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Description:
shaped 0.14.0
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:
brew install openapi-generator
Copy across openapi.yaml from the shaped-docs repository to /sdk
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.
License
For personal and professional use. You cannot resell or redistribute these repositories in their original state.
Files:
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