From e56ecba0b70269245605c1b290f1a38bb2ddbdb1 Mon Sep 17 00:00:00 2001 From: J-shang Date: Tue, 13 Apr 2021 10:38:25 +0800 Subject: [PATCH 1/6] add doc --- docs/en_US/Tutorial/Tensorboard.rst | 27 +++++++++++++++++++++++++++ 1 file changed, 27 insertions(+) create mode 100644 docs/en_US/Tutorial/Tensorboard.rst diff --git a/docs/en_US/Tutorial/Tensorboard.rst b/docs/en_US/Tutorial/Tensorboard.rst new file mode 100644 index 0000000000..407781fe71 --- /dev/null +++ b/docs/en_US/Tutorial/Tensorboard.rst @@ -0,0 +1,27 @@ +How to Use Tensorboard within WebUI +=================================== + +Users can launch a tensorboard process cross one or multi trials within webui since NNI v2.2. This feature supports local training service and reuse mode training service with shared storage for now, and will support more scenarios in later nni version. + +Preparation +----------- + +Make sure tensorboard installed in your environment. If you never used tensorboard, here are getting start tutorials for your reference, tensorboard with tensorflow (https://www.tensorflow.org/tensorboard/get_started), tensorboard with pytorch (https://pytorch.org/tutorials/recipes/recipes/tensorboard_with_pytorch.html). + +Use WebUI Launch Tensorboard +---------------------------- + +1. Save Logs +^^^^^^^^^^^^ + +NNI will automatically fetch the ``tensorboard`` subfolder under trial's output folder as tensorboard logdir. So in trial's source code, user need to save the tensorboard logs under ``NNI_OUTPUT_DIR/tensorboard``. This log path can be joined as: + +.. code-block:: python + + log_dir = os.path.join(os.environ["NNI_OUTPUT_DIR"], 'tensorboard') + +2. Launch Tensorboard +^^^^^^^^^^^^^^^^^^^^^ + +3. Close All +^^^^^^^^^^^^ From da72379cca3845f79d7ede2c3298b8d40c52ec97 Mon Sep 17 00:00:00 2001 From: J-shang Date: Wed, 14 Apr 2021 17:14:36 +0800 Subject: [PATCH 2/6] add doc --- docs/en_US/Tutorial/Tensorboard.rst | 32 ++++++++++++++++++++++++---- docs/img/Tensorboard_1.png | Bin 0 -> 27928 bytes docs/img/Tensorboard_2.png | Bin 0 -> 45108 bytes docs/img/Tensorboard_3.PNG | Bin 0 -> 95436 bytes docs/img/Tensorboard_4.PNG | Bin 0 -> 31573 bytes 5 files changed, 28 insertions(+), 4 deletions(-) create mode 100644 docs/img/Tensorboard_1.png create mode 100644 docs/img/Tensorboard_2.png create mode 100644 docs/img/Tensorboard_3.PNG create mode 100644 docs/img/Tensorboard_4.PNG diff --git a/docs/en_US/Tutorial/Tensorboard.rst b/docs/en_US/Tutorial/Tensorboard.rst index 407781fe71..36afbcbf4d 100644 --- a/docs/en_US/Tutorial/Tensorboard.rst +++ b/docs/en_US/Tutorial/Tensorboard.rst @@ -1,12 +1,12 @@ How to Use Tensorboard within WebUI =================================== -Users can launch a tensorboard process cross one or multi trials within webui since NNI v2.2. This feature supports local training service and reuse mode training service with shared storage for now, and will support more scenarios in later nni version. +You can launch a tensorboard process cross one or multi trials within webui since NNI v2.2. This feature supports local training service and reuse mode training service with shared storage for now, and will support more scenarios in later nni version. Preparation ----------- -Make sure tensorboard installed in your environment. If you never used tensorboard, here are getting start tutorials for your reference, tensorboard with tensorflow (https://www.tensorflow.org/tensorboard/get_started), tensorboard with pytorch (https://pytorch.org/tutorials/recipes/recipes/tensorboard_with_pytorch.html). +Make sure tensorboard installed in your environment. If you never used tensorboard, here are getting start tutorials for your reference, `tensorboard with tensorflow `__, `tensorboard with pytorch `__. Use WebUI Launch Tensorboard ---------------------------- @@ -14,7 +14,7 @@ Use WebUI Launch Tensorboard 1. Save Logs ^^^^^^^^^^^^ -NNI will automatically fetch the ``tensorboard`` subfolder under trial's output folder as tensorboard logdir. So in trial's source code, user need to save the tensorboard logs under ``NNI_OUTPUT_DIR/tensorboard``. This log path can be joined as: +NNI will automatically fetch the ``tensorboard`` subfolder under trial's output folder as tensorboard logdir. So in trial's source code, you need to save the tensorboard logs under ``NNI_OUTPUT_DIR/tensorboard``. This log path can be joined as: .. code-block:: python @@ -23,5 +23,29 @@ NNI will automatically fetch the ``tensorboard`` subfolder under trial's output 2. Launch Tensorboard ^^^^^^^^^^^^^^^^^^^^^ -3. Close All +Like compare, select the trials you want to combine to launch the tensorboard at first, then click the ``Tensorboard`` button. + +.. image:: ../../img/Tensorboard_1.PNG + :target: ../../img/Tensorboard_1.PNG + :alt: + +After click the ``OK`` button in the pop-up box, you will jump to the tensorboard portal. + +.. image:: ../../img/Tensorboard_2.PNG + :target: ../../img/Tensorboard_2.PNG + :alt: + +You can see the ``SequenceID-TrialID`` on the tensorboard portal. + +.. image:: ../../img/Tensorboard_3.PNG + :target: ../../img/Tensorboard_3.PNG + :alt: + +3. Stop All ^^^^^^^^^^^^ + +If you want to open the portal you have already launched, click the tensorboard id. If you don't need the tensorboard anymore, click ``Stop all tensorboard`` button. + +.. image:: ../../img/Tensorboard_4.PNG + :target: ../../img/Tensorboard_4.PNG + :alt: diff --git a/docs/img/Tensorboard_1.png b/docs/img/Tensorboard_1.png new file mode 100644 index 0000000000000000000000000000000000000000..644074bcda88d32e26b56b488e0951d000c2ccc8 GIT binary patch literal 27928 zcmdqJcU03)+yBW|Kt)6pK?S6!^eWOpn)J|1=tTu7fzW%kqadjC-V-1pASLvGh=71} zLP-cHEs)RzLTG^>>U}@Yp56QG{+|77&wkFyVG<@&uDPbY<~@09Y^cp}f$ahn6%~W7 zj)o}}6-^=))jtyF&z^q5Z~tcR^v^&3rrHmvDh6(@oW7xPRWnedqN;jNfAom<^gW%A zjOG-n%+aruXMg^PwJqRDxc`t8pKWBEYKYj80 z<0aX7QpEj%qk;Y0#o#Fax{dwp4RUzz&4BZ#B{_Y*Xg?IId6+Uk2qUx9et-{#;Nrv8&}A0BUt z3X6Ta$#i5zZWtgc>Jj7(xESA%nQA^Hmd5v>%_|LS(>|PwYNP&>FgMp0tBz13Q|^7E zNS6@msh(SxlePvZO?xvC)9o0fXM}BM$V%fD%feKt`&uQs81a#?{iO}PAtF8{en$6C z59AI={rbZ+-nr1oLUW$gWm{R`=tl_P7EX>-HB&4MB^_$m2 z)BaZLGG9UylP)Xo@~`a!x6~#NOn30|o7A6zu_F(X|7Aw)A(I&`rhgl-ZOa;oh$SFB z;Cx7GZ%@e-kgSOyIuyyd5m_~$xZ%q?DMvp(*}#u0 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zrqftjbO{x3(>#O3xyPX;dv(0;%Sp1&=OXBS=Flc;4?ZlNA9Qb~H9R5YBA4da}6KI%ekj_IzIm+1FgmvVp**WR% zH@n7?Yz^qz|K}Nmlb{vD-mRxJXfP1;_~1&P_bl$kZUzy7p~}~X++mv$HF}?&*wCS8 z9_!H11LVv-YV%I>K)qC}^bcj96tdAZhYMwhG%yQruyZKx${A@CaXJ@?MDt+n+%y8@ zvmHBQn&MexP%98pbSd3GH);Kqk1Xju{nx@e@S>aPu?;1Q_wLX!2RnsJX!8*ir#Qw- zay`IkgPegzLbg1H^*CV11oDpVM@3EZN*`T__99y|Z5~yi5S@insMPtJ-C`BenT|%q zhpM|EJWORPTdG07xH86V;*hS+c>Rmz(qz}I=8X6ZI?)dEf996PsB*rjLXnrkF9b&! zLMpTNbZU`Ww9$+YbQUKQl-c6Z=lU!}@97o8xY0f>y3^`EeS}Ew zqLF^Km~v&9-br`Y*bcNq`1ii%*G!9ntPGV&H^wzRWaVq0g&&lCYZ9LWrCVv4!^_F_ zSt0ECv9a!@7O8wd9Oy)>2-R)Smmj4p|8$1bu7nLOR(hzp(q3WECjMg{Ous`@fqH08 zBU-34w75q%G{z$cAeO&ZnGO*HIJ%S}AD0#O&prYm^8ehW|7wi<4@=%=;cp{llr_1p z?X5TUQsgHmLqHR~(2%zhZ+KZXKbAwEF8|xArC8 Date: Wed, 14 Apr 2021 17:31:55 +0800 Subject: [PATCH 3/6] add example --- .../mnist-pytorch/config_tensorboard.yml | 21 +++ .../trials/mnist-pytorch/mnist_tensorboard.py | 173 ++++++++++++++++++ 2 files changed, 194 insertions(+) create mode 100644 examples/trials/mnist-pytorch/config_tensorboard.yml create mode 100644 examples/trials/mnist-pytorch/mnist_tensorboard.py diff --git a/examples/trials/mnist-pytorch/config_tensorboard.yml b/examples/trials/mnist-pytorch/config_tensorboard.yml new file mode 100644 index 0000000000..c067cd16c4 --- /dev/null +++ b/examples/trials/mnist-pytorch/config_tensorboard.yml @@ -0,0 +1,21 @@ +authorName: default +experimentName: example_mnist_pytorch +trialConcurrency: 1 +maxExecDuration: 1h +maxTrialNum: 10 +#choice: local, remote, pai +trainingServicePlatform: local +searchSpacePath: search_space.json +#choice: true, false +useAnnotation: false +tuner: + #choice: TPE, Random, Anneal, Evolution, BatchTuner, MetisTuner, GPTuner + #SMAC (SMAC should be installed through nnictl) + builtinTunerName: TPE + classArgs: + #choice: maximize, minimize + optimize_mode: maximize +trial: + command: python3 mnist_tensorboard.py + codeDir: . + gpuNum: 0 diff --git a/examples/trials/mnist-pytorch/mnist_tensorboard.py b/examples/trials/mnist-pytorch/mnist_tensorboard.py new file mode 100644 index 0000000000..3aa373a75d --- /dev/null +++ b/examples/trials/mnist-pytorch/mnist_tensorboard.py @@ -0,0 +1,173 @@ +""" +A deep MNIST classifier using convolutional layers. + +This file is a modification of the official pytorch mnist example: +https://github.com/pytorch/examples/blob/master/mnist/main.py +""" + +import os +import argparse +import logging +import nni +import torch +import torch.nn as nn +import torch.nn.functional as F +import torch.optim as optim +from torch.utils.tensorboard import SummaryWriter +from nni.utils import merge_parameter +from torchvision import datasets, transforms + + +logger = logging.getLogger('mnist_AutoML') + +writer = SummaryWriter(log_dir=os.path.join(os.environ['NNI_OUTPUT_DIR'], 'tensorboard')) + +class Net(nn.Module): + def __init__(self, hidden_size): + super(Net, self).__init__() + self.conv1 = nn.Conv2d(1, 20, 5, 1) + self.conv2 = nn.Conv2d(20, 50, 5, 1) + self.fc1 = nn.Linear(4*4*50, hidden_size) + self.fc2 = nn.Linear(hidden_size, 10) + + def forward(self, x): + x = F.relu(self.conv1(x)) + x = F.max_pool2d(x, 2, 2) + x = F.relu(self.conv2(x)) + x = F.max_pool2d(x, 2, 2) + x = x.view(-1, 4*4*50) + x = F.relu(self.fc1(x)) + x = self.fc2(x) + return F.log_softmax(x, dim=1) + + +def train(args, model, device, train_loader, optimizer, epoch): + model.train() + for batch_idx, (data, target) in enumerate(train_loader): + if (args['batch_num'] is not None) and batch_idx >= args['batch_num']: + break + data, target = data.to(device), target.to(device) + optimizer.zero_grad() + output = model(data) + loss = F.nll_loss(output, target) + writer.add_scalar('Loss/train', loss, epoch) + loss.backward() + optimizer.step() + if batch_idx % args['log_interval'] == 0: + logger.info('Train Epoch: {} [{}/{} ({:.0f}%)]\tLoss: {:.6f}'.format( + epoch, batch_idx * len(data), len(train_loader.dataset), + 100. * batch_idx / len(train_loader), loss.item())) + + +def test(args, model, device, test_loader): + model.eval() + test_loss = 0 + correct = 0 + with torch.no_grad(): + for data, target in test_loader: + data, target = data.to(device), target.to(device) + output = model(data) + # sum up batch loss + test_loss += F.nll_loss(output, target, reduction='sum').item() + # get the index of the max log-probability + pred = output.argmax(dim=1, keepdim=True) + correct += pred.eq(target.view_as(pred)).sum().item() + + test_loss /= len(test_loader.dataset) + + accuracy = 100. * correct / len(test_loader.dataset) + + logger.info('\nTest set: Average loss: {:.4f}, Accuracy: {}/{} ({:.0f}%)\n'.format( + test_loss, correct, len(test_loader.dataset), accuracy)) + + return accuracy + + +def main(args): + use_cuda = not args['no_cuda'] and torch.cuda.is_available() + + torch.manual_seed(args['seed']) + + device = torch.device("cuda" if use_cuda else "cpu") + + kwargs = {'num_workers': 1, 'pin_memory': True} if use_cuda else {} + + data_dir = args['data_dir'] + + train_loader = torch.utils.data.DataLoader( + datasets.MNIST(data_dir, train=True, download=True, + transform=transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.1307,), (0.3081,)) + ])), + batch_size=args['batch_size'], shuffle=True, **kwargs) + test_loader = torch.utils.data.DataLoader( + datasets.MNIST(data_dir, train=False, transform=transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.1307,), (0.3081,)) + ])), + batch_size=1000, shuffle=True, **kwargs) + + hidden_size = args['hidden_size'] + + model = Net(hidden_size=hidden_size).to(device) + optimizer = optim.SGD(model.parameters(), lr=args['lr'], + momentum=args['momentum']) + + for epoch in range(1, args['epochs'] + 1): + train(args, model, device, train_loader, optimizer, epoch) + test_acc = test(args, model, device, test_loader) + writer.add_scalar('Accuracy/test', test_acc, epoch) + + # report intermediate result + nni.report_intermediate_result(test_acc) + logger.debug('test accuracy %g', test_acc) + logger.debug('Pipe send intermediate result done.') + + writer.close() + + # report final result + nni.report_final_result(test_acc) + logger.debug('Final result is %g', test_acc) + logger.debug('Send final result done.') + + +def get_params(): + # Training settings + parser = argparse.ArgumentParser(description='PyTorch MNIST Example') + parser.add_argument("--data_dir", type=str, + default='./data', help="data directory") + parser.add_argument('--batch_size', type=int, default=64, metavar='N', + help='input batch size for training (default: 64)') + parser.add_argument("--batch_num", type=int, default=None) + parser.add_argument("--hidden_size", type=int, default=512, metavar='N', + help='hidden layer size (default: 512)') + parser.add_argument('--lr', type=float, default=0.01, metavar='LR', + help='learning rate (default: 0.01)') + parser.add_argument('--momentum', type=float, default=0.5, metavar='M', + help='SGD momentum (default: 0.5)') + parser.add_argument('--epochs', type=int, default=10, metavar='N', + help='number of epochs to train (default: 10)') + parser.add_argument('--seed', type=int, default=1, metavar='S', + help='random seed (default: 1)') + parser.add_argument('--no_cuda', action='store_true', default=False, + help='disables CUDA training') + parser.add_argument('--log_interval', type=int, default=1000, metavar='N', + help='how many batches to wait before logging training status') + + + args, _ = parser.parse_known_args() + return args + + +if __name__ == '__main__': + try: + # get parameters form tuner + tuner_params = nni.get_next_parameter() + logger.debug(tuner_params) + params = vars(merge_parameter(get_params(), tuner_params)) + print(params) + main(params) + except Exception as exception: + logger.exception(exception) + raise From f5670c72b6a2c052fb1f79bb7033ca19a82259ce Mon Sep 17 00:00:00 2001 From: J-shang Date: Fri, 16 Apr 2021 09:49:57 +0800 Subject: [PATCH 4/6] fix sphinx --- docs/en_US/Tutorial/Tensorboard.rst | 16 ++++++++-------- docs/en_US/reference.rst | 1 + .../{Tensorboard_3.PNG => Tensorboard_3.png} | Bin .../{Tensorboard_4.PNG => Tensorboard_4.png} | Bin 4 files changed, 9 insertions(+), 8 deletions(-) rename docs/img/{Tensorboard_3.PNG => Tensorboard_3.png} (100%) rename docs/img/{Tensorboard_4.PNG => Tensorboard_4.png} (100%) diff --git a/docs/en_US/Tutorial/Tensorboard.rst b/docs/en_US/Tutorial/Tensorboard.rst index 36afbcbf4d..2fe34f7e6f 100644 --- a/docs/en_US/Tutorial/Tensorboard.rst +++ b/docs/en_US/Tutorial/Tensorboard.rst @@ -25,20 +25,20 @@ NNI will automatically fetch the ``tensorboard`` subfolder under trial's output Like compare, select the trials you want to combine to launch the tensorboard at first, then click the ``Tensorboard`` button. -.. image:: ../../img/Tensorboard_1.PNG - :target: ../../img/Tensorboard_1.PNG +.. image:: ../../img/Tensorboard_1.png + :target: ../../img/Tensorboard_1.png :alt: After click the ``OK`` button in the pop-up box, you will jump to the tensorboard portal. -.. image:: ../../img/Tensorboard_2.PNG - :target: ../../img/Tensorboard_2.PNG +.. image:: ../../img/Tensorboard_2.png + :target: ../../img/Tensorboard_2.png :alt: You can see the ``SequenceID-TrialID`` on the tensorboard portal. -.. image:: ../../img/Tensorboard_3.PNG - :target: ../../img/Tensorboard_3.PNG +.. image:: ../../img/Tensorboard_3.png + :target: ../../img/Tensorboard_3.png :alt: 3. Stop All @@ -46,6 +46,6 @@ You can see the ``SequenceID-TrialID`` on the tensorboard portal. If you want to open the portal you have already launched, click the tensorboard id. If you don't need the tensorboard anymore, click ``Stop all tensorboard`` button. -.. image:: ../../img/Tensorboard_4.PNG - :target: ../../img/Tensorboard_4.PNG +.. image:: ../../img/Tensorboard_4.png + :target: ../../img/Tensorboard_4.png :alt: diff --git a/docs/en_US/reference.rst b/docs/en_US/reference.rst index 0c07ce8df6..640bf1d387 100644 --- a/docs/en_US/reference.rst +++ b/docs/en_US/reference.rst @@ -13,3 +13,4 @@ References Supported Framework Library Launch from python Shared Storage + Tensorboard diff --git a/docs/img/Tensorboard_3.PNG b/docs/img/Tensorboard_3.png similarity index 100% rename from docs/img/Tensorboard_3.PNG rename to docs/img/Tensorboard_3.png diff --git a/docs/img/Tensorboard_4.PNG b/docs/img/Tensorboard_4.png similarity index 100% rename from docs/img/Tensorboard_4.PNG rename to docs/img/Tensorboard_4.png From b7c77cb17638e99306495732694b13a124aa0a5b Mon Sep 17 00:00:00 2001 From: J-shang Date: Fri, 16 Apr 2021 10:05:10 +0800 Subject: [PATCH 5/6] add ref --- docs/en_US/TrialExample/Trials.rst | 1 + docs/en_US/Tutorial/QuickStart.rst | 1 + docs/en_US/reference.rst | 1 - 3 files changed, 2 insertions(+), 1 deletion(-) diff --git a/docs/en_US/TrialExample/Trials.rst b/docs/en_US/TrialExample/Trials.rst index f79e13c7e2..6095efe331 100644 --- a/docs/en_US/TrialExample/Trials.rst +++ b/docs/en_US/TrialExample/Trials.rst @@ -208,6 +208,7 @@ More Trial Examples ------------------- +* `Write logs to trial output directory for tensorboard <../Tutorial/Tensorboard.rst>`__ * `MNIST examples `__ * `Finding out best optimizer for Cifar10 classification `__ * `How to tune Scikit-learn on NNI `__ diff --git a/docs/en_US/Tutorial/QuickStart.rst b/docs/en_US/Tutorial/QuickStart.rst index 2e2c8bf4d7..98d4b7c4d2 100644 --- a/docs/en_US/Tutorial/QuickStart.rst +++ b/docs/en_US/Tutorial/QuickStart.rst @@ -260,6 +260,7 @@ Related Topic ------------- +* `Launch Tensorboard on WebUI `__ * `Try different Tuners <../Tuner/BuiltinTuner.rst>`__ * `Try different Assessors <../Assessor/BuiltinAssessor.rst>`__ * `How to use command line tool nnictl `__ diff --git a/docs/en_US/reference.rst b/docs/en_US/reference.rst index 640bf1d387..0c07ce8df6 100644 --- a/docs/en_US/reference.rst +++ b/docs/en_US/reference.rst @@ -13,4 +13,3 @@ References Supported Framework Library Launch from python Shared Storage - Tensorboard From b1d32d63e8af4afb5047fd5f26f8c2c5914bf713 Mon Sep 17 00:00:00 2001 From: J-shang Date: Fri, 16 Apr 2021 10:20:35 +0800 Subject: [PATCH 6/6] reverse modify --- docs/en_US/reference.rst | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/en_US/reference.rst b/docs/en_US/reference.rst index 0c07ce8df6..640bf1d387 100644 --- a/docs/en_US/reference.rst +++ b/docs/en_US/reference.rst @@ -13,3 +13,4 @@ References Supported Framework Library Launch from python Shared Storage + Tensorboard