setup.sql

USE ROLE SYSADMIN;
CREATE OR REPLACE WAREHOUSE ML_HOL_WH; --by default, this creates an XS Standard Warehouse
CREATE OR REPLACE DATABASE ML_HOL_DB;
CREATE OR REPLACE SCHEMA ML_HOL_SCHEMA;
CREATE OR REPLACE STAGE ML_HOL_ASSETS; --to store model assets

-- create csv format
CREATE FILE FORMAT IF NOT EXISTS ML_HOL_DB.ML_HOL_SCHEMA.CSVFORMAT 
    SKIP_HEADER = 1 
    TYPE = 'CSV';

-- create external stage with the csv format to stage the diamonds dataset
CREATE STAGE IF NOT EXISTS ML_HOL_DB.ML_HOL_SCHEMA.DIAMONDS_ASSETS 
    FILE_FORMAT = ML_HOL_DB.ML_HOL_SCHEMA.CSVFORMAT 
    URL = 's3://sfquickstarts/intro-to-machine-learning-with-snowpark-ml-for-python/diamonds.csv';

LS @DIAMONDS_ASSETS;