From e15a674a29f81667b96208b45a74c2c79b60bd0a Mon Sep 17 00:00:00 2001 From: perrygreenfield Date: Tue, 26 Jul 2016 11:46:28 -0400 Subject: [PATCH 01/15] updated draft --- APE9.rst | 273 +++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 273 insertions(+) create mode 100644 APE9.rst diff --git a/APE9.rst b/APE9.rst new file mode 100644 index 00000000..8b0c9fca --- /dev/null +++ b/APE9.rst @@ -0,0 +1,273 @@ +Rework NDData framework +----------------------- + +author: Perry Greenfield, Russell Owen (others?) + +date-created: 2016 March 31 + +date-last-revised: 2016 March 31 + +type: Standard Track + +status: Discussion + + +Abstract +-------- + +This APE proposes a new architecture for NDData that accommodates +the needs of the LSST project and the community in general + + +Detailed description +-------------------- + +This APE originated from a meeting on 2016 March 26-27 with LSST to see if +there could be better integration of LSST software with Astropy core objects. +In particular, could NDData accommodate these needs? The changes discussed +below are believed to be generally useful to the community while also +accommodating the LSST needs. They do raise a number of issues regarding +NDData that have never been completely resolved, and it is hoped that this +APE will help in resolving some of them. + +Background +++++++++++ + +The issues that LSST raised mainly are itemized as follows: + +1. They wish to have two levels of NDData-like objects, one essentially +with no metadata, and the other incorporating extra information regarding +exposures including standard metadata, optional metadata and WCS. The +advantage of this split is that numerical operations on the simpler object +have unambiguous interpretations. + +2. They require masks that support multiple bit planes and options for +generating boolean masks from selections on bit planes. This issue was +also discussed at a pyastro unconference session a few days earlier with +some tentative agreement on how to accomplish this. + +3. The simpler NDData-like object was required to have information on the +origin of the array, if sliced from another array. It also holds the mask +and uncertainty information. This corresponds to what they call their +MaskedImage object. They support simple arithmetic operations for these +objects, propagating masks and uncertainty. They represent uncertainty as +variance. + +4. Their Exposure object corresponds more to astropy’s NDData object, though +the organization is somewhat different. It holds a reference to a MaskedImage +object, and another attribute is what is called the ExposureInfo object. +The ExposureInfo object has some standard attributes such as filter, exposure +time and a few others, as well as WCS and a junk drawer for +all other metadata (what we currently use .meta for). + +Names ++++++ + +In accommodating this separation (and augmentation to a limited degree), it +is important to deal with naming issues carefully as each community reads +different meaning into terms since they have used different terminology +previously. The names used in this APE are subject to discussion and are +an important aspect of this APE. + +One question is whether we should continue to use NDData to represent the +more complex object (thus breaking backward compatibility), or simply +decide on a different object while deprecating use of NDData. There may be +ways of minimizing the effects of changes to NDData by deprecating use of +attributes currently planned. These are all issues for discussion. + +For the purposes of this APE, we will assume that the name for the simpler +object is NDArr. This name does not appear to have any other usage in the +Python community. Since metadata and other more complex +aspects have been removed from the concept, supporting arithmetic operations +becomes much more straightforward, even with masks. Propagation of uncertainty +is included, though propagation of uncertainty is certainly not universally straightforward. For both masks and uncertainty, it will be possible to +create the NDArr object with options not to propagate one or the other or +both to forestall complaints from those for which these operations will be +considered invalid. + +NDArr will support optional units since the propagation of units is +unambiguous in mathematical operations. + +Supported numerical operations for NDData are: (+,-,*,/). While the discussion +precluded use of ufuncs, there is no intrinsic reason ufuncs cannot be +supported, so this APE will presume they are supported (eventually; there +is no implied commitment to support this functionality immediately). Ufuncs +shall only work on dimensionless units if units are present. + +NDArr objects will support simple slicing (no striding, at least in the +initial proposal). Slices will be based on array indices and no other +interpretation. + +NDArr objects will retain information about their parent if derived through +a slicing operation. This information shall include a pointer to the parent +NDArr object, and the bounding box used to obtain the slice. When involving +binary arithmetic operations, between two NDArr objects that have different +parents (or are themselves distinct parents), there will be no pointer to +the original parent(s) present, nor will the bounding box information be +retained + +If operations are unary, parentage and bounding box information is propagated. +For binary operations with two NDArr objects, operations +will retain parentage and bounding boxes only if both operands share the same +parents and bounding box. If they don't, this information will be removed from +the result. + +The NDArr object will permit indexing relative to the parent through a special +attribute (details at 11). + +NDData Details +++++++++++++++ + +Composition instead of Inheritance +++++++++++++++++++++++++++++++++++ + +NDData will not be a subclass of NDArr. Instead it will contain references +to an NDArr object. + +Need for ExposureInfo object? ++++++++++++++++++++++++++++++ + +This is used by LSST to store information about the exposure such as filters, +exposure time, etc. but all that is really needed is an isomorphic mapping +to corresponding information in the astropy object. The question is: does +it make sense to encapsulate that information in a single attribute, and +whether all think that these attributes are "astropy-universal”. For the +purposes of this, the only standard attribute is most likely the WCS. + +Items such as exposure time and filters could be relegated to the meta +attribute. Making attributes such as these at the top level could be done +through subclasses, though it may lead to many variants. Perhaps the best way +to deal with this is for applications or libraries to state their requirements +for items required to be in meta and leave it at that. + +NDData Slicing and Related +++++++++++++++++++++++++++ + +Slicing of NDData is supported (eventually) as well as striding. The corresponding +WCS attribute, if present, is updated accordingly. Eventually there may be support +for slicing based on world coordinates, but this will not be part of the initial +implementation. + +NDData does not support mathematical operations. Utilities will be provided to aid +in how metadata items are to be propagated when the user merges NDData instances. + +Mask Object ++++++++++++ + +The mask attribute now will be an instance of a Mask Object (but to support +backward compatibilty, the attribute must have a different name than mask since +the current implementation treats that attribute as a boolean array (or any +object that mimics one). [An alternative option is to assume that the mask +attribute of NDArr is a callable whereas the mask attribute of NDData represents +a boolean array; this would be workable, but also likely confusing] +This APE proposes that the new attribute have the name: lone_ranger. +Well, perhaps dmask. + +As objects, masks may take many internal forms. For example, they may be +simple boolean arrays, but they may also have many bitplanes or even be +computed masks. The only requirement is that this object implement a +callable interface such that it returns a boolean array when called with +no positional or keyword arguments. These masks may implement any number +of customizations to the callable (e.g., optional keyword arguments) as +well as methods to set the default behavior for the callable (i.e., when +called with no arguments or keywords). +The returned boolean array must be broadcastable to the underlying data array +(a scalar boolean is permitted). + +As an example for bitplane masks: + +- nda.dmask() returns a boolean array +- nda.dmask.apply_flags(…) sets how the bit planes are to be used to generate +a boolean result when ndd.dmask() is used +- nda.dmask(select=nda.dmask.bitplanes['saturated'] + +nda.dmask.bitplanes['dead_pixels']) + +Binary Operations on Masks +++++++++++++++++++++++++++ + +When applying binary operations two different mask objects +objects, the result should be: + +1. the boolean result of the default boolean combination of the two masks +1. For bitplane masks: +the boolean result of matched bit planes (by label) for those that have matche +and simple propagation of bitplanes that don’t match. An error results if the +total required bit planes exceeds 64 (until larger int sizes are supported +universally in numpy or we build an interface to a higher dimensionality of +int arrays to support more bit planes). + +2. For all other masks the result is a boolean array combination of the +default callable mask for each of the two inputs. In the case of a bit plane +combined with any other type of mask, the boolean will be applied to each +bitplane. + +Uncertainty (the eternal tar pit) ++++++++++++++++++++++++++++++++++ + +The NDArr object shall have a "variance" attribute (too bad for those that +standard deviation as an option). A value of None is not permitted (a scalar +0 is just as convenient). It shall be broadcastable to the data array. + +By default it will propagate, though NDArr objects shall have an attribute +(and method to set it) to turn off automatic propagation. + +WCS ++++ + +There does not appear to be any change needed for how WCS will be handled. + +User Interface Changes +++++++++++++++++++++++ + +Where NDObs is used (presuming composition instead of inheritance), one now must add +an extra attribute layer to get at lower level items such the numpy array. For example +if ndo is an instance of NDObs + +ndo.data returns the NDData instance +ndo.data.arr returns the underlying numpy array +ndo.data.mask returns the underlying boolean mask +ndo.data.uncertainty +ndo.wcs +ndo.meta +ndo.unit (or ndo.data.unit?) + + +Branches and pull requests +-------------------------- + +[TBD] +Any pull requests or development branches containing work on this APE should be +linked to from here. (An APE does not need to be implemented in a single pull +request if it makes sense to implement it in discrete phases). If no code is yet +implemented, just put "N/A" + + +Implementation +-------------- + +[TBD] +This section lists the major steps required to implement the APE. Where +possible, it should be noted where one step is dependent on another, and which +steps may be optionally omitted. Where it makes sense, each step should +include a link related pull requests as the implementation progresses. + + +Backward compatibility +---------------------- + +[TBD, depends on resolution of discussion] +This section describes the ways in which the APE breaks backward compatibility. + + +Alternatives +------------ + +[TBD] +If there were any alternative solutions to solving the same problem, they should +be discussed here, along with a justification for the chosen approach. + + +Decision rationale +------------------ + + From 56ad6af0bed87515303c685fe178efc6055ab5be Mon Sep 17 00:00:00 2001 From: perrygreenfield Date: Tue, 26 Jul 2016 11:48:58 -0400 Subject: [PATCH 02/15] updated date --- APE9.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/APE9.rst b/APE9.rst index 8b0c9fca..16c18a4a 100644 --- a/APE9.rst +++ b/APE9.rst @@ -5,7 +5,7 @@ author: Perry Greenfield, Russell Owen (others?) date-created: 2016 March 31 -date-last-revised: 2016 March 31 +date-last-revised: 2016 July 26 type: Standard Track From 7449465546e3b07bcfdc23711942533c6ad5957a Mon Sep 17 00:00:00 2001 From: perrygreenfield Date: Tue, 26 Jul 2016 12:11:02 -0400 Subject: [PATCH 03/15] tied off some loose ends in the text --- APE9.rst | 48 +++++++++++++++++++++++------------------------- 1 file changed, 23 insertions(+), 25 deletions(-) diff --git a/APE9.rst b/APE9.rst index 16c18a4a..0d51bf87 100644 --- a/APE9.rst +++ b/APE9.rst @@ -119,13 +119,14 @@ NDData Details ++++++++++++++ Composition instead of Inheritance -++++++++++++++++++++++++++++++++++ +---------------------------------- NDData will not be a subclass of NDArr. Instead it will contain references -to an NDArr object. +to an NDArr object. To avoid confusion, the attribute that contains the +NDArr object will be .arr Need for ExposureInfo object? -+++++++++++++++++++++++++++++ +----------------------------- This is used by LSST to store information about the exposure such as filters, exposure time, etc. but all that is really needed is an isomorphic mapping @@ -189,14 +190,15 @@ When applying binary operations two different mask objects objects, the result should be: 1. the boolean result of the default boolean combination of the two masks -1. For bitplane masks: -the boolean result of matched bit planes (by label) for those that have matche + +2. For bitplane masks: +the boolean result of matched bit planes (by label) for those that have matches and simple propagation of bitplanes that don’t match. An error results if the total required bit planes exceeds 64 (until larger int sizes are supported universally in numpy or we build an interface to a higher dimensionality of int arrays to support more bit planes). -2. For all other masks the result is a boolean array combination of the +3. For all other masks the result is a boolean array combination of the default callable mask for each of the two inputs. In the case of a bit plane combined with any other type of mask, the boolean will be applied to each bitplane. @@ -205,8 +207,10 @@ Uncertainty (the eternal tar pit) +++++++++++++++++++++++++++++++++ The NDArr object shall have a "variance" attribute (too bad for those that -standard deviation as an option). A value of None is not permitted (a scalar -0 is just as convenient). It shall be broadcastable to the data array. +desire standard deviation as an option; though for backward compatibility +this will remain a possibility; it just won't be stored this way). +A value of None is not permitted +(a scalar 0 is just as convenient). It shall be broadcastable to the data array. By default it will propagate, though NDArr objects shall have an attribute (and method to set it) to turn off automatic propagation. @@ -216,21 +220,6 @@ WCS There does not appear to be any change needed for how WCS will be handled. -User Interface Changes -++++++++++++++++++++++ - -Where NDObs is used (presuming composition instead of inheritance), one now must add -an extra attribute layer to get at lower level items such the numpy array. For example -if ndo is an instance of NDObs - -ndo.data returns the NDData instance -ndo.data.arr returns the underlying numpy array -ndo.data.mask returns the underlying boolean mask -ndo.data.uncertainty -ndo.wcs -ndo.meta -ndo.unit (or ndo.data.unit?) - Branches and pull requests -------------------------- @@ -255,8 +244,17 @@ include a link related pull requests as the implementation progresses. Backward compatibility ---------------------- -[TBD, depends on resolution of discussion] -This section describes the ways in which the APE breaks backward compatibility. +While this APE proposes a different internal model for NDData, nothing appears +to preclude supporting the older interface to NDData. In effect, all the old +attributes and methods will continue to work if used in straighforward ways +(there are always ways to break something with changes of this size; for example +the new attributes may conflict with existing code that extends NDData, though +given the level of use of NDData, this is highly unlikely). This backwards +compatibility layer may result in some computed items that previously were not +computed (e.g., computing stddev from variance). + +Whether the backward compatibility is temporary or permanent is not yet +determined. Alternatives From 5b2442bacc14fd5f4009965c5dfce78a56444ce6 Mon Sep 17 00:00:00 2001 From: perrygreenfield Date: Tue, 26 Jul 2016 12:13:15 -0400 Subject: [PATCH 04/15] trying to fix numbering of one list --- APE9.rst | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/APE9.rst b/APE9.rst index 0d51bf87..a9bee95d 100644 --- a/APE9.rst +++ b/APE9.rst @@ -189,7 +189,9 @@ Binary Operations on Masks When applying binary operations two different mask objects objects, the result should be: -1. the boolean result of the default boolean combination of the two masks + +1. The boolean result of the boolean combination of the default boolean +representation of the two input masks. 2. For bitplane masks: the boolean result of matched bit planes (by label) for those that have matches From b9b09889b8f17129c051acfcc25bf4bea92b4d95 Mon Sep 17 00:00:00 2001 From: perrygreenfield Date: Tue, 26 Jul 2016 12:14:14 -0400 Subject: [PATCH 05/15] fixing formatting of a list --- APE9.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/APE9.rst b/APE9.rst index a9bee95d..fa313c8e 100644 --- a/APE9.rst +++ b/APE9.rst @@ -181,7 +181,7 @@ As an example for bitplane masks: - nda.dmask.apply_flags(…) sets how the bit planes are to be used to generate a boolean result when ndd.dmask() is used - nda.dmask(select=nda.dmask.bitplanes['saturated'] - +nda.dmask.bitplanes['dead_pixels']) ++ nda.dmask.bitplanes['dead_pixels']) Binary Operations on Masks ++++++++++++++++++++++++++ From 76207fd13e1d8df65feb1dcd7c478fcd2b43d411 Mon Sep 17 00:00:00 2001 From: perrygreenfield Date: Tue, 26 Jul 2016 12:14:58 -0400 Subject: [PATCH 06/15] fixing formatting of a list --- APE9.rst | 2 ++ 1 file changed, 2 insertions(+) diff --git a/APE9.rst b/APE9.rst index fa313c8e..a9de247b 100644 --- a/APE9.rst +++ b/APE9.rst @@ -178,8 +178,10 @@ The returned boolean array must be broadcastable to the underlying data array As an example for bitplane masks: - nda.dmask() returns a boolean array + - nda.dmask.apply_flags(…) sets how the bit planes are to be used to generate a boolean result when ndd.dmask() is used + - nda.dmask(select=nda.dmask.bitplanes['saturated'] + nda.dmask.bitplanes['dead_pixels']) From a627494a78d3a09b20d288e7eb98febf05110b57 Mon Sep 17 00:00:00 2001 From: perrygreenfield Date: Tue, 26 Jul 2016 12:15:54 -0400 Subject: [PATCH 07/15] fixing formatting of a list --- APE9.rst | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/APE9.rst b/APE9.rst index a9de247b..a92472e9 100644 --- a/APE9.rst +++ b/APE9.rst @@ -179,11 +179,9 @@ As an example for bitplane masks: - nda.dmask() returns a boolean array -- nda.dmask.apply_flags(…) sets how the bit planes are to be used to generate -a boolean result when ndd.dmask() is used +- nda.dmask.apply_flags(…) sets how the bit planes are to be used to generate a boolean result when ndd.dmask() is used -- nda.dmask(select=nda.dmask.bitplanes['saturated'] -+ nda.dmask.bitplanes['dead_pixels']) +- nda.dmask(select=nda.dmask.bitplanes['saturated'] + nda.dmask.bitplanes['dead_pixels']) Binary Operations on Masks ++++++++++++++++++++++++++ From 6d366658e1331bcae1df68a52cda23ffc1ce8607 Mon Sep 17 00:00:00 2001 From: perrygreenfield Date: Tue, 26 Jul 2016 12:18:13 -0400 Subject: [PATCH 08/15] fixing formatting of a list --- APE9.rst | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/APE9.rst b/APE9.rst index a92472e9..a3f9cefd 100644 --- a/APE9.rst +++ b/APE9.rst @@ -177,11 +177,11 @@ The returned boolean array must be broadcastable to the underlying data array As an example for bitplane masks: -- nda.dmask() returns a boolean array +- ``nda.dmask()`` returns a boolean array -- nda.dmask.apply_flags(…) sets how the bit planes are to be used to generate a boolean result when ndd.dmask() is used +- ``nda.dmask.apply_flags(…)`` sets how the bit planes are to be used to generate a boolean result when ``ndd.dmask()`` is used -- nda.dmask(select=nda.dmask.bitplanes['saturated'] + nda.dmask.bitplanes['dead_pixels']) +- ``nda.dmask(select=nda.dmask.bitplanes['saturated'] + nda.dmask.bitplanes['dead_pixels'])`` Binary Operations on Masks ++++++++++++++++++++++++++ From 19401e843ffab7e8d89b91a4828af73da10d03e2 Mon Sep 17 00:00:00 2001 From: Matthew Craig Date: Fri, 2 Jun 2017 15:07:45 -0500 Subject: [PATCH 09/15] Update based on pyastro17 discussion --- APE9.rst | 247 ++++++++++++++++++++++++++++++++++++++++--------------- 1 file changed, 181 insertions(+), 66 deletions(-) diff --git a/APE9.rst b/APE9.rst index a3f9cefd..ae5acfaa 100644 --- a/APE9.rst +++ b/APE9.rst @@ -5,7 +5,7 @@ author: Perry Greenfield, Russell Owen (others?) date-created: 2016 March 31 -date-last-revised: 2016 July 26 +date-last-revised: 2017 June 2 type: Standard Track @@ -16,28 +16,99 @@ Abstract -------- This APE proposes a new architecture for NDData that accommodates -the needs of the LSST project and the community in general +the needs of the LSST project and the community in general. Detailed description -------------------- -This APE originated from a meeting on 2016 March 26-27 with LSST to see if +This APE originated from a meeting on 2016 March 26-27 with LSST to see if there could be better integration of LSST software with Astropy core objects. In particular, could NDData accommodate these needs? The changes discussed -below are believed to be generally useful to the community while also +below are believed to be generally useful to the community while also accommodating the LSST needs. They do raise a number of issues regarding -NDData that have never been completely resolved, and it is hoped that this -APE will help in resolving some of them. +NDData that have never been completely resolved, and it is hoped that this +APE will help in resolving some of them. Background ++++++++++ +Summary of current ``nddata`` structure +*************************************** + +The current architecture of the ``nddata`` package is a base class, ``NDDataBase`` +that defines the interface, a minimal concrete implementation of that, +``NDData``, intended as a container, and a set of mixins to add slicing, +arithmetic and I/O. + +It also includes a class, ``NDDataRef`` that is ``NDData`` with all of the +mixins. A separate class, ``NDDataArray``, includes the mixins and the special +methods needed for an instance of the class to be treated like a numpy array +in expressions. + +There are also a couple of uncertainty classes. The class ``NDUncertainty`` +seres too define the uncertainty interface and ``StvDevUncertainty`` implements +error propagation (including limited support for propagation of correlated +errors) for uncertainties expressed as standard deviation. + +The subpackage ``nddata.utils`` includes a few utiulity functions (e.g. +``block_reduce``) for operating on generic arrays and a ``Cutout2D`` class for +representing postage-stamp cutouts of images. + +The class diagram for ``nddata`` is shown below. It includes the ``CCDData`` +class from ``ccdproc`` because it is closely related to `NDDataArray`. + +.. image:: https://www.evernote.com/l/ADH5Dtjb4zpNYoJiiVfr0fHhWsxg6FsUmyEB/image.png + :scale: 50 % + :target: https://www.evernote.com/l/ADH5Dtjb4zpNYoJiiVfr0fHhWsxg6FsUmyEB/image.png + +Current uses of ``nddata`` classes in other packages +**************************************************** + +This list summarizes the known packages making extensive use of some aspect of +``nddata``: + ++ SunPy: uses the ``NDData`` class as the basis for its data object. ++ The Gemini reduction pipeline uses ``NDDataArray``, at least in part. See + `ndmapper `_. ++ `ccdproc `_ uses ``NDDataArray`` as the + basis for the ``CDData`` object, which is used through the package. ++ phoutils uses the ``Cutout2D`` class to represent subregions of images. + +Summary of the LSST data structure +********************************** + +An LSST image is held in an ``Exposure`` object, with two essential attributes: + ++ a ``MaskedImage``, which holds the data, a bit plane, and uncertainty represented as variance, and includes an origin. ++ an ``ExposureInfo``, which includes all metadata. + +A few of the important differences between this an the current ``nddata`` classes are: + ++ the presence of an origin (``xy0``) in the ``MaskedImage``. ++ when an ``Exposure`` is sliced the metadata (i.e. ``ExposureInfo``) + is not changed; instead the origin is updated. ++ Uncertainty must be variance. + +The first two of the differences are related -- because a ``MaskedImage`` +keeps track of its origin in the original image, the original WCS can be used +without modification and does not need to be sliced. + +Note that the `Cutout2D class `_ +in ``nddata.utils`` includes enough information about the original image to +recover pixel locations in the original and, if a WCS is provided, to +transform between pixel and world coordinates in the cutout. Though the +implementation is quite different than that of LSST's ``Exposure``, the idea +is similar. + +Issues raised at pyastro16 and the astropy/LSST meeting, and at pyastro17 +************************************************************************* + The issues that LSST raised mainly are itemized as follows: 1. They wish to have two levels of NDData-like objects, one essentially with no metadata, and the other incorporating extra information regarding -exposures including standard metadata, optional metadata and WCS. The +exposures including standard metadata, optional metadata and WCS. The advantage of this split is that numerical operations on the simpler object have unambiguous interpretations. @@ -53,9 +124,9 @@ MaskedImage object. They support simple arithmetic operations for these objects, propagating masks and uncertainty. They represent uncertainty as variance. -4. Their Exposure object corresponds more to astropy’s NDData object, though -the organization is somewhat different. It holds a reference to a MaskedImage -object, and another attribute is what is called the ExposureInfo object. +4. Their Exposure object corresponds more to astropy’s NDDataArray object, though +the organization is somewhat different. It holds a reference to a ``MaskedImage`` +object, and another attribute is what is called the ``ExposureInfo`` object. The ExposureInfo object has some standard attributes such as filter, exposure time and a few others, as well as WCS and a junk drawer for all other metadata (what we currently use .meta for). @@ -63,34 +134,35 @@ all other metadata (what we currently use .meta for). Names +++++ -In accommodating this separation (and augmentation to a limited degree), it +In accommodating this separation (and augmentation to a limited degree), it is important to deal with naming issues carefully as each community reads different meaning into terms since they have used different terminology previously. The names used in this APE are subject to discussion and are an important aspect of this APE. -One question is whether we should continue to use NDData to represent the -more complex object (thus breaking backward compatibility), or simply +One question is whether we should continue to use NDData to represent the +more complex object (thus breaking backward compatibility), or simply decide on a different object while deprecating use of NDData. There may be -ways of minimizing the effects of changes to NDData by deprecating use of +ways of minimizing the effects of changes to NDData by deprecating use of attributes currently planned. These are all issues for discussion. For the purposes of this APE, we will assume that the name for the simpler object is NDArr. This name does not appear to have any other usage in the -Python community. Since metadata and other more complex -aspects have been removed from the concept, supporting arithmetic operations -becomes much more straightforward, even with masks. Propagation of uncertainty -is included, though propagation of uncertainty is certainly not universally straightforward. For both masks and uncertainty, it will be possible to -create the NDArr object with options not to propagate one or the other or -both to forestall complaints from those for which these operations will be -considered invalid. +Python community. Since metadata and other more complex aspects have been +removed from the concept, supporting arithmetic operations becomes much more +straightforward, even with masks. Propagation of uncertainty is included, +though propagation of uncertainty is certainly not universally +straightforward. For both masks and uncertainty, it will be possible to create +the NDArr object with options not to propagate one or the other or both to +forestall complaints from those for which these operations will be considered +invalid. NDArr will support optional units since the propagation of units is unambiguous in mathematical operations. -Supported numerical operations for NDData are: (+,-,*,/). While the discussion +Supported numerical operations for NDArr are: (+,-,*,/). While the discussion precluded use of ufuncs, there is no intrinsic reason ufuncs cannot be -supported, so this APE will presume they are supported (eventually; there +supported, so this APE will presume they are supported (eventually; there is no implied commitment to support this functionality immediately). Ufuncs shall only work on dimensionless units if units are present. @@ -100,7 +172,7 @@ interpretation. NDArr objects will retain information about their parent if derived through a slicing operation. This information shall include a pointer to the parent -NDArr object, and the bounding box used to obtain the slice. When involving +NDArr object, and the bounding box used to obtain the slice. When involving binary arithmetic operations, between two NDArr objects that have different parents (or are themselves distinct parents), there will be no pointer to the original parent(s) present, nor will the bounding box information be @@ -122,8 +194,14 @@ Composition instead of Inheritance ---------------------------------- NDData will not be a subclass of NDArr. Instead it will contain references -to an NDArr object. To avoid confusion, the attribute that contains the -NDArr object will be .arr +to an NDArr object. To avoid confusion, the attribute that contains the +NDArr object will be .arr. + +One possible way to rearrange nddata is this: + +.. image:: https://www.evernote.com/l/ADFWOAJld1lL7qFDg3FYjh5BKc0BELF6J0MB/image.png + :scale: 50 % + :target: https://www.evernote.com/l/ADFWOAJld1lL7qFDg3FYjh5BKc0BELF6J0MB/image.png Need for ExposureInfo object? ----------------------------- @@ -131,8 +209,8 @@ Need for ExposureInfo object? This is used by LSST to store information about the exposure such as filters, exposure time, etc. but all that is really needed is an isomorphic mapping to corresponding information in the astropy object. The question is: does -it make sense to encapsulate that information in a single attribute, and -whether all think that these attributes are "astropy-universal”. For the +it make sense to encapsulate that information in a single attribute, and +whether all think that these attributes are "astropy-universal”. For the purposes of this, the only standard attribute is most likely the WCS. Items such as exposure time and filters could be relegated to the meta @@ -144,7 +222,7 @@ for items required to be in meta and leave it at that. NDData Slicing and Related ++++++++++++++++++++++++++ -Slicing of NDData is supported (eventually) as well as striding. The corresponding +Slicing of NDData is supported (eventually) as well as striding. The corresponding WCS attribute, if present, is updated accordingly. Eventually there may be support for slicing based on world coordinates, but this will not be part of the initial implementation. @@ -152,41 +230,38 @@ implementation. NDData does not support mathematical operations. Utilities will be provided to aid in how metadata items are to be propagated when the user merges NDData instances. -Mask Object -+++++++++++ +Masking ++++++++ -The mask attribute now will be an instance of a Mask Object (but to support -backward compatibilty, the attribute must have a different name than mask since -the current implementation treats that attribute as a boolean array (or any -object that mimics one). [An alternative option is to assume that the mask -attribute of NDArr is a callable whereas the mask attribute of NDData represents -a boolean array; this would be workable, but also likely confusing] -This APE proposes that the new attribute have the name: lone_ranger. -Well, perhaps dmask. +The implementation of ``NDData`` and subclasses in astropy v1.x uses "mask" in +a very different sense than the LSST stack. In astropy, "mask" means a binary +mask that follows the numpy masked array convention for the meaning of +``True`` and ``False``: ``True`` means the pixel is masked and should not be +used. In the LSST stack, the ``mask`` of a ``MaskedImage`` is a bit plane. On +some planes ``True`` means reject the pixel, on others it means Fourier +transform pixel is good. -As objects, masks may take many internal forms. For example, they may be -simple boolean arrays, but they may also have many bitplanes or even be -computed masks. The only requirement is that this object implement a -callable interface such that it returns a boolean array when called with -no positional or keyword arguments. These masks may implement any number -of customizations to the callable (e.g., optional keyword arguments) as -well as methods to set the default behavior for the callable (i.e., when -called with no arguments or keywords). -The returned boolean array must be broadcastable to the underlying data array -(a scalar boolean is permitted). +The original proposal to handle this difference was the create a mask object +that could behave like either a astropy-like binary mask or a more complicated +bit plane (see `alt-mask`_). -As an example for bitplane masks: +The current proposal replaces that with a more explicit structure, while +leaving open the option for subclasses to use ``mask`` in the astropy sense, +if they wish. The mask-related attributes and methods would be: -- ``nda.dmask()`` returns a boolean array ++ ``binary_mask``: a property that returns a numpy-convention binary mask. + It may (or may not) be derived from a bit plane. ++ ``bit_plane()``: a method which returns a bit plane. It should also be + capable of properly computing the ``binary_mask``. ++ ``mask``: Removed as a formal part of ``NDData`` in astropy version 3. + Classes can still choose to implement a ``mask`` that simply points to + ``binary_mask`` if so desired. -- ``nda.dmask.apply_flags(…)`` sets how the bit planes are to be used to generate a boolean result when ``ndd.dmask()`` is used - -- ``nda.dmask(select=nda.dmask.bitplanes['saturated'] + nda.dmask.bitplanes['dead_pixels'])`` Binary Operations on Masks ++++++++++++++++++++++++++ -When applying binary operations two different mask objects +When applying binary operations two different mask objects objects, the result should be: @@ -194,27 +269,35 @@ objects, the result should be: representation of the two input masks. 2. For bitplane masks: -the boolean result of matched bit planes (by label) for those that have matches +the boolean result of matched bit planes (by label) for those that have matches and simple propagation of bitplanes that don’t match. An error results if the -total required bit planes exceeds 64 (until larger int sizes are supported +total required bit planes exceeds 64 (until larger int sizes are supported universally in numpy or we build an interface to a higher dimensionality of int arrays to support more bit planes). -3. For all other masks the result is a boolean array combination of the -default callable mask for each of the two inputs. In the case of a bit plane -combined with any other type of mask, the boolean will be applied to each +3. For all other masks the result is a boolean array combination of the +default callable mask for each of the two inputs. In the case of a bit plane +combined with any other type of mask, the boolean will be applied to each bitplane. Uncertainty (the eternal tar pit) +++++++++++++++++++++++++++++++++ +*If* the LSST ``MaskedImage`` class becomes available as a Python package +separately installable from the rest of the LSST stack, then it will be +investigated for possible use as the underlying data store in a concrete class +like ``NDDataArray``. This requires that the uncertainty in ``NDDataArray`` +(or an equivalent class) be *convertible* to a variance, since LSSt's image +class stores uncertainty as variance, but does not require that the +uncertainty be variance. + The NDArr object shall have a "variance" attribute (too bad for those that desire standard deviation as an option; though for backward compatibility -this will remain a possibility; it just won't be stored this way). -A value of None is not permitted +this will remain a possibility; it just won't be stored this way). +A value of None is not permitted (a scalar 0 is just as convenient). It shall be broadcastable to the data array. -By default it will propagate, though NDArr objects shall have an attribute +By default it will propagate, though NDArr objects shall have an attribute (and method to set it) to turn off automatic propagation. WCS @@ -251,21 +334,53 @@ to preclude supporting the older interface to NDData. In effect, all the old attributes and methods will continue to work if used in straighforward ways (there are always ways to break something with changes of this size; for example the new attributes may conflict with existing code that extends NDData, though -given the level of use of NDData, this is highly unlikely). This backwards +given the level of use of NDData, this is highly unlikely). This backwards compatibility layer may result in some computed items that previously were not computed (e.g., computing stddev from variance). -Whether the backward compatibility is temporary or permanent is not yet +Whether the backward compatibility is temporary or permanent is not yet determined. Alternatives ------------ -[TBD] If there were any alternative solutions to solving the same problem, they should be discussed here, along with a justification for the chosen approach. +.. _alt-mask: + +Alternative masking proposal +++++++++++++++++++++++++++++ + +The mask attribute now will be an instance of a Mask Object (but to support +backward compatibilty, the attribute must have a different name than mask since +the current implementation treats that attribute as a boolean array (or any +object that mimics one). [An alternative option is to assume that the mask +attribute of NDArr is a callable whereas the mask attribute of NDData represents +a boolean array; this would be workable, but also likely confusing] +This APE proposes that the new attribute have the name: lone_ranger. +Well, perhaps dmask. + +As objects, masks may take many internal forms. For example, they may be +simple boolean arrays, but they may also have many bitplanes or even be +computed masks. The only requirement is that this object implement a +callable interface such that it returns a boolean array when called with +no positional or keyword arguments. These masks may implement any number +of customizations to the callable (e.g., optional keyword arguments) as +well as methods to set the default behavior for the callable (i.e., when +called with no arguments or keywords). +The returned boolean array must be broadcastable to the underlying data array +(a scalar boolean is permitted). + +As an example for bitplane masks: + +- ``nda.dmask()`` returns a boolean array + +- ``nda.dmask.apply_flags(…)`` sets how the bit planes are to be used to generate a boolean result when ``ndd.dmask()`` is used + +- ``nda.dmask(select=nda.dmask.bitplanes['saturated'] + nda.dmask.bitplanes['dead_pixels'])`` + Decision rationale ------------------ From 14d2c66a81cb2f6598d9d0ee981ed6730723b274 Mon Sep 17 00:00:00 2001 From: Matthew Craig Date: Tue, 6 Jun 2017 15:05:40 -0500 Subject: [PATCH 10/15] Typo fixes and add myself as author --- APE9.rst | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/APE9.rst b/APE9.rst index ae5acfaa..64f14a26 100644 --- a/APE9.rst +++ b/APE9.rst @@ -1,7 +1,7 @@ Rework NDData framework ----------------------- -author: Perry Greenfield, Russell Owen (others?) +author: Perry Greenfield, Russell Owen, Matt Craig date-created: 2016 March 31 @@ -47,11 +47,11 @@ methods needed for an instance of the class to be treated like a numpy array in expressions. There are also a couple of uncertainty classes. The class ``NDUncertainty`` -seres too define the uncertainty interface and ``StvDevUncertainty`` implements +serves too define the uncertainty interface and ``StvDevUncertainty`` implements error propagation (including limited support for propagation of correlated errors) for uncertainties expressed as standard deviation. -The subpackage ``nddata.utils`` includes a few utiulity functions (e.g. +The subpackage ``nddata.utils`` includes a few utility functions (e.g. ``block_reduce``) for operating on generic arrays and a ``Cutout2D`` class for representing postage-stamp cutouts of images. From 3120fbd3b9faa7d0a7190d1726451c8c77cf6831 Mon Sep 17 00:00:00 2001 From: Matthew Craig Date: Sat, 18 Nov 2017 13:57:24 -0600 Subject: [PATCH 11/15] Add local copy of current class diagram --- APE9.rst | 4 ++-- images/current-nddata.png | Bin 0 -> 187143 bytes 2 files changed, 2 insertions(+), 2 deletions(-) create mode 100644 images/current-nddata.png diff --git a/APE9.rst b/APE9.rst index 64f14a26..4dc97525 100644 --- a/APE9.rst +++ b/APE9.rst @@ -58,9 +58,9 @@ representing postage-stamp cutouts of images. The class diagram for ``nddata`` is shown below. It includes the ``CCDData`` class from ``ccdproc`` because it is closely related to `NDDataArray`. -.. image:: https://www.evernote.com/l/ADH5Dtjb4zpNYoJiiVfr0fHhWsxg6FsUmyEB/image.png +.. image:: images/current-nddata.png :scale: 50 % - :target: https://www.evernote.com/l/ADH5Dtjb4zpNYoJiiVfr0fHhWsxg6FsUmyEB/image.png + :target: images/current-nddata.png Current uses of ``nddata`` classes in other packages **************************************************** diff --git a/images/current-nddata.png b/images/current-nddata.png new file mode 100644 index 0000000000000000000000000000000000000000..b0b7a75720bf52e6a8433b5eceb7fca991856732 GIT binary patch literal 187143 zcmeGEbyQW`8#W9BqEaH=-6`GO(k0#9u>t8+KsMc7(%s$CjdX)_gS7O!P|rEP@r>^q zoWvVA95@IFh&Ph&MU@~RUU)!2ycC0h0={|oRzey0 z2hveVLKvcK6mJjs53K!r4MzwFc+}^=kPykKSP&3U@D?A`oz!JzxQ*;=-WeF%8JfIv zwXp|ULqPDlasxlwm^c{_x!PFUI&!=6k^FAK4gCE4H3JFJ?BE1IF6H!bsBA z$;1J;+25=GdBFewE&le!%kVs0|1*4l=H~aez~u15@iP27(fn|M6J=x&5P}erqCy{B zArI4FTU3}F#A 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There are also a couple of uncertainty classes. The class ``NDUncertainty`` -serves too define the uncertainty interface and ``StvDevUncertainty`` implements +serves to define the uncertainty interface and ``StvDevUncertainty`` implements error propagation (including limited support for propagation of correlated errors) for uncertainties expressed as standard deviation. +Finally, ``CCDData``, originally developed as part of ``ccdproc``, was added +to ``astropy`` in version 2.0. It is a subclass of ``NDDataArray``. + The subpackage ``nddata.utils`` includes a few utility functions (e.g. ``block_reduce``) for operating on generic arrays and a ``Cutout2D`` class for representing postage-stamp cutouts of images. -The class diagram for ``nddata`` is shown below. It includes the ``CCDData`` -class from ``ccdproc`` because it is closely related to `NDDataArray`. +The class diagram for ``nddata`` is shown below. .. image:: images/current-nddata.png :scale: 50 % @@ -71,9 +73,10 @@ This list summarizes the known packages making extensive use of some aspect of + SunPy: uses the ``NDData`` class as the basis for its data object. + The Gemini reduction pipeline uses ``NDDataArray``, at least in part. See `ndmapper `_. -+ `ccdproc `_ uses ``NDDataArray`` as the - basis for the ``CDData`` object, which is used through the package. -+ phoutils uses the ``Cutout2D`` class to represent subregions of images. ++ `ccdproc `_ uses the ``CCDData`` object throughout + the package. ++ `phoutils `_ uses the ``Cutout2D`` class to + represent subregions of images. Summary of the LSST data structure ********************************** @@ -147,7 +150,7 @@ ways of minimizing the effects of changes to NDData by deprecating use of attributes currently planned. These are all issues for discussion. For the purposes of this APE, we will assume that the name for the simpler -object is NDArr. This name does not appear to have any other usage in the +object is ``NDArr``. This name does not appear to have any other usage in the Python community. Since metadata and other more complex aspects have been removed from the concept, supporting arithmetic operations becomes much more straightforward, even with masks. Propagation of uncertainty is included, @@ -157,7 +160,7 @@ the NDArr object with options not to propagate one or the other or both to forestall complaints from those for which these operations will be considered invalid. -NDArr will support optional units since the propagation of units is +``NDArr`` will support optional units since the propagation of units is unambiguous in mathematical operations. Supported numerical operations for NDArr are: (+,-,*,/). While the discussion @@ -166,25 +169,25 @@ supported, so this APE will presume they are supported (eventually; there is no implied commitment to support this functionality immediately). Ufuncs shall only work on dimensionless units if units are present. -NDArr objects will support simple slicing (no striding, at least in the +``NDArr`` objects will support simple slicing (no striding, at least in the initial proposal). Slices will be based on array indices and no other interpretation. -NDArr objects will retain information about their parent if derived through +``NDArr`` objects will retain information about their parent if derived through a slicing operation. This information shall include a pointer to the parent NDArr object, and the bounding box used to obtain the slice. When involving -binary arithmetic operations, between two NDArr objects that have different +binary arithmetic operations, between two ``NDArr`` objects that have different parents (or are themselves distinct parents), there will be no pointer to the original parent(s) present, nor will the bounding box information be retained If operations are unary, parentage and bounding box information is propagated. -For binary operations with two NDArr objects, operations +For binary operations with two ``NDArr`` objects, operations will retain parentage and bounding boxes only if both operands share the same parents and bounding box. If they don't, this information will be removed from the result. -The NDArr object will permit indexing relative to the parent through a special +The ``NDArr`` object will permit indexing relative to the parent through a special attribute (details at 11). NDData Details @@ -193,9 +196,9 @@ NDData Details Composition instead of Inheritance ---------------------------------- -NDData will not be a subclass of NDArr. Instead it will contain references -to an NDArr object. To avoid confusion, the attribute that contains the -NDArr object will be .arr. +NDData will not be a subclass of ``NDArr``. Instead it will contain references +to an ``NDArr`` object. To avoid confusion, the attribute that contains the +``NDArr`` object will be .arr. One possible way to rearrange nddata is this: @@ -233,7 +236,7 @@ in how metadata items are to be propagated when the user merges NDData instances Masking +++++++ -The implementation of ``NDData`` and subclasses in astropy v1.x uses "mask" in +The implementation of ``NDData`` and subclasses in astropy versions through v2.x uses "mask" in a very different sense than the LSST stack. In astropy, "mask" means a binary mask that follows the numpy masked array convention for the meaning of ``True`` and ``False``: ``True`` means the pixel is masked and should not be @@ -291,7 +294,7 @@ like ``NDDataArray``. This requires that the uncertainty in ``NDDataArray`` class stores uncertainty as variance, but does not require that the uncertainty be variance. -The NDArr object shall have a "variance" attribute (too bad for those that +The ``NDArr`` object shall have a "variance" attribute (too bad for those that desire standard deviation as an option; though for backward compatibility this will remain a possibility; it just won't be stored this way). A value of None is not permitted From a7f2e62b0c259f48ca9f9cd1c576ec3d666be2f1 Mon Sep 17 00:00:00 2001 From: Matthew Craig Date: Sat, 2 Dec 2017 11:14:36 -0600 Subject: [PATCH 13/15] Rewrite sections on masking and uncertainty, include new class diagrams --- APE9.rst | 195 +++++++++++++++++++++++------------------- images/new-nddata.png | Bin 0 -> 217015 bytes 2 files changed, 107 insertions(+), 88 deletions(-) create mode 100644 images/new-nddata.png diff --git a/APE9.rst b/APE9.rst index 9421c821..d0101653 100644 --- a/APE9.rst +++ b/APE9.rst @@ -5,7 +5,7 @@ author: Perry Greenfield, Russell Owen, Matt Craig date-created: 2016 March 31 -date-last-revised: 2017 November 18 +date-last-revised: 2017 December 1 type: Standard Track @@ -140,14 +140,7 @@ Names In accommodating this separation (and augmentation to a limited degree), it is important to deal with naming issues carefully as each community reads different meaning into terms since they have used different terminology -previously. The names used in this APE are subject to discussion and are -an important aspect of this APE. - -One question is whether we should continue to use NDData to represent the -more complex object (thus breaking backward compatibility), or simply -decide on a different object while deprecating use of NDData. There may be -ways of minimizing the effects of changes to NDData by deprecating use of -attributes currently planned. These are all issues for discussion. +previously. For the purposes of this APE, we will assume that the name for the simpler object is ``NDArr``. This name does not appear to have any other usage in the @@ -160,6 +153,38 @@ the NDArr object with options not to propagate one or the other or both to forestall complaints from those for which these operations will be considered invalid. +One question is whether we should continue to use NDData to represent the +more complex object (thus breaking backward compatibility), or simply +decide on a different object while deprecating use of NDData. + +This APE preserves the names of many of the current classes in nddata while +changing some of the internal implementation to facilitate easy interoperation +with LSST. The rearrangements described below will hopefully clarify to +potential users what the intended use of each class is. + +The abstract base class ``NDDataBase`` will remain, with the addition of an +attribute ``origin``, defines the minimal interface of nddata objects and is +intended for use by those who need a class whose implementation differs +substantially from that of the concrete classes in nddata if the data cannot +simply be placed in the concrete container class, ``NDData``. + +The class ``NDData`` is a minimal concrete implementation of the nddata +interface and can, if desired, be extended using the mixin classes included in +the nddata module. The class ``NDDataRef`` includes all of the mixin +functionality. THese classes are unchanged + +The class ``NDDataArray`` subclasses directly from ``NDDataBase`` because its +internal implementation differs significantly from that of ``NDData`` and +arithmetic is largely delegated to its ``NDArr`` attribute. It is useful as a +fairly general class appropriate for two dimensional gridded data (though +nothing in the class precludes its use for higher dimension data). + +The class ``CCDData``, which subclasses from ``NDDataArray`` is, as its name +implies, intended to for use with data from a CCD. It differs from +``NDDataArray`` in a few ways that make it less general; for example, it +includes methods for easy io to FITS, requires that a unit be defined for the +data, and requires that uncertainty be the standard deviation. + ``NDArr`` will support optional units since the propagation of units is unambiguous in mathematical operations. @@ -184,11 +209,10 @@ retained If operations are unary, parentage and bounding box information is propagated. For binary operations with two ``NDArr`` objects, operations will retain parentage and bounding boxes only if both operands share the same -parents and bounding box. If they don't, this information will be removed from -the result. +parents and bounding box. If they don't, an exception is raised. The ``NDArr`` object will permit indexing relative to the parent through a special -attribute (details at 11). +attribute. NDData Details ++++++++++++++ @@ -202,9 +226,9 @@ to an ``NDArr`` object. To avoid confusion, the attribute that contains the One possible way to rearrange nddata is this: -.. image:: https://www.evernote.com/l/ADFWOAJld1lL7qFDg3FYjh5BKc0BELF6J0MB/image.png +.. image:: images/new-nddata.png :scale: 50 % - :target: https://www.evernote.com/l/ADFWOAJld1lL7qFDg3FYjh5BKc0BELF6J0MB/image.png + :target: images/new-nddata.png Need for ExposureInfo object? ----------------------------- @@ -222,86 +246,74 @@ through subclasses, though it may lead to many variants. Perhaps the best way to deal with this is for applications or libraries to state their requirements for items required to be in meta and leave it at that. -NDData Slicing and Related -++++++++++++++++++++++++++ - -Slicing of NDData is supported (eventually) as well as striding. The corresponding -WCS attribute, if present, is updated accordingly. Eventually there may be support -for slicing based on world coordinates, but this will not be part of the initial -implementation. - -NDData does not support mathematical operations. Utilities will be provided to aid -in how metadata items are to be propagated when the user merges NDData instances. - Masking +++++++ -The implementation of ``NDData`` and subclasses in astropy versions through v2.x uses "mask" in -a very different sense than the LSST stack. In astropy, "mask" means a binary -mask that follows the numpy masked array convention for the meaning of -``True`` and ``False``: ``True`` means the pixel is masked and should not be -used. In the LSST stack, the ``mask`` of a ``MaskedImage`` is a bit plane. On -some planes ``True`` means reject the pixel, on others it means Fourier -transform pixel is good. +The implementation of ``NDData`` and subclasses in astropy versions through +v2.x uses "mask" in a very different sense than the LSST stack. In astropy, +"mask" means a binary mask that follows the numpy masked array convention for +the meaning of ``True`` and ``False``: ``True`` means the pixel is masked and +should not be used. In the LSST stack, the ``mask`` of a ``MaskedImage`` is a +bit plane. On some planes ``True`` means reject the pixel, on others it means +the pixel is good. -The original proposal to handle this difference was the create a mask object +The original proposal to handle this difference was to create a mask object that could behave like either a astropy-like binary mask or a more complicated bit plane (see `alt-mask`_). -The current proposal replaces that with a more explicit structure, while -leaving open the option for subclasses to use ``mask`` in the astropy sense, -if they wish. The mask-related attributes and methods would be: +The current proposal keeps the current astropy name ``mask`` for a boolean mask +that follows the numpy convention. The mask-related attributes and methods would be: -+ ``binary_mask``: a property that returns a numpy-convention binary mask. - It may (or may not) be derived from a bit plane. -+ ``bit_plane()``: a method which returns a bit plane. It should also be - capable of properly computing the ``binary_mask``. -+ ``mask``: Removed as a formal part of ``NDData`` in astropy version 3. - Classes can still choose to implement a ``mask`` that simply points to - ``binary_mask`` if so desired. ++ a``mask``: a property that returns a numpy-convention binary mask. + It may either be derived from a bit plane or be set directly; *however*, it + is an error to directly set the mask if the ``bit_plane`` has already been + set. ++ ``bit_plane``: a property storing a bit plane. The bit plane object must + have a method ``_calculate_binary_mask`` from which a boolean ``mask`` is + calculated when needed. The ``bit_plane`` may only be set if the ``mask`` + has not already been explicitly set. Binary Operations on Masks ++++++++++++++++++++++++++ -When applying binary operations two different mask objects -objects, the result should be: +When applying binary operations to two different objects +with masks and/or bit planes, the result should be: +1. If both objects have only boolean masks, the result is the logical "or" of + the input masks. -1. The boolean result of the boolean combination of the default boolean -representation of the two input masks. +2. If both objects have bit planes, the boolean result (logical "or") of + matched bit planes for those that have matches and simple copy + of bit planes that don’t match. An error results if the total required bit + planes exceeds 64 (until larger int sizes are supported universally in numpy + or we build an interface to a higher dimensionality of int arrays to + support more bit planes). -2. For bitplane masks: -the boolean result of matched bit planes (by label) for those that have matches -and simple propagation of bitplanes that don’t match. An error results if the -total required bit planes exceeds 64 (until larger int sizes are supported -universally in numpy or we build an interface to a higher dimensionality of -int arrays to support more bit planes). +3. If one object has a boolean mask and the other a bit plane, the result is a + bit plane with the boolean mask applied to each bit plane. -3. For all other masks the result is a boolean array combination of the -default callable mask for each of the two inputs. In the case of a bit plane -combined with any other type of mask, the boolean will be applied to each -bitplane. +Uncertainty ++++++++++++ -Uncertainty (the eternal tar pit) -+++++++++++++++++++++++++++++++++ +The container class ``NDData`` places no restriction on the uncertainty +except that it has a property ``uncertainty_type`` that returns a string. -*If* the LSST ``MaskedImage`` class becomes available as a Python package -separately installable from the rest of the LSST stack, then it will be -investigated for possible use as the underlying data store in a concrete class -like ``NDDataArray``. This requires that the uncertainty in ``NDDataArray`` -(or an equivalent class) be *convertible* to a variance, since LSSt's image -class stores uncertainty as variance, but does not require that the -uncertainty be variance. +The ``NDArr`` object shall have an ``uncertainty`` that is an instance of the +``VarianceUncertainty`` class and a ``variance`` attribute that exposes the +content of the ``array`` attribute of the ``VarianceUncertainty``. A value of +``None`` is not permitted; a scalar 0 is just as convenient and is broadcastable +to the data array. By default it will propagate, though ``NDArr`` objects may, +in the future, have an attribute (and method to set it) to turn off automatic +propagation. -The ``NDArr`` object shall have a "variance" attribute (too bad for those that -desire standard deviation as an option; though for backward compatibility -this will remain a possibility; it just won't be stored this way). -A value of None is not permitted -(a scalar 0 is just as convenient). It shall be broadcastable to the data array. +The ``NDDataArray`` class permits any type of uncertainty that is convertible +to variance, e.g. standard deviation. It's uncertainty will be stored in the +``NDArr`` instance of which it is composed, with the uncertainty translated to +the type the user desires by the class. -By default it will propagate, though NDArr objects shall have an attribute -(and method to set it) to turn off automatic propagation. +The ``CCDData`` class will continue to have a ``StdDevUncertainty`` as its +``uncertainty``. WCS +++ @@ -322,28 +334,35 @@ implemented, just put "N/A" Implementation -------------- -[TBD] -This section lists the major steps required to implement the APE. Where -possible, it should be noted where one step is dependent on another, and which -steps may be optionally omitted. Where it makes sense, each step should -include a link related pull requests as the implementation progresses. +The initial implementation of bit planes will be ``uint64`` numpy arrays with +planes selected for inclusion in calculating the binary mask by a masking +integer. The bits in that integer will indicate which bit planes should be +included. An interface that allows named bit planes will also be developed, +initially as a Backward compatibility ---------------------- -While this APE proposes a different internal model for NDData, nothing appears -to preclude supporting the older interface to NDData. In effect, all the old -attributes and methods will continue to work if used in straighforward ways -(there are always ways to break something with changes of this size; for example -the new attributes may conflict with existing code that extends NDData, though -given the level of use of NDData, this is highly unlikely). This backwards -compatibility layer may result in some computed items that previously were not -computed (e.g., computing stddev from variance). +It is the intent of this APE that user-facing classes be modified +only a backwards-compatible way in astropy 3.0, though some things +will be deprecated for eventual removal in astropy 4.0. + +API additions ++++++++++++++ + ++ The attribute ``origin`` is added to ``NDDataBase`` and its subclasses. ++ These classes are added to the ``nddata`` package: ``NDArr`` and + ``VarianceUncertainty``. -Whether the backward compatibility is temporary or permanent is not yet -determined. +API deprecations for removal in astropy 4 ++++++++++++++++++++++++++++++++++++++++++ ++ The ``FlagCollection`` class and the ``flags`` attribute of ``NDDataArray`` + and ``CCDData``. This functionality will be replaced by an implementation + of bit planes. ++ The ``__array__`` and ``__array_prepare__`` methods of ``NDDataArray`` + and ``CCDData``, which allow them to be used as numpy arrays in expressions. 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BitPlane class --- APE9.rst | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/APE9.rst b/APE9.rst index d0101653..af489859 100644 --- a/APE9.rst +++ b/APE9.rst @@ -352,8 +352,8 @@ API additions +++++++++++++ + The attribute ``origin`` is added to ``NDDataBase`` and its subclasses. -+ These classes are added to the ``nddata`` package: ``NDArr`` and - ``VarianceUncertainty``. ++ These classes are added to the ``nddata`` package: ``NDArr``, + ``VarianceUncertainty``, and a bit plane class ``BitPlane``. API deprecations for removal in astropy 4 +++++++++++++++++++++++++++++++++++++++++ From 0378e08141751d8a52fe1e738bebb78f71200966 Mon Sep 17 00:00:00 2001 From: Matthew Craig Date: Wed, 6 Dec 2017 10:08:01 -0600 Subject: [PATCH 15/15] Flesh out compatibility section more --- APE9.rst | 21 +++++++++++++++++++++ 1 file changed, 21 insertions(+) diff --git a/APE9.rst b/APE9.rst index af489859..4c831e60 100644 --- a/APE9.rst +++ b/APE9.rst @@ -355,6 +355,27 @@ API additions + These classes are added to the ``nddata`` package: ``NDArr``, ``VarianceUncertainty``, and a bit plane class ``BitPlane``. +API changes ++++++++++++ + ++ Only one of ``mask`` and ``bit_plane`` can be set on those object + that have a ``bit_plane`` property. ++ If the ``bit_plane`` property is set, then ``mask`` is calculated + from ``bit_plane`` (the user must have indicated in some way which bit planes to use). + + +API not changing +++++++++++++++++ + +Though it is unusual to call out things that are not changing, it seems +appropriate to do so for ``mask`` given the extensive discussion of the topic. + ++ The meaning of ``mask`` will be the same as in current ``ndddata``: a binary + mask that follows the numpy masked array convention of ``True`` means ignore, + ``False`` means use. ++ ``mask`` is still settable as in the past, though it will raise an exception + if one sets ``mask`` and then tries to set ``bit_plane``. + API deprecations for removal in astropy 4 +++++++++++++++++++++++++++++++++++++++++