3
)z`5;                 @   s   d dl Zd dlmZmZ d dlZd dlZd dlZd dlZd dlZ	d dl
Z
d dlZd dlZd dlZG dd dZdd ZG dd dZG d	d
 d
ZG dd dZG dd dZG dd deZG dd deZdS )    N)datetime	timedeltac               @   sx   e Zd ZddlZddlZdd Zdd Zdd Zd	d
 Zdd Z	dd Z
dd Zdd Zdd Zdd Zedd ZdS )DataStoreLoaderr   Nc             C   s6  t j|d}d}|j|}tj|| _t }x|j D ]}t|| t j	}|r|j|j
}xZ|j D ]N}	t||	 tst||	 tjr|	||	 f}
n|	||	 jdf}
|
d ||	< qhW || _q:W | jd | _tj| jd| _d}tj|| _| j| _| jd | _| jd	 | _| jd
 | _| jd | _W d Q R X d S )Nrz/dataset1/data1/dataascii   Zprojdef)Z
projparamsz0+proj=longlat +ellps=WGS84 +datum=WGS84 +no_defsxscaleyscalexsizeysize)h5pyZFilegetnpZarraydatadictkeys
isinstanceZGroupattrsfloatZint64decode
attributesZ_projection_strpyprojZProj
projectionZ_projection_WGS84_strprojection_WGS84Zgrid_cell_xZgrid_cell_yr
   r   )selfZh5_file_pathZffZdataset_nameZdatasetr   ZkiZisGroupZattr2atZoutZ	WGS84_str r   &/na/wrf/IMGW/RADAR/wrapperImgwRadar.py__init__   s0    

zDataStoreLoader.__init__c             C   s   | j S )N)r   )r   r   r   r   get_attributes1   s    zDataStoreLoader.get_attributesc             C   s   | j S )N)r   )r   r   r   r   get_data4   s    zDataStoreLoader.get_datac             C   s   || j krdS dS d S )NTF)r   )r   Zatrr   r   r   _is_in_attributes7   s    
z!DataStoreLoader._is_in_attributesc             C   s`   t  }| j}|d |d f|d< |d |d f|d< |d |d f|d	< |d
 |d f|d< |S )NLL_latLL_lonZLLZLR_latZLR_lonZLRZUL_latZUL_lonZULZUR_latZUR_lonZUR)r   r   )r   cornersr   r   r   r   get_grid_corners_latlon=   s    z'DataStoreLoader.get_grid_corners_latlonc       	      C   st   t jd}t jd}d}tjj| j| j}| j }x8|D ]0}|| \}}|j||\||< ||< |d7 }q8W ||fS )N   r   r   )	r   Zzerosr   Transformer	from_projr   r   r%   	transform)	r   xyitrans_ll2xyr$   Zcornerr"   r#   r   r   r   get_grid_corners_xyF   s    


z#DataStoreLoader.get_grid_corners_xyc             C   s   | j d | j d  }}tjj| j| j}|j||\}}tjd| j	| j d  | }tjd| j
| j d  | }|d d d }tj||\| _| _d S )Nr"   r#   r   r   r	   r   )r   r   r'   r(   r   r   r)   r   Zaranger
   r   ZmeshgridX_gridY_grid)r   r"   r#   r-   Zx0Zy0ZvxZvyr   r   r   _set_grid_XYS   s    zDataStoreLoader._set_grid_XYc             C   s.   t jj| j| j}|j| j| j\| _| _	d S )N)
r   r'   r(   r   r   r)   r0   r1   LON_gridLAT_grid)r   Ztrans_xy2llr   r   r   _set_grid_latlon_   s    z DataStoreLoader._set_grid_latlonc             C   s*   t | drt | drn| j  | j| jfS )Nr0   r1   )hasattrr2   r0   r1   )r   r   r   r   get_grid_XYf   s    zDataStoreLoader.get_grid_XYc             C   s*   t | drt | drn| j  | j| jfS )Nr4   r3   )r6   r5   r3   r4   )r   r   r   r   get_grid_lonlatm   s    zDataStoreLoader.get_grid_lonlatc              C   sH   dd l } tdd}tdd}| j|}| j|}|j  |j  ||fS )Nr   z=../wrapperAnalysisMetadatas/imgwDatastore_metadata/srilon.pklrbz=../wrapperAnalysisMetadatas/imgwDatastore_metadata/srilat.pkl)pickleopenloadclose)r:   ZflonZflatlonlatr   r   r   get_grid_lotlan_cachet   s    

z%DataStoreLoader.get_grid_lotlan_cache)__name__
__module____qualname__r   r   r   r   r    r!   r%   r.   r2   r5   r7   r8   staticmethodr@   r   r   r   r   r      s   	r   c                s   d g fdd}|S )Nc                 s"   d d kr | |d< d S )Nr   r   )argskwargs)clsinstancer   r   wrapper   s    zsingleton.<locals>.wrapperr   )rG   rI   r   )rG   rH   r   	singleton   s    rJ   c               @   s8   e Zd Zdd Zedd Zedd Zedd Zd	S )
RadarParamsc             C   s2   || _ tdd}tj|ddd| _W d Q R X d S )Nz
params.csvr   r   )headerZ	index_col)paramr;   pdZread_csvtable)r   Z_akronimfr   r   r   r      s    zRadarParams.__init__c             C   s   | j j| jdf S )Nfolder)rO   locrM   )r   r   r   r   rQ      s    zRadarParams.folderc             C   s   | j S )N)rM   )r   r   r   r   akronim   s    zRadarParams.akronimc             C   s   | j j| jdf S )Nsuffix)rO   rR   rM   )r   r   r   r   rT      s    zRadarParams.suffixN)rA   rB   rC   r   propertyrQ   rS   rT   r   r   r   r   rK      s   rK   c               @   sr   e Zd Zdd ZedddZedd	d
ddg dgfddZdd ZedddZ	edd Z
dd Zdd ZdS )DataStoreMultipleLoaderc             C   s
   || _ d S )N)dateList)r   rW   r   r   r   r      s    z DataStoreMultipleLoader.__init__SRI Fc       "      C   s.  d}|rd}nd}dj |}|dkr,td| j}| j}| j}	| j}
| j}d	j |||	}d
j |}dj |}dj |	}dj |
}dj |}t|}|j}|j	}t
| }|j }|std| dj |||||||}dj ||||||d}dj ||||||d}tjj|||}tjj|||}tjj|s@td tj| dj |tjj||}tj| tjd |dkrdj |tjj||}tj| tjd d}tjdj |tjj||tjj|| |dkr*dd l}nLdj ||} tjj||tt| }tjj|}!tj|! dj |tjj|!| }|S )NrY   ZArchZOperzNhttps://danepubliczne.imgw.pl/datastore/getfiledown/{}/Polrad/Produkty/POLCOMP.png_echoOnly.png.h5zformat is incorrectz{:04d}-{:02d}-{:02d}z{:04d}z{:02d}zextension isz{}{}{}{}{}0000{}{}z.tiffzdir creates.zcurl {} > {}g      @CAPPICMAXEHTrX   z8/home/archiwum/.conda/envs/as_sklearn/bin/gdal_translatez{} -of GTiff {} {}ZHAILPACr   z	{}_{}.zip)rY   rZ   r[   r\   )r]   r^   r_   rX   )r`   ra   )format	TypeErroryearmonthdayhourminuterK   rT   rQ   FilesystemFormatter_ServergetPathprintospathjoinexistsmakedirssystemtimeZsleepwradlibZstrYZstrM)"daterM   	extensionarchiwalsaveFileZisArchiwalStrZserwerRootPathr+   mdhrh   ZdateStrZyyZmmZddZhhZmminuteradarManagerrT   rQ   ZserverFormatterZpathRawfilenameZh5ZtiffZurlZurl_h5ZcommandZ
command_h5ZgdalToolrs   ZzipFileZ	localPathr   r   r   singleUrlLoaderFile   sj    












(


z+DataStoreMultipleLoader.singleUrlLoaderFilei     r   r      c             C   s   || _ || _|| _|| _| S )N)startparamslength
extensions)r   r   r   r   r   r   r   r   setExecutionParams1   s
    z+DataStoreMultipleLoader.setExecutionParams1c                sJ   ddl m  ddlm}m}  fdd}| }dj|}||dd d S )	Nr   )product)Popenrunc           	      sd   j   fddtjD } j}g }x6|| jD ]$\}}}|jtj|||ddd q8W |S )Nc                s   g | ]} t |d  qS ))Zdays)r   ).0ry   )r   r   r   
<listcomp>	  s    zIDataStoreMultipleLoader.execute.<locals>.listCommands.<locals>.<listcomp>TF)rM   ru   rv   rw   )r   ranger   r   r   appendrV   r}   )Zdatesr   ZordinalListpry   Zext)r   r   )r   r   listCommands  s    z5DataStoreMultipleLoader.execute.<locals>.listCommands;T)shell)	itertoolsr   
subprocessr   r   rn   )r   r   r   r   ZListcommandsr   )r   r   r   execute  s    
zDataStoreMultipleLoader.executec             C   s   d S )Nr   )rt   rM   rv   ru   Zsaver   r   r   singleLoaderFile  s    z(DataStoreMultipleLoader.singleLoaderFilec              C   s$   d} t | j }d}tj|| d S )NrY   )r   r    r:   dump)rm   ZfieldZ	fieldPathr   r   r   singleCacheloader"  s    z)DataStoreMultipleLoader.singleCacheloaderc             C   sL   t | j }dd |j D }x$|D ]}tj|}|j|||< q$W |j S )Nc             S   s   i | ]
}d |qS )Nr   )r   ry   r   r   r   
<dictcomp>,  s    z0DataStoreMultipleLoader.load.<locals>.<dictcomp>)r   loadSriMapsr   rV   singleLoadergetPointFromMapvalues)r   ZmapperZsriMapsZpointsrt   map2Dr   r   r   r<   *  s    

zDataStoreMultipleLoader.loadc             c   s2   dd | j D }x|D ]}tj|}qW |V  d S )Nc             S   s   i | ]
}d |qS )Nr   )r   ry   r   r   r   r   4  s    z7DataStoreMultipleLoader.loadSriMaps.<locals>.<dictcomp>)rW   rV   r   )r   Z	datesDictrt   r   r   r   r   3  s    
z#DataStoreMultipleLoader.loadSriMapsN)rX   rY   FF)rX   FrY   F)rA   rB   rC   r   rD   r}   r   r   r   r   r   r<   r   r   r   r   r   rV      s   S	rV   c               @   s`   e Zd Zdd Zdd Zdd Zdd Zed	d
 Zedd Z	edd Z
dd Zdd ZdS )SriUmMapperc             C   sN   ddl m} ||}|j| _|j| _tj|j|jg\}}| j||d d S )Nr   )IMGWStation)r?   r>   )	ZimgwWrapperr   rowUMrowcolUMcolr   um_rowcol2latlonlatlon2sriXY)r   ZstationNamer   Zstationr?   r>   r   r   r   SriUmMapper_IMGWstation>  s    z#SriUmMapper.SriUmMapper_IMGWstationc             C   s   | j | d S )N)r   )r   Z
latlonDictr   r   r   SriUmMapper_LatLonF  s    zSriUmMapper.SriUmMapper_LatLonc             C   sL   |d | _ |d | _|d }|d }tj||d\}}| j||d d S )Nr   r   )r   r   )r?   r>   )r   r   r   r   r   )r   Z
rowColDictr   r   r?   r>   r   r   r   SriUmMapper_UMRowColI  s    

z SriUmMapper.SriUmMapper_UMRowColc             C   s   || j  | j S )N)sriXsriY)r   r   r   r   r   r   R  s    zSriUmMapper.getPointFromMapc        
      C   s   ddl m}  d}d}|d }dj|d|df}dj|d|d	f}tjjtj d
}ttjj|||d}| |}W d Q R X ttjj|||d}| |}	W d Q R X ||	fS )Nr   )r<   cZpgridZ_gridrY   Z5_z	_lats.pklz	_lons.pklz'../wrapperAnalysisMetadatas/um_metadatar9   )r:   r<   rn   rl   rm   getcwdr;   )
r<   Z	grid_typeZ	comp_typeZname1Zlat_nameZlon_nameZ	directoryrP   ZUMlat2DZUMlon2Dr   r   r   loadUMlatlonU  s    zSriUmMapper.loadUMlatlonc             C   sT   t j \}}| d }| d }|| d || d  }tjtj||j\}}||fS )Nr   r      )r   r   r   Zunravel_indexargminshape)Zlatlon_pointlat2Dlon2DZlon_pZlat_pZarrr   r   r   r   r   um_latlon2rowcole  s    zSriUmMapper.um_latlon2rowcolc             C   s<   t j \}}t| d }t| d }|| | || | fS )Nr   r   )r   r   int)Zrowcol_pointr   r   Zrow_pZcol_pr   r   r   r   n  s    zSriUmMapper.um_rowcol2latlonc             C   sX   t j \}}||d  |d  }||d  |d  }|d | _|d | _|| _|| _d S )Nr   r   )r   r@   r   r   r>   r?   )r   pointr>   r?   ZlonValueZlatValuer   r   r   sriXY2latlonu  s    

zSriUmMapper.sriXY2latlonc             C   s   t j \}}tj||d  dtj||d  d }tj|}|jd }tt|| || g |d | _|d | _	t|| | _
|| | _d S )Nr>   r   r?   r   )r   r@   r   Zpowerr   r   rk   r   r?   r>   r   r   )r   r   r>   r?   ZdistanceindexZncolsr   r   r   r   ~  s    (



zSriUmMapper.latlon2sriXYN)rA   rB   rC   r   r   r   r   rD   r   r   r   r   r   r   r   r   r   r   :  s   			r   c               @   s   e Zd Zdd Zdd ZdS )FileSystemFormatterc             C   s2   || _ |j| _|j| _|j| _|j| _|j	| _	d S )N)
rt   rd   r+   re   rx   rf   ry   rg   rz   rh   )r   rt   r   r   r   r     s    zFileSystemFormatter.__init__c             C   s2   t |}|j}dj| j| j| j| j| j||}|S )Nz{}{}{}{}{}0000{}{})rK   rT   rb   r+   rx   ry   rz   rh   )r   rM   ru   r{   rT   fileNamer   r   r   getFileName  s
    zFileSystemFormatter.getFileNameN)rA   rB   rC   r   r   r   r   r   r   r     s   r   c               @   s   e Zd Zdd Zdd ZdS )ri   c          	   C   s>   dj | j}dj | j}tjjddddt| jt|t|S )Nz{:02d}z/naZwrfZIMGWZRADAR)rb   rx   ry   rl   rm   rn   strr+   )r   rx   ry   r   r   r   rj     s    z"FilesystemFormatter_Server.getPathc             C   s"   | j ||}| j }tjj||S )N)r   rj   rl   rm   rn   )r   rM   ru   r   rm   r   r   r   getPathFilename  s    z*FilesystemFormatter_Server.getPathFilenameN)rA   rB   rC   rj   r   r   r   r   r   ri     s   ri   c               @   s   e Zd Zdd Zdd ZdS )FilesystemFormatter_Localc             C   sh   t j }dj| j}dj| j}dj| j}t jj|ddddt| j	t|t|t|	}t
d| |S )Nz{:02d}z..ZwrapperCacheZimgwDatastorerawz	PATH IS!!)rl   r   rb   rx   ry   rz   rm   rn   r   r+   rk   )r   rootrx   ry   rz   rm   r   r   r   rj     s    .
z!FilesystemFormatter_Local.getPathc             C   s0   | j ||}tjd|  | j }tjj||S )Nz	filename:)r   logginginforj   rl   rm   rn   )r   rM   ru   r   rm   r   r   r   r     s    z)FilesystemFormatter_Local.getPathFilenameN)rA   rB   rC   rj   r   r   r   r   r   r     s   	r   )Znumpyr   r   r   Zpytzr:   rl   Z
matplotlibZpandasrN   Zrequestsior   rr   r   rJ   rK   rV   r   r   ri   r   r   r   r   r   <module>   s&   t P