From c615efb651d73a3705137b5304ed628da4535223 Mon Sep 17 00:00:00 2001 From: tgalvin Date: Thu, 11 Jan 2024 16:40:40 +0800 Subject: [PATCH 1/5] added more tests --- flint/bptools/smoother.py | 3 +++ tests/test_aocalibrate.py | 41 ++++++++++++++++++++++++++++++++++++++- 2 files changed, 43 insertions(+), 1 deletion(-) diff --git a/flint/bptools/smoother.py b/flint/bptools/smoother.py index c412fba6..10e825e1 100644 --- a/flint/bptools/smoother.py +++ b/flint/bptools/smoother.py @@ -76,6 +76,9 @@ def smooth_data( # where ever it might be. Trust nothing you sea dog. data = data.copy() + if np.all(~np.isfinite(data)): + return data + if apply_median_filter: data = median_filter(input=data, size=window_size) diff --git a/tests/test_aocalibrate.py b/tests/test_aocalibrate.py index 32c37e4b..067af7ff 100644 --- a/tests/test_aocalibrate.py +++ b/tests/test_aocalibrate.py @@ -7,7 +7,11 @@ import pkg_resources import pytest -from flint.bptools.smoother import divide_bandpass_by_ref_ant +from flint.bptools.smoother import ( + divide_bandpass_by_ref_ant, + smooth_data, + smooth_bandpass_complex_gains, +) from flint.calibrate.aocalibrate import AOSolutions, plot_solutions, select_refant @@ -40,6 +44,41 @@ def test_aosols_bandpass_plot(ao_sols): plot_solutions(solutions=ao_sols, ref_ant=None) +def test_aosols_all_nans_smooth_data(ao_sols): + ao = AOSolutions.load(ao_sols) + ao.bandpass[0, 20, :, :] = np.nan + assert np.all(~np.isfinite(ao.bandpass[0, 20, :, 0])) + + smoothed = smooth_data( + data=ao.bandpass[0, 20, :, 0].real, window_size=16, polynomial_order=4 + ) + assert np.all(~np.isfinite(smoothed)) + + +def test_smooth_bandpass_complex_gains_nans(ao_sols): + ao = AOSolutions.load(ao_sols) + ao.bandpass[0, 20, :, :] = np.nan + assert np.all(~np.isfinite(ao.bandpass[0, 20, :, 0])) + + smoothed = smooth_bandpass_complex_gains( + complex_gains=ao.bandpass[0], window_size=16, polynomial_order=4 + ) + assert np.all(~np.isfinite(smoothed[20, :, 0])) + + +def test_smooth_bandpass_complex_gains_nans_with_refant(ao_sols): + ao = AOSolutions.load(ao_sols) + ao.bandpass[0, 20, :, :] = np.nan + assert np.all(~np.isfinite(ao.bandpass[0, 20, :, 0])) + + ref = divide_bandpass_by_ref_ant(complex_gains=ao.bandpass[0], ref_ant=0) + + smoothed = smooth_bandpass_complex_gains( + complex_gains=ref, window_size=16, polynomial_order=4 + ) + assert np.all(~np.isfinite(smoothed[20, :, 0])) + + def test_aosols_bandpass_ref_nu_rank_error(ao_sols): ao = AOSolutions.load(path=ao_sols) From fc3d184c8f06d034b7b2b7f5da4b5130472a5f02 Mon Sep 17 00:00:00 2001 From: tgalvin Date: Thu, 11 Jan 2024 16:49:49 +0800 Subject: [PATCH 2/5] More tests --- flint/calibrate/aocalibrate.py | 9 ++++-- .../SB38969.B1934-638.beam35.aocalibrate.bin | Bin 0 -> 663600 bytes tests/test_aocalibrate.py | 29 +++++++++++++++++- 3 files changed, 34 insertions(+), 4 deletions(-) create mode 100644 flint/data/tests/SB38969.B1934-638.beam35.aocalibrate.bin diff --git a/flint/calibrate/aocalibrate.py b/flint/calibrate/aocalibrate.py index 8b3b7aca..8eda1506 100644 --- a/flint/calibrate/aocalibrate.py +++ b/flint/calibrate/aocalibrate.py @@ -668,6 +668,7 @@ def flag_aosolutions( flag_ant_xyyx_mean_gain: bool = False, zero_cross_terms: bool = False, smooth_solutions: bool = False, + plot_solutions: bool = True, ) -> Path: """Will open a previously solved ao-calibrate solutions file and flag additional channels and antennae. @@ -686,6 +687,7 @@ def flag_aosolutions( flag_ant_xyyx_mean_gain (bool, optional): Whether to flag antennas based on the mean gain ratio of the XY and YX amplitude gains. Defaults to False. zero_cross_terms (bool, optional): Set the XY and YX terms of each Jones to be 0. Defaults to False. smooth_solutions (blool, optional): Smooth the complex gain solutions after flaggined. Defaults to False. + plot_solutions (bool, Optional): If True, the solutions will be plotted at different stages of processing. Defaults to True. Returns: Path: Path to the updated solutions file. This is out_solutions_path if provided, otherwise solutions_path @@ -717,7 +719,6 @@ def flag_aosolutions( for pol in (0, 3): logger.info(f"Processing {pols[pol]} polarisation") ref_ant_gains = bandpass[time, ref_ant, :, pol] - # TODO: A better way of selecting the most appropriate reference antenna is needed. if np.sum(np.isfinite(ref_ant_gains)) == 0: raise ValueError(f"The ref_ant={ref_ant} is completely bad. ") @@ -813,7 +814,8 @@ def flag_aosolutions( ms_path=solutions_path, include_preflagger=True, include_smoother=False ) solutions.save(output_path=out_solutions_path) - plot_solutions(solutions=out_solutions_path, ref_ant=ref_ant) + if plot_solutions: + plot_solutions(solutions=out_solutions_path, ref_ant=ref_ant) if smooth_solutions: logger.info("Smoothing the bandpass solutions. 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z^A4zxUUH&)^IKn?DOo5S8P#EA(1PiFU82*3xCh&&TSb-;dEL%G8(2P9K&|$Unhxn^ zoDj6lI^$FUh5^@&hXuC**;QwBp;s1+vWvG#zY>Nd3E)csS!8gZjofR~gqyMAlx(Fk znD}a^*3905J*wO3s258heo(+EzMc-7)xCd3yC{LT@5V|LhX@p2pluzVR>A)6tsf4r zHDL;S^G=*9h5=EQVKr6?hLb!_<5v`hGs|##;-C3 zOZ++tHH{mKhU}hpaA59cN>FFu+!?7)RZs1*G*XJDAFBP{ZGn9(9Ul{0mPuvCO zmazVPT^d-?mTEA{E(bS~#AmC$bU{y3Fm$O{9-YH(=uA9sL4%C&bL^B181`aX(|AP1 zjhJ+&SC^8(F0*Y(Yn>S*woe}4u~!+4cVs;_j?#kCw^~E_bz*qiY|`1nh=QsHTfZHM zO9hQ8Sy9cMtvJ)gQF!8b92A6Pyyd(jM)WdEe3KZFgT;kXUCM|ah{UzH8oO#>iyM92 z2ST?LE)o=oqDzFf-xXetN`w#AHNW~;$`$ySAN9lYp(uJ@O5}62&y| z9SKl=sb>T)2Ha#vP9MR1E%isme<`^1Nau9dvM&@wJF|=Gw_;xSgBLM>Jg`>IjO_SJ z4xen@)*Gv<1JZ#U-??TTKA+d6&_R{1zKl<0}vG(q+cZGY%-_+P==Yek|repckr z&$?wmC^lXQfr1C;)C>J0^- zT<+7#d2$tb<&;ZdoQgZ|>urmEmV(KDg9QDJ&Os|Fc&)&H4ZI?5M0`$rRMqQNIw~nnvV$pG$m8+_eVL8yt@r zR+{kNO$DAj?=pN*cI!p_cne-~Y5G0Jr6We<5;7i Date: Thu, 11 Jan 2024 19:58:21 +1100 Subject: [PATCH 3/5] updated overloaded nae --- flint/calibrate/aocalibrate.py | 8 ++++---- tests/test_aocalibrate.py | 2 +- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/flint/calibrate/aocalibrate.py b/flint/calibrate/aocalibrate.py index 8eda1506..8053131d 100644 --- a/flint/calibrate/aocalibrate.py +++ b/flint/calibrate/aocalibrate.py @@ -668,7 +668,7 @@ def flag_aosolutions( flag_ant_xyyx_mean_gain: bool = False, zero_cross_terms: bool = False, smooth_solutions: bool = False, - plot_solutions: bool = True, + plot_solutions_throughout: bool = True, ) -> Path: """Will open a previously solved ao-calibrate solutions file and flag additional channels and antennae. @@ -687,7 +687,7 @@ def flag_aosolutions( flag_ant_xyyx_mean_gain (bool, optional): Whether to flag antennas based on the mean gain ratio of the XY and YX amplitude gains. Defaults to False. zero_cross_terms (bool, optional): Set the XY and YX terms of each Jones to be 0. Defaults to False. smooth_solutions (blool, optional): Smooth the complex gain solutions after flaggined. Defaults to False. - plot_solutions (bool, Optional): If True, the solutions will be plotted at different stages of processing. Defaults to True. + plot_solutions_throughout (bool, Optional): If True, the solutions will be plotted at different stages of processing. Defaults to True. Returns: Path: Path to the updated solutions file. This is out_solutions_path if provided, otherwise solutions_path @@ -814,7 +814,7 @@ def flag_aosolutions( ms_path=solutions_path, include_preflagger=True, include_smoother=False ) solutions.save(output_path=out_solutions_path) - if plot_solutions: + if plot_solutions_throughout: plot_solutions(solutions=out_solutions_path, ref_ant=ref_ant) if smooth_solutions: @@ -829,7 +829,7 @@ def flag_aosolutions( ms_path=solutions_path, include_preflagger=True, include_smoother=True ) solutions.save(output_path=out_solutions_path) - if plot_solutions: + if plot_solutions_throughout: plot_solutions(solutions=out_solutions_path, ref_ant=None) total_flagged = np.sum(~np.isfinite(bandpass)) / np.prod(bandpass.shape) diff --git a/tests/test_aocalibrate.py b/tests/test_aocalibrate.py index 7a8354ec..d5596e24 100644 --- a/tests/test_aocalibrate.py +++ b/tests/test_aocalibrate.py @@ -54,7 +54,7 @@ def ao_sols_known_bad(tmpdir): def test_known_bad_sols(ao_sols_known_bad): - flag_aosolutions(solutions_path=ao_sols_known_bad, plot_solutions=False) + flag_aosolutions(solutions_path=ao_sols_known_bad, plot_solutions_throughout=False) def test_load_aosols(ao_sols): From 1c611b5d23f1f362682159324c7f4aa0286660ed Mon Sep 17 00:00:00 2001 From: tgalvin Date: Thu, 11 Jan 2024 18:53:35 +0800 Subject: [PATCH 4/5] aadded askap lua script --- pyproject.toml | 1 + 1 file changed, 1 insertion(+) diff --git a/pyproject.toml b/pyproject.toml index 8fc65754..c271652a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -10,6 +10,7 @@ include = [ {path = 'flint/data/source_counts/de_zotti_1p4.txt'}, {path = 'flint/data/source_counts/SKADS_1p4GHz.fits'}, {path = 'flint/data/aoflagger/ATCA.lua'}, + {path = 'flint/data/aoflagger/ASKAP.lua'}, {path = 'flint/data/tests'}, ] From 5e4c2a6b6a54f1dfe2cf3fb60a188a802bc6f7d3 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Thu, 11 Jan 2024 11:08:53 +0000 Subject: [PATCH 5/5] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- tests/test_aocalibrate.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/test_aocalibrate.py b/tests/test_aocalibrate.py index d5596e24..477ca2c0 100644 --- a/tests/test_aocalibrate.py +++ b/tests/test_aocalibrate.py @@ -9,8 +9,8 @@ from flint.bptools.smoother import ( divide_bandpass_by_ref_ant, - smooth_data, smooth_bandpass_complex_gains, + smooth_data, ) from flint.calibrate.aocalibrate import ( AOSolutions,