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function.yaml
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# Copyright 2017 The Nuclio Authors.
#
# 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.
#
apiVersion: "nuclio.io/v1beta1"
kind: "NuclioFunction"
spec:
description: >
Uses the inception model of the TensorFlow open-source machine-learning library to classify images.
The function demonstrates advanced uses of nuclio with a custom base image, third-party Python packages,
pre-loading data into function memory (the AI Model), structured logging, and exception handling.
runtime: python
handler: tensor:classify
minReplicas: 1
maxReplicas: 1
build:
baseImage: python:3.7-buster
commands:
- "apt-get update && apt-get install -y wget"
- "wget http://download.tensorflow.org/models/image/imagenet/inception-2015-12-05.tgz"
- "mkdir -p /tmp/tfmodel"
- "tar -xzvf inception-2015-12-05.tgz -C /tmp/tfmodel"
- "rm inception-2015-12-05.tgz"
- "pip install requests numpy tensorflow"