ó
ø`9Sc           @   s…   d  d l  Z  d  d l Z d  d l Td  d l Td  d l Td  d l Td  d l Td g Z d e f d „  ƒ  YZ d „  Z	 d d d „ Z
 d S(   iÿÿÿÿN(   t   *t   LiricRetrievalProcessc           B   sV   e  Z d  Z d „  Z d „  Z d „  Z d „  Z d „  Z d „  Z d „  Z	 d „  Z
 RS(	   sç  Wrapper around a standalone Matlab application that implements aerosol
    profile retrieval algorithm utilizing combined lidar and CIMEL Sun
    photometer data.

    Attributes:
      - 'lidarInputs': a list of 'PreparedLidarInput' instances representing 3
        or 4 lidar measurements, in a predefined order: unpolarized (or
        parallel-polarized) measurements at 355, 532, and 1064 nm, and
        optionally a cross-polarized measurement at 532 nm.
      - 'photometerInput': a 'PhotometerInput' istance.
      - 'algorithmParams': a 'ManualParams' instance.

      - 'profileInitFine', 'profileInitCoarse', 'profileInitSpherical',
        'profileInitSpheroid': initial approximations to the aerosol profiles
        to be retrieved, or 'None's if default values should be used instead.
      - 'ratiosInit': initial approximations to backscatter ratios at the
        reference points (a list of 3 or 4 numbers, depending on the size of
        'lidarInputs'), or 'None' if default values should be used instead.

      - 'hideIntermediateOutputs': 'True', if 'getAllRetrievalOutputs' method
        of this class should return only the last retrieval output instance
        (similar to 'getRetrievalOutput()'). This is 'False' by default.c         C   sb   t  j |  ƒ | |  _ | |  _ | |  _ d  |  _ d  |  _ d  |  _ d  |  _	 d  |  _
 t |  _ d  S(   N(   t   MatlabProcesst   __init__t   lidarInputst   photometerInputt   algorithmParamst   Nonet   profileInitFinet   profileInitCoarset   profileInitSphericalt   profileInitSpheroidt
   ratiosInitt   Falset   hideIntermediateOutputs(   t   selfR   R   R   (    (    s   code\LiricRetrievalProcess.pyR   7   s    								c         C   sP   t  | ƒ t  |  j ƒ k o& d k n s1 t ‚ | |  _ | |  _ | |  _ d  S(   Ni   (   t   lenR   t   AssertionErrorR   R	   R   (   R   R   R	   R   (    (    s   code\LiricRetrievalProcess.pyt   setInitDataSimplifiedJ   s    1		c         C   sY   t  | ƒ t  |  j ƒ k o& d k n s1 t ‚ | |  _ | |  _ | |  _ | |  _ d  S(   Ni   (   R   R   R   R   R
   R   R   (   R   R   R
   R   R   (    (    s   code\LiricRetrievalProcess.pyt   setInitDataPolarimetricT   s
    1			c         C   s   | |  _  d  S(   N(   R   (   R   R   (    (    s   code\LiricRetrievalProcess.pyt   setHideIntermediateOutputs_   s    c         C   s#   |  j  r |  j ƒ  g St j |  ƒ S(   N(   R   t   getRetrievalOutputR   t   getAllRetrievalOutputs(   R   (    (    s   code\LiricRetrievalProcess.pyR   d   s    	c         C   s   d S(   Nt   liric(    (   R   (    (    s   code\LiricRetrievalProcess.pyt   getMatlabProgramNamel   s    c            se  t  |  j ƒ | j d d t |  j ƒ g ƒ| j d d t |  j ƒ d g ƒ|  j d j ‰  t ‡  f d †  |  j Dƒ ƒ s„ t ‚ | j d d ˆ  g ƒt |  j j	 ˆ  ƒ } | t
 d „  |  j Dƒ ƒ k sÕ t ‚ t d	 „  |  j Dƒ ƒ } | | 8} t |  j ƒ d
 k r\| j d d |  j j |  j j |  j j g ƒ| j d d |  j j |  j j g ƒ| j d d |  j j |  j j g ƒ| j d d t |  j d |  j j |  j j ƒ t |  j d |  j j |  j j ƒ t |  j d |  j j |  j j ƒ g t |  j d |  j j |  j j ƒ t |  j d |  j j |  j j ƒ t |  j d |  j j |  j j  ƒ g g ƒ| j d d |  j j! |  j j" |  j j# g |  j j$ |  j j% |  j j& g g ƒ| j d d |  j j' |  j j( g ƒ| j d d |  j) d% k rt+ j, | ƒ d n |  j) j- t+ j. ƒ |  j/ d% k r@t+ j, | ƒ d n |  j/ j- t+ j. ƒ g ƒnGt |  j ƒ d k r£| j d d |  j j |  j j |  j j |  j j0 g ƒ| j d d |  j j |  j j1 |  j j2 g ƒ| j d d |  j j |  j j3 |  j j4 g ƒ| j d d t |  j d |  j j |  j j ƒ t |  j d |  j j |  j j ƒ t |  j d |  j j |  j j ƒ |  j d
 j5 d k rÃt |  j d
 |  j j |  j j |  j j6 |  j j7 ƒ n4 t |  j d
 |  j j |  j j |  j j8 |  j j7 ƒ g t |  j d |  j j9 |  j j: ƒ t |  j d |  j j; |  j j< ƒ t |  j d |  j j= |  j j> ƒ |  j d
 j5 d k r­t |  j d
 |  j j; |  j j< |  j j? |  j j7 ƒ n4 t |  j d
 |  j j9 |  j j: |  j j@ |  j j7 ƒ g t |  j d |  j jA |  j jB ƒ t |  j d |  j jC |  j jD ƒ t |  j d |  j jE |  j jF ƒ |  j d
 j5 d k r—t |  j d
 |  j jC |  j jD |  j jG |  j j7 ƒ n4 t |  j d
 |  j jA |  j jB |  j jH |  j j7 ƒ g g ƒ| j d d |  j j! |  j j" |  j j# |  j d
 j5 d k r|  j j" n	 |  j j! g |  j jI |  j jJ |  j jK |  j d
 j5 d k rg|  j jJ n	 |  j jI g |  j jL |  j jM |  j jN |  j d
 j5 d k r°|  j jM n	 |  j jL g g ƒ| j d d |  j j' |  j jO |  j jP g ƒ| j d d |  j) d% k rt+ j, | ƒ d n |  j) j- t+ j. ƒ |  jQ d% k rSt+ j, | ƒ d n |  jQ j- t+ j. ƒ |  jR d% k r‡t+ j, | ƒ d n |  jR j- t+ j. ƒ g ƒn  | j d d g  |  j D] } tS | jT | ƒ ^ q¹ƒ| j d d g  |  j D] } tS | jU | ƒ ^ qïƒ| j d d g  |  j D] } tS | jV | ƒ ^ q%	ƒ| j d d g  |  j D]$ } | jW |  j jX |  j j7 ƒ ^ q[	ƒ| j d d g  |  j D]% } |  jY | jZ | jT | | ƒ ^ qœ	ƒ| j d d g  |  j D]% } |  jY | j[ | jT | | ƒ ^ qÞ	ƒ| j d d g  |  j D]: } |  jY | j\ |  j jX |  j j7 ƒ | jT | | ƒ ^ q 
ƒ| j d d g  |  j D]% } |  jY | j] | jT | | ƒ ^ qw
ƒ| j d  d g  |  j D]( } |  jY | j^ ƒ  | jT | | ƒ ^ q¹
ƒ| j d! d |  j_ d% k rt+ j, t |  j ƒ ƒ d" n |  j_ ƒ| j d# d |  j j` g ƒ| j d$ d |  j ja g ƒd% S(&   s.   Prepare input file for the Matlab application.t   Jt   datat   Mi   i    c         3   s   |  ] } | j  ˆ  k Vq d  S(   N(   t   gridHeightStep(   t   .0t   input(   t
   heightStep(    s   code\LiricRetrievalProcess.pys	   <genexpr>€   s   t   hStepc         s   s   |  ] } | j  Vq d  S(   N(   t   firstInputIndex(   R   R   (    (    s   code\LiricRetrievalProcess.pys	   <genexpr>‘   s    c         s   s   |  ] } | j  d  Vq d S(   i   N(   t   lastInputIndex(   R   R   (    (    s   code\LiricRetrievalProcess.pys	   <genexpr>“   s    i   t   kt   ft   dt   bi   t   at   Vt   C0g{®Gáz„?gü©ñÒMb`?i   g      €@gü©ñÒMbP?t   Nbegt   Nreft   Nfint   betaMreft   St   Omegat   betaMt   tauMt   Zt   R0gš™™™™™ñ?t   TolFunt   TolXN(b   t   assertLidarInputsValidR   t   create_datasetR   R   t   allR   t   roundR   t   photometerDisplacementt   mint   maxt   weighting355t   weighting532t   weighting1064t   weightingFinet   weightingCoarset   weightSmoothFinet   weightSmoothCoarset   getAerosolBackscatterR   t   bFine355t	   bFine355Pt   bFine532t	   bFine532Pt	   bFine1064t
   bFine1064Pt
   bCoarse355t   bCoarse355Pt
   bCoarse532t   bCoarse532Pt   bCoarse1064t   bCoarse1064Pt   aFine355t   aFine532t	   aFine1064t
   aCoarse355t
   aCoarse532t   aCoarse1064t	   vFineCorrt   vCoarseCorrR   R   t   numpyt   onest   astypet   float64R	   t   weighting532Ct   weightingSphericalt   weightingSpheroidt   weightSmoothSphericalt   weightSmoothSpheroidt
   wavelengtht	   bFine532Ct   parallelLeakage532t	   bFine355Ct   bSpherical355t   bSpherical355Pt   bSpherical532t   bSpherical532Pt   bSpherical1064t   bSpherical1064Pt   bSpherical532Ct   bSpherical355Ct   bSpheroid355t   bSpheroid355Pt   bSpheroid532t   bSpheroid532Pt   bSpheroid1064t   bSpheroid1064Pt   bSpheroid532Ct   bSpheroid355Ct   aSpherical355t   aSpherical532t   aSpherical1064t   aSpheroid355t   aSpheroid532t   aSpheroid1064t   vSphericalCorrt   vSpheroidCorrR
   R   t   floatR!   t   refPointIndexR"   t   getCorrectedRefMolBackscattert   molDepolarization532t   extendArrayt   normalizedSignalt   lidarDispersiont   getCorrectedMolBackscattert   molThicknesst   getInputZenithAnglesR   t   tolFunt   tolX(   R   t   hdfGroupt   gridDisplacementt   gridSizeR   (    (   R   s   code\LiricRetrievalProcess.pyt   writeInputDatao   sf   	#

															""										M						M						M						"			"			"		"""'''233H36+
c         C   sj  t  ƒ  } t |  j ƒ |  j d j | _ |  j d j | _ |  j d j | _ t d „  |  j Dƒ ƒ } t d „  |  j Dƒ ƒ } | j ƒ  | _	 | j
 ƒ  | _ | j ƒ  | _ | j
 ƒ  | _ |  j j | _ |  j j
 | _ t j j ƒ  } | j ƒ  | _ | j
 ƒ  | _ |  j d j | _ d | _ d3 | _ i d d 6d d 6d	 d
 6} |  j d j | k rjd3 | _ n | |  j d j | _ d d d g }	 |	 d g }
 t |  j ƒ d k rÁd d g } n' t |  j ƒ d k rèd d d g } n  d d d d g } t |  j j | j ƒ } t d „  |  j Dƒ ƒ } | | 8} xPt  t |  j ƒ ƒ D]9} t! | d |
 | |  j | j" ƒ t! | d |
 | |  j | j# ƒ t! | d |
 | d d3 ƒ t! | d |
 | |  j | j$ ƒ t! | d |
 | |  j% |  j | j& |  j | j" | | ƒ j' t( j) ƒ ƒ t! | d |
 | |  j | j* ƒ t! | d |
 | |  j | j+ ƒ t! | d |
 | |  j | j, ƒ qLW|  j j- | _. |  j j/ | _0 |  j j1 | _1 x^ |	 D]V } xM | D]E } x< d4 D]4 } d! | | | } t! | | t2 |  j | ƒ ƒ q×WqÊWq½WxI |	 D]A } x8 | D]0 } d" | | } t! | | t2 |  j | ƒ ƒ q+WqWxI t  t |  j ƒ ƒ D]2 } t! | d# |
 | t2 |  j d# |
 | ƒ ƒ qyWxr t  t | ƒ ƒ D]^ } t! | d# | | t2 |  j d# | | ƒ ƒ t! | d$ | | t2 |  j d$ | | ƒ ƒ qÂWx6 |  j j3 d% ƒ D]" } t! | | t2 |  j | ƒ ƒ q7WxG t  t | ƒ ƒ D]3 } t! | d& | | |  j4 | d  | | | ƒ ƒ qpWx¡ t  t |  j ƒ ƒ D]Š } t! | d' |
 | |  j4 | d( | | | |  j | j5 | d) ƒ ƒ t! | d* |
 | |  j4 | d+ | | | |  j | j5 | d) ƒ ƒ q½WxJ t  t |  j ƒ ƒ D]3 } t! | d, |
 | |  j6 | d- | | | ƒ ƒ qaWxJ t  t |  j ƒ ƒ D]3 } t! | d. |
 | |  j6 | d/ | | | ƒ ƒ q®Wxt t  t | ƒ ƒ D]` } t! | d. | | |  j6 | d0 | | | ƒ ƒ t! | d1 | | |  j6 | d2 | | | ƒ ƒ qøW| j7 ƒ  | S(5   sv   Extract data for the given iteration from the Matlab data file and
        return a 'LiricOutput' instance holding it.i    c         s   s   |  ] } | j  ƒ  Vq d  S(   N(   t   getStartDateTime(   R   R   (    (    s   code\LiricRetrievalProcess.pys	   <genexpr>—  s   c         s   s   |  ] } | j  ƒ  Vq d  S(   N(   t   getStopDateTime(   R   R   (    (    s   code\LiricRetrievalProcess.pys	   <genexpr>™  s   g        s   Standard atmospheret   STDs	   CIRA 1986t   CIRAt   Customt   CUSTt   355t   532t   1064t   532Ci   t   Finet   Coarsei   t	   Sphericalt   Spheroidc         s   s   |  ] } | j  d  Vq d S(   i   N(   R"   (   R   R   (    (    s   code\LiricRetrievalProcess.pys	   <genexpr>Ó  s    R!   t   signalIdt   Neart   polarizationt
   dispersiont   molThicknessErrort   aerosolThicknessErrort   totalBackscatterErrort    t   Pt   CR&   R'   t	   weightingt   weightSmootht   Polarization_parameterst   profilet   measuredSignalt   LmeasRi   t   calculatedSignalt   Lcalct   ratiot   Rt   residualt   Psi1t   Psi2t	   resSmootht   Psi3N(   R£   R¤   R¥   (8   t   LiricOutputR6   R   t   latitudet	   longitudet   altitudeR;   R<   t   datet	   startDatet   timet	   startTimet   stopDatet   stopTimeR   t   photometerDatet   photometerTimet   datetimet   nowt   retrievalDatet   retrievalTimeR   t   gridStept   gridZenithAngleR   t	   joinIndext	   atmoModelt   atmosphereModelR   R9   R   R:   t   ranget   setattrR!   t   localIdRž   R‚   R„   R[   RY   t   float32R    R¡   R¢   RW   t   vFineRX   t   vCoarset
   sphericityt   getattrt   getAttributeNamest	   readArrayR"   t
   readScalart   onDataLoaded(   R   RŠ   t	   iterationt   errorPrefixt   outputt   startDateTimet   stopDateTimet   retrievalDateTimet
   atmoModelst   wavelengthIdst
   channelIdst   modeSuffixest   fullModeSuffixesR‹   RŒ   t   it   wavelengthIdt
   modeSuffixt   polarSuffixt   attrNamet   jt   name(    (    s   code\LiricRetrievalProcess.pyt   readOutputDataˆ  sÐ    					

      
(   t   __name__t
   __module__t   __doc__R   R   R   R   R   R   R   Rè   (    (    (    s   code\LiricRetrievalProcess.pyR      s   		
					ÿ c         C   sÑ   |  d j  d k s t ‚ |  d j  d k s2 t ‚ |  d j  d k sK t ‚ t d „  |  d d !Dƒ ƒ sn t ‚ t |  ƒ d k rÍ t |  ƒ d	 k s˜ t ‚ |  d j  d k s± t ‚ |  d j d k sÍ t ‚ n  d
 S(   s  Make sure that the number and order of lidar measurements in the
    'lidarInputs' list, as well as their wavelengths and polarizations, meet
    the expectations of the retrieval algorithm preparation and post-processing
    code (see 'writeInputData' and 'readOutputData').i    g     0v@i   g      €@i   g      @c         s   s   |  ] } | j  d k Vq d S(   i    i   N(   i    i   (   Rž   (   R   R   (    (    s   code\LiricRetrievalProcess.pys	   <genexpr>O  s    i   i   N(   g      €@g     0v@(   Rb   R   R8   R   Rž   (   R   (    (    s   code\LiricRetrievalProcess.pyR6   A  s    #g        c         C   sK   |  j  d k r | S|  j  d k r& | S|  j  d k s; t ‚ | | | Sd S(   sC   Return aerosol backscatter coefficient for the given lidar channel.i    i   i   N(   Rž   R   (   t
   lidarInputt   bTotalt	   bParallelt   bCrosst   parallelLeakage(    (    s   code\LiricRetrievalProcess.pyRD   W  s    (   RÁ   RY   Rµ   t   ManualParamsR   t   PhotometerInputt   PreparedLidarInputt   __all__R   R6   RD   (    (    (    s   code\LiricRetrievalProcess.pyt   <module>   s   




	ÿ ÿ %	