From 74dc59bb0750e5c6a564ec1ff381bf50b7f42f92 Mon Sep 17 00:00:00 2001 From: Bryna Hazelton Date: Tue, 23 Jul 2024 14:56:57 -0700 Subject: [PATCH 1/4] calh5 memo draft --- docs/references/calh5.tex | 486 ++++++++++++++++++++++++++++++++++ docs/references/uvh5_memo.tex | 12 +- docs/uvcal_tutorial.rst | 17 ++ src/pyuvdata/uvcal/uvcal.py | 154 +++++------ 4 files changed, 590 insertions(+), 79 deletions(-) create mode 100644 docs/references/calh5.tex diff --git a/docs/references/calh5.tex b/docs/references/calh5.tex new file mode 100644 index 0000000000..9300977728 --- /dev/null +++ b/docs/references/calh5.tex @@ -0,0 +1,486 @@ +\documentclass[11pt, oneside]{article} +\usepackage{geometry} +\geometry{letterpaper} +\usepackage{graphicx} +\usepackage[titletoc,toc,title]{appendix} +\usepackage{amssymb} +\usepackage{physics} +\usepackage{array} +\usepackage{makecell} + +\usepackage{hyperref} +\hypersetup{ + colorlinks = true +} + +\usepackage{cleveref} + +\title{Memo: CalH5 file format} +\author{Bryna Hazelton, and the pyuvdata team} +\date{October 5, 2023} + +\begin{document} +\maketitle +\section{Introduction} +\label{sec:intro} + +This memo introduces a new HDF5\footnote{\url{https://www.hdfgroup.org/}} based +file format of a \texttt{UVCal} object in +\texttt{pyuvdata}\footnote{\url{https://github.com/RadioAstronomySoftwareGroup/pyuvdata}} +a python package that provides package that provides an interface to interferometric data. +UVCal is an object that supports calibration solutions and metadata for interferometric telescopes. +Here, we describe the required and optional elements and the structure of this file format, called +\textit{CalH5}. + +We assume that the user has a working knowledge of HDF5 and the associated +python bindings in the package \texttt{h5py}\footnote{\url{https://www.h5py.org/}}, as +well as \texttt{UVCal} objects in \texttt{pyuvdata}. For more information about +HDF5, please visit \url{https://portal.hdfgroup.org/display/HDF5/HDF5}. For more +information about the parameters present in a \texttt{UVCal} object, please visit +\url{https://pyuvdata.readthedocs.io/en/latest/uvcal.html}. +Examples of how to interact with \texttt{UVCal} objects in \texttt{pyuvdata} are +available at \url{https://pyuvdata.readthedocs.io/en/latest/tutorial.html}. + +Note that throughout the documentation, we assume a row-major convention (i.e., +C-ordering) for the dimension specification of multi-dimensional arrays. For +example, for a two-dimensional array with shape ($N$, $M$), the $M$-dimension is +varying fastest, and is contiguous in memory. This convention is the same as +Python and the underlying C-based HDF5 library. Users of languages with the +opposite column-major convention (i.e., Fortran-ordering, seen also in MATLAB +and Julia) must transpose these axes. + +\section{Overview} +\label{sec:overview} +A CalH5 file contains calibration solutions for a radio telescope, as well +as the associated metadata necessary to interpret it. A CalH5 file contains two +primary HDF5 groups: the \texttt{Header} group, which contains the metadata, and +the \texttt{Data} group, which contains the gains or delays as well as flags and +measures of calibration quality (optional). Datasets in the \texttt{Data} group are +also typically passed through HDF5's compression pipeline, to reduce the amount +of on-disk space required to store the data. However, because HDF5 is aware of +any compression applied to a dataset, there is little that the user has to explicitly +do when reading data. For users interested in creating new files, the use of +compression is not strictly required by the CalH5 format, again because the +HDF5 file is self-documenting in this regard, but compression is quite common. + +In the discussion below, we discuss required and optional datasets in the +various groups. We note in parenthesis the corresponding attribute of a UVCal +object. Note that in nearly all cases, the names are coincident, to make things +as transparent as possible to the user. + +\section{Header} +\label{sec:header} +The \texttt{Header} group of the file contains the metadata necessary to interpret +the data. We begin with the required parameters, then continue to optional +ones. Unless otherwise noted, all datasets are scalars (i.e., not arrays). The +precision of the data type is also not specified as part of the format, because +in general the user is free to set it according to the desired use case (and +HDF5 records the precision and endianness when generating datasets). When using +the standard \texttt{h5py}-based implementation in pyuvdata, this typically +results in 32-bit integers and double precision floating point numbers. Each +entry in the list contains \textbf{(1)} the exact name of the dataset in the +HDF5 file, in boldface, \textbf{(2)} the expected datatype of the dataset, in +italics, \textbf{(3)} a brief description of the data, and \textbf{(4)} the name +of the corresponding attribute on a UVCal object. Note that unlike in other +formats, names of HDF5 datasets can be quite long, and so in most cases the name +of the dataset corresponds to the name of the UVCal attribute. + +Note that string datatypes should be handled with care. See +Appendix A in the UVH5 memo\footnote{\url{https://github.com/RadioAstronomySoftwareGroup/pyuvdata/blob/main/docs/references/uvh5_memo.pdf}} +for appropriately defining them for interoperability between different HDF5 +implementations. + + +\subsection{Required Parameters} +\label{sec:req_params} +\begin{itemize} + +\item \textbf{cal\_type}: \textit{string} The calibration type, supported options are + ``gain'' or ``delay''. (\textit{cal\_type}) +\item \textbf{cal\_style}: \textit{string} The calibration style, supported options are + ``sky'' or ``redundant''. (\textit{cal\_style}) +\item \textbf{gain\_convention}: \textit{string} The convention for applying the + calibration solutions to data. Supported options are ``divide'' or ``multiply'', + indicating that to calibrate one should divide or multiply uncalibrated data by + gains. Mathematically this indicates the $\alpha$ exponent in the equation: + \begin{equation} + v_{ij,\ calibrated} = g_{i}^\alpha g_{j}^\alpha * v_{ij,\ uncalibrated} + \end{equation} + A value of ``divide'' represents $\alpha=-1$ and ``multiply'' represents $\alpha=1$ . + (\textit{gain\_convention}) +\item \textbf{wide\_band}: \textit{python bool}\footnote{Note that this is + \textit{not} the same as the \texttt{H5T\_NATIVE\_HBOOL} type; instead, it + is an \texttt{H5Tenum} type, with an explicit \texttt{TRUE} and + \texttt{FALSE} value. Such a type is created automatically when using + \texttt{h5py}, both for Python \texttt{bool} and numpy \texttt{np.bool\_} + types. See the UVH5 memo, Appendix C for an example of how to define + this in C. Such a definition should follow analogously in other languages.} + Indicates whether this is a wide band calibration solutions with gains or delays + that apply over a range of frequencies rather than having distinct values at each + frequency. Delay type calibration solutions are always wide band. If it is True + several other header items and data sets are affected: the data-like arrays have + a spectral window axis that is Nspws long rather than a frequency axis that is + Nfreqs long; the freq\_range header item is required and the freq\_array and + channel\_width header options should not be present. (\textit{wide\_band}) + +\item \textbf{latitude}: \textit{float} The latitude of the telescope site, in + degrees. (\textit{latitude}) +\item \textbf{longitude}: \textit{float} The longitude of the telescope site, in + degrees. (\textit{longitude}) +\item \textbf{altitude}: \textit{float} The altitude of the telescope site, in + meters. (\textit{altitude}) +\item \textbf{telescope\_name}: \textit{string} The name of the telescope used + to take the data. The value is used to check that metadata is self-consistent + for known telescopes in pyuvdata. (\textit{telescope\_name}) +\item \textbf{x\_orientation}: \textit{string} The orientation of the x-arm of a + dipole antenna. It is assumed to be the same for all antennas in the + dataset. Supported options are ``east'' or ``north''. (\textit{x\_orientation}). + +\item \textbf{Nants\_telescope}: \textit{int} The number of antennas in the + array. May be larger than the number of antennas with data corresponding to + them. (\textit{Nants\_telescope}) +\item \textbf{antenna\_numbers}: \textit{int} An array of the numbers of the antennas + present in the radio telescope (note that these are not indices, they do not need to start at zero + or be continuous). This is a one-dimensional array of size + Nants\_telescope. Note there must be one entry for every antenna in + ant\_array, but there may be additional entries. (\textit{antenna\_names}) +\item \textbf{antenna\_names}: \textit{string} An array of the names of antennas + present in the radio telescope. This is a one-dimensional array of size + Nants\_telescope. Note there must be one entry for every antenna in + ant\_array, but there may be additional entries. (\textit{antenna\_names}) + +\item \textbf{Nants\_data}: \textit{int} The number of antennas that have + calibration data in the file. May be smaller than the number of antennas in the + array. (\textit{Nants\_data}) +\item \textbf{ant\_array}: \textit{int} An array of the antenna numbers + corresponding to calibration solutions present in the file. All entries in this + array must exist in the antenna\_numbers array. This is a one-dimensional + array of size Nants\_data. (\textit{ant\_array}) + +\item \textbf{Nspws}: \textit{int} The number of spectral windows present in the + data. (\textit{Nspws}) +\item \textbf{Nfreqs}: \textit{int} The total number of frequency channels in + the data across all spectral windows. Should be 1 for wide band + calibration solutions. (\textit{Nfreqs}) +\item \textbf{spw\_array}: \textit{int} An array of the spectral windows in the + file. This is a one-dimensional array of size Nspws. (\textit{spw\_array}) + +\item \textbf{Njones}: \textit{int} Number of Jones calibration parameters in + data. (\textit{Njones}) +\item \textbf{jones\_array}: \textit{int} An array giving the Jones calibration + parameters contained in the file. This is a one-dimensional array of size Njones. + Note that the Jones parameters should be stored as an integer with the following + mapping: + \begin{itemize} + \item linear pols: -5 to -8 denoting: jxx, jyy, jxy, jyx + \item circular pols: -1 to -4 denoting: jrr, jll. jrl, jlr + \item unknown: 0 + \end{itemize} + (\textit{jones\_array}) + + +\item \textbf{Ntimes}: \textit{int} The number of time samples present in the + data. (\textit{Ntimes}) +\item \textbf{integration\_time}: \textit{float} Integration time of a calibration + solution, units seconds. This is a one-dimensional array of size Ntimes. + Should be the total integration time of the data that went into calculating + the calibration solution (i.e. the visibility integration time for calibration + solutions that are calculated per visibility integration, the sum of the + integration times that go into a calibration solution that was calculated + over a range of integration times). (\textit{integration\_time}) + + +\item \textbf{history}: \textit{string} The history of the data + file. (\textit{history}) + +\end{itemize} + + + + + +\subsection{Optional Parameters} +\label{sec:opt_params} +\begin{itemize} +\item \textbf{telescope\_frame}: \textit{string} The coordinate frame for the telescope. + Supported options are ``itrs'' for telescopes on earth or ``mcmf'' for telescopes + on the moon. Not required but encouraged, assumed to be ``itrs'' if not specified. + (\textit{telescope\_frame}) +\item \textbf{instrument}: \textit{string} The name of the instrument, typically + the telescope name. (\textit{instrument}) +\item \textbf{antenna\_diameters}: \textit{float} An array of the diameters of + the antennas in meters. This is a one-dimensional array of size + (Nants\_telescope,). (\textit{Nants\_telescope}) + +\item \textbf{gain\_scale}: \textit{string} The gain scale of the calibration, which + indicates the units of the calibrated visibilities. For example, Jy or K str. + (\textit{gain\_scale}) +\item \textbf{pol\_convention}: \textit{string} The convention for how instrumental + polarizations (e.g. XX and YY) are converted to Stokes parameters. Options are + ``sum'' and ``avg'', corresponding to I=XX+YY and I=(XX+YY)/2 (for linear + instrumental polarizations) respectively. This header item is not required, but is + highly recommended. If pol\_convention is present, gain\_scale should also be + present. (\textit{pol\_convention}) + +\item \textbf{freq\_array}: \textit{float} An array of all the frequencies (centers + of the channel, for all spectral windows) stored in the file in Hertz. This is a + one-dimensional array of size (Nfreqs,). Required for per-frequency calibration + solutions, should not be present for wide band calibration solutions. (\textit{freq\_array}) +\item \textbf{channel\_width}: \textit{float} The width of frequency channels in + the file in Hertz. This is a one-dimensional array of size (Nfreqs,). + Required for per-frequency calibration solutions, should not be present for wide band + calibration solutions. (\textit{channel\_width}) +\item \textbf{flex\_spw\_id\_array}: \textit{int} The mapping of individual + channels along the frequency axis to individual spectral windows, as listed in + the \textit{spw\_array}. This is a one-dimensional array of size (Nfreqs,). + Required for per-frequency calibration solutions, should not be present for wide band + calibration solutions. (\textit{flex\_spw\_id\_array}) +\item \textbf{freq\_range}: \textit{float} Frequency range that the calibration solutions + are valid for. This should be an array with shape (Nspws, 2) where + the second axis gives the start frequency and end frequency (in that order) in Hertz. + Required for wide band calibration solutions, should not be present for per-frequency + calibration solutions. (\textit{freq\_range}) +\item \textbf{flex\_jones\_array}: \textit{int} Optional array that allows for + labeling individual spectral windows with different polarizations. This is a + one-dimensional array of size Nspws. If present, Njones must be set to 1 + (i.e., only one Jones vector per spectral window is allowed). (\textit{flex\_jones\_array}) + +\item \textbf{time\_array}: \textit{float} An array of the Julian Date + corresponding to the temporal midpoint of the calibration solution. + This is a one-dimensional array of size Ntimes. Should be present + for calibration solutions calculated per visibility integration. + Only one of time\_range and time\_array should be present. (\textit{time\_array}) +\item \textbf{lst\_array}: \textit{float} An array corresponding to the local + sidereal time of the temporal midpoint of each solution in units of + radians. If it is not specified, it is calculated from the latitude/longitude + and the time\_array. Saving it in the file can be useful for files with many + values in the time\_array, which would expensive to + recompute. This is a one-dimensional array of size Ntimes. Should only + be present for calibration solutions calculated per visibility integration. + Only one of lst\_range and lst\_array should be present. (\textit{time\_array}) +\item \textbf{time\_range}: \textit{float} Time range in Julian Date that calibration + solutions are valid for. This should be an array with shape (Ntimes, 2) where + the second axis gives the start time and end time (in that order) in JD. Should + be present if the calibration solutions apply over a range of times. + Only one of time\_range and time\_array should be present. (\textit{time\_range}) +\item \textbf{lst\_range}: \textit{float} Local sidereal time range in radians corresponding + to the time\_range. This should be an array with shape (Ntimes, 2) where + the second axis gives the start LST and end LST (in that order). Should only + be present if the calibration solutions apply over a range of times. + Only one of lst\_range and lst\_array should be present. (\textit{time\_range}) + +\item \textbf{ref\_antenna\_name}: \textit{string} Phase reference antenna name. + If there are different reference antennas for different times, this will be ``various'' + and the ref\_antenna\_array will be present. Required for sky based calibrations. + (\textit{ref\_antenna\_name}) +\item \textbf{ref\_antenna\_array}: \textit{int} Reference antenna number array, + only used for sky-based calibration solutions if the reference antenna varies + by time. This is a one-dimensional array of size Ntimes. + (\textit{ref\_antenna\_array}) +\item \textbf{sky\_catalog}: \textit{string} Name of the sky catalog used in calibration, + Required for sky based calibration solutions. (\textit{sky\_catalog}) +\item \textbf{diffuse\_model}: \textit{string} The name of the diffuse model used + in the calibration, only used for sky based calibration solutions. + (\textit{diffuse\_model}) +\item \textbf{Nsources}: \textit{int} The number of sources used in the calibration, + only used for sky based calibration solutions. (\textit{Nsources}) +\item \textbf{baseline\_range}: \textit{float} Range of baseline lengths used for calibration. + This is a array of length 2 giving the shortest and longest baselines used in calculating + the calibrations solutions. Only used for sky based calibration solutions. + (\textit{baseline\_range}) +\item \textbf{Nphase}: \textit{int} The number of phase centers present in the + phase\_center\_catalog. (\textit{Nphase}) +\item \textbf{phase\_center\_catalog}: A way to specify where the data where +phased to when the calibration solutions were calculated (most commonly +seen with calibration solutions derived from measurement sets). This is nearly +identical to the dataset with the same name in UVH5 files. A series of nested +datasets, similar to a dict in python (\textit{phase\_center\_catalog}). +The top level keys are integers giving the phase center catalog IDs which are +used to identify which times are phased to which phase center via the +\textit{phase\_center\_id\_array}. +The next level keys must include: + \begin{itemize} + \item \textbf{cat\_name}: \textit{string} The phase center catalog name. This + does not have to be unique, non-unique values can be used to indicate sets + of phase centers that make up a mosaic observation. + \item \textbf{cat\_type}: \textit{string} One of four allowed values: + \textbf{(1)} sidereal, \textbf{(2)} ephem, \textbf{(3)} driftscan, + \textbf{(4)} unprojected. + Sidereal means a phase center that is fixed in RA and Dec in a given + celestial frame. + Ephem means a phase center that has an RA and Dec that + moves with time. + Driftscan means a phase center with a fixed azimuth and + elevation (note that this includes w-projection, even at zenith). + Unprojected means no phasing, including w-projection, has been applied. + \item \textbf{cat\_lon}: \textit{float} + The longitudinal coordinate of the phase center, either a single value or a + one dimensional array of length Npts (the number of ephemeris data points) + for ephem type phase centers. + This is commonly RA, but can also be galactic longitude. It is azimuth for + driftscan phase centers. + \item \textbf{cat\_lat}: \textit{float} + The latitudinal coordinate of the phase center, either a single value or a + one dimensional array of length Npts (the number of ephemeris data points) + for ephem type phase centers. + This is commonly Dec, but can also be galactic latitude. It is elevation (altitude) + for driftscan phase centers. + \item \textbf{cat\_frame}: \textit{string} The coordinate frame that the + phase center coordinates are defined in. It must be an astropy + supported frame (e.g. fk4, fk5, icrs, gcrs, cirs, galactic). + \end{itemize} +And may include: + \begin{itemize} + \item \textbf{cat\_epoch}: \textit{float} The epoch in years for the phase + center coordinate. For most frames this is the Julian epoch + (e.g. 2000.0 for j2000) but for the FK4 frame this will be treated as the + Bessel-Newcomb epoch (e.g. 1950.0 for B1950). This parameter is + not used for frames without an epoch (e.g. ICRS) unless the there + is proper motion (specified in the cat\_pm\_ra and cat\_pm\_dec keys). + \item \textbf{cat\_times}: \textit{float} + Time in Julian Date for ephemeris points, a one dimensional array of + length Npts (the number of ephemeris data points). + Only used for ephem type phase centers. + \item \textbf{cat\_pm\_ra}: \textit{float} (sidereal only) + Proper motion in RA in milliarcseconds per year for the source. + \item \textbf{cat\_pm\_dec}: \textit{float} (sidereal only) + Proper motion in Dec in milliarcseconds per year for the source + \item \textbf{cat\_dist}: \textit{float} + Distance to the source in parsec (useful if parallax is important), either a + single value or a one dimensional array of length Npts + (the number of ephemeris data points) for ephem type phase centers. + \item \textbf{cat\_vrad}: \textit{float } + Radial velocity of the source in km/sec, either a single value or a + one dimensional array of length Npts (the number of ephemeris data points) + for ephem type phase centers. + \item \textbf{info\_source}: \textit{string} Information about provenance of the source details. + Typically this is set either to ``file'' if it originates from a file read operation, and ``user'' if + it was added because of a call to the \texttt{phase()} method in \texttt{pyuvdata}. But it + can also be set to contain more detailed information. + \end{itemize} (\textit{phase\_center\_catalog}) +\item \textbf{phase\_center\_id\_array}: \textit{int} +A one dimensional array of length Ntimes containing the cat\_id from the phase\_center\_catalog +that the data were phased to for each calibration time. \\(\textit{phase\_center\_id\_array}) + +\item \textbf{observer}: \textit{string} Name of observer who calculated solutions in this file. + (\textit{observer}) +\item \textbf{git\_origin\_cal}: \textit{string} Origin (e.g. on github) of calibration software. + Url and branch. (\textit{git\_origin\_cal}) +\item \textbf{git\_hash\_cal}: \textit{string} Commit hash of calibration software + (from git\_origin\_cal) used to generate solutions. + (\textit{git\_hash\_cal}) + +\item \textbf{scan\_number\_array}: \textit{int} Measurement set scan numbers. + This is a one-dimensional array of size Ntimes. May be present if the calibration + solutions derive from measurement sets. + (\textit{scan\_number\_array}) + + \end{itemize} + +\subsection{Extra Keywords} +\label{sec:extra_keywords} +UVData objects support ``extra keywords'', which are additional bits of +arbitrary metadata useful to carry around with the data but which are not +formally supported as a reserved keyword in the \texttt{Header}. In a UVH5 file, +extra keywords are handled by creating a datagroup called \verb+extra_keywords+ +inside the \texttt{Header} datagroup. In a UVData object, extra keywords are +expected to be scalars, but UVH5 makes no formal restriction on this. Also, when +possible, these quantities should be HDF5 datatypes, to support interoperability +between UVH5 readers. Inside of the extra\_keywords datagroup, each extra +keyword is saved as a key-value pair using a dataset, where the name of the +extra keyword is the name of the dataset and its corresponding value is saved in +the dataset. Though the use of HDF5 attributes can also be used to save +additional metadata, it is not recommended, due to the lack of support inside of +pyuvdata for ensuring the attributes are properly saved when writing out. + + + +\section{Data} +\label{sec:data} +In addition to the \texttt{Header} datagroup in the root namespace, there must be +one called \texttt{Data}. This datagroup saves the gain or delay calibration solutions, +flags, and optionally, quality measure arrays. Either a delay or gain datasets and +a flag dataset must be present in a valid CalH5 file. Per-frequency calibration +solutions have arrays of shape: (Nants\_data, Nfreqs, Ntimes, Njones) while +wide band solutions have arrays of shape: (Nants\_data, Nspws, Ntimes, Njones) +(see the wide\_band header item for more details). +There can also be a total quality dataset that provides a quality across the +entire telescope (so drops the Nants\_data axis). + +\subsection{Gain Dataset} +\label{sec:gaindata} +Gain data is saved as a dataset named \texttt{gains}, which must be present in the +cal\_type header item is ``gain''. It should be a 4-dimensional, complex-type dataset +with shape (Nants\_data, Nfreqs, Nfreqs, Npols) for a per-frequency solution +(i.e. the wide\_band header item is False) or shape (Nants\_data, Nspws, Ntimes, Njones) +for a wide band solution (i.e. the wide\_band header item is True). +Commonly this is saved as an 8-byte complex number (a 4-byte float for the real +and imaginary parts), though some flexibility is possible and 16-byte complex +floating point numbers (composed of two 8-byte floats) are also common. In all cases, a +compound datatype is defined, with an \texttt{`r'} field and an \texttt{`i'} field, +corresponding to the real and imaginary parts, respectively. The real and +imaginary types must also be the same datatype. For instance, they should both +be 8-byte floating point numbers. Mixing datatypes between the real and imaginary +parts is not allowed. + +Using \texttt{h5py}, the datatype for \texttt{gains} can be specified as +\texttt{`c8'} (8-byte complex numbers, corresponding to the \texttt{np.complex64} +datatype) or \texttt{`c16'} (16-byte complex numbers, corresponding to the +\texttt{np.complex128} datatype) out-of-the-box, with no special handling by the +user. \texttt{h5py} transparently handles the definition of the compound +datatype. + +\subsection{Delay Dataset} +\label{sec:delaydata} +Delay data is saved as a dataset named \texttt{delays}, which must be present in the +cal\_type header item is ``delay''. It should be a 4-dimensional, float-type dataset +with shape (Nants\_data, Nspws, Ntimes, Njones). + +\subsection{Flags Dataset} +\label{sec:flags} +The flags corresponding to the calibration solutions are saved as a dataset named \texttt{flags}. +It is a 4-dimensional, boolean-type dataset with shape (Nants\_data, Nfreqs, Nfreqs, Npols) +for a per-frequency solution (i.e. the wide\_band header item is False) or shape +(Nants\_data, Nspws, Ntimes, Njones) for a wide band solution (i.e. the +wide\_band header item is True). Values of True correspond to instances of flagged data, and +False is non-flagged. Note that the boolean type of the data is \textit{not} the +HDF5-provided \texttt{H5T\_NATIVE\_HBOOL}, and instead is defined to conform to the +\texttt{h5py} implementation of the numpy boolean type. When creating this dataset +from \texttt{h5py}, one can specify the datatype as \texttt{np.bool}. Behind the +scenes, this defines an HDF5 enum datatype. See the UVH5 memo, Appendix C +for an example of how to write a compatible dataset from C. + +Compression is typically applied to the flags dataset. The LZF filter (included in all +HDF5 libraries) provides a good compromise between speed and compression, +and is the default for CalH5 files written with pyuvdata. Note that HDF5 supports +many other types of filters, such as ZLIB, SZIP, and BZIP2.\footnote{For more information, see + \href{https://portal.hdfgroup.org/display/HDF5/Using+Compression+in+HDF5}{the +documentation on using compression filters in HDF5}.} In the special cases +of single-valued arrays, the dataset occupies virtually no disk space. + +\subsection{Quality Dataset} +\label{sec:qualities} +The quality measure corresponding to the calibration solutions can optionally be saved as a +dataset named \texttt{qualities}. It is a 4-dimensional, float-type dataset with shape +(Nants\_data, Nfreqs, Nfreqs, Npols) for a per-frequency solution (i.e. the wide\_band +header item is False) or shape (Nants\_data, Nspws, Ntimes, Njones) for a wide band solution +(i.e. the wide\_band header item is True). The definition of the calibration quality measure +depends on the calibration software, but $\chi^2$ values are a common choice. + +As with the flags dataset described above, it is common to apply compression to +the qualities dataset. + +\subsection{Total Quality Dataset} +\label{sec:totalqualities} +A telescope array-wide quality measure corresponding to the calibration solutions can +optionally be saved as a dataset named \texttt{total\_qualities}. It is a 3-dimensional, +float-type dataset with shape (Nfreqs, Nfreqs, Npols) for a per-frequency solution (i.e. the wide\_band +header item is False) or shape (Nspws, Ntimes, Njones) for a wide band solution +(i.e. the wide\_band header item is True). The definition of the calibration total quality measure +depends on the calibration software, but array-averaged $\chi^2$ values are a common choice. + +As with the flags dataset described above, it is common to apply compression to +the total\_qualities dataset. + +\end{document} + diff --git a/docs/references/uvh5_memo.tex b/docs/references/uvh5_memo.tex index 09b106c154..198f2c1fc1 100644 --- a/docs/references/uvh5_memo.tex +++ b/docs/references/uvh5_memo.tex @@ -56,8 +56,8 @@ \section{Introduction} well as UVData objects in pyuvdata. For more information about HDF5, please visit \url{https://portal.hdfgroup.org/display/HDF5/HDF5}. For more information about the parameters present in a UVData object, please visit -\url{http://pyuvdata.readthedocs.io/en/latest/uvdata_parameters.html}. An -example for how to interact with UVData objects in pyuvdata is available at +\url{https://pyuvdata.readthedocs.io/en/latest/uvdata.html}. An +example for how to interact with UVData objects in \texttt{pyuvdata} is available at \url{http://pyuvdata.readthedocs.io/en/latest/tutorial.html}. Note that throughout the documentation, we assume a row-major convention (i.e., @@ -126,8 +126,8 @@ \subsection{Required Parameters} the telescope name. (\textit{instrument}) \item \textbf{history}: \textit{string} The history of the data file. (\textit{history}) -\item \textbf{Nants\_data}: \textit{int} The number of antennas that data in the - file corresponds to. May be smaller than the number of antennas in the +\item \textbf{Nants\_data}: \textit{int} The number of antennas that have + visibility data in the file. May be smaller than the number of antennas in the array. (\textit{Nants\_data}) \item \textbf{Nants\_telescope}: \textit{int} The number of antennas in the array. May be larger than the number of antennas with data corresponding to @@ -307,6 +307,10 @@ \subsection{Required Parameters} \subsection{Optional Parameters} \label{sec:opt_params} \begin{itemize} +\item \textbf{telescope\_frame}: \textit{string} The coordinate frame for the telescope. + Supported options are ``itrs'' for telescopes on earth or ``mcmf'' for telescopes + on the moon. Not required but encouraged, assumed to be ``itrs'' if not specified. + (\textit{telescope\_frame}) \item \textbf{flex\_spw\_id\_array}: \textit{int} The mapping of individual channels along the frequency axis to individual spectral windows, as listed in the \textit{spw\_array}. This is a one-dimensional array of size diff --git a/docs/uvcal_tutorial.rst b/docs/uvcal_tutorial.rst index 5ee8e480a4..83b61ae50e 100644 --- a/docs/uvcal_tutorial.rst +++ b/docs/uvcal_tutorial.rst @@ -42,6 +42,23 @@ gives the beginning and end of the time range. The local sidereal times follow a pattern, UVCal objects should have either an ``lst_array`` or an ``lst_range`` attribute set. +Similarly, calibration solutions can be described as either applying at specific +frequencies or across a frequency band. This choice is encoded in the boolean +attribute ``wide_band`` on UVCal objects. Delay style calibrations are always +wide band, while gain style calibration solutions are most commonly per frequency +but can also be represented as wide band in some cases. Per-frequency calibration +solutions will have ``freq_array`` and ``channel_width`` attributes set on the +object, each with length ``Nfreqs``. The frequencies can each be assigned to a +spectral window in a similar way as on UVData objects, with the ``flex_spw_id_array`` +attribute giving the mapping from frequencies to spectral windows. +Wide band calibration solutions will not have a ``freq_array`` defined and will +have ``Nfreqs`` set to 1. Instead they will have a ``freq_range`` attribute with +shape (``Nspws``, 2) that specifies the frequency range each solution is valid for +where the second axis gives the beginning and end of the frequency range. +The second axis of the ``gain_array`` or ``delay_array`` is always along the +frequency axis, with a length of ``Nfreqs`` for per-frequency solutions or ``Nspws`` +for wide band solutions. + Generating calibration solutions typically requires choosing a convention concerning how polarized sky emission is mapped to the instrumental polarizations. For linear polarizations ``XX`` and ``YY``, the stokes ``I`` sky emission can be mapped to diff --git a/src/pyuvdata/uvcal/uvcal.py b/src/pyuvdata/uvcal/uvcal.py index d61e5b93e3..7393eafb27 100644 --- a/src/pyuvdata/uvcal/uvcal.py +++ b/src/pyuvdata/uvcal/uvcal.py @@ -119,7 +119,7 @@ def __init__(self): "is True several other parameters are affected: the data-like arrays have " "a spw axis that is Nspws long rather than a frequency axis that is Nfreqs " "long; the `freq_range` parameter is required and the `freq_array` and " - "`channel_width` parameters are not required." + "`channel_width` parameters should not be set." ) self._wide_band = uvp.UVParameter( "wide_band", description=desc, expected_type=bool, value=False @@ -251,7 +251,13 @@ def __init__(self): ) desc = ( - "Integration time of a time bin, units seconds. Shape (Ntimes), type float." + "Integration time of a calibration solution, units seconds. Shape " + "(Ntimes), type float. Should be the total integration time of the " + "data that went into calculating the calibration solution (i.e. the " + "visibility integration time for calibration solutions that are " + "calculated per visibility integration, the sum of the integration " + "times that go into a calibration solution that was calculated over " + "a range of integration times)." ) self._integration_time = uvp.UVParameter( "integration_time", @@ -291,12 +297,9 @@ def __init__(self): ) desc = ( - "Array of qualities of calibration solutions. " - "The shape depends on cal_type, if the cal_type is 'gain', the shape is: " - "(Nants_data, Nfreqs, Ntimes, Njones) if ide_band=False or " - "(Nants_data, Nspws, Ntimes, Njones) if wide_band=True, " - "if the cal_type is 'delay', the shape is " - "(Nants_data, Nspws, Ntimes, Njones). The type is float." + "Array of qualities of calibration solutions." + "Shape: (Nants_data, Nfreqs, Ntimes, Njones) if wide_band=False or " + "(Nants_data, Nspws, Ntimes, Njones) if wide_band=True, type = float." ) self._quality_array = uvp.UVParameter( "quality_array", @@ -385,6 +388,7 @@ def __init__(self): acceptable_vals=["sky", "redundant"], ) + # --- sky based calibration parameters --- desc = 'Required if cal_style = "sky". Name of calibration catalog.' self._sky_catalog = uvp.UVParameter( "sky_catalog", @@ -421,14 +425,6 @@ def __init__(self): "Nsources", required=False, expected_type=int, description=desc ) - desc = ( - "Specifies the number of phase centers contained within the calibration " - "solution catalog." - ) - self._Nphase = uvp.UVParameter( - "Nphase", required=False, expected_type=int, description=desc - ) - desc = "Range of baselines used for calibration." self._baseline_range = uvp.UVParameter( "baseline_range", @@ -447,6 +443,73 @@ def __init__(self): description=desc, ) + desc = ( + "Specifies the number of phase centers contained within the calibration " + "solution catalog." + ) + self._Nphase = uvp.UVParameter( + "Nphase", required=False, expected_type=int, description=desc + ) + + desc = ( + "Optional parameter, similar to the UVData parameter of the same name. " + "Dictionary that acts as a catalog, containing information on individual " + "phase centers. Keys are the catalog IDs of the different phase centers in " + "the object (matched to the parameter ``phase_center_id_array``). At a " + "minimum, each dictionary must contain the keys: " + "'cat_name' giving the phase center name (this does not have to be unique, " + "non-unique values can be used to indicate sets of phase centers that make " + "up a mosaic observation), " + "'cat_type', which can be 'sidereal' (fixed position in RA/Dec), 'ephem' " + "(position in RA/Dec which moves with time), 'driftscan' (fixed postion in " + "Az/El, NOT the same as the old ``phase_type`` = 'drift') or 'unprojected' " + "(baseline coordinates in ENU, but data are not phased, similar to " + "the old ``phase_type`` = 'drift') " + "'cat_lon' (longitude coord, e.g. RA, either a single value or a one " + "dimensional array of length Npts --the number of ephemeris data points-- " + "for ephem type phase centers), " + "'cat_lat' (latitude coord, e.g. Dec., either a single value or a one " + "dimensional array of length Npts --the number of ephemeris data points-- " + "for ephem type phase centers), " + "'cat_frame' (coordinate frame, e.g. icrs, must be a frame supported by " + "astropy). " + "Other optional keys include " + "'cat_epoch' (epoch and equinox of the coordinate frame, not needed for " + "frames without an epoch (e.g. ICRS) unless the there is proper motion), " + "'cat_times' (times for the coordinates, only used for 'ephem' types), " + "'cat_pm_ra' (proper motion in RA), " + "'cat_pm_dec' (proper motion in Dec), " + "'cat_dist' (physical distance to the source in parsec, useful if parallax " + "is important, either a single value or a one dimensional array of length " + "Npts --the number of ephemeris data points-- for ephem type phase " + "centers.), " + "'cat_vrad' (rest frame velocity in km/s, either a single value or a one " + "dimensional array of length Npts --the number of ephemeris data points-- " + "for ephem type phase centers.), and " + "'info_source' (describes where catalog info came from). " + "Most typically used with MS calibration tables." + ) + + self._phase_center_catalog = uvp.UVParameter( + "phase_center_catalog", description=desc, expected_type=dict, required=False + ) + + desc = ( + "Optional parameter, similar to the UVData parameter of the same name. " + "Maps individual indices along the Ntimes axis to a key in " + "`phase_center_catalog`, which maps to a dict containing the other " + "metadata for each phase center. Used to specify where the data were " + "phased to when calibration tables were derived. Most typically used when " + "reading MS calibration tables. Shape (Nblts), type = int." + ) + self._phase_center_id_array = uvp.UVParameter( + "phase_center_id_array", + description=desc, + form=("Ntimes",), + expected_type=int, + required=False, + ) + # --- truly optional parameters --- desc = ( "The gain scale of the calibration, which indicates the units of the " @@ -535,65 +598,6 @@ def __init__(self): required=False, ) - desc = ( - "Optional parameter, similar to the UVData parameter of the same name. " - "Dictionary that acts as a catalog, containing information on individual " - "phase centers. Keys are the catalog IDs of the different phase centers in " - "the object (matched to the parameter ``phase_center_id_array``). At a " - "minimum, each dictionary must contain the keys: " - "'cat_name' giving the phase center name (this does not have to be unique, " - "non-unique values can be used to indicate sets of phase centers that make " - "up a mosaic observation), " - "'cat_type', which can be 'sidereal' (fixed position in RA/Dec), 'ephem' " - "(position in RA/Dec which moves with time), 'driftscan' (fixed postion in " - "Az/El, NOT the same as the old ``phase_type`` = 'drift') or 'unprojected' " - "(baseline coordinates in ENU, but data are not phased, similar to " - "the old ``phase_type`` = 'drift') " - "'cat_lon' (longitude coord, e.g. RA, either a single value or a one " - "dimensional array of length Npts --the number of ephemeris data points-- " - "for ephem type phase centers), " - "'cat_lat' (latitude coord, e.g. Dec., either a single value or a one " - "dimensional array of length Npts --the number of ephemeris data points-- " - "for ephem type phase centers), " - "'cat_frame' (coordinate frame, e.g. icrs, must be a frame supported by " - "astropy). " - "Other optional keys include " - "'cat_epoch' (epoch and equinox of the coordinate frame, not needed for " - "frames without an epoch (e.g. ICRS) unless the there is proper motion), " - "'cat_times' (times for the coordinates, only used for 'ephem' types), " - "'cat_pm_ra' (proper motion in RA), " - "'cat_pm_dec' (proper motion in Dec), " - "'cat_dist' (physical distance to the source in parsec, useful if parallax " - "is important, either a single value or a one dimensional array of length " - "Npts --the number of ephemeris data points-- for ephem type phase " - "centers.), " - "'cat_vrad' (rest frame velocity in km/s, either a single value or a one " - "dimensional array of length Npts --the number of ephemeris data points-- " - "for ephem type phase centers.), and " - "'info_source' (describes where catalog info came from). " - "Most typically used with MS calibration tables." - ) - - self._phase_center_catalog = uvp.UVParameter( - "phase_center_catalog", description=desc, expected_type=dict, required=False - ) - - desc = ( - "Optional parameter, similar to the UVData parameter of the same name. " - "Maps individual indices along the Ntimes axis to a key in " - "`phase_center_catalog`, which maps to a dict containing the other " - "metadata for each phase center. Used to specify where the data were " - "phased to when calibration tables were derived. Most typically used when " - "reading MS calibration tables. Shape (Nblts), type = int." - ) - self._phase_center_id_array = uvp.UVParameter( - "phase_center_id_array", - description=desc, - form=("Ntimes",), - expected_type=int, - required=False, - ) - desc = ( "The convention for how instrumental polarizations (e.g. XX and YY) " "are converted to Stokes parameters. Options are 'sum' and 'avg', " From 76fee6a76078b6a69957b2404a9e66da23038e3b Mon Sep 17 00:00:00 2001 From: Bryna Hazelton Date: Thu, 25 Jul 2024 10:43:52 -0700 Subject: [PATCH 2/4] Add a bunch of missing optional header items to the uvh5 memo --- docs/references/uvh5_memo.tex | 103 ++++++++++++++++++++++++---------- 1 file changed, 73 insertions(+), 30 deletions(-) diff --git a/docs/references/uvh5_memo.tex b/docs/references/uvh5_memo.tex index 198f2c1fc1..7a9f338e39 100644 --- a/docs/references/uvh5_memo.tex +++ b/docs/references/uvh5_memo.tex @@ -185,13 +185,7 @@ \subsection{Required Parameters} (Nfreqs). (\textit{channel\_width}) \item \textbf{spw\_array}: \textit{int} An array of the spectral windows in the file. This is a one-dimensional array of size Nspws. (\textit{spw\_array}) -\item \textbf{flex\_spw}: \textit{python bool}\footnote{Note that this is - \textit{not} the same as the \texttt{H5T\_NATIVE\_HBOOL} type; instead, it - is an \texttt{H5Tenum} type, with an explicit \texttt{TRUE} and - \texttt{FALSE} value. Such a type is created automatically when using - \texttt{h5py}, both for Python \texttt{bool} and numpy \texttt{np.bool\_} - types. See Appendix~\ref{appendix:boolean} for an example of how to define - this in C. Such a definition should follow analogously in other languages.} +\item \textbf{flex\_spw}: \textit{python bool}\footnote{See Appendix~\ref{appendix:boolean}} Whether the data are saved using flexible spectral windows. If more than one spectral window is present in the data, this must be \texttt{True}. See Sec.~\ref{sec:flex_spw} for a discussion of the details. (\textit{flex\_spw}) @@ -307,16 +301,46 @@ \subsection{Required Parameters} \subsection{Optional Parameters} \label{sec:opt_params} \begin{itemize} -\item \textbf{telescope\_frame}: \textit{string} The coordinate frame for the telescope. - Supported options are ``itrs'' for telescopes on earth or ``mcmf'' for telescopes - on the moon. Not required but encouraged, assumed to be ``itrs'' if not specified. - (\textit{telescope\_frame}) +\item \textbf{vis\_units}: \textit{string} The units of the visibilities. + Supported options are ``Jy'', ``K str'' or ``uncalib'' for uncalibrated data. + Note that some older files may have ``UNCALIB'' which \texttt{pyuvdata} supports + for backwards compatibility, but all future files should use the lower case string. + Not required but encouraged, assumed to be ``uncalib'' if not specified. + (\textit{vis\_units}) +\item \textbf{pol\_ convention}: \textit{string} + The convention for how instrumental polarizations (e.g. XX and YY) are converted + to Stokes parameters. Supported options are ``sum'' and ``avg'', corresponding to + $I=XX+YY$ and $I=\frac{XX+YY}{2}$ (for linear instrumental polarizations) respectively. + This only makes sense for calibrated data, so should only be present if vis\_units + is present and is not ``uncalib''. (\textit{pol\_ convention}) \item \textbf{flex\_spw\_id\_array}: \textit{int} The mapping of individual channels along the frequency axis to individual spectral windows, as listed in the \textit{spw\_array}. This is a one-dimensional array of size (Nfreqs). Note this is \textbf{required} if the file uses flexible - spectral windows (see - Sec.~\ref{sec:flex_spw}). (\textit{flex\_spw\_id\_array}) + spectral windows (see Sec.~\ref{sec:flex_spw}). (\textit{flex\_spw\_id\_array}) +\item \textbf{flex\_spw\_polarization\_array}: \textit{int} Allows for labeling individual + spectral windows with different polarizations. If set, Npols must be 1 (i.e., only one + polarization per spectral window allowed). This is a one-dimensional array of + size (Nspws,). (\textit{flex\_spw\_polarization\_array}) +\item \textbf{lst\_array}: \textit{float} An array corresponding to the local + sidereal time of the center of each observation in the data in units of + radians. If it is not specified, it is calculated from the latitude/longitude + and the time\_array. Saving it in the file can be useful for files with many + values in the \textit{time\_array}, which would expensive to + recompute. (\textit{lst\_array}) + +\item \textbf{telescope\_frame}: \textit{string} The coordinate frame for the telescope. + Supported options are ``itrs'' for telescopes on earth or ``mcmf'' for telescopes + on the moon. Not required but encouraged, assumed to be ``itrs'' if not specified. + (\textit{telescope\_frame}) +\item \textbf{x\_orientation}: \textit{string} The orientation of the x-arm of a + dipole antenna. It is assumed to be the same for all antennas in the + dataset. For instance, ``East'' or ``North'' may be used. + (\textit{x\_orientation}). +\item \textbf{antenna\_diameters}: \textit{float} An array of the diameters of + the antennas in meters. This is a one-dimensional array of size + (Nants\_telescope). (\textit{antenna\_diameters}) + \item \textbf{dut1}: \textit{float} difference between UT1 (defined with respect to the Earth's angle of rotation, which includes whole and partial ``leap seconds") and UTC (which \emph{only} includes whole leap seconds), in seconds, with typical precision of @@ -336,25 +360,43 @@ \subsection{Optional Parameters} application. (\textit{rdate}) \item \textbf{timesys}: \textit{string} Time system. pyuvdata currently only supports UTC. (\textit{timesys}) -\item \textbf{x\_orientation}: \textit{string} The orientation of the x-arm of a - dipole antenna. It is assumed to be the same for all antennas in the - dataset. For instance, ``East'' or ``North'' may be - used. (\textit{x\_orientation}). -\item \textbf{antenna\_diameters}: \textit{float} An array of the diameters of - the antennas in meters. This is a one-dimensional array of size - (Nants\_telescope). (\textit{Nants\_telescope}) +\item \textbf{blts\_are\_rectangular}: \textit{python bool}\footnote{See Appendix~\ref{appendix:boolean}} + Indicates whether the baseline-time axis is rectangular (i.e. each baseline is + present for each time). This can be determined from the other metadata if + it is not provided, but that can take time, so providing it can provide code efficiencies. + (\textit{blts\_are\_rectangular}) +\item \textbf{time\_axis\_faster\_than\_bls}: \textit{python bool}\footnote{See Appendix~\ref{appendix:boolean}} + If the baseline-time axis is rectangular, this indicates whether the time axis is + the fastest-moving virtual axis. Should only be present if blts\_are\_rectangular + is present and is True. This can be determined from the other metadata if + it is not provided, but that can take time, so providing it can provide code efficiencies. + (\textit{time\_axis\_faster\_than\_bls}) +\item \textbf{blt\_order}: \textit{string} Indicates the ordering of the data along + the baseline-time axis. This can either be a single string two comma delimited + strings giving the first and optionally second ordering criteria. Supported strings + are: ``time'', ``baseline'', ``ant1'', ``ant2'', ``bda''. For example, data that is + ordered first by time then by the first antenna number (so times are in order and + change slowest and within each time, the first antenna numbers are in order + and change next fastest) would be recorded here as ``time, ant1''. The ``bda'' + option is for data that has been averaged to different integration times + depending on baseline length and orientation and should only ever appear as a + single string (in this case, the axis is ordered first by integration time, then by + baseline number and then by time). + Not required, but can allow for code efficiencies if known. + (\textit{blt\_order}) + +\item \textbf{eq\_coeffs}: \textit{float} An array per-antenna and per-frequency + equalization coefficients. This is a two-dimensional array of size + (Nants\_telescope, Nfreqs). (\textit{eq\_coeffs}) +\item \textbf{eq\_coeffs\_convention}: \textit{string} The convention for how + to remove eq\_coeffs from data. Supported options are ``divide'' and ``multiply''. + (\textit{eq\_coeffs\_convention}) \item \textbf{uvplane\_reference\_time}: \textit{int} The time at which the phase center is normal to the chosen UV plane for phasing. Used for interoperability with the FHD package\footnote{\url{https://github.com/EoRImaging/FHD}}. (\textit{uvplane\_reference\_time}) -\item \textbf{lst\_array}: \textit{float} An array corresponding to the local - sidereal time of the center of each observation in the data in units of - radians. If it is not specified, it is calculated from the latitude/longitude - and the time\_array. Saving it in the file can be useful for files with many - values in the \textit{time\_array}, which would expensive to - recompute. (\textit{lst\_array}) \end{itemize} \subsection{Extra Keywords} @@ -828,10 +870,11 @@ \section{Integer Datatype Support for Visibility Data} \section{Defining Python Boolean Types in C} \label{appendix:boolean} -As mentioned in Sec.~\ref{sec:flags}, the flags array in a UVH5 file uses an -HDF5 enum datatype to encode the \verb+h5py+ boolean type. When creating such a -datatype using \verb+h5py+, the user simply needs to ensure the datatype is -\verb+np.bool_+. The building of the enum is transparent. When building the enum +Several header items and the flags array (Sec.~\ref{sec:flags}) are booleans, which +are \textit{not} encoded as the \texttt{H5T\_NATIVE\_HBOOL} type; instead, they are +an \texttt{H5Tenum} type, with an explicit \texttt{TRUE} and \texttt{FALSE} value. +When creating such a datatype using \verb+h5py+, the user simply needs to ensure +the datatype \verb+np.bool_+. The building of the enum is transparent. When building the enum from a different language, the precise specification is necessary to ensure compatibility. The following code is a template for how to build the appropriate datatype using C. The construction in other languages, such as Fortran, should From a619e18b3b48d97407673abb20ed9e97a0ba3e55 Mon Sep 17 00:00:00 2001 From: Bryna Hazelton Date: Mon, 26 Aug 2024 14:34:28 -0700 Subject: [PATCH 3/4] Add discussion about different flavors of calibrations --- docs/references/calh5.tex | 31 +++++++++++++++++++++++++++---- 1 file changed, 27 insertions(+), 4 deletions(-) diff --git a/docs/references/calh5.tex b/docs/references/calh5.tex index 9300977728..3df0949407 100644 --- a/docs/references/calh5.tex +++ b/docs/references/calh5.tex @@ -41,6 +41,33 @@ \section{Introduction} Examples of how to interact with \texttt{UVCal} objects in \texttt{pyuvdata} are available at \url{https://pyuvdata.readthedocs.io/en/latest/tutorial.html}. +Calibration solutions for radio interferometers can be quite diverse in terms of how +they are calculated and represented and, as a result, there are several different flavors +of \texttt{UVCal} objects which can vary in the shapes of data and metadata arrays +and/or by which metadata are required to present. These variations are discussed for +each of the affected datasets below, but we give a high-level description here to +help orient the reader. The biggest difference in terms of array shapes is whether the +calibration solution is calculated per frequency or over a wider bandwidth, which is +encoded in the \textbf{wide\_band} parameter. All delay style calibration solutions +(encoded in the \textbf{cal\_type} parameter) are wide band (since the calibration +is calculated as a single time delay per antenna across a wide band) but gain style +calibration solutions can also be wide band in some cases. For wide band calibration +solutions, the frequency axis is replaced with a spectral window axis. The name of the +primary calibration data array also depend on the \textbf{cal\_type}, it is complex-valued +and called the \textbf{gain\_array} for gain style calibrations and is real valued and +called the \textbf{delay\_array} for delay style calibrations. Another important difference +is whether the calibration solutions are calculated per time integration or over a range +of times. If the solutions are calculated per integration, the solution times are stored in the +\textbf{time\_array} parameter, otherwise they are stored in the \textbf{time\_range} +parameter, which has a second axis of length 2 to record the beginning and ending +time for each time range. Finally, there are some metadata parameters that are +only required if the calibration solutions were calculated using a sky model to predict +model visibilities as opposed to using redundant calibration only (this difference is +encoded in the \textbf{cal\_style} parameter). There are also a few parameters that +do not affect the shapes or presence of data or metadata but are very important for +how the data are interpreted. These include the \textbf{gain\_convention}, +\textbf{x\_orientation}, \textbf{gain\_scale} and \textbf{pol\_convention} parameters. + Note that throughout the documentation, we assume a row-major convention (i.e., C-ordering) for the dimension specification of multi-dimensional arrays. For example, for a two-dimensional array with shape ($N$, $M$), the $M$-dimension is @@ -195,10 +222,6 @@ \subsection{Required Parameters} \end{itemize} - - - - \subsection{Optional Parameters} \label{sec:opt_params} \begin{itemize} From 74acf53ee662e0ca0f8fd76ba9f9bd9544e5ce9a Mon Sep 17 00:00:00 2001 From: Bryna Hazelton Date: Mon, 26 Aug 2024 16:25:34 -0700 Subject: [PATCH 4/4] Add the calh5 and uvh5 pdfs --- docs/references/calh5.pdf | Bin 0 -> 221858 bytes docs/references/uvh5_memo.pdf | Bin 372654 -> 339348 bytes 2 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 docs/references/calh5.pdf diff --git a/docs/references/calh5.pdf b/docs/references/calh5.pdf new file mode 100644 index 0000000000000000000000000000000000000000..6712670f29a9291b24a094e5158a912245cef02c GIT binary patch literal 221858 zcma&MGqflQkVScIyldOGZQHhO+qP}nwr$(CHGgJJ)*W<36<4%R?L#6jEK0*b%K}9* zzdW)I#mb0Jk8fva3B}C~MJH`yYvyc@&&a~gg8%;w6rHGrwX=yMKAotwfwPIQiIJVL z2^23cl#{cgiGdB2`(}-XRMJr^LhoGNzCvXq{csfgp7mH)R%<}_-A|qPE zs)Av%JS6|sdD;lycI}U62ctvddu@3dRmZ!28WqmeNL>SSOHqR+ck50qdTO7~H&%RU zLNZ~SD#Bulv~cMY#8z->VuJ5hP9_kUO5?ly_t=Wimbb`~vjVeJhx(KII_GYao}nuz zcTE&QHl}t%(N>{w1ovEF3gh5}KR5EQN*ka$*2IQ!BW%#j^`(Lc2hKkStrzx0(kPtZ z@uEtN%4mlJXl+_+iua{CCm zUPW0lF%`X}3;_a6D2_Wna?iF?FR~g#?B>g{8zLW?^XKTGF$__Rp-4o+`J%52GsYAw zpv8RUvLjZ-#FnT%9SKtw`rpb97r^C2;|X_rzRkg`W25SEfb@o{U$KYxD19ubQB#;| z5ooKy&D>`X%+~twl-XlLy=0J&=H~f}Q3m^UPX^NmL-?7Ye|eQHYTN>)z^>f?(<&ectE$Bx=TAA1UdC*GRjde1cIi6=1O zCSwceqFo+I&u@czPMj&xFo3+*M>q9OI>rx>(boRFGA!gOLH2z7);}JMdl=!m4eZZ- z%tsDe&xas?u_wB>ZjmG!H|}%gV%iRf+}A-sbdl8`4PxiK0CVXQgn`2*8Y#ihRLy=* zF$6p(5T@zSJ<2m(R;AEwh`6GAc)M=Kzv7& z#I_~%)KpKP-i^0*8y$t}Y;`EG?ar!IOTCBEUsCpm-W$kc)$g@}H;V2PZxL8%2v2Mh zggmsCRn~>#JF700nPdO_+-8(g9LWi8zzy~Oeg68!k*h8ncKL2Q-x$zs+B)^se){NS z-(GBfQSkH?tAmyln?V=WCzm9lv*!(qif3nvF`>drW+*UE^8%h;FKurz!M=*9;d6J! z2D%DzjJ^=C$CLwwYDKCBEo`tH@nb0b(}Yf}=Z zi`mNOZAv})*9Ou=&Z1aBnCztXly7>iZLfu6{n-1tQ%YnE)%xm~#0LX1Fr^Rxd;fK; 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