GithubHelp home page GithubHelp logo

Running Alpha Zero about chess-alpha-zero HOT 10 CLOSED

zeta36 avatar zeta36 commented on May 16, 2024
Running Alpha Zero

from chess-alpha-zero.

Comments (10)

philipstephens avatar philipstephens commented on May 16, 2024

Here's the error I get when I run it from Arena:

2018-02-13 17:38:02.150 Arena 3.5
2018-02-13 17:38:02.157
2018-02-13 17:38:02.373**----------New game---2018-02-13 17:38:02,373 Tue -------------
2018-02-13 17:38:02.415screen: 1920x1080
2018-02-13 17:38:02.415
Monitors: 1
2018-02-13 17:38:02.415Monitor0: 1920x1080
2018-02-13 17:38:02.415
FormMonitor: 0
2018-02-13 17:38:02.471**Loading 1
2018-02-13 17:39:36.7881--------------------------Starting engine 1 C0uci---------------------------
2018-02-13 17:39:36.7891Configured Engine 1 Type: Auto
2018-02-13 17:39:36.7891Engine 1 dir: E:\programming\pyproj\chess\chess-alpha-zero
2018-02-13 17:39:36.7891Engine 1 commandline: E:\programming\pyproj\chess\chess-alpha-zero\C0uci.bat
2018-02-13 17:39:36.9001Child Process Prio Adj: PID 10000 conhost.exe
2018-02-13 17:39:36.9011Child Process Prio Adj: PID 8604 python.exe
2018-02-13 17:39:36.9011Engine 1 ProcessID: 3620
2018-02-13 17:39:36.9011Engine 1 Prio:32 ThreadPrio:0
2018-02-13 17:39:36.901-->1:xboard
2018-02-13 17:39:36.922<--1:E:\programming\pyproj\chess\chess-alpha-zero>python src/chess_zero/run.py uci
2018-02-13 17:39:36.922-->1:uci
2018-02-13 17:39:37.136<--1:id name ChessZero
2018-02-13 17:39:37.136<--1:id author ChessZero
2018-02-13 17:39:37.136<--1:uciok
2018-02-13 17:39:37.1421Child Process Prio Adj: PID 10000 conhost.exe
2018-02-13 17:39:37.1421Child Process Prio Adj: PID 8604 python.exe
2018-02-13 17:39:37.142-->1:isready
2018-02-13 17:39:42.753<--1:Using TensorFlow backend.
2018-02-13 17:39:42.756<--1:Traceback (most recent call last):
2018-02-13 17:39:42.756<--1: File "src/chess_zero/run.py", line 20, in
2018-02-13 17:39:42.756<--1: manager.start()
2018-02-13 17:39:42.756<--1: File "src\chess_zero\manager.py", line 76, in start
2018-02-13 17:39:42.756<--1: return uci.start(config)
2018-02-13 17:39:42.756<--1: File "src\chess_zero\play_game\uci.py", line 31, in start
2018-02-13 17:39:42.756<--1: me_player = get_player(config)
2018-02-13 17:39:42.756<--1: File "src\chess_zero\play_game\uci.py", line 67, in get_player
2018-02-13 17:39:42.756<--1: if not load_best_model_weight(model):
2018-02-13 17:39:42.756<--1: File "src\chess_zero\lib\model_helper.py", line 15, in load_best_model_weight
2018-02-13 17:39:42.756<--1: return model.load(model.config.resource.model_best_config_path, model.config.resource.model_best_weight_path)
2018-02-13 17:39:42.756<--1: File "src\chess_zero\agent\model_chess.py", line 146, in load
2018-02-13 17:39:42.756<--1: self.model.load_weights(weight_path)
2018-02-13 17:39:42.756<--1: File "C:\Users\User\Anaconda3\lib\site-packages\keras\engine\topology.py", line 2638, in load_weights
2018-02-13 17:39:42.756<--1: f = h5py.File(filepath, mode='r')
2018-02-13 17:39:42.756<--1: File "C:\Users\User\Anaconda3\lib\site-packages\h5py_hl\files.py", line 271, in init
2018-02-13 17:39:42.756<--1: fid = make_fid(name, mode, userblock_size, fapl, swmr=swmr)
2018-02-13 17:39:42.756<--1: File "C:\Users\User\Anaconda3\lib\site-packages\h5py_hl\files.py", line 101, in make_fid
2018-02-13 17:39:42.756<--1: fid = h5f.open(name, flags, fapl=fapl)
2018-02-13 17:39:42.756<--1: File "h5py_objects.pyx", line 54, in h5py._objects.with_phil.wrapper
2018-02-13 17:39:42.756<--1: File "h5py_objects.pyx", line 55, in h5py._objects.with_phil.wrapper
2018-02-13 17:39:42.756<--1: File "h5py\h5f.pyx", line 78, in h5py.h5f.open
2018-02-13 17:39:42.756<--1:OSError: Unable to open file (File signature not found)
2018-02-13 17:39:43.204<--1:2018-02-13 17:39:39.489314: I C:\tf_jenkins\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\platform\cpu_feature_guard.cc:137] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX AVX2
2018-02-13 17:39:43.204<--1:2018-02-13 17:39:39.999243: I C:\tf_jenkins\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\common_runtime\gpu\gpu_device.cc:1105] Found device 0 with properties:
2018-02-13 17:39:43.204<--1:name: GeForce GTX 1050 Ti major: 6 minor: 1 memoryClockRate(GHz): 1.392
2018-02-13 17:39:43.204<--1:pciBusID: 0000:22:00.0
2018-02-13 17:39:43.204<--1:totalMemory: 4.00GiB freeMemory: 3.30GiB
2018-02-13 17:39:43.204<--1:2018-02-13 17:39:39.999281: I C:\tf_jenkins\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\common_runtime\gpu\gpu_device.cc:1195] Creating TensorFlow device (/device:GPU:0) -> (device: 0, name: GeForce GTX 1050 Ti, pci bus id: 0000:22:00.0, compute capability: 6.1)
2018-02-13 17:39:43.6552--------------------------Starting engine 2 C0uci---------------------------
2018-02-13 17:39:43.6562Configured Engine 2 Type: Auto
2018-02-13 17:39:43.6562Engine 2 dir: E:\programming\pyproj\chess\chess-alpha-zero
2018-02-13 17:39:43.6562Engine 2 commandline: E:\programming\pyproj\chess\chess-alpha-zero\C0uci.bat
2018-02-13 17:39:43.7672Child Process Prio Adj: PID 5160 conhost.exe
2018-02-13 17:39:43.7692Child Process Prio Adj: PID 4860 python.exe
2018-02-13 17:39:43.7692Engine 2 ProcessID: 1864
2018-02-13 17:39:43.7692Engine 2 Prio:32 ThreadPrio:0
2018-02-13 17:39:43.769-->2:xboard
2018-02-13 17:39:43.790<--2:E:\programming\pyproj\chess\chess-alpha-zero>python src/chess_zero/run.py uci
2018-02-13 17:39:43.790-->2:uci
2018-02-13 17:39:43.999<--2:id name ChessZero
2018-02-13 17:39:43.999<--2:id author ChessZero
2018-02-13 17:39:43.999<--2:uciok
2018-02-13 17:39:44.0042Child Process Prio Adj: PID 5160 conhost.exe
2018-02-13 17:39:44.0052Child Process Prio Adj: PID 4860 python.exe
2018-02-13 17:39:44.005-->2:isready
2018-02-13 17:39:49.611<--2:Using TensorFlow backend.
2018-02-13 17:39:49.614<--2:Traceback (most recent call last):
2018-02-13 17:39:49.614<--2: File "src/chess_zero/run.py", line 20, in
2018-02-13 17:39:49.614<--2: manager.start()
2018-02-13 17:39:49.614<--2: File "src\chess_zero\manager.py", line 76, in start
2018-02-13 17:39:49.614<--2: return uci.start(config)
2018-02-13 17:39:49.614<--2: File "src\chess_zero\play_game\uci.py", line 31, in start
2018-02-13 17:39:49.614<--2: me_player = get_player(config)
2018-02-13 17:39:49.614<--2: File "src\chess_zero\play_game\uci.py", line 67, in get_player
2018-02-13 17:39:49.614<--2: if not load_best_model_weight(model):
2018-02-13 17:39:49.614<--2: File "src\chess_zero\lib\model_helper.py", line 15, in load_best_model_weight
2018-02-13 17:39:49.614<--2: return model.load(model.config.resource.model_best_config_path, model.config.resource.model_best_weight_path)
2018-02-13 17:39:49.614<--2: File "src\chess_zero\agent\model_chess.py", line 146, in load
2018-02-13 17:39:49.614<--2: self.model.load_weights(weight_path)
2018-02-13 17:39:49.614<--2: File "C:\Users\User\Anaconda3\lib\site-packages\keras\engine\topology.py", line 2638, in load_weights
2018-02-13 17:39:49.614<--2: f = h5py.File(filepath, mode='r')
2018-02-13 17:39:49.614<--2: File "C:\Users\User\Anaconda3\lib\site-packages\h5py_hl\files.py", line 271, in init
2018-02-13 17:39:49.614<--2: fid = make_fid(name, mode, userblock_size, fapl, swmr=swmr)
2018-02-13 17:39:49.614<--2: File "C:\Users\User\Anaconda3\lib\site-packages\h5py_hl\files.py", line 101, in make_fid
2018-02-13 17:39:49.614<--2: fid = h5f.open(name, flags, fapl=fapl)
2018-02-13 17:39:49.614<--2: File "h5py_objects.pyx", line 54, in h5py._objects.with_phil.wrapper
2018-02-13 17:39:49.615<--2: File "h5py_objects.pyx", line 55, in h5py._objects.with_phil.wrapper
2018-02-13 17:39:49.615<--2: File "h5py\h5f.pyx", line 78, in h5py.h5f.open
2018-02-13 17:39:49.615<--2:OSError: Unable to open file (File signature not found)
2018-02-13 17:39:50.063<--2:2018-02-13 17:39:46.346492: I C:\tf_jenkins\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\platform\cpu_feature_guard.cc:137] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX AVX2
2018-02-13 17:39:50.063<--2:2018-02-13 17:39:46.853704: I C:\tf_jenkins\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\common_runtime\gpu\gpu_device.cc:1105] Found device 0 with properties:
2018-02-13 17:39:50.063<--2:name: GeForce GTX 1050 Ti major: 6 minor: 1 memoryClockRate(GHz): 1.392
2018-02-13 17:39:50.063<--2:pciBusID: 0000:22:00.0
2018-02-13 17:39:50.063<--2:totalMemory: 4.00GiB freeMemory: 3.30GiB
2018-02-13 17:39:50.063<--2:2018-02-13 17:39:46.853744: I C:\tf_jenkins\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\common_runtime\gpu\gpu_device.cc:1195] Creating TensorFlow device (/device:GPU:0) -> (device: 0, name: GeForce GTX 1050 Ti, pci bus id: 0000:22:00.0, compute capability: 6.1)
2018-02-13 17:39:50.5431Incorrect function
2018-02-13 17:39:50.5431Engine crashed, restarting...
2018-02-13 17:39:50.543-->1:quit
2018-02-13 17:39:50.8981--------------------------Starting engine 1 C0uci---------------------------
2018-02-13 17:39:50.8981Configured Engine 1 Type: Auto
2018-02-13 17:39:50.8981Engine 1 dir: E:\programming\pyproj\chess\chess-alpha-zero
2018-02-13 17:39:50.8981Engine 1 commandline: E:\programming\pyproj\chess\chess-alpha-zero\C0uci.bat
2018-02-13 17:39:51.0091Child Process Prio Adj: PID 11204 conhost.exe
2018-02-13 17:39:51.0101Child Process Prio Adj: PID 5280 python.exe
2018-02-13 17:39:51.0101Engine 1 ProcessID: 10492
2018-02-13 17:39:51.0101Engine 1 Prio:32 ThreadPrio:0
2018-02-13 17:39:51.010-->1:xboard
2018-02-13 17:39:51.031<--1:E:\programming\pyproj\chess\chess-alpha-zero>python src/chess_zero/run.py uci
2018-02-13 17:39:51.031-->1:uci
2018-02-13 17:39:51.239<--1:id name ChessZero
2018-02-13 17:39:51.239<--1:id author ChessZero
2018-02-13 17:39:51.239<--1:uciok
2018-02-13 17:39:51.2431Child Process Prio Adj: PID 11204 conhost.exe
2018-02-13 17:39:51.2441Child Process Prio Adj: PID 5280 python.exe
2018-02-13 17:39:51.244-->1:isready
2018-02-13 17:39:56.839<--1:Using TensorFlow backend.
2018-02-13 17:39:56.841<--1:Traceback (most recent call last):
2018-02-13 17:39:56.841<--1: File "src/chess_zero/run.py", line 20, in
2018-02-13 17:39:56.841<--1: manager.start()
2018-02-13 17:39:56.841<--1: File "src\chess_zero\manager.py", line 76, in start
2018-02-13 17:39:56.841<--1: return uci.start(config)
2018-02-13 17:39:56.841<--1: File "src\chess_zero\play_game\uci.py", line 31, in start
2018-02-13 17:39:56.841<--1: me_player = get_player(config)
2018-02-13 17:39:56.842<--1: File "src\chess_zero\play_game\uci.py", line 67, in get_player
2018-02-13 17:39:56.842<--1: if not load_best_model_weight(model):
2018-02-13 17:39:56.842<--1: File "src\chess_zero\lib\model_helper.py", line 15, in load_best_model_weight
2018-02-13 17:39:56.842<--1: return model.load(model.config.resource.model_best_config_path, model.config.resource.model_best_weight_path)
2018-02-13 17:39:56.842<--1: File "src\chess_zero\agent\model_chess.py", line 146, in load
2018-02-13 17:39:56.842<--1: self.model.load_weights(weight_path)
2018-02-13 17:39:56.842<--1: File "C:\Users\User\Anaconda3\lib\site-packages\keras\engine\topology.py", line 2638, in load_weights
2018-02-13 17:39:56.842<--1: f = h5py.File(filepath, mode='r')
2018-02-13 17:39:56.842<--1: File "C:\Users\User\Anaconda3\lib\site-packages\h5py_hl\files.py", line 271, in init
2018-02-13 17:39:56.842<--1: fid = make_fid(name, mode, userblock_size, fapl, swmr=swmr)
2018-02-13 17:39:56.842<--1: File "C:\Users\User\Anaconda3\lib\site-packages\h5py_hl\files.py", line 101, in make_fid
2018-02-13 17:39:56.842<--1: fid = h5f.open(name, flags, fapl=fapl)
2018-02-13 17:39:56.842<--1: File "h5py_objects.pyx", line 54, in h5py._objects.with_phil.wrapper
2018-02-13 17:39:56.842<--1: File "h5py_objects.pyx", line 55, in h5py._objects.with_phil.wrapper
2018-02-13 17:39:56.842<--1: File "h5py\h5f.pyx", line 78, in h5py.h5f.open
2018-02-13 17:39:56.842<--1:OSError: Unable to open file (File signature not found)
2018-02-13 17:39:57.291<--1:2018-02-13 17:39:53.569328: I C:\tf_jenkins\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\platform\cpu_feature_guard.cc:137] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX AVX2
2018-02-13 17:39:57.291<--1:2018-02-13 17:39:54.090595: I C:\tf_jenkins\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\common_runtime\gpu\gpu_device.cc:1105] Found device 0 with properties:
2018-02-13 17:39:57.291<--1:name: GeForce GTX 1050 Ti major: 6 minor: 1 memoryClockRate(GHz): 1.392
2018-02-13 17:39:57.291<--1:pciBusID: 0000:22:00.0
2018-02-13 17:39:57.291<--1:totalMemory: 4.00GiB freeMemory: 3.30GiB
2018-02-13 17:39:57.291<--1:2018-02-13 17:39:54.090630: I C:\tf_jenkins\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\common_runtime\gpu\gpu_device.cc:1195] Creating TensorFlow device (/device:GPU:0) -> (device: 0, name: GeForce GTX 1050 Ti, pci bus id: 0000:22:00.0, compute capability: 6.1)
2018-02-13 17:39:58.5881Start calc, move no: 0
2018-02-13 17:39:58.588-->1:ucinewgame
2018-02-13 17:39:58.588-->1:isready
2018-02-13 17:39:58.698-->1:position startpos
2018-02-13 17:39:58.698-->1:go wtime 300000 btime 300000 winc 0 binc 0

Philip

from chess-alpha-zero.

brianprichardson avatar brianprichardson commented on May 16, 2024

It looks like it is trying to load the weights file.
What happens when you just run C0uci.bat from a terminal or cmd (no Arena, no --distributed)?

from chess-alpha-zero.

philipstephens avatar philipstephens commented on May 16, 2024

When I enter C0ucu.bat it just sits there and does nothing until I type ctrl-c . It looks as if it is waiting for keyboard input, but I don't know what parameters it is looking for.

Traceback (most recent call last):
File "src/chess_zero/run.py", line 20, in
manager.start()
File "src\chess_zero\manager.py", line 76, in start
return uci.start(config)
File "src\chess_zero\play_game\uci.py", line 23, in start
line = input()
KeyboardInterrupt
Terminate batch job (Y/N)? N

E:\programming\pyproj\chess\chess-alpha-zero>

from chess-alpha-zero.

brianprichardson avatar brianprichardson commented on May 16, 2024

You may not be familiar with the chess UCI protocol and commands.
First, you should type 'uci' and the engine will respond with its name and author.
Then, 'isready' and wait for the 'readyok' response.
Next, 'go depth 1' and wait. A move like d2d4 should be output.

from chess-alpha-zero.

philipstephens avatar philipstephens commented on May 16, 2024

E:\programming\pyproj\chess\chess-alpha-zero>python src/chess_zero/run.py uci
isready
Using TensorFlow backend.
2018-02-14 14:29:39.396510: I C:\tf_jenkins\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\platform\cpu_feature_guard.cc:137] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX AVX2
2018-02-14 14:29:39.867269: I C:\tf_jenkins\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\common_runtime\gpu\gpu_device.cc:1105] Found device 0 with properties:
name: GeForce GTX 1050 Ti major: 6 minor: 1 memoryClockRate(GHz): 1.392
pciBusID: 0000:22:00.0
totalMemory: 4.00GiB freeMemory: 3.30GiB
2018-02-14 14:29:39.873405: I C:\tf_jenkins\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\common_runtime\gpu\gpu_device.cc:1195] Creating TensorFlow device (/device:GPU:0) -> (device: 0, name: GeForce GTX 1050 Ti, pci bus id: 0000:22:00.0, compute capability: 6.1)
readyok
go depth 1
bestmove e2e4
engine.name
go depth 1
bestmove e2e4
bestmove e7e5
go
bestmove e2e4
quit

from chess-alpha-zero.

philipstephens avatar philipstephens commented on May 16, 2024

Oops, was working again but then I typed:
python src/chess_zero/run.py self --type distributed with errors and now

E:\programming\pyproj\chess\chess-alpha-zero>python src\chess_zero\run.py uci
isready
Using TensorFlow backend.
2018-02-14 15:16:33.145562: I C:\tf_jenkins\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\platform\cpu_feature_guard.cc:137] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX AVX2
2018-02-14 15:16:33.623236: I C:\tf_jenkins\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\common_runtime\gpu\gpu_device.cc:1105] Found device 0 with properties:
name: GeForce GTX 1050 Ti major: 6 minor: 1 memoryClockRate(GHz): 1.392
pciBusID: 0000:22:00.0
totalMemory: 4.00GiB freeMemory: 3.30GiB
2018-02-14 15:16:33.631631: I C:\tf_jenkins\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\common_runtime\gpu\gpu_device.cc:1195] Creating TensorFlow device (/device:GPU:0) -> (device: 0, name: GeForce GTX 1050 Ti, pci bus id: 0000:22:00.0, compute capability: 6.1)
Traceback (most recent call last):
File "src\chess_zero\run.py", line 20, in
manager.start()
File "src\chess_zero\manager.py", line 76, in start
return uci.start(config)
File "src\chess_zero\play_game\uci.py", line 31, in start
me_player = get_player(config)
File "src\chess_zero\play_game\uci.py", line 67, in get_player
if not load_best_model_weight(model):
File "src\chess_zero\lib\model_helper.py", line 15, in load_best_model_weight
return model.load(model.config.resource.model_best_config_path, model.config.resource.model_best_weight_path)
File "src\chess_zero\agent\model_chess.py", line 146, in load
self.model.load_weights(weight_path)
File "C:\Users\User\Anaconda3\lib\site-packages\keras\engine\topology.py", line 2638, in load_weights
f = h5py.File(filepath, mode='r')
File "C:\Users\User\Anaconda3\lib\site-packages\h5py_hl\files.py", line 271, in init
fid = make_fid(name, mode, userblock_size, fapl, swmr=swmr)
File "C:\Users\User\Anaconda3\lib\site-packages\h5py_hl\files.py", line 101, in make_fid
fid = h5f.open(name, flags, fapl=fapl)
File "h5py_objects.pyx", line 54, in h5py._objects.with_phil.wrapper
File "h5py_objects.pyx", line 55, in h5py._objects.with_phil.wrapper
File "h5py\h5f.pyx", line 78, in h5py.h5f.open
OSError: Unable to open file (File signature not found)

E:\programming\pyproj\chess\chess-alpha-zero>

from chess-alpha-zero.

philipstephens avatar philipstephens commented on May 16, 2024

It's working with self play now (without the distributed option). I am waiting for it to finish playing a series of games before I try the distributed version. I copied the model_best_weight.h5 and the model_best and the model_best_config.json from a copy of chess zero and then ran src\chess_zero\run.py self.

from chess-alpha-zero.

philipstephens avatar philipstephens commented on May 16, 2024

I've been able to reproduce the problem. Whenever I run

E:\programming\pyproj\chess\chess-alpha-zero>python src\chess_zero\run.py self --type distributed

I get

2018-02-19 09:55:53,511@chess_zero.manager INFO # config type: distributed
...
File "h5py\h5f.pyx", line 78, in h5py.h5f.open
OSError: Unable to open file (File signature not found)

and I then get the same error when I run
E:\programming\pyproj\chess\chess-alpha-zero>python src\chess_zero\run.py self

When I look at the model directory I get
2018-02-19 09:55 AM

..
2018-02-19 09:55 AM 29,719 model_best_config.json
2018-02-19 09:55 AM 0 model_best_weight.h5

but when I delete model_best_config.json and model_best_weight.h5 with a previously saved copy,

E:\programming\pyproj\chess\chess-alpha-zero>python src\chess_zero\run.py self
works again, but
E:\programming\pyproj\chess\chess-alpha-zero>python src\chess_zero\run.py self --type distributed does not and never seems to work. Do you need any other info to debug this problem?

Thanks,
Philip

from chess-alpha-zero.

brianprichardson avatar brianprichardson commented on May 16, 2024

This might not be an active project, so the distributed option may not apply. I suggest just running without it.

from chess-alpha-zero.

philipstephens avatar philipstephens commented on May 16, 2024

Thanks.

from chess-alpha-zero.

Related Issues (20)

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    🖖 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. 📊📈🎉

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 ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.