we are trying to host tensorflow object-detection model on GCP. we have maintain below directory structure before running "gcloud app deploy". For you convenient I am attaching the configuration files with the question. Wer are getting deployment error which is mentioned below. Please suggest a solution.
- +root
- +object_detection/
- +slim/
- +env
- +app.yaml
- +Dockerfile
- +requirement.txt
- +index.html
- +test.py
Dockerfile
FROM gcr.io/google-appengine/python
LABEL python_version=python2.7
RUN virtualenv --no-download /env -p python2.7
# Set virtualenv environment variables. This is equivalent to running
# source /env/bin/activate
ENV VIRTUAL_ENV /env
ENV PATH /env/bin:$PATH
# Various Python and C/build deps
RUN apt-get update && apt-get install -y \
wget \
build-essential \
cmake \
git \
unzip \
pkg-config \
python-dev \
python-opencv \
libopencv-dev \
libav-tools \
libjpeg-dev \
libpng-dev \
libtiff-dev \
libjasper-dev \
libgtk2.0-dev \
python-numpy \
python-pycurl \
libatlas-base-dev \
gfortran \
webp \
python-opencv \
qt5-default \
libvtk6-dev \
zlib1g-dev \
protobuf-compiler \
python-pil python-lxml \
python-tk
# Install Open CV - Warning, this takes absolutely forever
ADD requirements.txt /app/
RUN pip install -r requirements.txt
ADD . /app/
RUN protoc /app/object_detection/protos/*.proto --python_out=/app/.
RUN export PYTHONPATH=$PYTHONPATH:`pwd`:`pwd`/app/slim
CMD exec gunicorn -b :$PORT UploadTest:app
requirement.txt
Flask==0.12.2
gunicorn==19.7.1
numpy==1.13.1
requests==0.11.1
bs4==0.0.1
nltk==3.2.1
pymysql==0.7.2
xlsxwriter==0.8.5
Pillow==4.2.1
pytesseract==0.1
opencv-python>=3.0
matplotlib==2.0.2
tensorflow==1.3.0
lxml==4.0.0
app.yaml
runtime: custom
env: flex
entrypoint: gunicorn -b :$PORT UploadTest:app
threadsafe: true
runtime_config:
python_version: 2
After all this i am seeting up the google cloud environment with gcloud init And then start command gcloud app deploy
I am getting below error while deploying the solution.
Error:
Step 10/12 : RUN protoc /app/object_detection/protos/*.proto --python_out=/app/.
---> Running in 9b3ec9c43c2d
/app/object_detection/protos/anchor_generator.proto: File does not reside within any path specified using --proto_path (or -I). You must specify a --proto_path which encompasses this file. Note that the proto_path must be an exact prefix of the .proto file names -- protoc is too dumb to figure out when two paths (e.g. absolute and relative) are equivalent (it's harder than you think).
The command '/bin/sh -c protoc /app/object_detection/protos/*.proto --python_out=/app/.' returned a non-zero code: 1
ERROR
ERROR: build step "gcr.io/cloud-builders/docker@sha256:a4a83be9b2fb61452e864ecf1bcfca99d1845499ef9500ae2905cea0ea593769" failed: exit status 1
----------------------------------------------------------------------------------------------------------------------------------------------
ERROR: (gcloud.app.deploy) Cloud build failed. Check logs at https://console.cloud.google.com/gcr/builds/4dba3217-b7d6-4341-b28e-09a9dad45c18?
There is a directory "object_detection/protos" present and all necessary files are present there. Still getting deployment error. Please suggest where to change in dockerfile to deploy it successfully.
My assumption: GCP is not able to figure out the path of the protc file. May be I have to alter something in Docketfile. But not able to figure out the solution. Please answer.
NB: This setup is running well in local machine. But not working in GCP
