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Add semantic generation via stored procedure
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CREATE OR REPLACE PROCEDURE CORTEX_ANALYST_SEMANTICS.SEMANTIC_MODEL_GENERATOR.ZIP_SRC_FILES( | ||
SOURCE_STAGE_PATH STRING, | ||
TARGET_STAGE_PATH STRING | ||
) | ||
RETURNS VARCHAR | ||
LANGUAGE PYTHON | ||
RUNTIME_VERSION = 3.10 | ||
HANDLER='zip_src_files' | ||
EXECUTE AS CALLER | ||
AS $$ | ||
from snowflake.snowpark import Session | ||
|
||
def zip_src_files(session: Session, | ||
SOURCE_STAGE_PATH: str, | ||
TARGET_STAGE_PATH: str) -> str: | ||
return 'hello, world' | ||
$$; | ||
|
||
CREATE OR REPLACE PROCEDURE CORTEX_ANALYST_SEMANTICS.SEMANTIC_MODEL_GENERATOR.GENERATE_SEMANTIC_FILE( | ||
STAGE_NAME STRING, | ||
MODEL_FILENAME STRING, | ||
SAMPLE_VALUE INT, | ||
ALLOW_JOINS BOOLEAN, | ||
TABLE_LIST ARRAY | ||
) | ||
RETURNS VARCHAR | ||
LANGUAGE PYTHON | ||
RUNTIME_VERSION = 3.10 | ||
PACKAGES = ( | ||
'pandas==2.2.2', | ||
'tqdm==4.66.5', | ||
'loguru==0.5.3', | ||
'protobuf==3.20.3', | ||
'pydantic==2.8.2', | ||
'pyyaml==6.0.1', | ||
'ruamel.yaml==0.17.21', | ||
'pyarrow==14.0.2', | ||
'sqlglot==25.10.0', | ||
'numpy==1.26.4', | ||
'python-dotenv==0.21.0', | ||
'urllib3==2.2.2', | ||
'types-pyyaml==6.0.12.12', | ||
'types-protobuf==4.25.0.20240417', | ||
'snowflake-snowpark-python==1.18.0', | ||
'cattrs==23.1.2' | ||
) | ||
IMPORTS = ('@CORTEX_ANALYST_SEMANTICS.SEMANTIC_MODEL_GENERATOR.STREAMLIT_STAGE/semantic_model_generator.zip', | ||
'@cortex_analyst_semantics.semantic_model_generator.streamlit_stage/strictyaml.zip' | ||
) | ||
HANDLER='run_generation' | ||
EXECUTE AS CALLER | ||
AS $$ | ||
from snowflake.snowpark import Session | ||
|
||
def run_generation(session: Session, | ||
STAGE_NAME: str, | ||
MODEL_NAME: str, | ||
SAMPLE_VALUE: int, | ||
ALLOW_JOINS: bool, | ||
TABLE_LIST: list[str]) -> str: | ||
from semantic_model_generator.generate_model import generate_model_str_from_snowflake | ||
|
||
if not MODEL_NAME: | ||
raise ValueError("Please provide a name for your semantic model.") | ||
elif not TABLE_LIST: | ||
raise ValueError("Please select at least one table to proceed.") | ||
else: | ||
yaml_str = generate_model_str_from_snowflake( | ||
base_tables=TABLE_LIST, | ||
semantic_model_name=MODEL_NAME, | ||
n_sample_values=SAMPLE_VALUE, # type: ignore | ||
conn=session.connection, | ||
allow_joins=ALLOW_JOINS, | ||
) | ||
|
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with tempfile.TemporaryDirectory() as temp_dir: | ||
tmp_file_path = os.path.join(temp_dir, f"{MODEL_NAME}.yaml") | ||
|
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with open(tmp_file_path, "w", encoding='utf-8') as temp_file: | ||
temp_file.write(yaml) | ||
|
||
st.session_state.session.file.put( | ||
tmp_file_path, | ||
f"@{STAGE_NAME}", | ||
auto_compress=False, | ||
overwrite=True, | ||
) | ||
$$; | ||
|
||
-- Test | ||
-- CALL CORTEX_ANALYST_SEMANTICS.SEMANTIC_MODEL_GENERATOR.GENERATE_SEMANTIC_FILE( | ||
-- 'CATRANSLATOR.ANALYTICS.DATA', | ||
-- 'sproctest', | ||
-- 3, | ||
-- False, | ||
-- ['CATRANSLATOR.ANALYTICS.CUSTOMERS'] | ||
-- ); |