v1.0.0

v1.0.0: Mutable at Last

What's New

• Inserts and Updates
  An additional layer of processing separates new rows from updated rows. Meerschaum uses your datetime and id columns (if you specified an id column) to determine which rows have changed. Therefore a primary key is not required, as long as the datetime column is unique or the datetime and id columns together emulate a composite primary key.

  Meerschaum will insert new rows as before as well as creating a temporary table (same name as the pipe's target but with a leading underscore). The syncing engine then issues the appropriate MERGE or UPDATE query to update all of the rows in a batch.

  For example, the following lines of code will result in a table with only 1 row:

  >>> import meerschaum as mrsm
  >>> pipe = mrsm.Pipe('foo', 'bar', columns={'datetime': 'dt', 'id': 'id'})
  >>>
  >>> ### Insert the first row.
  >>> pipe.sync([{'dt': '2022-06-26', 'id': 1, 'value': 10}])
  >>>
  >>> ### Duplicate row, no change.
  >>> pipe.sync([{'dt': '2022-06-26', 'id': 1, 'value': 10}])
  >>>
  >>> ### Update the value columns of the first row.
  >>> pipe.sync([{'dt': '2022-06-26', 'id': 1, 'value': 100}])

• Data Type Enforcement.
  Incoming DataFrames will be cast to the pipe's existing data types, and if you want total control, you can manually specify the Pandas data types for as many columns as you like under the dtypes key of Pipe.parameters, e.g.:

  columns:
    datetime: timestamp_utc
    id: station_id
  dtypes:
    timestamp_utc: 'datetime64[ns]'
    station_id: 'Int64'
    station_name: 'object'

• Allow for NULL in INT columns.
  Before pandas v1.3.0, including a null value in an int column would cast it to a float. Now pd.NA has been added and is leveraged in Meerschaum's data type inference system.

• Plugins respect .gitignore
  When publishing a plugin that is contained in a git repository, Meerschaum will parse your .gitignore file to determine which files to omit.

• Private API Mode.
  Require authentication on all API endpoints with start api --private.

• No Authentication API Mode.
  Adding --no-auth will disable all authentication on all API endpoints, including the web console.

Bugfixes

• Plugin packaging
  A breaking bug in the process of packaging and publishing Meerschaum plugins has been patched.

• Correct object names in Oracle SQL.
  Oracle has finally been brought up to speed with other flavors.

• Multi-module plugins fix.
  A small but important fix for multi-module plugins has been applied for their virtual environments.

• Improved virtual environment handling for Debian systems.
  If venv is not available, Meerschaum now better handles falling back to virtualenv.

• Allow for syncing lists of dicts.
  In addition to syncing a dict of lists, Pipe.sync() now supports a list of dicts.

• Allow for begin to equal None for Pipe.fetch().
  The behavior of determining begin from Pipe.get_sync_time() only takes place when begin is omitted, not when it is None. Now begin=None will not add a lower bound to the query.