print("Version=",h.major_version,".",h.minor_version) ## pts = inFile.get_points() print("points type",type(pts)) print("points shape",pts.shape) intensity = inFile.get_intensity() print("intensity points shape",intensity.shape) flag_byte = inFile.get_flag_byte() print("flag_byte shape",flag_byte.shape) pt_ret_count = inFile.point_return_count() print("type of point return count", type(pt_ret_count)) ret_num = inFile.get_return_num() print("ret_num shape",ret_num.shape) print("ret_num shape 100",ret_num[100].shape) print("First returned number",ret_num[0],"\n") print("First returned number",ret_num[0],"\n") unique_elements, counts_elements = np.unique(ret_num, return_counts=True) print("Frequency of unique values of the said array:") print(np.asarray((unique_elements, counts_elements)),"\n") num_returns = inFile.get_num_returns() print("num_returns shape",num_returns.shape) print("First number of returns:",num_returns[0]) unique_elements, counts_elements = np.unique(num_returns, return_counts=True) print("Frequency of unique values of the said array:") print(np.asarray((unique_elements, counts_elements)))
def geninfo(tilename,ori,rec): ''' read data from file ''' oriFile = File(ori, mode='r') recFile = File(rec, mode='r') ''' create dataframe ori file ''' tic = time.perf_counter() dataori={} dataori["points"] = pd.DataFrame(oriFile.points["point"]) dataori["points"].columns = (x.lower() for x in dataori["points"].columns) dataori["points"].loc[:, ["x", "y", "z"]] *= oriFile.header.scale dataori["points"].loc[:, ["x", "y", "z"]] += oriFile.header.offset dataori["header"] = oriFile.header ''' create dataframe rec file ''' datarec={} datarec["points"] = pd.DataFrame(recFile.points["point"]) datarec["points"].columns = (x.lower() for x in datarec["points"].columns) # rescale and offset datarec["points"].loc[:, ["x", "y", "z"]] *= recFile.header.scale datarec["points"].loc[:, ["x", "y", "z"]] += recFile.header.offset datarec["header"] = recFile.header toc = time.perf_counter() print(f"data frame created in {toc - tic:0.4f} seconds") tdata=OrderedDict() # Header Information # version test o_version=oriFile.header.version r_version=recFile.header.version if o_version != r_version: version_test='Failed' tdata['Version'] = f'Ori - {o_version} Rec - {r_version}' tdata['Version Test'] = 'Failed' print(f"Version test Failed for {tilename}") else: version_test='Passed' tdata['Version'] = f'{o_version}' tdata['Version Test'] = 'Passed' print(f"Version test Passed for {tilename}") # Data Format ID testt o_pdrf = oriFile.header.data_format_id r_pdrf = recFile.header.data_format_id if o_pdrf != r_pdrf: tdata['PDRF'] = f'Ori-{o_pdrf} Rec - {r_pdrf}' tdata['PDRF Test'] = 'Failed' else: tdata['PDRF'] = f'{o_pdrf}' tdata['PDRF Test'] = 'Passed' # Global Engoding testt o_ge = oriFile.header.global_encoding r_ge = recFile.header.global_encoding if o_ge != r_ge: tdata['GlobalEncoding'] = f'Ori-{o_ge} Rec - {r_ge}' tdata['GlobalEncoding Test'] = 'Failed' else: tdata['GlobalEncoding'] = f'{o_ge}' tdata['GlobalEncoding Test'] = 'Passed' #test number of points o_len = len(dataori['points']) r_len = len(datarec['points']) if o_len != r_len: tdata['Number of points'] = f'Ori - {o_len} Rec - {r_len}' tdata['Number of Points Test'] = 'Failed' print(f"Number of points test Failed for {tilename}") else: len_test='Passed' tdata['Number of points'] = len(datarec['points']) tdata['Number of Points Test'] = 'Passed' #print(f"Number of points test Passed for {tilename}") #test points tic = time.perf_counter() x0=dataori['points']['x'] x1=datarec['points']['x'] y0=dataori['points']['y'] y1=datarec['points']['y'] z0=dataori['points']['z'] z1=datarec['points']['z'] #print(x0==x1) #print(y0==y1) #print(z0==z1) if x0.all()!=x1.all() and y0.all()!=y1.all() and z0.all()!=z1.all(): tdata['Points Test'] = 'Failed' toc = time.perf_counter() print(f"Points test Failed - {toc - tic:0.4f} seconds") else: print(f'{tilename} XYZ matched') tdata['Points Test'] = 'Passed' toc = time.perf_counter() print(f"Points test Passed - {toc - tic:0.4f} seconds") #test gpstime r_gps = [min(datarec['points']['gps_time']),max(datarec['points']['gps_time'])] o_gps = [min(dataori['points']['gps_time']),max(dataori['points']['gps_time'])] if o_gps != r_gps: gps_test='Failed' tdata['GPS times'] = f'Ori - {o_gps} Rec - {r_gps}' tdata['GPS Test'] = 'Failed' print(f"GPS Times test Failed for {tilename}") else: gps_test='Passed' tdata['GPS times'] = r_gps tdata['GPS Test'] = 'Passed' #print(f"GPS Times test Passed for {tilename}") # returns test o_returns=oriFile.get_return_num() r_returns=recFile.get_return_num() nr0=oriFile.get_num_returns() nr1=recFile.get_num_returns() #nr1=datarec['points']['number of returns'] if o_returns.all() != r_returns.all(): returns_test='Failed' tdata['Returns'] = f'Ori - {o_returns} Rec - {r_returns}' tdata['Returns Test'] = 'Failed' print(f"Point Returns test Failed for {tilename}") else: returns_test='Passed' tdata['Returns'] = f'{o_returns[1],nr0[1]}' tdata['Returns Test'] = 'Passed' print(f"Point Returns test Passed for {tilename}") ##returns=[i for i, j in zip(o_returns, r_returns) if i != j] #print(returns) # Intensity test r_intensity=[min(datarec['points']['intensity']),max(datarec['points']['intensity'])] o_intensity=[min(dataori['points']['intensity']),max(dataori['points']['intensity'])] if o_intensity != r_intensity: intensity_test='Failed' tdata['Intensity'] = f'Ori - {o_intensity} Rec - {r_intensity}' tdata['Intensity Test'] = 'Failed' print(f"Intensity test Failed for {tilename}") else: intensity_test='Passed' tdata['Intensity'] = f'{o_intensity}' tdata['Intensity Test'] = 'Passed' #print(f"Intensity test Passed for {tilename}") # Scale test o_scale=oriFile.header.scale r_scale=recFile.header.scale #print(o_offscale,r_offscale) if o_scale != r_scale: tdata['Scale']=f'Ori-{o_scale} Rec - {r_scale}' tdata['Scale Test'] = 'Failed' print(f"Scale test Failed for {tilename}") else: tdata['Scale']=f'{o_scale}' tdata['Scale Test'] = 'Passed' #print(f"Offset_Scale test Passed for {tilename}") return(True,tdata,'None')
def geninfo(tilename, ori, rec, validClasses): tdata = OrderedDict() tilecheckPassed = 'Passed' print(tilename) if os.path.isfile(ori) and os.path.isfile(rec): ''' read data from file ''' try: oriFile = File(ori, mode='r') recFile = File(rec, mode='r') except: print(f'File Corrupted : {tilename}') tdata = { "Classification": "None", "Classification_Test": "None", "Critical Failure - Unable to read file": "None", "Version Test": "None", "PDRF": "None", "PDRF Test": "None", "GlobalEncoding": "None", "GlobalEncoding Test": "None", "Number of points": "None", "Number of points Tetst": "None", "Points Test": "None", "GPS times": "None", "GPS Test": "None", "Returns": "None", "Returns Test": "None", "Intensity": "None", "Intensity Test": "None", "Scale": "None", "Scale Test": "None", "Status": "Failed", "Boundaries": "None", "Boundary Test": "None" } return (True, tdata, 'None') ''' create dataframe ori file ''' #tic = time.perf_counter() dataori = {} dataori["points"] = pd.DataFrame(oriFile.points["point"]) dataori["points"].columns = (x.lower() for x in dataori["points"].columns) dataori["points"].loc[:, ["x", "y", "z"]] *= oriFile.header.scale dataori["points"].loc[:, ["x", "y", "z"]] += oriFile.header.offset dataori["header"] = oriFile.header ''' create dataframe rec file ''' datarec = {} datarec["points"] = pd.DataFrame(recFile.points["point"]) datarec["points"].columns = (x.lower() for x in datarec["points"].columns) # rescale and offset datarec["points"].loc[:, ["x", "y", "z"]] *= recFile.header.scale datarec["points"].loc[:, ["x", "y", "z"]] += recFile.header.offset datarec["header"] = recFile.header #toc = time.perf_counter() #print(f"data frame created in {toc - tic:0.4f} seconds") # Header Information ############################################################ # version test ############################################################ o_version = oriFile.header.version r_version = recFile.header.version if o_version != r_version: version_test = 'Failed' tdata['Version'] = f'Ori - {o_version} Rec - {r_version}' tdata['Version Test'] = 'Warning' #print(f"Version test Failed for {tilename}") tilecheckPassed = 'Warning' else: version_test = 'Passed' tdata['Version'] = f'{o_version}' tdata['Version Test'] = 'Passed' #print(f"Version test Passed for {tilename}") ########################################################### # Data Format ID testt (PDRF) ############################################################ o_pdrf = oriFile.header.data_format_id r_pdrf = recFile.header.data_format_id if o_pdrf != r_pdrf: tdata['PDRF'] = f'Ori-{o_pdrf} Rec - {r_pdrf}' tdata['PDRF Test'] = 'Failed' tilecheckPassed = 'Warning' else: tdata['PDRF'] = f'{o_pdrf}' tdata['PDRF Test'] = 'Passed' ########################################################### # Global Engoding test ########################################################### o_ge = oriFile.header.global_encoding r_ge = recFile.header.global_encoding if o_ge != r_ge: tdata['GlobalEncoding'] = f'Ori-{o_ge} Rec - {r_ge}' tdata['GlobalEncoding Test'] = 'Failed' tilecheckPassed = 'Warning' else: tdata['GlobalEncoding'] = f'{o_ge}' tdata['GlobalEncoding Test'] = 'Passed' ########################################################## # Bounding Box Test ######################################################### #check Min Max recxmin = round(min(datarec["points"]["x"]), 3) recymin = round(min(datarec["points"]["y"]), 3) reczmin = round(min(datarec["points"]["z"]), 3) recxmax = round(max(datarec["points"]["x"]), 3) recymax = round(max(datarec["points"]["y"]), 3) reczmax = round(max(datarec["points"]["z"]), 3) #print(recxmin,recymin) r_xmin = round(recFile.header.min[0], 3) r_ymin = round(recFile.header.min[1], 3) r_zmin = round(recFile.header.min[2], 3) r_xmax = round(recFile.header.max[0], 3) r_ymax = round(recFile.header.max[1], 3) r_zmax = round(recFile.header.max[2], 3) #print(r_xmin,r_ymin) if recxmin != r_xmin or recymin != r_ymin: tdata[ 'Boundaries'] = f'Ori - min[{recxmin},{recymin},{reczmin}],max[{recxmax},{recymax},{reczmax}] Rec - min[{r_xmin},{r_ymin},{r_zmin}],max[{r_xmax},{r_ymax},{r_zmax}]' tdata['Boundary Test'] = 'Failed' tilecheckPassed = 'Warning' else: tdata[ 'Boundaries'] = f'min[{recxmin},{recymin}],max[{recxmax},{recymax}]' tdata['Boundary Test'] = 'Passed' ######################################################### # Classification Test ######################################################### #get classification all_classes = set(list(range(0, 256))) valid_classes = set(validClasses) invalid_classes = all_classes - valid_classes #print(invalid_classes) #o_class = oriFile.get_classification() r_class = recFile.get_classification() check = list(invalid_classes.intersection(r_class)) if len(check) > 0: tdata['Classification'] = check tdata['Classification Test'] = 'Failed' #print(f"Version test Failed for {tilename}") tilecheckPassed = 'Failed' else: tdata['Classification'] = None tdata['Classification Test'] = 'Passed' ########################################################### # Number of points Test ########################################################## o_len = len(dataori['points']) r_len = len(datarec['points']) if o_len != r_len: tdata['Number of points'] = f'Ori - {o_len} Rec - {r_len}' tdata['Number of Points Test'] = 'Failed' print(f"Number of points test Failed for {tilename}") tilecheckPassed = 'Failed' else: len_test = 'Passed' tdata['Number of points'] = len(datarec['points']) tdata['Number of Points Test'] = 'Passed' #print(f"Number of points test Passed for {tilename}") ########################################################### # Points Test ########################################################### tic = time.perf_counter() x0 = dataori['points']['x'] x1 = datarec['points']['x'] y0 = dataori['points']['y'] y1 = datarec['points']['y'] z0 = dataori['points']['z'] z1 = datarec['points']['z'] #print(x0.all()!=x1.all()) #print(y0.all()!=y1.all()) #print(z0.all()!=z1.all()) if x0.all() != x1.all() or y0.all() != y1.all() or z0.all() != z1.all( ): tdata['Points Test'] = 'Failed' toc = time.perf_counter() print(f"Points test Failed - {toc - tic:0.4f} seconds") tilecheckPassed = 'Failed' else: #print(f'{tilename} XYZ matched') tdata['Points Test'] = 'Passed' toc = time.perf_counter() #print(f"Points test Passed - {toc - tic:0.4f} seconds") ############################################################# # GPS time test ############################################################## r_gps = [ min(datarec['points']['gps_time']), max(datarec['points']['gps_time']) ] o_gps = [ min(dataori['points']['gps_time']), max(dataori['points']['gps_time']) ] if o_gps != r_gps: gps_test = 'Failed' tdata['GPS times'] = f'Ori - {o_gps} Rec - {r_gps}' tdata['GPS Test'] = 'Failed' print(f"GPS Times test Failed for {tilename}") tilecheckPassed = 'Failed' else: gps_test = 'Passed' tdata['GPS times'] = r_gps tdata['GPS Test'] = 'Passed' #print(f"GPS Times test Passed for {tilename}") ############################################################### # Intensity test ############################################################### r_intensity = [ min(datarec['points']['intensity']), max(datarec['points']['intensity']) ] o_intensity = [ min(dataori['points']['intensity']), max(dataori['points']['intensity']) ] if o_intensity != r_intensity: intensity_test = 'Failed' tdata['Intensity'] = f'Ori - {o_intensity} Rec - {r_intensity}' tdata['Intensity Test'] = 'Failed' print(f"Intensity test Failed for {tilename}") tilecheckPassed = 'Failed' else: intensity_test = 'Passed' tdata['Intensity'] = f'{o_intensity}' tdata['Intensity Test'] = 'Passed' #print(f"Intensity test Passed for {tilename}") ############################################################### # Scale test ################################################################ o_scale = oriFile.header.scale r_scale = recFile.header.scale #print(o_offscale,r_offscale) if o_scale != r_scale: tdata['Scale'] = f'Ori-{o_scale} Rec - {r_scale}' tdata['Scale Test'] = 'Failed' print(f"Scale test Failed for {tilename}") tilecheckPassed = 'Failed' else: tdata['Scale'] = f'{o_scale}' tdata['Scale Test'] = 'Passed' #print(f"Offset_Scale test Passed for {tilename}") ############################################################## # Returns test ############################################################# o_returns = oriFile.get_return_num() r_returns = recFile.get_return_num() #nr0=oriFile.get_num_returns() #nr1=recFile.get_num_returns() #nr1=datarec['points']['number of returns'] if o_returns.all() != r_returns.all(): returns_test = 'Failed' returns = [i for i, j in zip(o_returns, r_returns) if i != j] tdata['Returns'] = f'Returns not matching {returns}' tdata['Returns Test'] = 'Failed' tilecheckPassed = 'Failed' #print(f"Point Returns test Failed for {tilename}") else: returns_test = 'Passed' tdata['Returns'] = f'{min(o_returns),max(o_returns)}' tdata['Returns Test'] = 'Passed' #print(f"Point Returns test Passed for {tilename}") ##returns=[i for i, j in zip(o_returns, r_returns) if i != j] #print(returns) tdata['Status'] = tilecheckPassed return (True, tdata, 'None') else: print(f'One of the files could not be found for Tile {tilename}') tdata = { "Classification": "None", "Classification_Test": "None", "Version": "None", "Version Test": "None", "PDRF": "None", "PDRF Test": "None", "GlobalEncoding": "None", "GlobalEncoding Test": "None", "Number of points": "None", "Number of points Tetst": "None", "Points Test": "None", "GPS times": "None", "GPS Test": "None", "Returns": "None", "Returns Test": "None", "Intensity": "None", "Intensity Test": "None", "Scale": "None", "Scale Test": "None", "Status": "None", "Boundaries": "None", "Boundary Test": "None" } return (True, tdata, 'None')