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View Code? Open in Web Editor NEWA fast, minimalistic backend framework for Dart π―
Home Page: https://dartfrog.vgv.dev
License: MIT License
A fast, minimalistic backend framework for Dart π―
Home Page: https://dartfrog.vgv.dev
License: MIT License
A clear and concise description of what the bug is.
Steps To Reproduce
Expected Behavior
A clear and concise description of what you expected to happen.
If applicable, add screenshots to help explain your problem.
Additional Context
Add any other context about the problem here.
Description
How can I configure dart frog to allow accessing the server via HTTPS? I know that I need to setup the certificate on my server accordingly. However, it seems that I'd also need to adjust how the server is started via shelf? Does dart frog so far support HTTPS connections?
Description
This isn't so much a precise feature request as much as it is clarity and discussion on any Flutter integration plans. Remix and NextJS are both mentioned as being inspiration for Dart Frog which sparked some questions. Both Remix and NextJS are more than just a minimal backend framework. They are very opinionated frameworks around React and provide robust SSR and SSG features (among other things). That begs the question, how closely tied to Flutter will Dart Frog become long term? Will Dart Frog stay as an agnostic backend server (like express) or will it transform into something resembling NextJS/Remix but for Flutter?
It's worth mentioning that I am not vouching either way but am more curious on the maintainer's thoughts.
Description
Hello,
first of all: Thank you for this package. After aqueduct was closed, there was no real alternative to create the server in the same language as the flutter application.
Currently I want to built a real time chat application. For this, I need to support web sockets to communicate with the client.
https://pub.dev/packages/shelf_web_socket is a shelf socket plugin that can be used for this.
Requirements
Additional Context
-
Description
There is ServerPod project which is an awesome backend for Dart/Flutter. I suggest to unite your efforts with ServerPod guys because Dart really suffer with backend projects as mentioned in my post
Description
As a developer, I want to have easy access to the HttpConnectionInfo
so that I can access the remote address and/or port.
This can be surfaced via the RequestContext
:
Response onRequest(RequestContext context) {
final connectionInfo = context.connectionInfo;
}
Description
As a user, I want to be able to respond with an HTML template.
If we don't want to implement it in this core project. Would love to see separate project to support it as a plugin
either by VG team themselves or by the community.
Description
Basically, if you have nested folder including parameters the routes are not being found.
Steps To Reproduce
test/[id]/test2/index.dart
Expected Behavior
The route should be reachable as test/$id/test2
and test/$id/test2/
Additional Context
The problem does not appear if you put index.dart directly in [id]
folder.
Description
If you create hello.dart inside the routes folder and try to access localhost:8080/hello results to internal server error but when / is added to the buildHandler it works
if you create hello.dart inside routes folder this is what buildHandler looks like
Handler buildHandler() {
const pipeline = Pipeline();
final router = Router()
..all('/', routes_index.onRequest)
..all('hello', routes_hello.onRequest);
return pipeline.addHandler(router);
}
when you try to access localhost:8080/hello an error is been throw internal server error
but if i modify it
Handler buildHandler() {
const pipeline = Pipeline();
final router = Router()
..all('/', routes_index.onRequest)
..all('/hello', routes_hello.onRequest);
return pipeline.addHandler(router);
}
Expected Behavior
/ should be added new routes under buildHandler automatically
Handler buildHandler() {
const pipeline = Pipeline();
final router = Router()
..all('/', routes_index.onRequest)
..all('/hello', routes_hello.onRequest);
return pipeline.addHandler(router);
}
Description
I believe a lot of people in the dart community are using pubs like freezed. When I was recently trying to use it, I realised I can't just have a models folder in the root and use freezed like that, I had to put the dart files that would be generated under the lib
directory.
I feel like this kind of makes it lose the point of dart_frog not using the libs folder.
Perhaps I missed something here?
Same thing would be happening with dart doc .
. Although I am aware that's not really needed if there is eventually swagger support.
Requirements
Description
As a developer, I want the development server to have a robust hot-reload mechanism that can recover from errors so that I can have a seamless developer experience without having to constantly restart the dev server.
Steps To Reproduce
Expected Behavior
As a developer, I expect to have the dev server report any errors and have a resilient hot-reload mechanism that doesn't require restarting the server manually.
Description
As a developer, I want to be able to generate Open API (or similar) documentation for my Dart Frog application so that other developers are able to seamlessly integrate with the API and are aware of the full API specification.
Requirements
Hey,
I played around with dart_frog today and since I'm used to json_serializable I used it for my models. From a flutter project and dart package perspective it's pretty clear the model files have to be inside the lib
folder to be json-generated, but from the dart_frog perspective I first did not create a lib
folder but just created a models
folder on the same level like the routes
folder. This might be stupid and totally clear it doesn't work - I don't know - but my json-generation did not generate any files and also did not give me any error message. It took me some time to get to this moment where I was like: "oh... I have to put it inside the lib folder" to make it work.
Is my assumption true by putting it in the lib folder is the only possible way to generate those models or did I miss something or my configuration is broke etc.?
Best regards, keep up the great work <3
Verry
Description
This is a great initiative. But I feel like the implementation is not very intuitive. Have you ever played with a framework called - nest.js. It's incredibly straightforward to build production-scale applications. I wish dart_frog could follow a similar pattern. Let me know what you guys think about it. Cheers π»
Requirements
Description
As a developer, I want to be able to have either integrated 1st party support or a recommended 3rd party logger which seamlessly integrates with dart_frog and provides the functionality described in the requirements section.
Requirements
Build server does not start after executing dart build/bin/server.dart
command
Description
Deploying the project on Heroku via Dockerfile (produced by dart_frog build) reports an error:
I have also tried using the Dockerfile on my local Docker and the build fails with the same error.
Steps To Reproduce
Temporary fix
Removing the following lines from the Dockerfile fixed the error:
FROM scratch
COPY --from=build /runtime/ /
COPY --from=build /app/bin/server /app/bin/
As for the title,
it would be nice to have some benchmark as reference
possibly via FrameworkBenchmarks [site]
Description
Update the landing page of the docs site to be inline with the new designs.
Description
dart_frog build
should fail and report all route conflicts if conflicts exist.
Description
Way back before Dart v1, the transpiler currently known as dart2js used to be called 'frog'. :)
I think ORM and documentation for connecting the app to a database would be helpful!
Description
As a developer, it would be helpful to see example projects for different use cases of dart_frog
(ie using a database, using protobufs, a full-stack example with a Flutter app, ect)
I propose we move the existing example into a new top level directory called examples
. We can call the existing example basic
or something like that.
The new folder structure would look something like this:
β¦
docs
packages
examples
| β basic
| β postgres
| β full stack
| β β¦
Another nice feature is the examples could serve as integration tests and making sure no changes break the examples.
Alternative
An alternative structure is to create a separate repo for examples, maybe called dart_frog_examples
. This makes discoverability a bit harder, but also means pull requests for examples wouldnβt clog up the main repository.
LMK what you think! π
Description
As a developer, I want to be able to autogenerate a Dart API Client library based on my Dart Frog application code so that I can seamlessly integrate with my Dart Frog backend without having to manually write an API client layer.
Requirements
Description
As a developer, I want to be able to serve static assets via a dart frog server
Description
When dart_frog build is run on Powershell on Windows, it's fail.
Steps To Reproduce
Error
PS C:\Users\*******************\dart_frog_project> dart_frog build
β Bundling sources (0.2s)
'cp' n'est pas reconnu en tant que commande interne
ou externe, un programme exβcutable ou un fichier de commandes.
It means that the command 'cp' is not recognized has internal command.
Environment
flutter doctor -v
[β] Flutter (Channel stable, 3.0.1, on Microsoft Windows [version 10.0.19044.1466], locale fr-FR)
β’ Flutter version 3.0.1 at C:\flutter
β’ Upstream repository https://github.com/flutter/flutter.git
β’ Framework revision fb57da5f94 (5 days ago), 2022-05-19 15:50:29 -0700
β’ Engine revision caaafc5604
β’ Dart version 2.17.1
β’ DevTools version 2.12.2
[β] Android toolchain - develop for Android devices (Android SDK version 32.0.0)
β’ Android SDK at C:\Users\Tof\AppData\Local\Android\sdk
β’ Platform android-32, build-tools 32.0.0
β’ Java binary at: C:\Program Files\Android\Android Studio\jre\bin\java
β’ Java version OpenJDK Runtime Environment (build 11.0.10+0-b96-7249189)
β’ All Android licenses accepted.
[β] Chrome - develop for the web
β’ Chrome at C:\Program Files\Google\Chrome\Application\chrome.exe
[X] Visual Studio - develop for Windows
X Visual Studio not installed; this is necessary for Windows development.
Download at https://visualstudio.microsoft.com/downloads/.
Please install the "Desktop development with C++" workload, including all of its default components
[β] Android Studio (version 2020.3)
β’ Android Studio at C:\Program Files\Android\Android Studio
β’ Flutter plugin can be installed from:
https://plugins.jetbrains.com/plugin/9212-flutter
β’ Dart plugin can be installed from:
https://plugins.jetbrains.com/plugin/6351-dart
β’ Java version OpenJDK Runtime Environment (build 11.0.10+0-b96-7249189)
[β] VS Code (version 1.67.2)
β’ VS Code at C:\Users\Tof\AppData\Local\Programs\Microsoft VS Code
β’ Flutter extension version 3.40.0
[β] Connected device (3 available)
β’ Windows (desktop) β’ windows β’ windows-x64 β’ Microsoft Windows [version 10.0.19044.1466]
β’ Chrome (web) β’ chrome β’ web-javascript β’ Google Chrome 101.0.4951.54
β’ Edge (web) β’ edge β’ web-javascript β’ Microsoft Edge 99.0.1150.55
[β] HTTP Host Availability
β’ All required HTTP hosts are available
! Doctor found issues in 1 category.
during my working on the backend, I used to use Prisma to manage my databases,
I would like to know how to integrate Prisma or use the same ORM with dart frog,
I will be using this SDK for my personal project to test it and see what we can Improve on it
So on production, we can switch from nestJS to dart_frog.
Description
The filename, directory name, or volume label syntax is incorrect.
dart_frog dev
After running the above command in cmd
β Running on http://localhost:8080 (3.3s)
The Dart VM service is listening on http://127.0.0.1:8181/45EwVYB4AYs=/
The Dart DevTools debugger and profiler is available at: http://127.0.0.1:8181/45EwVYB4AYs=/devtools/#/?uri=ws%3A%2F%2F127.0.0.1%3A8181%2F45EwVYB4AYs%3D%2Fws
.dart_frog/server.dart:7:8: Error: Error when reading '.dart_frog/..%0Doutes/index.dart': The filename, directory name, or volume label syntax is incorrect.
import '..\routes/index.dart' as routes_index;
^
.dart_frog/server.dart:29:29: Error: Undefined name 'onRequest'.
..all('/', routes_index.onRequest);
^^^^^^^^^
Environment
flutter doctor -v
[β] Flutter (Channel stable, 3.0.0, on Microsoft Windows [Version 10.0.19043.1706],
locale en-US)
β’ Flutter version 3.0.0 at C:\src\flutter
β’ Upstream repository https://github.com/flutter/flutter.git
β’ Framework revision ee4e09cce0 (2 weeks ago), 2022-05-09 16:45:18 -0700
β’ Engine revision d1b9a6938a
β’ Dart version 2.17.0
β’ DevTools version 2.12.2
Checking Android licenses is taking an unexpectedly long time...[β] Android toolchain - develop for Android devices (Android SDK version 30.0.3)
β’ Android SDK at C:\Users\abdullah\AppData\Local\Android\sdk
β’ Platform android-31, build-tools 30.0.3
β’ Java binary at: C:\Program Files\Android\Android Studio\jre\bin\java
β’ Java version OpenJDK Runtime Environment (build 11.0.11+9-b60-7590822)
β’ All Android licenses accepted.
[β] Chrome - develop for the web
β’ Chrome at C:\Program Files\Google\Chrome\Application\chrome.exe
[β] Visual Studio - develop for Windows (Visual Studio Community 2022 17.0.4)
β’ Visual Studio at C:\Program Files\Microsoft Visual Studio\2022\Community
β’ Visual Studio Community 2022 version 17.0.32014.148
β’ Windows 10 SDK version 10.0.19041.0
[β] Android Studio (version 2021.1)
β’ Android Studio at C:\Program Files\Android\Android Studio
β’ Flutter plugin can be installed from:
https://plugins.jetbrains.com/plugin/9212-flutter
β’ Dart plugin can be installed from:
https://plugins.jetbrains.com/plugin/6351-dart
β’ Java version OpenJDK Runtime Environment (build 11.0.11+9-b60-7590822)
[β] VS Code (version 1.67.2)
β’ VS Code at C:\Users\abdullah\AppData\Local\Programs\Microsoft VS Code
β’ Flutter extension version 3.40.0
[β] Connected device (3 available)
β’ Windows (desktop) β’ windows β’ windows-x64 β’ Microsoft Windows [Version
10.0.19043.1706]
β’ Chrome (web) β’ chrome β’ web-javascript β’ Google Chrome 101.0.4951.67
β’ Edge (web) β’ edge β’ web-javascript β’ Microsoft Edge 100.0.1185.44
[β] HTTP Host Availability
β’ All required HTTP hosts are available
β’ No issues found!
Description
As a developer, whenever a file is modified, two events are reported: ADD, REMOVE which results in two codegen cycles and errors are reported by the hot reload process due to the temporary invalid state. We should improve this so that only relevant errors are surfaced to the developer so as to avoid confusion and keep output clean/concise.
Need to experiment with optimizing this to avoid an unnecessary codegen cycle (debounce).
Description
Middlewares inside dynamic routes are not recognized.
Steps To Reproduce
routes/
- _middleware.dart
- [id]/
- index.dart
- _middleware.dart
import 'package:dart_frog/dart_frog.dart';
Handler middleware(Handler handler) {
return handler
.use(provider<String>((context) {
return 'root middleware haha';
}));
}
/[id]
, put the following content:import 'package:dart_frog/dart_frog.dart';
Handler middleware(Handler handler) {
return handler
.use(provider<String>((context) {
return 'id middleware hihi';
}));
}
/[id]/index.dart
put the following content:import 'package:dart_frog/dart_frog.dart';
Response onRequest(RequestContext context) {
final thingy = context.read<String>();
return Response(body: 'result: $thingy');
}
http://localhost:8080/someid
result: root middleware haha
Expected Behavior
The handler at /[id]/index.dart
should; receive a context with information for the closest middleware, not the root one.
Additional Context
Reproducible with the CLI version 0.0.2-dev.7
Description
Manage models and models relations to have a complete CRUD backend with paging / searching with best practices API (REST/GraphQL)
Requirements
Additional Context
Add any other context or screenshots about the feature request go here.
As a user, I want to be able to view the static dart frog documentation site at https://dart-frog.vgv.dev.
Description
Currently, if a request is sent and it does not match a route, it returns a 404
route with a body of Route not found
.
Since (for now), it seems dart_frog
won't support specifying request methods in the builder (judging from #57), we manually should return the 404
route in the handler. It would be super helpful to have a response constructor to handle this case.
For syntax, I'm thinking
Response.unknown()
following from Response.json()
and Response.bytes()
404
, and a body the same as when no route is detected.Not a necessity, but in my experience with dart_frog
so far, it would be really nice to have.
Additional Thoughts
Out of scope for this issue, but should adding the option for a custom 404
response be a good idea? Maybe a top level file named _404.dart
? If people are excited about it, let's make another issue π
Description
In order to make the tool more accessible for non-Dart developers, it'd be interesting to have the ability to install dart_frog_cli
from different package managers, like Homebrew or Chocolatey.
Requirements
dart pub global
brew
chocolatey
apt
(Ubuntu)Additional Context
If extra context is needed, we can see how mason
already supports this: https://github.com/felangel/mason/tree/master/packages/mason_cli#installation
Hi everyone, thanks for bringing such an amazing framework to the Dart/Flutter community.
I was wondering what would be the best way to modify the entry point to open a connection with Mongo Dart for example. I looked at the youtube demo video and I saw that you generate the entry point in the build
file only.
Is there any other way to have specific code run when the server is started?
Thanks.
Description
Protocol Buffers or "protobuf" is a tool (developed by Google) to provide mechanisms to serialize structured data in a very efficient way making the data transferred very small and the serialization blazing fast!.
Proposal
It would be great if dart_frog supported protobuf or at least leave a clear way to be handled by a plugin or brick.
Requirements
Additional Context
when stop the project and restart the server again then this genearte the problem.==>Could not start the VM service: localhost:8181 is already in use.
os==>window.
Description
I think it will be better to open the Discussion tab in Github as there could be a lot of topics that should go into the Discussion tab before even making it into an Issue or PR.
Description
Firstly, I did see this in the contributing guide:
At this time, we welcome bug tickets but will not be accepting feature requests because the roadmap and scope of this project is still being defined.
However I feel this is a very important feature to support.
In order to build a backend which enables users to register and login to your app or to monitor 3rd-party apps API usage of public APIs, authentication needs to be in place.
I would guess that the majority of backends being built would only care about user auth and not care about enabling 3rd party apps to use the APIs.
Some of the different types of authentication which could be added:
In case it may help with OAuth implementation, I did stumble upon this OAuth example in the past which may help inspire the implementation for OAuth support for dart_frog
.
Requirements
Description
Currently when we want to declare a middleware we use this:
Handler middleware(Handler handler) {
return (context) async {
final response = await handler(context);
return response;
};
}
But adding a dependency injection inside the return doesn't seem to be possible like this:
Handler middleware(Handler handler) {
return (context) async {
handler.use(provider<String>((context) => 'sometext'));
final response = await handler(context);
return response;
};
}
instead we have to declare the injection outside:
Handler middleware(Handler handler) {
return (context) async {
final response = await handler(context);
return response;
}.use(provider<String>((context) => 'sometext'));
}
Currently it doesn't seem like we can use the data in the request to inject anything.
The main issue I am having with this is, I want to implement some sort of an authentication and of course I don't want to check for the authentication inside the routes separately every time.
Since we don't have annotations like in flask, I thought the answer for that is inside the middleware, but I can't decode a JWT which would be asynchronous in this case and then pass it down to the connected routes. The same goes for the initialization of a db connection.
Would there be any way to pass down data inside the return
in a middleware or is there perhaps a different way to do this?
Description
There should be a way to define method-based callbacks. I was thinking of a couple of ways to possibly do this:
routes
ββββuser
β β get.dart
β β post.dart
ββββphotos
β β [photoId]get.dart
β β post.dart
β
...
Future<Response> onGetRequest(RequestContext context) async {
return Response(body: 'this is a GET method');
}
Future<Response> onPostRequest(RequestContext context) async {
return Response(body: 'this is a POST method');
}
Future<Response> onPutRequest(RequestContext context) async {
return Response(body: 'this is a PUT method');
}
Future<Response> onDeleteRequest(RequestContext context) async {
return Response(body: 'this is a DELETE method');
}
This is what I came up with, but if you think of something better I'd love to hear it :))
Requirements
As a developer, I would like to inject dependencies like so:
return handler.use(
provider<SecretManagerApi>((context) async {
final client = await clientViaApplicationDefaultCredentials(scopes: []);
return SecretManagerApi(client);
}),
);
However, this will result in a complier error as the create
function passed to provider
must be synchronous.
I propose we change the create
function's definition from
T Function(RequestContext context) create
to
FutureOr<T> Function(RequestContext context) create
The upside would be that you can write code like the example above. The downside is that it would required the read<T>
function to return FutureOr<T>
, which would be a breaking change and required you to await
every call to read
.
example:
Future<Response> onRequest(RequestContext context) async {
final secretManagerApi = await context.read<SecretManagerApi>();
return Response();
}
I argue that's not a major breaking change because
dart_frog
is still very young and experimentalHandler
s are async
anyway (for reading from a database or calling an external API, for example). Thus, this would just mean adding a few more await
s in your code.There are a few workarounds that we've tried that work today:
1. Inject a Future
that returns the dependency
return handler.use(
provider<Future<SecretManagerApi>>((context) async {
final client = await clientViaApplicationDefaultCredentials(scopes: []);
return SecretManagerApi(client);
}),
);
and to read
Future<Response> onRequest(RequestContext context) async {
final secretManagerApi = await context.read<Future<SecretManagerApi>>();
return Response();
}
This works, but I think the syntax of reading a Future
of a dependency is pretty clunky imo.
2. A readAsync
extension on RequestContext
extension RequestContextAsync on RequestContext {
Future<T> readAsync<T>() => read<Future<T>>();
}
to inject:
return handler.use(
provider<Future<SecretManagerApi>>((context) async {
final client = await clientViaApplicationDefaultCredentials(scopes: []);
return SecretManagerApi(client);
}),
);
and to read:
Future<Response> onRequest(RequestContext context) async {
final secretManagerApi = await context.readAsync<SecretManagerApi>();
return Response();
}
This also works, but imo it would be confusing for new developers to decide when to use read
and when to use readAsync
, and it wouldn't be in official documentation.
Finally, I have a branch that displays this functionality here: https://github.com/mtwichel/dart_frog/tree/feat/async-create-functions (not PR ready because of testing, but could become so fairly quickly I believe)
I'm curious what everyone thinks! Thanks for everything VGV π
Description
Seeing the following:
Asynchronous error
Bad state: The 'read' method can only be called once on a shelf.Request/shelf.Response object.
package:shelf/shelf_io.dart 143:11 handleRequest
When running the example and visiting http://localhost:8080
in the browser.
Description
Currently trying to use plugins like cors or caching are not possible since there is no way to add a handler in the pipeline (only middleware).
Requirements
Description
I just created a project with cli and then changed nothing. when i wanted to build the project the cli would give this exception
β Bundling sources (0.1s)
An exception occurred while executing hook: pre_gen.dart.
Error: FileSystemException: Rename failed, path = 'C:\Users\madi\AppData\Local\Temp\943e167a' (OS Error: The system cannot move the file to a different disk drive.
, errno = 17)
Steps To Reproduce
Expected Behavior
project should been build for production
Additional Context
Dart SDK version: 2.17.6 (stable) (Tue Jul 12 12:54:37 2022 +0200) on "windows_x64"
Description
it would be a better approach for a new framework or library, to create a documentation repository or a web page containing the official documents for the framework.
contributors can work on the issue or to a new feature and also update the docs, and new users can easly understand how it works
Requirements
Setup
dart_frog create my_project
cd my_project/
dart_frog build
cd build/
dart compile exe bin/server.dart -o bin/server
./bin/server
Benchmark
ab -n 20000 -c 10 "http://127.0.0.1:8080/"
Output
This is ApacheBench, Version 2.3 <$Revision: 1879490 $>
Copyright 1996 Adam Twiss, Zeus Technology Ltd, http://www.zeustech.net/
Licensed to The Apache Software Foundation, http://www.apache.org/
Benchmarking 127.0.0.1 (be patient)
Completed 2000 requests
Completed 4000 requests
Completed 6000 requests
Completed 8000 requests
Completed 10000 requests
Completed 12000 requests
Completed 14000 requests
Completed 16000 requests
apr_socket_recv: Operation timed out (60)
Total of 16349 requests completed
Description
I hesitate to call this a bug because nothing is broken, but I think I found a quirk that needs addressed either by changing the code or documenting it somewhere.
You currently can define a route with a file name (routes/hello.dart
) and with a folder name and index.dart
(routes/hello/index.dart
). In this case, it is unclear to the developer which hander will be called, if any.
In my testing, it seems the nested index.dart
handler will be called. I think this is fine default behavior, but I can imagine that being confusing to someone new with the package if they end up in a weird state like this.
Steps To Reproduce
routes/hello.dart
and routes/hello/index.dart
dart_frog dev
and send a request to /hello
Hello from hello/index.dart
Expected Behavior
Personally, I would expect this kind of case to display an error in the CLI, and also an error with dart_frog build
.
I could also see an argument for having this just be the intended behavior (as long as it's consistent), but in that case I really think it should be clearly documented so if someone ends up in that situation and don't understand why a handler isn't being called, it's easy for them to solve their problem.
Thanks VGV π I'm excited to hear what you think.
Description
As a developer, I want to see an example of maintaining state. One example most developers are familiar with is the classic counter as suggested by Eric Seidel (https://twitter.com/_eseidel/status/1537858538990710785?s=20&t=hEzauxp-Dpknaxw5f2gbsQ).
Requirements
A declarative, efficient, and flexible JavaScript library for building user interfaces.
π 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. πππ
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 β€οΈ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.