

In [1]:

    
%pwd









    Out[1]:





u'/home/shared/srp'



In [2]:

    
%pylab inline









    



/home/femianjc/anaconda2/envs/srp/lib/python2.7/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.
  warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')






    



Populating the interactive namespace from numpy and matplotlib

Setup

On Ubuntu, I set up my environment like this:

#!bash

    conda config --add channels conda-forge
    conda create -n srp python=2

    source activate srp
    conda install -y anaconda
    conda install -y laspy
    conda install -y fiona
    conda install -y shapely
    conda install -y rasterio
    pip install tqdm



In [3]:

    
import os
import laspy
import fiona
import shapely
import rasterio
from pprint import pprint
from tqdm import tnrange



In [4]:

    
LIDAR_SOURCE_FN = (r'/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/'+
                   r'section11/tiled/100/tile_232100_252400.laz')
assert os.path.isfile(LIDAR_SOURCE_FN)



In [5]:

    
VECTOR_DATA_FN = r'/home/liux13/Desktop/tmp/boxes_section11.shp'
assert os.path.isfile(VECTOR_DATA_FN)



In [6]:

    
GROUND_FN = r'/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/merged_ground.asc'
assert os.path.isfile(GROUND_FN)



In [7]:

    
OUTPUT_METERS_PER_PIXEL = .05 # five centimeters, about 2 inches
OUTPUT_PADDING = 5 # expand output region 5  meters (to fit a local neighborhood into the image at the edges)

Open the vector Data

The vector data is used to determine the region of inters



In [8]:

    
vector_file = fiona.open(VECTOR_DATA_FN)



In [9]:

    
minx, miny, maxx, maxy = vector_file.bounds

# Expand the region so that a local windo centered at points on the edges
# does not goi outside the grid
minx -= OUTPUT_PADDING
miny -= OUTPUT_PADDING
maxx += OUTPUT_PADDING
maxy += OUTPUT_PADDING

print "Region of interest (based on vector data)"
print minx, miny, "--", maxx, maxy









    



Region of interest (based on vector data)
231638.410976 251008.999357 -- 233216.25982 252568.834735



In [10]:

    
width_in_meters = maxx-minx
height_in_meters = maxy-miny
print 'width (m):', width_in_meters
print 'height (m):', height_in_meters









    



width (m): 1577.84884394
height (m): 1559.83537839



In [11]:

    
grid_width = int(round(width_in_meters/OUTPUT_METERS_PER_PIXEL))
grid_height = int(round(height_in_meters/OUTPUT_METERS_PER_PIXEL))
print 'grid width (cols):', grid_width
print 'grid height (rows):', grid_height









    



grid width (cols): 31557
grid height (rows): 31197

Open the LiDAR data



In [12]:

    
las_file = laspy.file.File(LIDAR_SOURCE_FN)



In [13]:

    
X = las_file.x
Y = las_file.y
Z = las_file.z



In [14]:

    
print "This file has {:,d} points".format(las_file.header.count)









    



This file has 117,196,289 points



In [15]:

    
min_point = las_file.header.min
max_point = las_file.header.max
print min_point
print max_point









    



[232100.00051125194, 252400.0000879348, 386.9107121991307]
[232199.99951125192, 252499.9990879348, 444.8737121991307]



In [16]:

    
print 'las file width (m):', max_point[0]-min_point[0]
print 'las file height (m):', max_point[1]-min_point[1]
print 'las file depth (m):', max_point[2]-min_point[2]









    



las file width (m): 99.999
las file height (m): 99.999
las file depth (m): 57.963



In [17]:

    
hist(Z, bins=58, range=(395,410));



In [18]:

    
las_min_x = int(floor((min_point[0]-minx) / OUTPUT_METERS_PER_PIXEL))
las_min_y = int(floor((min_point[1]-miny) / OUTPUT_METERS_PER_PIXEL))
print 'las file min x (on grid):', las_min_x
print 'las file min y (on grid):', las_min_y

las_max_x = int(floor((max_point[0]-minx) / OUTPUT_METERS_PER_PIXEL))
las_max_y = int(floor((max_point[1]-miny) / OUTPUT_METERS_PER_PIXEL))
print 'las file max x (on grid):', las_max_x
print 'las file max y (on grid):', las_max_y

las_width = las_max_x - las_min_x+1
las_height = las_max_y - las_min_y+1
print 'las file grid width (cols):', las_width
print 'las file grid height (rows):', las_height









    



las file min x (on grid): 9231
las file min y (on grid): 27820
las file max x (on grid): 11231
las file max y (on grid): 29819
las file grid width (cols): 2001
las file grid height (rows): 2000

Change the height to be above the ground.



In [19]:

    
ground_file = rasterio.open(GROUND_FN)
pprint(ground_file.meta)









    



{'affine': Affine(0.5, 0.0, 231302.0,
       0.0, -0.5, 252844.5),
 'count': 1,
 'crs': {},
 'driver': u'AAIGrid',
 'dtype': 'float32',
 'height': 4386,
 'nodata': -9999.0,
 'transform': (231302.0, 0.5, 0.0, 252844.5, 0.0, -0.5),
 'width': 4369}



In [20]:

    
ground_min_x, ground_min_y = ~(ground_file.affine)*(min_point[0], min_point[1])
ground_max_x, ground_max_y = ~(ground_file.affine)*(max_point[0], max_point[1])

ground_min_x = int(round(ground_min_x))
ground_min_y = int(round(ground_min_y))
ground_max_x = int(round(ground_max_x))
ground_max_y = int(round(ground_max_y))

flipped = False
if ground_max_y <  ground_min_y:
    ground_min_y, ground_max_y = ground_max_y, ground_min_y
    flipped = True
print 'min xy (or cr):', ground_min_x, ground_min_y
print 'max xy (or cr):', ground_max_x, ground_max_y

ground_width = ground_max_x-ground_min_x+1
ground_height = ground_max_y - ground_min_y+1
print "ground width:", ground_width
print "ground height:", ground_height









    



min xy (or cr): 1596 689
max xy (or cr): 1796 889
ground width: 201
ground height: 201



In [21]:

    
ground = ground_file.read(1, window=((ground_min_y, ground_max_y+1), (ground_min_x, ground_max_x+1)))
if flipped:
    ground = ground[::-1,:]
print ground.shape



In [22]:

    
figsize(10, 8)
imshow(ground)
colorbar();



In [23]:

    
C = ((X - minx)/OUTPUT_METERS_PER_PIXEL).astype(int) - las_min_x
R = ((Y - miny)/OUTPUT_METERS_PER_PIXEL).astype(int) - las_min_y
print C
print R









    



[1996 1994 1995 ..., 1994 1993 1992]
[   1   12   28 ..., 1801 1800 1800]



In [24]:

    
ground_z = ground[(R*ground_height)/las_height, (C*ground_width)/las_width]



In [25]:

    
height_above_ground = Z - ground_z



In [26]:

    
hist(height_above_ground, bins=100, range=(-1, 10));

mask out the range of heights we are interested in



In [27]:

    
SLICE_THICKNESS = 0.313
level = np.floor((height_above_ground)/SLICE_THICKNESS).astype(int)



In [28]:

    
lvl = 1       
bc = np.bincount(R[level==lvl]*las_width + C[level==lvl], minlength=las_width*las_height)



In [29]:

    
output = bc.reshape((las_height, las_width))



In [30]:

    
figsize(15,15)
imshow(output, vmax=140, cmap=cm.gray)









    Out[30]:





<matplotlib.image.AxesImage at 0x7f62b050ba90>



In [31]:

    
figsize(15,15)
imshow(output[1000:2000, 0:1000], vmax=100, cmap=cm.gray)









    Out[31]:





<matplotlib.image.AxesImage at 0x7f62b03a0710>



In [32]:

    
hist(height_above_ground[level==lvl], bins=10);



In [33]:

    
def generate_level(lvl):
    bc = np.bincount(R[level==lvl]*las_width + C[level==lvl], minlength=las_width*las_height)
    output = bc.reshape((las_height, las_width)).astype(float)
    return output

stack = np.stack([generate_level(lvl) for lvl in 1,2,3])



In [34]:

    
print stack[stack>0].min(), stack.max()
scaling = np.median(stack[stack>0])
print scaling



In [35]:

    
stack_rgb = (stack.transpose(1,2,0)/scaling).clip(0,1)

subplot(1,2,1)
imshow(stack_rgb[1000:2000, 0:1000])
subplot(1,2,2)
imshow(ground)









    Out[35]:





<matplotlib.image.AxesImage at 0x7f62b0432b10>



In [36]:

    
imshow(stack_rgb[1520:1560, 40:110,:])









    Out[36]:





<matplotlib.image.AxesImage at 0x7f63eb2937d0>

Generate Grid For Whole Region Dataset

Now read in each .las file, and write resulte back out (added)



In [37]:

    
OUTPUT_FN = './stack.vrt'



In [38]:

    
import rasterio.crs



In [39]:

    
from tqdm import tnrange, tqdm
from glob import glob
from time import sleep



In [40]:

    
pattern = os.path.join(os.path.split(LIDAR_SOURCE_FN)[0],'*.laz')
las_files = glob(pattern)
print len(las_files)



In [41]:

    
def save_stack(stack, las_fn, min_point, max_point, las_width, las_height):
    output_transform = rasterio.transform.from_bounds(min_point[0], min_point[1],
                                                      max_point[0], max_point[1], 
                                                      las_width, las_height)
    output_crs = rasterio.crs.from_epsg(26949)

    output_fn = os.path.split(las_fn)[1][:-3] + 'tif'
    if os.path.isfile(output_fn):
        os.remove(output_fn)
        
    output_file = rasterio.open(output_fn, 'w', 
                            driver=u'GTiff', 
                            crs = output_crs,
                            transform=output_transform,
                            dtype=rasterio.uint16, 
                            count=3, 
                            width=las_width, 
                            height=las_height)
    
    output_file.write(indexes=(1,2,3), src=stack.astype(np.uint16))
    
    output_file.close()
    return output_fn

save_stack(stack[:,::-1,:], LIDAR_SOURCE_FN, min_point, max_point, las_width, las_height)









    Out[41]:





'tile_232100_252400.tif'



In [42]:

    
import traceback



In [43]:

    
def process_las_file(las_fn):
    """Processes a single LAS/LAZ file
    This function either returns the name of a file, or an exception object. 
    It is intended to be used in multiprocwesing.Pool.imap
    """
    output_fn = ''
    try:
        print las_fn
        las_file = laspy.file.File(las_fn)
        X = las_file.x
        Y = las_file.y
        Z = las_file.z
        #print "This file has {:,d} points".format(las_file.header.count)

        min_point = las_file.header.min
        max_point = las_file.header.max

        #print 'las file width (m):', max_point[0]-min_point[0]
        #print 'las file height (m):', max_point[1]-min_point[1]
        #print 'las file depth (m):', max_point[2]-min_point[2]


        las_min_x = int(floor((min_point[0]-minx) / OUTPUT_METERS_PER_PIXEL))
        las_min_y = int(floor((min_point[1]-miny) / OUTPUT_METERS_PER_PIXEL))
        #print 'las file min x (on grid):', las_min_x
        #print 'las file min y (on grid):', las_min_y

        las_max_x = int(floor((max_point[0]-minx) / OUTPUT_METERS_PER_PIXEL))
        las_max_y = int(floor((max_point[1]-miny) / OUTPUT_METERS_PER_PIXEL))
        #print 'las file max x (on grid):', las_max_x
        #print 'las file max y (on grid):', las_max_y

        if max_point[0] < minx or min_point[0] > maxx or max_point[1] < miny or min_point[1] > maxy:
            #print "Skipping out-of-bounds file"
            return "Skipping {}, out-of-bounds file".format(os.path.split(las_fn)[1])

        las_width = las_max_x - las_min_x+1
        las_height = las_max_y - las_min_y+1
        #print 'las file grid width (cols):', las_width
        #print 'las file grid height (rows):', las_height


        ground_file = rasterio.open(GROUND_FN)
        ground_min_x, ground_min_y = ~(ground_file.affine)*(min_point[0], min_point[1])
        ground_max_x, ground_max_y = ~(ground_file.affine)*(max_point[0], max_point[1])
        ground_min_x = int(round(ground_min_x))
        ground_min_y = int(round(ground_min_y))
        ground_max_x = int(round(ground_max_x))
        ground_max_y = int(round(ground_max_y))

        flipped = False
        if ground_max_y <  ground_min_y:
            ground_min_y, ground_max_y = ground_max_y, ground_min_y
            flipped = True
        #print 'min xy (or cr):', ground_min_x, ground_min_y
        #print 'max xy (or cr):', ground_max_x, ground_max_y

        ground_width = ground_max_x-ground_min_x + 1
        ground_height = ground_max_y - ground_min_y + 1
        #print "ground width:", ground_width
        #print "ground height:", ground_height  

        ground = ground_file.read(1, window=((ground_min_y, ground_max_y+1), (ground_min_x, ground_max_x+1)), 
                                  boundless=True)
        if flipped:
            ground = ground[::-1,:] 
        ground_file.close()

        assert (ground.shape[0] == ground_height)

        C = np.floor(((X - minx)/OUTPUT_METERS_PER_PIXEL)).astype(int) - las_min_x
        R = np.floor(((Y - miny)/OUTPUT_METERS_PER_PIXEL)).astype(int) - las_min_y

        ground_z = ground[(R*ground_height)/las_height, (C*ground_width)/las_width]    
        height_above_ground = Z - ground_z    

        level = np.floor((height_above_ground)/SLICE_THICKNESS).astype(int)

        def _generate_level(lvl):
            bc = np.bincount(R[level==lvl]*las_width + C[level==lvl], minlength=las_width*las_height)
            output = bc.reshape((las_height, las_width)).astype(float)
            return output

        stack = np.stack([_generate_level(lvl) for lvl in 1,2,3])

        # I seem to be working upside-down...
        output_fn = save_stack(stack[:,::-1,:], las_fn,  min_point, max_point, las_width, las_height)

        las_file.close()
    except e:
        return (e, traceback.format_exc())
    
    return output_fn



In [44]:

    
process_las_file(las_files[41])









    



/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231500_250600.laz






    Out[44]:





'Skipping tile_231500_250600.laz, out-of-bounds file'



In [46]:

    
from tqdm import tqdm_notebook
from multiprocessing import Pool, cpu_count

print cpu_count()



In [61]:

    
jobs = las_files #[:10]
pprint(jobs)









    



['/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231500_251100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231200_252000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231200_252100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231200_252500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231300_250700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231300_250800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231300_250900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231300_251000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231300_251200.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231300_251300.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231300_251400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231300_251500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231300_251600.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231300_251700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231300_251800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231300_251900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231300_252100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231300_252200.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231300_252500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231300_252600.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231300_252700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231400_250700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231400_250800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231400_250900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231400_251000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231400_251100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231400_251200.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231400_251300.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231400_251400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231400_251500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231400_251600.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231400_251800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231400_251900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231400_252000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231400_252100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231400_252200.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231400_252300.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231400_252400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231400_252500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231400_252600.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231400_252700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231500_250600.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231500_250700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231500_250800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231500_250900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231500_251000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231500_251200.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231500_251300.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231500_251400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231500_251500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_231500_251600.laz',
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 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232800_252500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232800_252600.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232800_252700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232800_252800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232900_250700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232900_250800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232900_250900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232900_251100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232900_251200.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232900_251300.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232900_251400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232900_251500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232900_251600.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232900_251700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232900_251800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232900_251900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232900_252000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232900_252100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232900_252200.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232900_252300.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232900_252400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232900_252500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_232900_252700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_250700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_250800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_250900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_251000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_251100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_251200.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_251300.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_251400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_251500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_251600.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_251700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_251800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_251900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_252000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_252200.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_252300.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_252400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_252500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_252600.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_252700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233000_252800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233100_250800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233100_250900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233100_251000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233100_251100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233100_251200.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233100_251300.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233100_251400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233100_251500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233100_251700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233100_251800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233100_251900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233100_252000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233100_252100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233100_252200.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233100_252300.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233100_252400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233100_252500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233100_252600.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233100_252700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233200_250700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233200_250800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233200_250900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233200_251000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233200_251200.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233200_251300.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233200_251400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233200_251500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233200_251600.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233200_251700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233200_251800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233200_251900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233200_252000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233200_252100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233200_252200.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233200_252300.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233200_252400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233200_252500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233200_252600.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233200_252800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233300_250800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233300_250900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233300_251000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233300_251100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233300_251300.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233300_251400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233300_251500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233300_251600.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233300_251700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233300_251800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233300_251900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233300_252000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233300_252100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233300_252200.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233300_252400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233300_252500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233300_252600.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233300_252700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233400_250900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233400_251000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233400_251400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233400_251700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233400_251800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233400_251900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233400_252000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233400_252100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233400_252200.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233400_252400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233400_252800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233500_252100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/100/tile_233600_252200.laz']



In [73]:

    
workers.terminate()



In [78]:

    
pbar = tqdm_notebook(total=len(jobs))
completed = []



In [82]:

    
pattern = os.path.join(r'/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/*.laz')
jobs = glob(pattern)
pprint(jobs)









    



['/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231200_252550.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231250_251350.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231250_251400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231250_251750.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231250_251850.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231250_252000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231250_252050.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231250_252550.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_250750.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_250800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_250850.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_250900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_250950.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_251050.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_251250.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_251350.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_251400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_251450.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_251500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_251550.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_251600.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_251700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_251750.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_251800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_251850.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_252000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_252050.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_252100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_252500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231300_252550.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231350_250700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231350_250750.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_231350_250800.laz',
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 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233200_251950.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233200_252000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233200_252050.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233200_252100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233200_252150.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233200_252200.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233200_252250.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233200_252300.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233200_252400.laz',
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 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233200_252500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233200_252550.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233200_252600.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233200_252650.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233200_252700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233200_252750.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_250750.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_250800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_250850.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_250900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_250950.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_251000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_251050.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_251150.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_251200.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_251250.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_251300.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_251350.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_251400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_251450.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_251500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_251550.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_251600.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_251650.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_251700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_251750.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_251800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_251850.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_251950.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_252000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_252050.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_252100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_252150.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_252200.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_252250.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_252300.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_252350.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_252400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_252450.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_252500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_252550.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_252600.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_252650.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_252750.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233250_252800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_250800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_250850.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_250900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_250950.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_251000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_251050.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_251100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_251150.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_251300.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_251350.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_251400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_251450.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_251500.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_251600.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_251700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_251750.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_251800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_251850.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_251900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_251950.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_252000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_252050.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_252100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_252150.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_252200.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_252350.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_252400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_252450.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_252550.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_252600.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_252650.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_252700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233300_252750.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_250800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_250850.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_250900.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_250950.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_251000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_251100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_251700.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_251750.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_251800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_251850.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_251950.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_252000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_252050.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_252100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_252150.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_252300.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_252350.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_252400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_252450.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_252650.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233350_252750.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233400_250950.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233400_251400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233400_251750.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233400_251850.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233400_251950.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233400_252100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233400_252150.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233400_252400.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233400_252800.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233450_251000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233450_252000.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233450_252150.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233450_252250.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233500_252100.laz',
 '/mnt/wwn-0x5000c5008aadf02c-part2/ASU_LiDAR_Processing/section11/tiled/50/tile_233600_252200.laz']



In [84]:

    
import gc
gc.collect()









    Out[84]:





0



In [ ]:

    
workers = Pool(processes=20)
completed =[]
for output_fn in workers.imap(process_las_file, jobs):
    print output_fn
    completed.append(output_fn)
    pbar.update(1)
workers.terminate()
workers.close()









    



Process PoolWorker-336:
Process PoolWorker-335:
Process PoolWorker-334:
Process PoolWorker-333:
Process PoolWorker-339:
Process PoolWorker-324:
Process PoolWorker-323:
Process PoolWorker-325:
Process PoolWorker-330:
Process PoolWorker-332:
Process PoolWorker-328:
Process PoolWorker-338:
Process PoolWorker-340:
Process PoolWorker-342:
Process PoolWorker-326:
Process PoolWorker-341:
Process PoolWorker-331:
Process PoolWorker-329:
Process PoolWorker-327:
Process PoolWorker-337:
Traceback (most recent call last):
Traceback (most recent call last):
Traceback (most recent call last):
Traceback (most recent call last):
Traceback (most recent call last):
Traceback (most recent call last):
Traceback (most recent call last):
Traceback (most recent call last):
Traceback (most recent call last):
Traceback (most recent call last):
Traceback (most recent call last):
Traceback (most recent call last):
Traceback (most recent call last):
Traceback (most recent call last):
Traceback (most recent call last):
Traceback (most recent call last):
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
Traceback (most recent call last):
Traceback (most recent call last):
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
Traceback (most recent call last):
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
Traceback (most recent call last):
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
    self.run()
    self.run()
    self.run()
    self.run()
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 114, in run
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 114, in run
    self.run()
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 114, in run
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 114, in run
    self.run()
    self.run()
    self._target(*self._args, **self._kwargs)
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 114, in run
    self._target(*self._args, **self._kwargs)
    self.run()
    self._target(*self._args, **self._kwargs)
    self.run()
    self.run()
    self.run()
    self.run()
    self.run()
    self.run()
    self.run()
    self.run()
    self._target(*self._args, **self._kwargs)
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 114, in run
    self.run()
    self.run()
    self.run()
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/pool.py", line 102, in worker
    self._target(*self._args, **self._kwargs)
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 114, in run
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 114, in run
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 114, in run
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/pool.py", line 102, in worker
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/pool.py", line 102, in worker
    self._target(*self._args, **self._kwargs)
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 114, in run
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 114, in run
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 114, in run
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 114, in run
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/pool.py", line 102, in worker
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 114, in run
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 114, in run
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 114, in run
    self.run()
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 114, in run
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 114, in run
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/pool.py", line 102, in worker
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 114, in run
    self._target(*self._args, **self._kwargs)
    self._target(*self._args, **self._kwargs)
    task = get()
    task = get()
    self._target(*self._args, **self._kwargs)
    self._target(*self._args, **self._kwargs)
    task = get()
    self._target(*self._args, **self._kwargs)
    self._target(*self._args, **self._kwargs)
    self._target(*self._args, **self._kwargs)
    task = get()
    self._target(*self._args, **self._kwargs)
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/pool.py", line 102, in worker
    self._target(*self._args, **self._kwargs)
    self._target(*self._args, **self._kwargs)
    self._target(*self._args, **self._kwargs)
    self._target(*self._args, **self._kwargs)
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/process.py", line 114, in run
    task = get()
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/pool.py", line 102, in worker
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/pool.py", line 102, in worker
    self._target(*self._args, **self._kwargs)
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/pool.py", line 102, in worker
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/queues.py", line 376, in get
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/pool.py", line 102, in worker
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/queues.py", line 376, in get
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/queues.py", line 376, in get
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/pool.py", line 102, in worker
    task = get()
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/pool.py", line 102, in worker
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/pool.py", line 102, in worker
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/pool.py", line 102, in worker
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/queues.py", line 376, in get
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/pool.py", line 102, in worker
    self._target(*self._args, **self._kwargs)
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/queues.py", line 376, in get
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/pool.py", line 102, in worker
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/pool.py", line 102, in worker
    task = get()
    task = get()
    task = get()
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/pool.py", line 102, in worker
    task = get()
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/pool.py", line 102, in worker
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/queues.py", line 376, in get
    task = get()
    task = get()
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/pool.py", line 102, in worker
    task = get()
    task = get()
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/queues.py", line 376, in get
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/queues.py", line 376, in get
    task = get()
    task = get()
    task = get()
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/queues.py", line 376, in get
    task = get()
    task = get()
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/queues.py", line 376, in get
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/queues.py", line 376, in get
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/queues.py", line 376, in get
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/queues.py", line 376, in get
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/queues.py", line 376, in get
    task = get()
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/queues.py", line 376, in get
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/queues.py", line 378, in get
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/queues.py", line 376, in get
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/queues.py", line 376, in get
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/queues.py", line 376, in get
  File "/home/femianjc/anaconda2/envs/srp/lib/python2.7/multiprocessing/queues.py", line 376, in get
    racquire()
    racquire()
    racquire()
    racquire()
    racquire()
    racquire()
    racquire()
    racquire()
    racquire()
    racquire()
    racquire()
    return recv()
    racquire()
    racquire()
    racquire()
KeyboardInterrupt
    racquire()
    racquire()
KeyboardInterrupt
    racquire()
    racquire()
KeyboardInterrupt
KeyboardInterrupt
    racquire()
KeyboardInterrupt
KeyboardInterrupt
KeyboardInterrupt
KeyboardInterrupt
KeyboardInterrupt
KeyboardInterrupt
KeyboardInterrupt
KeyboardInterrupt
KeyboardInterrupt
KeyboardInterrupt
KeyboardInterrupt
KeyboardInterrupt
KeyboardInterrupt
KeyboardInterrupt
KeyboardInterrupt
KeyboardInterrupt
Exception KeyboardInterrupt in <Finalize object, dead> ignored



In [ ]:

    
pbar.close()



In [77]:

    
import psutil
for pis in range(9381, 1108+1):
    try:
        proc = psutil.Process(pis)
        print proc.terminate()
    except e:
        print e.message()



In [86]:

    
proc = psutil.Process(10295)



In [92]:

    
proc_parent = proc.parent()
proc_parent









    Out[92]:





<psutil.Process(pid=5164, name='python') at 140061842124944>



In [110]:

    
print proc_parent.username()
for c in psutil.Process().children():
    c.terminate()
    print 'pkill', c.pid









    



 root
pkill 17671
pkill 17672
pkill 17673
pkill 17674
pkill 17675
pkill 17676
pkill 17677
pkill 17678
pkill 17679
pkill 17680
pkill 17681
pkill 17682
pkill 17683
pkill 17684
pkill 17685
pkill 17686
pkill 17687
pkill 17688
pkill 17689
pkill 17807



In [112]:

    
workers.close()



In [ ]:

    
# error_files = []


# for i in tnrange(len(las_files)):
#     try:
#         process_las_file(las_files[i])
#     except:
#         error_files.append((i, las_files[i]))



In [ ]:

    
!gdalbuildvrt stack.vrt tile_*.tif



In [ ]:



In [ ]:



In [ ]:

    
output_file.close()



In [ ]: