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.. role:: math(raw)
   :format: html latex
..

==============
Core Reference
==============

Top level (root)
================

This node represents the top level of the HDF5 file and holds some
general information about the file.


+---------------+----------------+-----------------------------------------+
|    Member     |      Type      |              Example                    |
+===============+================+=========================================+
|**implements** | string dataset |   **exchange**:*measurement*:*process*  |
+---------------+----------------+-----------------------------------------+
|**exchange**   |    group       |                                         |
+---------------+----------------+-----------------------------------------+
|*measurement*  |    group       |                                         |
+---------------+----------------+-----------------------------------------+
|   *process*   |    group       |                                         |
+---------------+----------------+-----------------------------------------+

implements
    | 
    | A colon separated list that shows which components are present in
      the file. The only **mandatory** component is **exchange**. A more
      general Data Exchange file also contains *measurement* and
      *process* information, if so these will be declared in **implements**
      as **exchange**:*measurement*:*process*

exchange or exchange_N
    | 
    | The data taken from measurements or processing. Dimension
      descriptors within the group may also serve to describe
      “positioner” values involved in a scan. 

measurement or measurement_N
    | 
    | Description of the sample and instrument as configured for the
      measurement. This group is appropriate for relatively static
      metadata. For measurements where there are many “positioner”
      values (aka a “scan”), it is more sensible to add dimension(s) to
      the exchange dataset, and describe the “positioner” values as
      dimension scales rather than record the data via multiple matching
      *measurement* and **exchange** groups. This is a judgement left to
      the user.

process
    | 
    | The Process group describes all the "work" that has been done. This 
      includes data processing steps that have been applied to the data as
      well as experimental steps (e.g. data collection strategy etc.) 
      and sample preparation ahead of the experiment and during the 
      measurement (e.g. environment conditions etc.).

**exchange**
============

The exchange group is where scientific datasets reside. This group
contains one or more array datasets containing n-dimensional data and
optional descriptions of the axes (dimension scale datasets). Exactly
how this group is used is dependent on the application, however the
general idea is that one exchange group contains one cohesive dataset.
If, for example, the dataset is processed into some other form, then
another exchange group is used to store the derived data.

Multiple exchange groups are numbered consecutively as
**exchange_N**. At a minimum, each exchange group should have a
primary dataset named **data**. The *title* is optional.

+---------------+----------------+-----------------------------------------+
|     Member    |      Type      |            Example                      |
+===============+================+=========================================+
|    *name*     | string dataset |       “absorption_tomography”           |
+---------------+----------------+-----------------------------------------+
| *description* | string dataset |        "raw absorption tomo"            |
+---------------+----------------+-----------------------------------------+
|   **data**    | array dataset  |        n-dimensional dataset            |
+---------------+----------------+-----------------------------------------+


Table: Exchange Group Members


name
    | 
    | Descriptive *name* for **data** dataset. Current types include:
      absorption_tomography, phase_tomography, dpc_tomography 

description
    | 
    | Description.

data
    | 
    | The primary scientific dataset. Additional related datasets may
      have any arbitrary name. Each dataset should have a units and
      description attribute. Discussion of dimension descriptors and
      optional axes attribute is covered in Section [sec:multidims].

Attribute
---------

Description and units can be added as attribute to any data, both array or values,
inside a data exchange file. If units is omitted default is SI.

+---------------+------------------------+------------------------+
|    Member     |      Type              |    Example             |
+===============+========================+========================+
| *description* |   string attribute     | “transmission”         |
+---------------+------------------------+------------------------+
|    *units*    |   string attribute     |      *counts*          |
+---------------+------------------------+------------------------+

Table: data attributes

*measurement*
=============

This group holds sample and instrument information. These groups are
designed to hold relatively static data about the sample and instrument
configuration at the time of the measurement. Rapidly changing
*positioner* values (aka scan) are better represented in the exchange
group dataset.

+---------------+----------------------+------------------------+
|    Member     |      Type            |     Example            |
+===============+======================+========================+
|   instrument_ |      group           |                        |
+---------------+----------------------+------------------------+
|    sample_    |      group           |                        |
+---------------+----------------------+------------------------+

Table: Measurement Group Members

instrument
    | 
    | The instrument used to collect this data.

sample
    | 
    | The sample measured.

.. _instrument:

*instrument*
------------

The instrument group stores all relevant beamline components status at
the beginning of a measurement. While all these fields are optional, if
you do intend to include them they should appear within this parentage
of groups.


+---------------------------------------------+-------------------------+-------------------------+
|                    Member                   |           Type          |         Example         |
+=============================================+=========================+=========================+
|                   *name*                    |       string dataset    | "XSD/2-BM"              |
+---------------------------------------------+-------------------------+-------------------------+
|                   component_1_              |          group          |                         |
+---------------------------------------------+-------------------------+-------------------------+
|                  *component_2*              |          group          |                         |
+---------------------------------------------+-------------------------+-------------------------+
|                  *component_n*              |          group          |                         |
+---------------------------------------------+-------------------------+-------------------------+
|                   setup_                    |          group          |                         |
+---------------------------------------------+-------------------------+-------------------------+

Table: Instrument

name
    | 
    | Name of the instrument.

component
    | 
    | List of components part of the instrument. Replace *component* with the actual item name, *source*, *mirror*, etc.

detector
    | 
    | The detectors that compose the instrument.


.. _component_1:

*component*
~~~~~~~~~~~

Class describing the component being used. 

+-----------------------------+--------------------------------+---------------------------+
| Member                      |     Type                       |     Example               |
+=============================+================================+===========================+
| *name*                      |     string dataset             |     “APS”                 |
+-----------------------------+--------------------------------+---------------------------+
| *description*               |     string dataset             |     “APS”                 |
+-----------------------------+--------------------------------+---------------------------+
| *arbitrary_label_1*         |     string dataset             |     “what ever”           |
+-----------------------------+--------------------------------+---------------------------+
| *arbitrary_label_2*         |     string dataset             |     “what ever”           |
+-----------------------------+--------------------------------+---------------------------+
| *arbitrary_label_n*         |     string dataset             |     “what ever”           |
+-----------------------------+--------------------------------+---------------------------+
| setup_                      |     group                      |                           |
+-----------------------------+--------------------------------+---------------------------+
| geometry_                   |     group                      |                           |
+-----------------------------+--------------------------------+---------------------------+

Table: Component Description

name
    | 
    | Name.
    
arbitrary_label(s)
    | 
    | Date and time source was measured.
    

.. _setup:

*setup*
~~~~~~~

Logging instrument and beamline component setup parameters (static setup values) 
is not defined by Data Exchange because is specific and different for each instrument
and beamline. To capture this information Data Exchange requires to set a *setup* 
group under each beamline component and leaves each facility free to store what 
is relevant for each component (list of motor positions etc.). 
Ideally each component in the instrument list (source, shutter, attenuator etc.) should have
included its setup group. For setup values not associated with a specific beamline component
a  *setup* group in the instrument group should be created.

+----------------------------------------------+----------------------------------+----------------------------------+
|     Member                                   |      Type                        |            Example               |
+==============================================+==================================+==================================+
|    *positioner_x*                            |      float                       |      -10.107                     |
+----------------------------------------------+----------------------------------+----------------------------------+
|    *positioner_y*                            |      float                       |       -17.900                    |
+----------------------------------------------+----------------------------------+----------------------------------+
|    *positioner_z*                            |      float                       |      -5.950                      |
+----------------------------------------------+----------------------------------+----------------------------------+

Table: Setup Group Members


.. _geometry:

*geometry*
^^^^^^^^^^

The geometry group is common to many of the subgroups under
measurement. The intent is to describe the translation and rotation
(orientation) of the sample or instrument component relative to some
coordinate system. Since we believe it is not possible to determine all
possible uses at this time, we leave the precise definition of geometry
up to the technique. We do encourage the use of separate translation and
orientation subgroups within geometry. As such, we do not describe
geometry further here. This class holds the general position and 
orientation of a component. 

+---------------+------------------------+------------------------+
|    Member     |      Type              |    Example             |
+===============+========================+========================+
| *translation* |     group              |                        |
+---------------+------------------------+------------------------+
| *orientation* |     group              |                        |
+---------------+------------------------+------------------------+

translation
    | 
    | The position of the object with respect to the origin of your
      coordinate system.

orientation
    | 
    | The rotation of the object with respect to your coordinate system.

.. _translation:

*translation*
`````````````

This is the description for the general spatial location of a component
for tomography.

+----------------------------+------------------------+-----------------+
|     Member                 |      Type              |      Example    |
+============================+========================+=================+
|           *distances*      | 3 float array dataset  |  (0, 0.001, 0)  |
+----------------------------+------------------------+-----------------+

distances
    | 
    | The x, y and z components of the translation of the origin of the object
    | relative to the origin of the global coordinate system (the place where 
    | the X-ray beam  meets the sample when the sample is first aligned in the beam).
    | If  distances does not have the attribute units set then the units are in
    | meters.

.. _orientation:

*orientation*
`````````````

This is the description for the orientation of a component for
tomography.

+----------------------------+------------------------+-----------------+
|     Member                 |      Type              |      Example    |
+============================+========================+=================+
|      *value*               | 6 float array dataset  |                 |
+----------------------------+------------------------+-----------------+

value
    | 
    | Dot products between the local and the global unit vectors. Unitless


The orientation information is stored as direction cosines. The
direction cosines will be between the local coordinate directions and
the global coordinate directions. The unit vectors in both the local and
global coordinates are right-handed and orthonormal.

Calling the local unit vectors (x', y',z') and the reference unit
vectors (x, y, z) the six numbers will be


.. math:: [x \cdot x, x' \cdot y, x' \cdot z, y' \cdot x, y'  \cdot y, y' \cdot z] 

where 

.. math:: `\cdot` 

is the scalar dot product (cosine of the angle between the unit vectors).

Notice that this corresponds to the first two rows of the rotation
matrix that transforms from the global orientation to the local
orientation. The third row can be recovered by using the fact that the
basis vectors are orthonormal.


.. _sample:

*sample*
--------

This group holds basic information about the sample, its geometry,
properties, the sample owner (user) and sample proposal information.
While all these fields are optional, if you do intend to include them
they should appear within this parentage of groups.


+-------------------------------------+------------------------------------+-----------------------------+
|    Member                           |                 Type               |          Example            |
+=====================================+====================================+=============================+
|        *name*                       |     string dataset                 |      "cells sample 1"       |    
+-------------------------------------+------------------------------------+-----------------------------+
|    *description*                    |     string dataset                 |      "malaria cells"        |   
+-------------------------------------+------------------------------------+-----------------------------+
|    *preparation_date*               |  string dataset (ISO 8601)         |  "2012-07-31T21:15:22+0600" |    
+-------------------------------------+------------------------------------+-----------------------------+
|    *chemical_formula*               | string dataset (abbr. CIF format)  |     "(Cd 2+)3,  2(H2 O)"    |   
+-------------------------------------+------------------------------------+-----------------------------+
|          *mass*                     |     float dataset                  |              0.25           |
+-------------------------------------+------------------------------------+-----------------------------+
|    *concentration*                  |     float dataset                  |              0.4            |
+-------------------------------------+------------------------------------+-----------------------------+
|    *environment*                    |     string dataset                 |             "air"           |  
+-------------------------------------+------------------------------------+-----------------------------+
|    *temperature*                    |     float dataset                  |             25.4            |
+-------------------------------------+------------------------------------+-----------------------------+
|    *temperature_set*                |     float dataset                  |             26.0            |
+-------------------------------------+------------------------------------+-----------------------------+
|    *pressure*                       |     float dataset                  |           101325            | 
+-------------------------------------+------------------------------------+-----------------------------+
|    *thickness*                      |     float dataset                  |            0.001            |
+-------------------------------------+------------------------------------+-----------------------------+
|    *position*                       |     string dataset                 |  "2D"  APS robot coord.     |
+-------------------------------------+------------------------------------+-----------------------------+
|    geometry_                        |            group                   |                             |
+-------------------------------------+------------------------------------+-----------------------------+
|    setup_                           |            group                   |                             |
+-------------------------------------+------------------------------------+-----------------------------+
|    experiment_                      |            group                   |                             |
+-------------------------------------+------------------------------------+-----------------------------+
|    experimenter_                    |            group                   |                             |
+-------------------------------------+------------------------------------+-----------------------------+

Table: Sample Group Members

name
    | 
    | Descriptive name of the sample.

description
    | 
    | Description of the sample.

preparation_date
    | 
    | Date and time the sample was prepared.

chemical_formula
    | 
    | Sample chemical formula using the CIF format.

mass
    | 
    | Mass of the sample.

concentration
    | 
    | Mass/volume.

environment 
    | 
    | Sample environment.

temperature 
    | 
    | Sample temperature.

temperature_set
    | 
    | Sample temperature set point.

pressure
    | 
    | Sample pressure.

thickness
    | 
    | Sample thickness.

position 
    | 
    | Sample position in the sample changer/robot.

geometry
    | 
    | Sample center of mass position and orientation.

experiment
    | 
    | Facility experiment identifiers.

experimenter
    | 
    | Experimenter identifiers.

*experiment*
~~~~~~~~~~~~

This provides references to facility ids for the proposal, scheduled
activity, and safety form.

+---------------+-------------------------+----------------------+
|   Member      |            Type         |       Example        | 
+===============+=========================+======================+
| *proposal*    |     string dataset      |        “1234”        |
+---------------+-------------------------+----------------------+
| *activity*    |     string dataset      |        “9876”        |
+---------------+-------------------------+----------------------+
| *safety*      |     string dataset      |        “9876”        |
+---------------+-------------------------+----------------------+

Table: Experiment Group Members

proposal
    | 
    | Proposal reference number. For the APS this is the General User
    | Proposal number.
      
activity
    | 
    | Proposal scheduler id. For the APS this is the beamline scheduler
      activity id.

safety
    | 
    | Safety reference document. For the APS this is the Experiment
    | Safety Approval Form number.

*experimenter*
~~~~~~~~~~~~~~

Description of a single experimenter. Multiple experimenters can be
represented through numbered entries such as experimenter_1,
experimenter_2.

+--------------------+-------------------------+--------------------------------------------+
|      Member        |           Type          |         Example                            |
+====================+=========================+============================================+
|       *name*       |     string dataset      |     “John Doe”                             |
+--------------------+-------------------------+--------------------------------------------+
|       *role*       |     string dataset      |     “Project PI”                           |
+--------------------+-------------------------+--------------------------------------------+
|    *affiliation*   |     string dataset      |     “University of California, Berkeley”   |
+--------------------+-------------------------+--------------------------------------------+
|      *address*     |     string dataset      |     “EPS UC Berkeley CA 94720 4767 USA”    |
+--------------------+-------------------------+--------------------------------------------+
|       *phone*      |     string dataset      |     “+1 123 456 0000”                      |
+--------------------+-------------------------+--------------------------------------------+
|       *email*      |     string dataset      |     “johndoe@berkeley.edu”                 |
+--------------------+-------------------------+--------------------------------------------+
| *facility_user_id* |     string dataset      |     “a123456”                              |
+--------------------+-------------------------+--------------------------------------------+

Table: Experimenter Group Members

    name: User name.

    role: User role.

    affiliation: User affiliation.

    address: User address.

    phoen: User phone number.

    email: User e-mail address

    facility_user_id: User badge number


*process*
============

Process is the documentation of the data collection strategy
(*acquisition*) steps, all transformations, analyses and interpretations 
of data performed by a sequence of process functions (*actor*) as well
as any sample preparation step done ahead of the experiment and during the 
measurement (e.g. environment conditions etc.).

Maintaining this history, also called provenance, allows for reproducible 
data. The Data Exchange format tracks process by allowing each actor 
to append process information to a process table. 

The process table tracks provenance in the execution order as a series 
of processing steps by appending sequential actor entries in the process 
table.

+-------------------------------------+------------------------------------+-----------------------------+
|     Member                          |                 Type               |          Example            |
+=====================================+====================================+=============================+
|     *name*                          |     string dataset                 |            "name"           |    
+-------------------------------------+------------------------------------+-----------------------------+
|    *description*                    |     string dataset                 |           "optional"        |   
+-------------------------------------+------------------------------------+-----------------------------+
|     actor_1_                        |         group                      |                             |    
+-------------------------------------+------------------------------------+-----------------------------+
|    *actor_2*                        |         group                      |                             |    
+-------------------------------------+------------------------------------+-----------------------------+
|    *actor_n*                        |         group                      |                             |    
+-------------------------------------+------------------------------------+-----------------------------+
|    table_                           |         group                      |                             |    
+-------------------------------------+------------------------------------+-----------------------------+

Table: Process Group Members

name
    | 
    | Descriptive process task.

description
    | 
    | Description of the process task.
    
.. _actor_1:

*actor*
-------

This is the actor description group. Each entry of the process table_ will refer to the correspondent 
actor description.


+-------------------------------------+------------------------------------+---------------------------------------------+
|    Member                           |                 Type               |          Example                            |
+=====================================+====================================+=============================================+
|       *name*                        |     string dataset                 |        "test rec"                           | 
+-------------------------------------+------------------------------------+---------------------------------------------+
|       *description*                 |     string dataset                 |        "optional"                           |
+-------------------------------------+------------------------------------+---------------------------------------------+
|       *version*                     |     string dataset                 | https://github.com/tomopy_scripts/b9ad87e17 |
+-------------------------------------+------------------------------------+---------------------------------------------+
|       *input_data*                  |     string dataset                 |        "/exchange"                          |
+-------------------------------------+------------------------------------+---------------------------------------------+
|       *output_data*                 |     string dataset                 |        "/exchange_1"                        |
+-------------------------------------+------------------------------------+---------------------------------------------+
|       set-up_                       |        group                       |                                             |
+-------------------------------------+------------------------------------+---------------------------------------------+


Table: Actor Group Members

name
    | 
    | Descriptive actor task.

description
    | 
    | Description of the actor task.
    
version
    | 
    | Version of the actor task.
    | 
    | If available this can be the repository link to the actor version used
    | https://github.com/tomopy_scripts/b9ad87e17
input_data, output_data
    | 
    | Origin and destination of the data processed by the actor.

.. _set-up:


setup (actor)
~~~~~~~~~~~~~

Here is where to log the actor setup parameters (static setup values). 

+----------------------------------------------+------------------------------------+-----------------------------------------------+
|     Member                                   |      Type                          |            Example                            |
+==============================================+====================================+===============================================+
|    *parameter_name_1*                        |      float                         |      0.0                                      |
+----------------------------------------------+------------------------------------+-----------------------------------------------+
|    *parameter_name_2*                        |      string dataset                |      "Parzen"                                 |
+----------------------------------------------+------------------------------------+-----------------------------------------------+
|    *parameter_name_n*                        |      float                         |      2.0                                      |
+----------------------------------------------+------------------------------------+-----------------------------------------------+
|    *module__name_1*                          |     string dataset                 | https://github.com/astra/b9ad87e17            |
+----------------------------------------------+------------------------------------+-----------------------------------------------+
|    *module_name_2*                           |     string dataset                 | https://github.com/tomopy/c9ad87e77           |
+----------------------------------------------+------------------------------------+-----------------------------------------------+

Table: Actor Setup Group

.. table:

*table*
-------

Scientific users will not generally be expected to maintain data in this
group. The expectation is that the data collection and analysis pipeline 
tools will automatically record process steps using this group. 
In addition, it is possible to re-run an analysis using the information 
provided here.

+-----------+-------------------+-------------------+---------------+----------------------+--------------------------+-------------------------------------+
|   actor   |    start_time     |    end_time       |     status    |     message          |          reference       |     description                     |
+===========+===================+===================+===============+======================+==========================+=====================================+
| actor_1   |     21:15:22      |     21:15:23      |     SUCCESS   |         OK           |     /process/actor_1     |     raw data collection             |
+-----------+-------------------+-------------------+---------------+----------------------+--------------------------+-------------------------------------+
| actor_2   |     21:15:26      |     21:15:27      |     RUNNING   |         OK           |     /process/actor_2     |     reconstruct                     |   
+-----------+-------------------+-------------------+---------------+----------------------+--------------------------+-------------------------------------+
| actor_n   |     21:17:28      |     22:15:22      |     QUEUED    |         OK           |     /process/actor_n     |     transfer data to user           |    
+-----------+-------------------+-------------------+---------------+----------------------+--------------------------+-------------------------------------+

Table: Process table to log actors activity

actor
    | 
    | Name of the process in the pipeline stage that is executed at this step.

*start_time*
    | 
    | Time the process started.

*end_time*
    | 
    | TIme the process ended.

*status*
    | 
    | Current process status. May be one of the following: QUEUED,
    | RUNNING, FAILED, or SUCCESS.

*message*
    | 
    | A process specific message generated by the process. It may be a
    | confirmation that the process was successful, or a detailed error
    | message, for example.

*reference*
    | 
    | Path to the actor description group. The process description group
    | contains all metadata to perform the specific process. This
    | reference is simply the HDF5 path within this file of the
    | technique specific process description group. The process
    | description group should contain all parameters necessary to run
    | the process, including the name and version of any external
    | analysis tool used to process the data. It should also contain
    | input and output references that point to the
    | **exchange_N** groups that contain the input and output
    | datasets of the process.

*description*
    | 
    | Process description.