When using the generalized workflows for dependency management down the line, version retrieval and dependency testing will be executed via a Makefile in order to provide the workflow a standardized way to run the code, regardless of what language it was written in. Check out the RFC section for what this should look like.
dependency/Makefile
This issue serves to set up all the main logic for the dependency management. The work to actually leverage this code and migrate off of the dep-server will be completed in a separate issue once workflows and infrastructure is set up.
It seems like this cnb assumes the downstream consumer will always want the node layer to be marked with the launch flag.
See
Line 51 in 56eec47
A declarative, efficient, and flexible JavaScript library for building user interfaces.
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. ๐๐๐
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google โค๏ธ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.