shaped 0.14.0

CLI and SDK tools for interacting with the Shaped API.

Python SDK

pip install shaped

Rank

import shaped

api_key = 'your_api_key' 
client = shaped.Client(api_key=api_key)

api_response = client.rank(
    model_name="amazon_beauty_product_recommendations",
    user_id="A2FRWMTWYJUK7P",
    return_metadata=True,
    item_ids=['B01AHSUT8M', 'B00GW7H5EY', 'B01GLA54SA', 'B0016PKWK6', 'B00PJD7KPG', 'B00BCI8OP2', 'B004FK7R02'],
)
print(api_response)

Retrieve

import shaped

api_key = 'your_api_key' 
client = shaped.Client(api_key=api_key)

api_response = client.retrieve(
    model_name="amazon_beauty_product_recommendations",
)
print(api_response)

Similar Items

import shaped

api_key = 'your_api_key' 
client = shaped.Client(api_key=api_key)

api_response = client.similar_items(
    model_name="amazon_beauty_product_recommendations", 
    item_id="B000FOI48G",
)
print(api_response)

Similar Users

import shaped

api_key = 'your_api_key' 
client = shaped.Client(api_key=api_key)

api_response = client.similar_users(
    model_name="amazon_beauty_product_recommendations", 
    user_id="A2FRWMTWYJUK7P",
)
print(api_response)

Complement Items

import shaped

api_key = 'your_api_key' 
client = shaped.Client(api_key=api_key)

api_response = client.complement_items(
    model_name="amazon_beauty_product_recommendations", 
    item_ids=['B000URXP6E', 'B0012Y0ZG2'],
)
print(api_response)

Maintainer Notes

To recreate the autogenerated code:

1. brew install openapi-generator
2. Copy across openapi.yaml from the shaped-docs repository to /sdk
3. Navigate to /sdk and run the command:

openapi-generator generate -g python -i openapi.yaml -o python/ -p packageName=shaped.autogen --global-property models,apis,apiDocs=false,modelDocs=false,modelTests=false,apiTests=false,supportingFiles=api_client.py:api_response.py:configuration.py:exceptions.py:rest.py:__init__.py

Testing

pytest sdk/python/tests/test_rank.py --api-key 'api_key'

---

Shaped CLI

CLI for interactions with the Shaped API.

Installing the Shaped CLI

pip install shaped

Initialize

shaped init --api-key <API_KEY>

Model API

Create Model (File)

shaped create-model --file <PATH_TO_FILE>

Create Model (STDIN)

cat $(PATH_TO_FILE) | shaped create-model

List Models

shaped list-models

View Model

shaped view-model --model-name <MODEL_NAME>

Delete Model

shaped delete-model --model-name <MODEL_NAME>

Dataset API

Create Dataset

shaped create-dataset --file <PATH_TO_FILE>

List Datasets

shaped list-datasets

Dataset Insert

shaped dataset-insert --dataset-name <DATASET_NAME> --file <DATAFRAME_FILE> --type <FILE_TYPE> 

Delete dataset

shaped delete-dataset --dataset-name <DATASET_NAME>

Rank API

Rank

shaped rank --model-name <MODEL_NAME> --user-id <USER_ID>

Similar Items

shaped similar --model-name <MODEL_NAME> --item-id <ITEM_ID>

Similar Users

shaped similar --model-name <MODEL_NAME> --user-id <USER_ID>

Development

Installing the Shaped CLI from Test PyPI

Upon all pushes to main branch, a new version of the CLI is published to Test PyPI. To install the latest version of the CLI from Test PyPI, run the following commands:

conda create -n cli-dev python=3.9
conda activate cli-dev
export PACKAGE_VERSION={} # Specify the version you want to install
pip install --extra-index-url https://test.pypi.org/simple/ shaped-cli==$PACKAGE_VERSION

Releasing a new CLI version to PyPI

To release a new version of the CLI to PyPI, open a PR changing the version of the package in setup.py, following Semantic Versioning principles, e.g. 0.1.1.

CircleCI will generate an approval prompt when this branch is merged to main, and upon approval will publish to PyPI.