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A cross-platform Python interface to the DarkSide-20k production database

Project description

DarkSide-20k pre-production database low-level interaction

This is a cross-platform Python interface to the DarkSide-20k pre-production database. It is sufficiently friendly to be used interactively, and can be used as a foundation to build more complex database interactions. The package includes a number of command-line automation scripts.

The software can be obtained/upgraded from pypi.org using python3 -m pip install --upgrade ds20kdb-avt.

The software requires Python 3.8 or newer for full functionality, though it will tolerate Python 3.6 and 3.7.

Example interactive usage

The following can be performed once authentication has been configured:

macbook:packaging avt$ . ~/dev/pve312/bin/activate
(pve312) macbook:packaging avt$ python3
Python 3.12.0 (main, Oct  2 2023, 18:38:13) [Clang 14.0.3 (clang-1403.0.22.14.1)] on darwin
Type "help", "copyright", "credits" or "license" for more information.
>>> from ds20kdb import interface

>>> # check version number with
>>> interface.__version__
'0.1.20'

>>> # create an instance so we can interact with the database
>>> db = interface.Database()

>>> # basic describe and get operations
>>> db.describe().data
['vasic', 'vasic_grip_ring', 'vasic_wafer', 'vcable', 'detector', 'dummy', 'user_test', 'dummyload_test', 'motherboard', 'sipm', 'wafer', 'pcb', 'pdu', 'pdu_pulse_test', 'attribute_description', 'solder', 'attribute', 'vpcb', 'vpdu', 'vpcb_asic', 'vpcb_asic_test', 'vmotherboard', 'vpcb_test', 'vmotherboard_test', 'tile_test', 'wafer_defects', 'vtile', 'pcb_test', 'tile', 'dummyload', 'cryoprobe_card', 'tile_setup', 'vpdu_test', 'vtile_cold_test', 'noa_users', 'vtile_test', 'pdu_status', 'vasic_test', 'tile_status', 'sipm_qc', 'sipm_test', 'vpdu_cold_test', 'acs', 'wafer_status', 'pcb_status', 'motherboard_status', 'amicra_settings']
>>> db.describe('wafer').data
['wafer_pid', 'manufacturer', 'lot', 'wafer_number', 'production_date', 'spad_size', 'dose', 'description', 'checksum']
>>> db.get('wafer').data
      wafer_pid  manufacturer      lot  ...  dose                                        description  checksum
0             5             2  9262109  ...     3  backside: Au2 L pressure 1week waiting run B -...        --
1             6             2  9262109  ...     3  backside: Au1 H pressure 1week waiting run A -...        --
2             2             2  9262109  ...     3  backside: Au1 H pressure 2weeks waiting run A ...        --
3             4             2  9262109  ...     3  backside: Au1 H pressure 1week waiting run A -...        --
4             3             2  9262109  ...     3  backside: Au3 L pressure 1week waiting run C -...        --
...         ...           ...      ...  ...   ...                                                ...       ...
1610       1599             2  9473059  ...     3                                     production lot        E0
1611       1600             2  9473059  ...     3                                     production lot        D3
1612       1602             2  9473059  ...     3                                     production lot        C1
1613       1601             2  9473059  ...     3                                     production lot        C6
1614          1             2  9262109  ...     3  backside: Au2 L pressure 2weeks waiting run B ...        --

[1615 rows x 9 columns]

>>> # narrow the selection
>>> db.get('wafer', lot=9262109, wafer_number=3).data
   wafer_pid  manufacturer  ...                                        description  checksum
0          1             2  ...  backside: Au2 L pressure 2weeks waiting run B ...       NaN

[1 rows x 9 columns]

>>> # obtain specific values, such as the expiry data of a syringe of solder using something like this:
>>> db.get('solder', solder_pid=1).data.expiry_date.values[-1]
'2022-12-02 00:00:00'
>>> db.get('solder', solder_pid=1).data.solder_type.values[-1]
'Indium Paste NC-SMQ80 Ind#1E 52In48Sn Type 4 83%, P.No. 83752'

>>> # and create new entries easily
>>> # E.g. to create a new solder syringe, first find one that we can modify:
>>> solder_pid = db.get('solder', solder_pid=4).data.solder_pid.values[-1]
>>> solder_pid
4
# take a quick look at the dictionary that defines it:
>>> select = {'solder_pid': solder_pid}
>>> db.get_table_row_and_modify('solder', select)
{'manufacturer': 4, 'solder_type': 'Indium Paste NC-SMQ80 Ind#1E 52In48Sn Type 4 83%, P.No. 83752', 'production_date': '2022-06-02 00:00:00', 'room_temperature_date': '2022-10-26 19:45:00', 'expiry_date': '2022-12-02 00:00:00', 'syringe_id': 8, 'lot': 'PS11120734', 'mass': 25}

>>> # plan to change the room temperature data and the syringe id
>>> modify = {'room_temperature_date': '2022-11-26 11:00:00', 'syringe_id': 9}

>>> # create a new dictionary with the desired changes
>>> wdict = db.get_table_row_and_modify('solder', select, modify)
>>> wdict
{'manufacturer': 4, 'solder_type': 'Indium Paste NC-SMQ80 Ind#1E 52In48Sn Type 4 83%, P.No. 83752', 'production_date': '2022-06-02 00:00:00', 'room_temperature_date': '2022-11-26 11:00:00', 'expiry_date': '2022-12-02 00:00:00', 'syringe_id': 9, 'lot': 'PS11120734', 'mass': 25}

>>> # we can then write this to the database with:
>>> db.write_solder(wdict)

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