github/kata-containers
1
0
Fork 1
mirror of https://github.com/kata-containers/kata-containers.git synced 2025-04-30 04:34:27 +00:00
Code Issues Projects Releases Wiki Activity

metrics: Add Tensorflow Mobilenet documentation

Browse Source 
This PR adds the Tensorflow mobilinet documentation for the machine
learning README.

Signed-off-by: Gabriela Cervantes <gabriela.cervantes.tellez@intel.com>
This commit is contained in:
Gabriela Cervantes 2023-07-13 21:31:10 +00:00
parent a864d0e349
commit 620b945975
3 changed files with 28 additions and 11 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

17
tests/metrics/machine_learning/README.md
View File

@ -27,3 +27,20 @@ Individual tests can be run by hand, for example:
$ cd metrics/machine_learning $ cd metrics/machine_learning
$ ./tensorflow.sh 40 100 $ ./tensorflow.sh 40 100
``` ```
# Kata Containers Tensorflow `MobileNet` Metrics
`MobileNets` are small, low-latency, low-power models parameterized to meet the resource
constraints of a variety of use cases. They can be built upon for classification, detection,
embeddings and segmentation similar to how other popular large scale models, such as Inception, are used.
`MobileNets` can be run efficiently on mobile devices with `Tensorflow` Lite.
Kata Containers provides a test for running `MobileNet V1` inference using Intel-Optimized `Tensorflow`.
## Running the `Tensorflow` `MobileNet` test
Individual test can be run by hand, for example:
```
$ cd metrics/machine_learning
$ ./tensorflow_mobilenet_benchmark.sh 25 60
```

14
tests/metrics/machine_learning/tensorflow_mobilenet_benchmark.sh
View File

@ -4,7 +4,7 @@
# #
# SPDX-License-Identifier: Apache-2.0 # SPDX-License-Identifier: Apache-2.0
set -o pipefial set -o pipefail
# General env # General env
SCRIPT_PATH=$(dirname "$(readlink -f "$0")") SCRIPT_PATH=$(dirname "$(readlink -f "$0")")
@ -22,7 +22,7 @@ TESTDIR="${TESTDIR:-/testdir}"
dst_dir="/host" dst_dir="/host"
src_dir=$(mktemp --tmpdir -d tensorflowai.XXXXXXXXXX) src_dir=$(mktemp --tmpdir -d tensorflowai.XXXXXXXXXX)
MOUNT_OPTIONS="type=bind,src=$src_dir,dst=$dst_dir,options=rbind:ro" MOUNT_OPTIONS="type=bind,src=$src_dir,dst=$dst_dir,options=rbind:ro"
start_script="mobilnet_start.sh" start_script="mobilenet_start.sh"
# CMD points to the script that starts the workload # CMD points to the script that starts the workload
CMD="$dst_dir/$start_script" CMD="$dst_dir/$start_script"
guest_trigger_file="$dst_dir/$trigger_file" guest_trigger_file="$dst_dir/$trigger_file"
@ -100,13 +100,13 @@ function mobilenet_test() {
sudo -E "${CTR_EXE}" t exec --exec-id "$(random_name)" "${i}" sh -c "${CMD_RESULTS}" >> "${tensorflow_file}" sudo -E "${CTR_EXE}" t exec --exec-id "$(random_name)" "${i}" sh -c "${CMD_RESULTS}" >> "${tensorflow_file}"
done done
local mobilnet_results=$(cat "${tensorflow_file}" | sed 's/.$//') local mobilenet_results=$(cat "${tensorflow_file}" | sed 's/.$//')
local average_mobilnet=$(echo "${mobilnet_results}" | sed 's/.$//' | sed "s/,/+/g;s/.*/(&)\/$NUM_CONTAINERS/g" | bc -l) local average_mobilenet=$(echo "${mobilenet_results}" | sed 's/.$//' | sed "s/,/+/g;s/.*/(&)\/$NUM_CONTAINERS/g" | bc -l)
local json="$(cat << EOF local json="$(cat << EOF
{ {
"Mobilnet": { "Mobilenet": {
"Result": "${mobilnet_results}", "Result": "${mobilenet_results}",
"Average": "${average_mobilnet}", "Average": "${average_mobilenet}",
"Units": "images/s" "Units": "images/s"
} }
} }

8
tests/metrics/machine_learning/tensorflow_mobilenet_dockerfile/Dockerfile
View File

@ -11,11 +11,11 @@ ENV DEBIAN_FRONTEND=noninteractive
LABEL DOCKERFILE_VERSION="1.0" LABEL DOCKERFILE_VERSION="1.0"
RUN apt-get update && \ RUN apt-get update && \
apt-get install -y --no-install-recommends wget nano curl build-essential git && \ apt-get install -y wget nano curl build-essential git && \
apt-get install -y python3.8 python3-pip && \ apt-get install -y python3.8 python3-pip && \
pip install intel-tensorflow-avx512==2.8.0 && \ pip install --no-cache-dir intel-tensorflow-avx512==2.8.0 && \
pip install protobuf==3.20.* && \ pip install --no-cache-dir protobuf==3.20.* && \
wget https://storage.googleapis.com/intel-optimized-tensorflow/models/v1_8/mobilenet_v1_1.0_224_frozen.pb && \ wget -q https://storage.googleapis.com/intel-optimized-tensorflow/models/v1_8/mobilenet_v1_1.0_224_frozen.pb && \
git clone https://github.com/IntelAI/models.git git clone https://github.com/IntelAI/models.git
CMD ["/bin/bash"] CMD ["/bin/bash"]