AWS lambda Unable to import module 'lambda_function': No module named PIL

隐身守侯 提交于 2019-11-28 06:34:00

问题


I am using a lambda function of SearchFacesbyimage And I am using this doc https://aws.amazon.com/blogs/machine-learning/build-your-own-face-recognition-service-using-amazon-rekognition/

where for comparison I am using this

from PIL import Image

And I am getting this error Unable to import module 'lambda_function': No module named PIL


回答1:


You are getting this error as PIL for Python 2.x or PILLOW for 3.x are not standard libraries available in python lambda environment.

To use such a library , you have to make a custom deployment package of all libraries you need as well as the python code you want to deploy. This package can be made easily either in docker or by using EC2 instance .

here is the procedure how you will make that deployment package on EC2 :

  1. Suppose you have your file named CreateThumbnail.py

  2. If your source code is on a local host, copy it over to EC2.

    scp -i key.pem /path/to/my_code.py ec2-user@public-ip-address:~/CreateThumbnail.py

  3. Connect to a 64-bit Amazon Linux instance via SSH.

    ssh -i key.pem ec2-user@public-ip-address

  4. Install Python 3.6 and virtualenv using the following steps:

    a) sudo yum install -y gcc zlib zlib-devel openssl openssl-devel

    b) wget https://www.python.org/ftp/python/3.6.1/Python-3.6.1.tgz

    c) tar -xzvf Python-3.6.1.tgz

    d) cd Python-3.6.1 && ./configure && make

    e) sudo make installfsudo /usr/local/bin/pip3 install virtualenv

  5. Choose the virtual environment that was installed via pip3

    /usr/local/bin/virtualenv ~/shrink_venv

    source ~/shrink_venv/bin/activate

  6. Install libraries in the virtual environment

    pip install Pillow

    pip install boto3

  7. Add the contents of lib and lib64 site-packages to your .zip file. Note that the following steps assume you used Python runtime version 3.6. If you used version 2.7 you will need to update accordingly.

    cd $VIRTUAL_ENV/lib/python3.6/site-packages

    zip -r9 ~/CreateThumbnail.zip

    note- To include all hidden files, use the following option:

    zip -r9 ~/CreateThumbnail.zip

  8. Add your python code to the .zip file

    cd ~

    zip -g CreateThumbnail.zip CreateThumbnail.py

Now CreateThumbnail.zip is your custom deployment package , just copy it to s3 and upload it to your lambda.

This example is taken from official AWS documentation at https://docs.aws.amazon.com/lambda/latest/dg/with-s3-example-deployment-pkg.html




回答2:


Even though the documentation clearly outlines the steps used to manually create the zip artifact for your lambda function. This solution is not very scalable. I've been using a very small package called juniper to seamlessly package python lambda functions.

In your particular case this are the steps you need to take:

Assuming this is your folder structure:

.
├── manifest.yml
├── src
│   ├── requirements.txt
│   ├── lambda_function.py

In the requirements.txt you would include only the dependencies of your lambda function, in this case, the PIL library.

Pillow==6.0.0

Now, you just have to create a small file to tell juniper what to include in the zip file. The manifest.yml would look like:

functions:
  reko:
    requirements: ./src/requirements.txt.
    include:
    - ./src/lambda_function.py

Now you need to pip install juniper in your local environment. Execute the cli command:

juni build

Juniper will create: ./dist/reko.zip. That file will have your source code as well as any dependency you include in your requirements.txt file.

By default juniper uses docker containers and the build command will use python3.6. You can override that default.



来源:https://stackoverflow.com/questions/50734416/aws-lambda-unable-to-import-module-lambda-function-no-module-named-pil

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