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models.py
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146 lines (126 loc) · 4.63 KB
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from __future__ import annotations
import typing as t
from fastapi import APIRouter, Depends, HTTPException
from sqlglot import exp
from starlette.status import HTTP_404_NOT_FOUND
from sqlmesh.core.context import Context
from sqlmesh.core.lineage import column_description
from sqlmesh.core.model import Model
from sqlmesh.utils.date import now, to_datetime
from web.server import models
from web.server.settings import get_loaded_context
router = APIRouter()
@router.get(
"",
response_model=t.Union[t.List[models.Model], models.ApiExceptionPayload],
response_model_exclude_unset=True,
response_model_exclude_none=True,
)
def get_models(context: Context = Depends(get_loaded_context)) -> t.List[models.Model]:
"""Get a list of models"""
context.refresh()
return serialize_all_models(context)
@router.get(
"/{name:str}",
response_model=models.Model,
response_model_exclude_unset=True,
response_model_exclude_none=True,
)
def get_model(
name: str,
context: Context = Depends(get_loaded_context),
) -> models.Model:
"""Get a single model"""
model = context.get_model(name)
if not model:
raise HTTPException(status_code=HTTP_404_NOT_FOUND)
return serialize_model(context, model, render_query=True)
def serialize_all_models(
context: Context, render_queries: t.Optional[t.Set[str]] = None
) -> t.List[models.Model]:
render_queries = render_queries or set()
return sorted(
[
serialize_model(context, model, model.name in render_queries)
for model in context.models.values()
],
key=lambda model: model.name,
)
def serialize_model(context: Context, model: Model, render_query: bool = False) -> models.Model:
type = _get_model_type(model)
default_catalog = model.default_catalog
dialect = model.dialect or "SQLGlot"
time_column = (
f"{model.time_column.column} | {model.time_column.format}" if model.time_column else None
)
tags = ", ".join(model.tags) if model.tags else None
partitioned_by = (
", ".join(expr.sql(pretty=True, dialect=model.dialect) for expr in model.partitioned_by)
if model.partitioned_by
else None
)
clustered_by = (
", ".join([c.sql(dialect=model.dialect) for c in model.clustered_by])
if model.clustered_by
else None
)
lookback = model.lookback if model.lookback > 0 else None
columns_to_types = model.columns_to_types or {}
columns = []
for name, data_type in columns_to_types.items():
description = model.column_descriptions.get(name)
if not description and render_query:
# The column name is already normalized in `columns_to_types`, so we need to quote it
description = column_description(context, model.name, name, quote_column=True)
columns.append(models.Column(name=name, type=str(data_type), description=description))
details = models.ModelDetails(
owner=model.owner,
kind=model.kind.name,
batch_size=model.batch_size,
cron=model.cron,
stamp=model.stamp,
start=model.start,
retention=model.retention,
table_format=model.table_format,
storage_format=model.storage_format,
time_column=time_column,
tags=tags,
references=[
models.Reference(name=ref.name, expression=ref.expression.sql(), unique=ref.unique)
for ref in model.all_references
],
partitioned_by=partitioned_by,
clustered_by=clustered_by,
lookback=lookback,
cron_prev=to_datetime(model.cron_prev(value=now())),
cron_next=to_datetime(model.cron_next(value=now())),
interval_unit=model.interval_unit,
annotated=model.annotated,
)
sql = None
if render_query:
query = model.render_query() or (
model.query if hasattr(model, "query") else exp.select('"FAILED TO RENDER QUERY"')
)
sql = query.sql(pretty=True, dialect=model.dialect)
path = model._path
return models.Model(
name=model.name,
fqn=model.fqn,
path=str(path.absolute().relative_to(context.path).as_posix()) if path else None,
full_path=str(path.absolute().as_posix()) if path else None,
dialect=dialect,
columns=columns,
details=details,
description=model.description,
sql=sql,
type=type,
default_catalog=default_catalog,
hash=model.data_hash,
)
def _get_model_type(model: Model) -> str:
if model.is_sql:
return models.ModelType.SQL
if model.is_python:
return models.ModelType.PYTHON
return models.ModelType.SOURCE