From d42fda0d08b37750ebd6276e7d2b914c290996c7 Mon Sep 17 00:00:00 2001 From: Tom Aldcroft Date: Fri, 26 Jun 2020 09:22:50 -0400 Subject: [PATCH 01/16] Improve interpolate_states and require astropy Table --- kadi/commands/states.py | 19 +++++++++++++++---- 1 file changed, 15 insertions(+), 4 deletions(-) diff --git a/kadi/commands/states.py b/kadi/commands/states.py index b0e410f2..dbdc0bc8 100644 --- a/kadi/commands/states.py +++ b/kadi/commands/states.py @@ -1451,13 +1451,24 @@ def get_continuity(date=None, state_keys=None, lookbacks=(7, 30, 180, 1000)): def interpolate_states(states, times): """Interpolate ``states`` table at given times. - :param states: states (np.recarray) - :param times: times (np.array or list) + :param states: states (astropy states Table) + :param times: times (np.array or any DateTime compatible input) :returns: ``states`` view at ``times`` """ - indexes = np.searchsorted(states['tstop'], times) - return states[indexes] + if not isinstance(times, np.ndarray) or times.dtype.kind != 'f': + times = DateTime(times).secs + + try: + tstops = states['tstop'] + except (ValueError, KeyError): + tstops = date2secs(states['datestop']) + + indexes = np.searchsorted(tstops, times) + out = states[indexes] + out.add_column(secs2date(times), index=0, name='date') + + return out def _unique(seq): From 34bd12f46178cf72380f1959459cfa7455a104af Mon Sep 17 00:00:00 2001 From: Tom Aldcroft Date: Fri, 26 Jun 2020 09:23:20 -0400 Subject: [PATCH 02/16] Move _tl_to_bs_cmds into update_cmds --- kadi/update_cmds.py | 34 +++++++++++++++++++++++++++++++++- 1 file changed, 33 insertions(+), 1 deletion(-) diff --git a/kadi/update_cmds.py b/kadi/update_cmds.py index 4ff9f4fe..7f0aeaf3 100644 --- a/kadi/update_cmds.py +++ b/kadi/update_cmds.py @@ -12,7 +12,6 @@ import Ska.DBI import Ska.File from Chandra.Time import DateTime -from Chandra.cmd_states.cmd_states import _tl_to_bs_cmds from ska_helpers.run_info import log_run_info from .paths import IDX_CMDS_PATH, PARS_DICT_PATH @@ -116,6 +115,39 @@ def fix_nonload_cmds(nl_cmds): return new_cmds +def _tl_to_bs_cmds(tl_cmds, tl_id, db): + """ + Convert the commands ``tl_cmds`` (numpy recarray) that occur in the + timeline ``tl_id'' to a format mimicking backstop commands from + Ska.ParseCM.read_backstop(). This includes reading parameter values + from the ``db``. + + :param tl_cmds: numpy recarray of commands from timeline load segment + :param tl_id: timeline id + :param db: Ska.DBI db object + + :returns: list of command dicts + """ + bs_cmds = [dict((col, row[col]) for col in tl_cmds.dtype.names) + for row in tl_cmds] + cmd_index = dict((x['id'], x) for x in bs_cmds) + + # Add 'params' dict of command parameter key=val pairs to each tl_cmd + for par_table in ('cmd_intpars', 'cmd_fltpars'): + tl_params = db.fetchall("SELECT * FROM %s WHERE timeline_id %s" % + (par_table, + '= %d' % tl_id if tl_id else 'IS NULL')) + + # Build up the params dict for each command in timeline load segment + for par in tl_params: + # I.e. cmd_index[par.cmd_id]['params'][par.name] = par.value + # but create the ['params'] dict as needed. + if par.cmd_id in cmd_index: + cmd_index[par.cmd_id].setdefault('params', {})[par.name] = par.value + + return bs_cmds + + def get_cmds(start, stop, mp_dir='/data/mpcrit1/mplogs'): """ Get backstop commands corresponding to the supplied timeline load segments. From b6ca5deaba71f0dcc86636a043b7d1e8bedac20a Mon Sep 17 00:00:00 2001 From: Tom Aldcroft Date: Fri, 26 Jun 2020 09:23:48 -0400 Subject: [PATCH 03/16] Move decode_power into states --- kadi/commands/states.py | 60 +++++++++++++++++++++++++++++++++++++++-- 1 file changed, 58 insertions(+), 2 deletions(-) diff --git a/kadi/commands/states.py b/kadi/commands/states.py index dbdc0bc8..f5f2a80d 100644 --- a/kadi/commands/states.py +++ b/kadi/commands/states.py @@ -13,8 +13,7 @@ from astropy.table import Table, Column -from Chandra.cmd_states import decode_power -from Chandra.Time import DateTime +from Chandra.Time import DateTime, date2secs, secs2date import Chandra.Maneuver from Quaternion import Quat import Ska.Sun @@ -920,6 +919,63 @@ def callback(cls, date, transitions, state, idx): ################################################################### # ACIS transitions ################################################################### +def decode_power(mnem): + """ + Decode number of chips and feps from a ACIS power command + Return a dictionary with the number of chips and their identifiers + + Example:: + + >>> decode_power("WSPOW08F3E") + {'ccd_count': 5, + 'ccds': 'I0 I1 I2 I3 S3 ', + 'clocking': 0, + 'fep_count': 5, + 'feps': '1 2 3 4 5 ', + 'vid_board': 1} + + :param mnem: power command string + + """ + fep_info = {'fep_count': 0, + 'ccd_count': 0, + 'feps': '', + 'ccds': '', + 'vid_board': 1, + 'clocking': 0} + + # Special case WSPOW000XX to turn off vid_board + if mnem.startswith('WSPOW000'): + fep_info['vid_board'] = 0 + + # the hex for the commanding is after the WSPOW + powstr = mnem[5:] + if (len(powstr) != 5): + raise ValueError("%s in unexpected format" % mnem) + + # convert the hex to decimal and "&" it with 63 (binary 111111) + fepkey = int(powstr, 16) & 63 + # count the true binary bits + for bit in range(0, 6): + if (fepkey & (1 << bit)): + fep_info['fep_count'] = fep_info['fep_count'] + 1 + fep_info['feps'] = fep_info['feps'] + str(bit) + ' ' + + # convert the hex to decimal and right shift by 8 places + vidkey = int(powstr, 16) >> 8 + + # count the true bits + for bit in range(0, 10): + if (vidkey & (1 << bit)): + fep_info['ccd_count'] = fep_info['ccd_count'] + 1 + # position indicates I or S chip + if (bit < 4): + fep_info['ccds'] = fep_info['ccds'] + 'I' + str(bit) + ' ' + else: + fep_info['ccds'] = fep_info['ccds'] + 'S' + str(bit - 4) + ' ' + + return fep_info + class ACISTransition(BaseTransition): """ From 36753ecc24620334eada860668c7d160a8cd56e0 Mon Sep 17 00:00:00 2001 From: Tom Aldcroft Date: Fri, 26 Jun 2020 09:24:30 -0400 Subject: [PATCH 04/16] Use kadi interpolate_states not Chandra.cmd_states version --- kadi/commands/tests/test_states.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/kadi/commands/tests/test_states.py b/kadi/commands/tests/test_states.py index ddbd978f..f8a3e1d2 100644 --- a/kadi/commands/tests/test_states.py +++ b/kadi/commands/tests/test_states.py @@ -199,8 +199,8 @@ def test_pitch_2017(): rkstates['tstop'] = DateTime(rkstates['datestop']).secs times = np.arange(rcstates['tstop'][0], rcstates['tstop'][-2], 200.0) - rci = cmd_states.interpolate_states(rcstates, times) - rki = cmd_states.interpolate_states(rkstates, times) + rci = states.interpolate_states(rcstates, times) + rki = states.interpolate_states(rkstates, times) dp = np.abs(rci['pitch'] - rki['pitch']) assert np.all(dp < 0.5) From de7d8178d9c0527a843bc9078ae2daf1e171b86a Mon Sep 17 00:00:00 2001 From: Tom Aldcroft Date: Fri, 26 Jun 2020 12:09:32 -0400 Subject: [PATCH 05/16] Remove final Chandra.cmd_states dependency from kadi --- kadi/commands/tests/test_states.py | 72 +++++++++++++++++++++++++++--- 1 file changed, 67 insertions(+), 5 deletions(-) diff --git a/kadi/commands/tests/test_states.py b/kadi/commands/tests/test_states.py index f8a3e1d2..dc23fd03 100644 --- a/kadi/commands/tests/test_states.py +++ b/kadi/commands/tests/test_states.py @@ -1,10 +1,13 @@ import os +import hashlib +from pathlib import Path +import pickle +import gzip import numpy as np from .. import commands, states import pytest -import Chandra.cmd_states as cmd_states from Chandra.Time import DateTime from Ska.engarchive import fetch from astropy.io import ascii @@ -17,6 +20,37 @@ HAS_PITCH = False +# Canonical state0 giving spacecraft state at beginning of timelines +# 2002:007:13 fetch --start 2002:007:13:00:00 --stop 2002:007:13:02:00 aoattqt1 +# aoattqt2 aoattqt3 aoattqt4 cobsrqid aopcadmd tscpos +STATE0 = {'ccd_count': 5, + 'clocking': 0, + 'datestart': '2002:007:13:00:00.000', + 'datestop': '2099:001:00:00:00.000', + 'dec': -11.500, + 'fep_count': 0, + 'hetg': 'RETR', + 'letg': 'RETR', + 'obsid': 61358, + 'pcad_mode': 'NPNT', + 'pitch': 61.37, + 'power_cmd': 'AA00000000', + 'q1': -0.568062, + 'q2': 0.121674, + 'q3': 0.00114141, + 'q4': 0.813941, + 'ra': 352.000, + 'roll': 289.37, + 'si_mode': 'undef', + 'simfa_pos': -468, + 'simpos': -99616, + 'trans_keys': 'undef', + 'tstart': 127020624.552, + 'tstop': 3187296066.184, + 'vid_board': 0, + 'dither': 'None'} + + def assert_all_close_states(rc, rk, keys): """ Compare all ``key`` columns of the commanded states table ``rc`` and @@ -37,7 +71,7 @@ def get_states_test(start, stop, state_keys, continuity=None): start = DateTime(start) stop = DateTime(stop) - cstates = Table(cmd_states.fetch_states(start, stop)) + cstates = cmd_states_fetch_states(start.date, stop.date) trans_keys = [set(val.split(',')) for val in cstates['trans_keys']] cstates.remove_column('trans_keys') # Necessary for older astropy cstates['trans_keys'] = trans_keys @@ -465,15 +499,43 @@ def test_reduce_states_merge_identical(): assert dr['trans_keys'][3] == set(['val2']) +def cmd_states_fetch_states(*args, **kwargs): + """Generate regression data files for states using Chandra.cmd_states. + + Once files have been created they are included in the package distribution + and Chandra.cmd_states is no longer needed. From this point kadi will be + the definitive reference for states. + """ + md5 = hashlib.md5() + md5.update(repr(args).encode('utf8')) + md5.update(repr(kwargs).encode('utf8')) + digest = md5.hexdigest() + datafile = Path(__file__).parent / 'data' / f'states_{digest}.pkl.gz' + + if datafile.exists(): + cs = pickle.load(gzip.open(datafile, 'rb')) + else: + # Prevent accidentally writing data to flight in case of some packaging problem. + if 'KADI_WRITE_TEST_DATA' not in os.environ: + raise RuntimeError('cannot find test data. Define KADI_WRITE_TEST_DATA ' + 'env var to create it.') + import Chandra.cmd_states as cmd_states + cs = cmd_states.fetch_states(*args, **kwargs) + cs = Table(cs) + print(f'Writing {datafile} for args={args} kwargs={kwargs}') + pickle.dump(cs, gzip.open(datafile, 'wb'), protocol=-1) + + return cs + + def test_reduce_states_cmd_states(): """ Test that simple get_states() call with defaults gives the same results as calling cmd_states.fetch_states(). """ - cs = cmd_states.fetch_states('2018:235:12:00:00', '2018:245:12:00:00', allow_identical=True) - cs = Table(cs) + cs = cmd_states_fetch_states('2018:235:12:00:00', '2018:245:12:00:00', allow_identical=True) - state_keys = (set(cmd_states.STATE0) + state_keys = (set(STATE0) - set(['datestart', 'datestop', 'trans_keys', 'tstart', 'tstop'])) # Default setting is reduce states with merge_identical=False, which is the same From a3df5993a8552aca7bb6b4617bd49b7462ff1678 Mon Sep 17 00:00:00 2001 From: Tom Aldcroft Date: Fri, 26 Jun 2020 12:21:08 -0400 Subject: [PATCH 06/16] Fix compatibility with older astropy and use ECSV --- kadi/commands/states.py | 3 ++- kadi/commands/tests/test_states.py | 16 +++++++++++----- 2 files changed, 13 insertions(+), 6 deletions(-) diff --git a/kadi/commands/states.py b/kadi/commands/states.py index f5f2a80d..c6b69ff9 100644 --- a/kadi/commands/states.py +++ b/kadi/commands/states.py @@ -1512,6 +1512,7 @@ def interpolate_states(states, times): :returns: ``states`` view at ``times`` """ + from astropy.table import Column if not isinstance(times, np.ndarray) or times.dtype.kind != 'f': times = DateTime(times).secs @@ -1522,7 +1523,7 @@ def interpolate_states(states, times): indexes = np.searchsorted(tstops, times) out = states[indexes] - out.add_column(secs2date(times), index=0, name='date') + out.add_column(Column(secs2date(times), name='date'), index=0) return out diff --git a/kadi/commands/tests/test_states.py b/kadi/commands/tests/test_states.py index dc23fd03..66fbfe49 100644 --- a/kadi/commands/tests/test_states.py +++ b/kadi/commands/tests/test_states.py @@ -510,10 +510,11 @@ def cmd_states_fetch_states(*args, **kwargs): md5.update(repr(args).encode('utf8')) md5.update(repr(kwargs).encode('utf8')) digest = md5.hexdigest() - datafile = Path(__file__).parent / 'data' / f'states_{digest}.pkl.gz' + datafile = Path(__file__).parent / 'data' / f'states_{digest}.ecsv' + datafile_gz = datafile.parent / (datafile.name + '.gz') - if datafile.exists(): - cs = pickle.load(gzip.open(datafile, 'rb')) + if datafile_gz.exists(): + cs = Table.read(datafile_gz, format='ascii.ecsv') else: # Prevent accidentally writing data to flight in case of some packaging problem. if 'KADI_WRITE_TEST_DATA' not in os.environ: @@ -522,8 +523,13 @@ def cmd_states_fetch_states(*args, **kwargs): import Chandra.cmd_states as cmd_states cs = cmd_states.fetch_states(*args, **kwargs) cs = Table(cs) - print(f'Writing {datafile} for args={args} kwargs={kwargs}') - pickle.dump(cs, gzip.open(datafile, 'wb'), protocol=-1) + print(f'Writing {datafile_gz} for args={args} kwargs={kwargs}') + cs.write(datafile, format='ascii.ecsv') + + # Gzip the file + with open(datafile, 'rb') as f_in, gzip.open(datafile_gz, 'wb') as f_out: + f_out.writelines(f_in) + datafile.unlink() return cs From 10fcfd1bbcbb452b8ccd9d3f861a73668d5cd323 Mon Sep 17 00:00:00 2001 From: Tom Aldcroft Date: Fri, 26 Jun 2020 12:28:56 -0400 Subject: [PATCH 07/16] Add regression test data 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