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* made tf 1.1.2 compatible

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126 changes: 45 additions & 81 deletions README.MD
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🐍 A collection of Python Packages as AWS Lambda(λ) Layers 🐍

[![Python 3.8](https://img.shields.io/badge/python-3.8-green.svg)](https://www.python.org/downloads/release/python-380/) [![Language grade: Python](https://img.shields.io/lgtm/grade/python/g/keithrozario/Klayers.svg?logo=lgtm&logoWidth=18)](https://lgtm.com/projects/g/keithrozario/Klayers/context:python) [![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)
[![Python 3.8](https://img.shields.io/badge/python-3.8-green.svg)](https://www.python.org/downloads/release/python-380/) [![Python 3.8](https://img.shields.io/badge/python-3.9-green.svg)](https://www.python.org/downloads/release/python-390/) [![Language grade: Python](https://img.shields.io/lgtm/grade/python/g/keithrozario/Klayers.svg?logo=lgtm&logoWidth=18)](https://lgtm.com/projects/g/keithrozario/Klayers/context:python) [![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)

## Layer List
## List of ARNs

List of all layer version arns are available by region [here](deployments/python3.8/arns)
List of the latest layer version arns are available by region:

There might be multiple versions for a single package, as we publish a new layer version if the package dependencies (`requirements.txt`) has been updated. Refer to [Layer expiry](#Layer-expiry) for more data.
* [Python 3.8](deployments/python3.8)
* [Python 3.9](deployments/python3.9)

*Note: We have deprecated layers for python3.6 and python 3.7, please use these newer versions that are built for python 3.8 going forward.*
*Note: We have deprecated layers for python3.6 and python 3.7, please use these newer versions that are built for python 3.8 and python 3.9 going forward.*

## Python Packages

Just some examples of the ~70 packages we build every week, for a full list click [here](pipeline/config/Klayers-prodp38/packages.csv):

* aws-lambda-powertools
* aws-xray-sdk
* bcrypt
* beautifulsoup4
* boto3
* dynamodb-encryption-sdk
* idna
* lambda-cache
* nltk
* numpy
* opencv-python-headless
* openpyxl
* pandas
* parliament
* Pillow
* pulp
* pycryptodome
* PyJWT
* PyMUPDF
* pyqldb
* pytesseract
* pytz
* PyYAML
* requests
* slackclient
* spacy
* ...
For the full list of Python packages, refer to the following, feel free to make a pull requests modifying the files below to requests for newer python versions.

## Status of layers

Click [here](https://pyup.io/repos/github/keithrozario/Klayers/) to see specific dependencies of all the latest builds. Layers are built with the latest package version at 2am UTC every Sunday.
* [Python 3.8](pipeline/config/packages_p38.csv)
* [Python 3.9](pipeline/config/packages_p39.csv)

## Using the Layers

You can use the layers anyway you see fit, here are 3 proposed options:
You can use the layers anyway you see fit, here are 4 options based on what method you use to deploy your lambda functions:

### Option 1: Set ARN as layer

Click links below for your preferred version of python, and then select your region of choice, you will see a full list of layer version ARNs to use.

* [Arns](deployments/python3.8/arns)

Once selected, you can add the arn directly from the console, by selecting Layers->Add a Layer->Specify an Arn:
Add the arn directly from the console, by selecting Layers->Add a Layer->Specify an Arn:

![Screenshot](documentation/add_arn.png)

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check:
handler: 02_pipeline/check.main
description: Checks for package on PyPi via the API
runtime: python3.8
runtime: python3.9
timeout: 30
memorySize: 256
layers:
- arn:aws:lambda:${self:provider.region}:113088814899:layer:Klayers-python37-packaging:1
- arn:aws:lambda:${self:provider.region}:113088814899:layer:Klayers-python38-aws-lambda-powertools:23
```
## Layer expiry
### Option 4: Using AWS Serverless Application Model (SAM)
Some layer versions will have a `expiry_date` field. This is the date for when the layers will be deleted.
Using AWS SAM, you can include layers in your serverless applications.You must use layers from the same region as your function:
In general, layers are scheduled for deletion 60 days after a new layer version has been published for that package. If you use that latest version of a layer, you're guaranteed at least 60 days before the layer is deleted.
```yaml
ServerlessFunction:
Type: AWS::Serverless::Function
Properties:
CodeUri: .
Handler: my_handler
Runtime: Python3.9
Layers:
- arn:aws:lambda:ap-southeast-1:113088814899:layer:Klayers-p39-packaging:1
```
All functions deployed with a layer will still work indefinitely, but you won't be able to deploy new functions referencing a deleted layer version.
## Status of layers
## Binaries
Layers are built with the latest package version at 2am UTC on the first day of the Month.
Special hand-crafted binaries for layers. These layers are not automatically built, and hence slower update cycles, and will only work with python3.7 functions as the underlying OS is Amazon Linux 1.
If there's a critical issue with a package, which needs a new version of it published, raise an issue for the package, and I'll try my best to perform the deploy.
| Package | ARN | Version |
| :------------- |:------------------------------------------------------------------------------- | ---------- |
| pip | arn:aws:lambda:\<*region*>:113088814899:layer:Klayers-python37-pip:2 | 19.2.1 <sup>1</sup>| |
| en_core_web_sm | arn:aws:lambda:\<*region*>:770693421928:layer:Klayers-python38-spacy_model_en_small:1 | 2.2.5 <sup>2</sup>|
| es_core_news_sm | arn:aws:lambda:\<*region*>:770693421928:layer:Klayers-python38-spacy_model_es_small:1 | 2.3.1 <sup>2</sup>|
## Layer expiry
<sup>1</sup> Python3.8 layers already have new version of pip, use only if on Python3.7
Some layer versions will have a `expiry_date` field. This is the date for when the layers will be deleted.

<sup>2</sup> Spacy [en_core_web_sm](https://spacy.io/models/en) model, for use with the spacy layer refer [here](https://github.com/keithrozario/Klayers/issues/97) for more info.
In general, layers are scheduled for deletion 365 days after a new layer version has been published for that package. If you use that latest version of a layer, you're guaranteed at **least** 365 days before the layer is deleted.

All functions deployed with a layer will still work indefinitely, but you won't be able to deploy new functions referencing a deleted layer version.

## Architecture Diagram

![Screenshot](documentation/Klayers-Architecture.png)

## API (beta)
## API

API v2 has been released. Please use v2 going forward, as we'll end v1 by June-2022.

We've recently added an API under beta. All API calls are http-based, and work only with https (TLS1.2 and above). The API is heavily cached, so there could be minor delays in updates.
All API calls are http-based, and work only with https (TLS1.2 and above). The API is heavily cached, so there could be minor delays in updates.

### Get latest ARN for specific package in region

Returns data on the latest layer for a specific *{package}* in a specific *{region}*
Returns data on the latest layer for a all packages in a specific *{region}* for your *{python_version}*

*https://api.klayers.cloud/api/v1/layers/latest/{region}/{package}*
*https://api.klayers.cloud/api/v2/{python_version}/layers/latest/{region}/*

example:

* https://api.klayers.cloud/api/v1/layers/latest/us-east-1/requests
* https://api.klayers.cloud/api/v1/layers/latest/ap-southeast-1/boto3

* [https://api.klayers.cloud/api/v2/p3.9/layers/latest/us-east-1/](https://api.klayers.cloud/api/v2/p3.9/layers/latest/us-east-1/)
* [https://api.klayers.cloud/api/v2/p3.8/layers/latest/ap-southeast-1/](https://api.klayers.cloud/api/v2/p3.9/layers/latest/ap-southeast-1/)

### Get all ARNs for specific package in region

Returns data on the all layers (latest and deprecated) for a specific *{package}* in a specific *{region}*

*https://api.klayers.cloud/api/v1/layers/{region}/{package}*
Returns data on the all layers (latest and deprecated) for a **specific** *{package}* in a specific *{region}* for your *{python_version}*

*https://api.klayers.cloud/api/v2/{python_version}/layers/{region}/{package}*

example:

* https://api.klayers.cloud/api/v1/layers/us-east-1/requests
* https://api.klayers.cloud/api/v1/layers/ap-southeast-1/boto3

### Get list of all built packages

Returns list of all packages currently being built, including dependencies and build date.

*https://api.klayers.cloud/api/v1/builds/latest*

example:

* https://api.klayers.cloud/api/v1/builds/latest
* [https://api.klayers.cloud/api/v2/p3.8/layers/us-east-1/requests](https://api.klayers.cloud/api/v2/p3.8/layers/us-east-1/requests)
* [https://api.klayers.cloud/api/v2/p3.9/layers/ap-southeast-1/boto3](https://api.klayers.cloud/api/v2/p3.9/layers/ap-southeast-1/boto3)

## Special Thanks

* [Chahna107](https://github.com/chahna107) for adding tesseract config files into the tesseract layer.
* [Chahna107](https://github.com/chahna107)
* [~ Dependencies scanned by PyUp.io ~](https://pyup.io/)

## Asking for additional layers

If you would like a new package to be made a layer, raise a `pull request` modifying the `pipeline/config/Klayers-prodp38` file.
If you would like a new package to be made a layer, raise a `pull request` modifying the `pipeline/config/packages_p39.csv` or `pipeline/config/packages_p38.csv` file (depending on which version of python you use). By default, please request for the latest version of python unless you absolutely need an older version.
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# Layers for Python 3.8

Use the following links to download the latest Arns for your specific region in the format you prefer (json, csv or html).

| Region (Code) | Region (Name)| ARNs|
| :------------- |:--------|:--------|
| af-south-1 |Africa (Cape Town)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/af-south-1/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/af-south-1/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/af-south-1/html)|
| ap-east-1 | Asia Pacific (Hong Kong)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-east-1/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-east-1/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-east-1/html)|
| ap-northeast-1 |Asia Pacific (Tokyo)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-northeast-1/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-northeast-1/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-northeast-1/html)|
| ap-northeast-2 |Asia Pacific (Seoul)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-northeast-2/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-northeast-2/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-northeast-2/html)|
| ap-south-1 |Asia Pacific (Mumbai)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-south-1/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-south-1/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-south-1/html)|
| ap-southeast-1 |Asia Pacific (Singapore)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-southeast-1/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-southeast-1/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-southeast-1/html)|
| ap-southeast-2 |Asia Pacific (Sydney)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-southeast-2/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-southeast-2/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-southeast-2/html)|
| ap-southeast-3 |Asia Pacific (Jakarta)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-southeast-3/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-southeast-3/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ap-southeast-3/html)|
| ca-central-1 |Canada (Central)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ca-central-1/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ca-central-1/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/ca-central-1/html)|
| eu-central-1 |EU (Frankfurt)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/eu-central-1/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/eu-central-1/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/eu-central-1/html)|
| eu-north-1 |EU (Stockholm)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/eu-north-1/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/eu-north-1/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/eu-north-1/html)|
| eu-south-1 |EU (Milan)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/eu-south-1/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/eu-south-1/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/eu-south-1/html)|
| eu-west-1 |EU (Ireland)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/eu-west-1/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/eu-west-1/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/eu-west-1/html)|
| eu-west-2 |EU (London)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/eu-west-2/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/eu-west-2/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/eu-west-2/html)|
| eu-west-3 |EU (Paris)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/eu-west-3/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/eu-west-3/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/eu-west-3/html)|
| me-south-1 |Middle East (Bahrain)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/me-south-1/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/me-south-1/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/me-south-1/html)|
| sa-east-1 |South America (São Paulo)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/sa-east-1/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/sa-east-1/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/sa-east-1/html)|
| us-east-1 |US East (N. Virginia)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/us-east-1/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/us-east-1/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/us-east-1/html)|
| us-east-2 |US East (Ohio)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/us-east-2/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/us-east-2/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/us-east-2/html)|
| us-west-1 |US West (N. California)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/us-west-1/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/us-west-1/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/us-west-1/html)|
| us-west-2 |US West (Oregon)| [json](https://api.klayers.cloud//api/v2/p3.8/layers/latest/us-west-2/json) \| [csv](https://api.klayers.cloud//api/v2/p3.8/layers/latest/us-west-2/csv) \| [html](https://api.klayers.cloud//api/v2/p3.8/layers/latest/us-west-2/html)|
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