From 4540cef081aaecaaa3274ed7a48fd98727a843bc Mon Sep 17 00:00:00 2001 From: jiahangxu Date: Mon, 25 Oct 2021 16:50:57 +0800 Subject: [PATCH 01/32] decouple torch dependency --- nn_meter/__init__.py | 2 +- nn_meter/dataset/__init__.py | 1 - nn_meter/dataset/gnn_dataloader.py | 21 +++++---------------- 3 files changed, 6 insertions(+), 18 deletions(-) diff --git a/nn_meter/__init__.py b/nn_meter/__init__.py index da6b1d6..56e3dfa 100644 --- a/nn_meter/__init__.py +++ b/nn_meter/__init__.py @@ -18,7 +18,7 @@ from .nn_meter import ( ) from .utils.utils import download_from_url from .prediction import latency_metrics -from .dataset import bench_dataset # TODO: add GNNDataloader and GNNDataset here @wenxuan +from .dataset import bench_dataset import logging from functools import partial, partialmethod diff --git a/nn_meter/dataset/__init__.py b/nn_meter/dataset/__init__.py index 1cf47c5..4d1d8e9 100644 --- a/nn_meter/dataset/__init__.py +++ b/nn_meter/dataset/__init__.py @@ -1,4 +1,3 @@ # Copyright (c) Microsoft Corporation. # Licensed under the MIT license. from .bench_dataset import bench_dataset -from .gnn_dataloader import GNNDataset, GNNDataloader \ No newline at end of file diff --git a/nn_meter/dataset/gnn_dataloader.py b/nn_meter/dataset/gnn_dataloader.py index 44c76ac..3a54114 100644 --- a/nn_meter/dataset/gnn_dataloader.py +++ b/nn_meter/dataset/gnn_dataloader.py @@ -42,7 +42,6 @@ class GNNDataset(torch.utils.data.Dataset): err_str = "Not supported device type" assert device in hws, err_str self.device = device - self.data_dir = __user_dataset_folder__ self.train = train self.split_ratio = split_ratio self.adjs = {} @@ -54,34 +53,25 @@ class GNNDataset(torch.utils.data.Dataset): self.raw_data = {} self.name_list = [] self.latencies = {} - self.download_data() + self.data_dir = bench_dataset(data_folder=__user_dataset_folder__) self.load_model_archs_and_latencies(self.data_dir) self.construct_attrs() - self.name_list = list( - filter(lambda x: x in self.latencies, self.name_list)) - - def download_data(self): - datasets = bench_dataset() + self.name_list = list(filter(lambda x: x in self.latencies, self.name_list)) def load_model_archs_and_latencies(self, data_dir): - filelist = os.listdir(data_dir) - for filename in filelist: - if os.path.splitext(filename)[-1] != '.jsonl': - continue - self.load_model(os.path.join(data_dir, filename)) + for filename in data_dir: + self.load_model(filename) def load_model(self, fpath): """ Load a concrete model type. """ - # print('Loading models in ', fpath) assert os.path.exists(fpath), '{} does not exists'.format(fpath) with jsonlines.open(fpath) as reader: _names = [] for obj in reader: if obj[self.device]: - # print(obj['id']) _names.append(obj['id']) self.latencies[obj['id']] = float(obj[self.device]) @@ -245,7 +235,6 @@ class GNNDataloader(torch.utils.data.DataLoader): for gid in range(self.length): (adj, attrs), latency, op_types = self.dataset[gid] u, v = torch.nonzero(adj, as_tuple=True) - # import pdb; pdb.set_trace() graph = dgl.graph((u, v)) MAX_NORM = torch.tensor([1]*len(op_types) + [6963, 6963, 224, 224, 11, 4]) attrs = attrs / MAX_NORM @@ -272,4 +261,4 @@ class GNNDataloader(torch.utils.data.DataLoader): batch_indexes = self.indexes[start:end] batch_graphs = [self.graphs[i] for i in batch_indexes] batch_latencies = [self.latencies[i] for i in batch_indexes] - return torch.tensor(batch_latencies), dgl.batch(batch_graphs) \ No newline at end of file + return torch.tensor(batch_latencies), dgl.batch(batch_graphs) From f08be7ae9861cd88e750d71f1763eb39ce7857f5 Mon Sep 17 00:00:00 2001 From: jiahangxu Date: Mon, 25 Oct 2021 18:18:17 +0800 Subject: [PATCH 02/32] add test of dependencies --- .github/workflows/check-dependencies.yml | 44 ++++++++++++++++++ .github/workflows/integration-test.yml | 2 +- .../integration-test_nni_based_torch.yml | 2 +- .../integration-test_onnx_based_torch.yml | 2 +- tests/data/tensorflow_file.pb | Bin 0 -> 6040624 bytes tests/{ => data}/torchmodels/__init__.py | 0 tests/{ => data}/torchmodels/_utils.py | 0 tests/{ => data}/torchmodels/alexnet.py | 0 tests/{ => data}/torchmodels/densenet.py | 0 tests/{ => data}/torchmodels/googlenet.py | 0 tests/{ => data}/torchmodels/inception.py | 0 tests/{ => data}/torchmodels/mnasnet.py | 0 tests/{ => data}/torchmodels/mobilenet.py | 0 tests/{ => data}/torchmodels/resnet.py | 0 tests/{ => data}/torchmodels/shufflenetv2.py | 0 tests/{ => data}/torchmodels/squeezenet.py | 0 tests/{ => data}/torchmodels/utils.py | 0 tests/{ => data}/torchmodels/vgg.py | 0 tests/integration_test_torch.py | 14 +++--- 19 files changed, 55 insertions(+), 9 deletions(-) create mode 100644 .github/workflows/check-dependencies.yml create mode 100644 tests/data/tensorflow_file.pb rename tests/{ => data}/torchmodels/__init__.py (100%) rename tests/{ => data}/torchmodels/_utils.py (100%) rename tests/{ => data}/torchmodels/alexnet.py (100%) rename tests/{ => data}/torchmodels/densenet.py (100%) rename tests/{ => data}/torchmodels/googlenet.py (100%) rename tests/{ => data}/torchmodels/inception.py (100%) rename tests/{ => data}/torchmodels/mnasnet.py (100%) rename tests/{ => data}/torchmodels/mobilenet.py (100%) rename tests/{ => data}/torchmodels/resnet.py (100%) rename tests/{ => data}/torchmodels/shufflenetv2.py (100%) rename tests/{ => data}/torchmodels/squeezenet.py (100%) rename tests/{ => data}/torchmodels/utils.py (100%) rename tests/{ => data}/torchmodels/vgg.py (100%) diff --git a/.github/workflows/check-dependencies.yml b/.github/workflows/check-dependencies.yml new file mode 100644 index 0000000..5f166d6 --- /dev/null +++ b/.github/workflows/check-dependencies.yml @@ -0,0 +1,44 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT license. + +name: Integrated Test for Torch Model Based on NNI + +on: [push] + +jobs: + check-dependencies: + runs-on: ubuntu-latest + strategy: + max-parallel: 5 + + steps: + - uses: actions/checkout@v2 + + - name: Set up Python 3.6 + uses: actions/setup-python@v2 + with: + python-version: 3.6.10 + + - name: Install nn-Meter + run: pip install -U . + + - name: Test Without Dependencies + run: nn-meter --list-predictors + + - name: Test Tensorflow + run: | + pip install tensorflow==1.15.0 + nn-meter lat_pred --tensorflow tests/data/tensorflow_file.pb --predictor myriadvpu_openvino2019r2 + pip uninstall tensorflow -y + + - name: Test PyTorch + run: | + pip install torch==1.7.1 torchvision==0.8.2 + + pip install nni==2.4 + python tests/integration_test_torch.py --apply-nni + pip uninstall nni -y + + pip install onnx==1.9.0 + pip install onnx-simplifier + nn-meter lat_pred --torchvision resnet18 --predictor myriadvpu_openvino2019r2 --predictor-version 1.0 diff --git a/.github/workflows/integration-test.yml b/.github/workflows/integration-test.yml index b713734..436d46b 100644 --- a/.github/workflows/integration-test.yml +++ b/.github/workflows/integration-test.yml @@ -29,7 +29,7 @@ jobs: ~/.nn_meter /home/runner/work/nn-Meter/data/testmodels /opt/hostedtoolcache/Python/3.6.10/x64/lib/python3.6/site-packages - key: Data-${{hashFiles('nn_meter/configs/predictors.yaml')}}-Test-${{hashFiles('tests/integration_test.py')}} + key: Data-${{hashFiles('nn_meter/configs/predictors.yaml')}}-${{hashFiles('tests/integration_test.py')}} - name: Install dependencies if: steps.cache.outputs.cache-hit != 'true' diff --git a/.github/workflows/integration-test_nni_based_torch.yml b/.github/workflows/integration-test_nni_based_torch.yml index 4ea5815..0d6d5f1 100644 --- a/.github/workflows/integration-test_nni_based_torch.yml +++ b/.github/workflows/integration-test_nni_based_torch.yml @@ -29,7 +29,7 @@ jobs: ~/.nn_meter /home/runner/work/nn-Meter/data/testmodels /opt/hostedtoolcache/Python/3.6.10/x64/lib/python3.6/site-packages - key: Data-${{hashFiles('nn_meter/configs/predictors.yaml')}}-Test-${{hashFiles('tests/integration_test.py')}} + key: Data-${{hashFiles('nn_meter/configs/predictors.yaml')}}-${{hashFiles('tests/integration_test.py')}} - name: Install dependencies if: steps.cache.outputs.cache-hit != 'true' diff --git a/.github/workflows/integration-test_onnx_based_torch.yml b/.github/workflows/integration-test_onnx_based_torch.yml index 24c5633..364dbf0 100644 --- a/.github/workflows/integration-test_onnx_based_torch.yml +++ b/.github/workflows/integration-test_onnx_based_torch.yml @@ -29,7 +29,7 @@ jobs: ~/.nn_meter 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