Merging master branch into sept_release branch (#1229)

* Updating issue template for adding issue SLO (#1216)

* adding bug SLO

* adding bug SLO

* Fixing comment

* Integration tests --key-file flag and GOOGLE_APPLICATION_CREDENTIALS env with admin permission tests (#1167)

* updating go version

* empty commit

* local commit

* local changes

* local changes

* local changes

* adding key file tests

* testing

* testing

* testing

* testing

* local changes

* local changes

* local changes

* local changes

* testing

* testing

* testing

* testing

* testing

* adding test for admin creds

* testing

* testing

* testing

* testing

* testing

* testing

* testing

* testing

* testing

* testing

* testing

* testing

* formating

* testing defer statement

* testing defer statement for deleting credentials

* adding comment

* testing with error

* testing with error

* testing with error

* removing testing statement

* adding testbucket and mntdir in commnd

* adding comment

* updating bucket name

* updating bucket name

* removing unnecessary changes

* removing unnecessary changes

* removing unnecessary changes

* formatting

* conflict

* adding error handling

* testing

* small fix

* removing creds tests from implicit and explicit dir tests

* testing

* testing

* testing

* testing

* removing testing statement

* adding creds tests in operations back

* Testing

* Testing

* Testing

* create service account key testing

* create service account key testing

* create service account key testing

* create service account key testing

* create service account key testing

* create service account key testing

* create service account key testing

* create service account key testing

* create service account key testing

* create service account key testing

* create service account key testing

* create service account key testing

* create service account key testing

* create service account key testing

* create service account key testing

* create service account key testing

* adding remaining changes

* adding remaining changes

* adding remaining changes

* testing service account

* testing service account

* testing service account

* adding comments

* removing unnecessary changes

* formatting

* testing

* testing

* testing

* testing

* removing without key file tests

* small fix

* formalizing for reuse

* small fix

* removing unnecessary changes

* formatting

* updating comment

* updating comment

* updating comment

* fixing comments

* adding comment

* testing

* testing

* adding condintion for service account already exsit

* adding condintion for service account already exsit

* testing time

* running tests only for operations

* Changing the number of epoch based on previous observation. (#1222)

* Adding rpm digest while creating rpm package (#1215)

* removing defer as not working properly in for loop (#1223)

---------

Co-authored-by: Tulsishah <46474643+Tulsishah@users.noreply.github.com>
Co-authored-by: Prince Kumar <princer@google.com>

perfmetrics/scripts/ml_tests/pytorch/dino/setup_container.sh

@@ -0,0 +1,95 @@
+#!/bin/bash
+
+wget -O go_tar.tar.gz https://go.dev/dl/go1.20.4.linux-amd64.tar.gz
+rm -rf /usr/local/go && tar -C /usr/local -xzf go_tar.tar.gz
+export PATH=$PATH:/usr/local/go/bin
+
+# Clone and build the gcsfuse master branch.
+git clone https://github.com/GoogleCloudPlatform/gcsfuse.git
+cd gcsfuse
+go build .
+cd -
+
+# Create a directory for gcsfuse logs
+mkdir  run_artifacts/gcsfuse_logs
+
+echo "Mounting GCSFuse..."
+nohup /pytorch_dino/gcsfuse/gcsfuse --foreground --type-cache-ttl=1728000s \
+        --stat-cache-ttl=1728000s \
+        --stat-cache-capacity=1320000 \
+        --stackdriver-export-interval=60s \
+        --implicit-dirs \
+        --max-conns-per-host=100 \
+        --debug_fuse \
+        --debug_gcs \
+        --log-file run_artifacts/gcsfuse.log \
+        --log-format text \
+       gcsfuse-ml-data gcsfuse_data > "run_artifacts/gcsfuse.out" 2> "run_artifacts/gcsfuse.err" &
+
+# Update the pytorch library code to bypass the kernel-cache
+echo "Updating the pytorch library code to bypass the kernel-cache..."
+echo "
+def pil_loader(path: str) -> Image.Image:
+    fd = os.open(path, os.O_DIRECT)
+    f = os.fdopen(fd, \"rb\")
+    img = Image.open(f)
+    rgb_img = img.convert(\"RGB\")
+    f.close()
+    return rgb_img
+" > bypassed_code.py
+
+folder_file="/opt/conda/lib/python3.7/site-packages/torchvision/datasets/folder.py"
+x=$(grep -n "def pil_loader(path: str) -> Image.Image:" $folder_file | cut -f1 -d ':')
+y=$(grep -n "def accimage_loader(path: str) -> Any:" $folder_file | cut -f1 -d ':')
+y=$((y - 2))
+lines="$x,$y"
+sed -i "$lines"'d' $folder_file
+sed -i "$x"'r bypassed_code.py' $folder_file
+
+# Fix the caching issue - comes when we run the model first time with 8
+# nproc_per_node - by downloading the model in single thread environment.
+python -c 'import torch;torch.hub.list("facebookresearch/xcit:main")'
+
+ARTIFACTS_BUCKET_PATH="gs://gcsfuse-ml-tests-logs/ci_artifacts/pytorch/dino"
+echo "Update status file"
+echo "RUNNING" > status.txt
+gsutil cp status.txt $ARTIFACTS_BUCKET_PATH/
+
+echo "Update start time file"
+echo $(date +"%s") > start_time.txt
+gsutil cp start_time.txt $ARTIFACTS_BUCKET_PATH/
+
+(
+  set +e
+  # Run the pytorch Dino model
+  # We need to run it in foreground mode to make the container running.
+  echo "Running the pytorch dino model..."
+  experiment=dino_experiment
+  python3 -m torch.distributed.launch \
+    --nproc_per_node=2 dino/main_dino.py \
+    --arch vit_small \
+    --num_workers 20 \
+    --data_path gcsfuse_data/imagenet/ILSVRC/Data/CLS-LOC/train/ \
+    --output_dir "./run_artifacts/$experiment" \
+    --norm_last_layer False \
+    --use_fp16 False \
+    --clip_grad 0 \
+    --epochs 80 \
+    --global_crops_scale 0.25 1.0 \
+    --local_crops_number 10 \
+    --local_crops_scale 0.05 0.25 \
+    --teacher_temp 0.07 \
+    --warmup_teacher_temp_epochs 30 \
+    --clip_grad 0 \
+    --min_lr 0.00001
+    if [ $? -eq 0 ];
+    then
+        echo "Pytorch dino model completed the training successfully!"
+        echo "COMPLETE" > status.txt
+    else
+        echo "Pytorch dino model training failed!"
+        echo "ERROR" > status.txt
+    fi
+)
+
+gsutil cp status.txt $ARTIFACTS_BUCKET_PATH/

tools/integration_tests/util/creds_tests/testdata/create_key_file.sh

@@ -0,0 +1,17 @@
+# Copyright 2023 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http:#www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+KEY_FILE_PATH=$1
+SERVICE_ACCOUNT=$2
+gcloud iam service-accounts keys create $KEY_FILE_PATH --iam-account=$SERVICE_ACCOUNT

tools/integration_tests/util/creds_tests/testdata/create_service_account.sh

@@ -0,0 +1,22 @@
+# Copyright 2023 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http:#www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+SERVICE_ACCOUNT=$1
+SERVICE_ACCOUNT_ID=$2
+# Delete service account if already exist.
+gcloud iam service-accounts delete $SERVICE_ACCOUNT_ID
+if [ $? -eq 1 ]; then
+  echo "Service account does not exist."
+fi
+gcloud iam service-accounts create $SERVICE_ACCOUNT --description="$SERVICE_ACCOUNT" --display-name="$SERVICE_ACCOUNT"

tools/integration_tests/util/creds_tests/testdata/provide_permission.sh

@@ -0,0 +1,20 @@
+# Copyright 2023 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http:#www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# Provide permission to the bucket.
+TEST_BUCKET=$1
+SERVICE_ACCOUNT=$2
+PERMISSION=$3
+
+gsutil iam ch serviceAccount:$SERVICE_ACCOUNT:$PERMISSION gs://$TEST_BUCKET

tools/integration_tests/util/creds_tests/testdata/revoke_permission_and_delete_service_account_and_creds.sh

@@ -0,0 +1,20 @@
+# Copyright 2023 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http:#www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# Delete service account after testing
+SERVICE_ACCOUNT=$1
+KEY_FILE=$2
+gcloud auth revoke $SERVICE_ACCOUNT
+gcloud iam service-accounts delete $SERVICE_ACCOUNT
+rm $KEY_FILE