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* [tensorflow inception] add stable image and tag, fix gpu usage * fixing lint warnings, update github user names * Update values.yaml
Tensorflow Inception Model Chart
TensorFlow is an open source software library for numerical computation using data flow graphs.
My hope was to make TensorFlow more accessible by simplifying the following document -- https://tensorflow.github.io/serving/serving_inception.html
Chart Details
This chart will do the following:
- 1 x TensorFlow inception model server on an external LoadBalancer
Installing the Chart
To install the chart with the release name my-release:
$ helm repo add incubator http://storage.googleapis.com/kubernetes-charts-incubator
$ helm install --name my-release incubator/tensorflow-inception
Configuration
The following table lists the configurable parameters of the TensorFlow inception chart and their default values.
| Parameter | Description | Default |
|---|---|---|
image.repository |
Container image name | quay.io/thomasjungblut/tfs-inception |
image.tag |
Container image tag | tfs-1.8.0-gpu |
replicas |
k8s deployment replicas | 1 |
component |
k8s selector key | tensorflow-inception |
resources |
Set the resource to be allocated and allowed for the Pods | {} |
servicePort |
k8s service port | 9090 |
containerPort |
Container listening port | 9090 |
Specify each parameter using the --set key=value[,key=value] argument to helm install.
Alternatively, a YAML file that specifies the values for the parameters can be provided while installing the chart. For example,
$ helm install --name my-release -f values.yaml incubator/tensorflow-inception
Tip
: You can use the default values.yaml
Example
docker run -v ~/Downloads:/downloads quay.io/lachie83/inception_serving /serving/bazel-bin/tensorflow_serving/example/inception_client --server=$INCEPTION_SERVICE_IP:9090 --image=/downloads/dog.jpg
D1028 17:07:30.650550118 7 ev_posix.c:101] Using polling engine: poll
outputs {
key: "classes"
value {
dtype: DT_STRING
tensor_shape {
dim {
size: 1
}
dim {
size: 5
}
}
string_val: "golden retriever"
string_val: "cocker spaniel, English cocker spaniel, cocker"
string_val: "clumber, clumber spaniel"
string_val: "tennis ball"
string_val: "Labrador retriever"
}
}
outputs {
key: "scores"
value {
dtype: DT_FLOAT
tensor_shape {
dim {
size: 1
}
dim {
size: 5
}
}
float_val: 9.7533788681
float_val: 6.67022132874
float_val: 6.18963956833
float_val: 5.90754127502
float_val: 5.4464302063
}
}
E1028 17:07:33.565394639 7 chttp2_transport.c:1810] close_transport: {"created":"@1477674453.565348591","description":"FD shutdown","file":"src/core/lib/iomgr/ev_poll_posix.c","file_line":427}