I want to deploy machine learning related code on AWS Lambda function as Docker image. Base Images provided by AWS for Python, don't allow to install using apt-get command. So I created custom docker image for AWS Lambda. Below is the code of my Dockerfile.
ref: Create an image from an alternative base image
ARG FUNCTION_DIR="/function"
FROM python:3.7-buster as build-image
# Install aws-lambda-cpp build dependencies
RUN apt-get update && \
apt-get install -y \
g++ \
make \
cmake \
unzip \
libcurl4-openssl-dev
RUN apt-get install -y python-opencv
# Include global arg in this stage of the build
ARG FUNCTION_DIR
# Create function directory
RUN mkdir -p ${FUNCTION_DIR}
# Install the runtime interface client
RUN pip install \
--target ${FUNCTION_DIR} \
awslambdaric
FROM python:3.7-buster
ARG FUNCTION_DIR
# Set working directory to function root directory
WORKDIR ${FUNCTION_DIR}
# Copy in the build image dependencies
COPY --from=build-image ${FUNCTION_DIR} ${FUNCTION_DIR}
COPY requirements.txt /
#RUN pip install -r /requirements.txt
COPY . /function
ENV AWS_LAMBDA_RUNTIME_API=python3.7
ENTRYPOINT [ "/usr/local/bin/python", "-m", "awslambdaric" ]
CMD [ "app.handler" ]
My Folder structure is as below:
aws_lambda (Folder)
- Dockerfile
- app.py
- function (Folder)
- app.py
- requirements.txt
When I run docker image, it shows error as below:
[ERROR] [1614258613176] LAMBDA_RUNTIME Failed to get next invocation. No Response from endpoint
Traceback (most recent call last):
File "/usr/local/lib/python3.7/runpy.py", line 193, in _run_module_as_main
"__main__", mod_spec)
File "/usr/local/lib/python3.7/runpy.py", line 85, in _run_code
exec(code, run_globals)
File "/function/awslambdaric/__main__.py", line 21, in <module>
main(sys.argv)
File "/function/awslambdaric/__main__.py", line 17, in main
bootstrap.run(app_root, handler, lambda_runtime_api_addr)
File "/function/awslambdaric/bootstrap.py", line 416, in run
event_request = lambda_runtime_client.wait_next_invocation()
File "/function/awslambdaric/lambda_runtime_client.py", line 76, in wait_next_invocation
response_body, headers = runtime_client.next()
RuntimeError: Failed to get next
Executing 'app.handler' in function directory '/function'
It seems it is unable to find /function directory but it is already there.