diff --git a/Benchmarks/ConfigFiles/MarkusBenchmark.par b/Benchmarks/ConfigFiles/MarkusBenchmark.par
new file mode 100644
index 0000000..f294e05
--- /dev/null
+++ b/Benchmarks/ConfigFiles/MarkusBenchmark.par
@@ -0,0 +1,5638 @@
+runmode
+   	source 0 sources.cat
+    image 1  ../ConfigFiles/219Img.txt
+    nbgridcells 6730
+    end
+frame
+ 	#dmax 45                    #either dmax or x and y have to be declared when a grid is used
+    xmin     -10100.000
+    xmax     10100.000
+    ymin     -10100.000
+    ymax     10100.000
+    end
+cosmology
+	model    1
+    H0        70.000
+    omegaM    0.300
+    omegaX    0.700
+    omegaK    0.000
+    wA    0.000
+    wX        -1.000
+    end
+potentiel 0
+	profil  5                #Profile: 5 SIS, 8 PIEMD
+    x_centre     20.000                #X Position [arcsec]
+    y_centre     25.000                #Y Position [arcsec]
+    ellipticity     0.05          #Mass Ellipticity
+    v_disp     1000.                  #Dispersion Velocity [km/s]
+    z_lens     0.3                  #Redshift of lens
+    end
+potentiel 0
+	profil  5                  #Profile: 5 SIS, 8 PIEMD
+    x_centre     -12.000                #X Position [arcsec]
+    y_centre     -27.000                #Y Position [arcsec]
+    ellipticity     0.04              #Mass Ellipticity
+    v_disp     950.                  #Dispersion Velocity [km/s]
+    z_lens     0.3                  #Redshift of lens
+    end
+potentiel 1
+	profile 5
+	x_centre -55.505
+	y_centre 67.222
+	ellipticity 0.096
+	v_disp 120.000
+	z_lens 0.3
+	end
+potentiel 2
+	profile 5
+	x_centre -36.324
+	y_centre -23.956
+	ellipticity 0.039
+	v_disp 127.000
+	z_lens 0.3
+	end
+potentiel 3
+	profile 5
+	x_centre 51.657
+	y_centre -55.378
+	ellipticity 0.084
+	v_disp 128.000
+	z_lens 0.3
+	end
+potentiel 4
+	profile 5
+	x_centre 15.600
+	y_centre 11.667
+	ellipticity 0.096
+	v_disp 115.000
+	z_lens 0.3
+	end
+potentiel 5
+	profile 5
+	x_centre -52.152
+	y_centre 10.600
+	ellipticity 0.108
+	v_disp 120.000
+	z_lens 0.3
+	end
+potentiel 6
+	profile 5
+	x_centre -15.943
+	y_centre -5.822
+	ellipticity 0.135
+	v_disp 113.000
+	z_lens 0.3
+	end
+potentiel 7
+	profile 5
+	x_centre -1.371
+	y_centre -24.333
+	ellipticity 0.126
+	v_disp 125.000
+	z_lens 0.3
+	end
+potentiel 8
+	profile 5
+	x_centre -12.095
+	y_centre -54.067
+	ellipticity 0.138
+	v_disp 120.000
+	z_lens 0.3
+	end
+potentiel 9
+	profile 5
+	x_centre 46.476
+	y_centre -55.422
+	ellipticity 0.045
+	v_disp 124.000
+	z_lens 0.3
+	end
+potentiel 10
+	profile 5
+	x_centre -19.467
+	y_centre -50.000
+	ellipticity 0.093
+	v_disp 118.000
+	z_lens 0.3
+	end
+potentiel 11
+	profile 5
+	x_centre -46.171
+	y_centre 66.200
+	ellipticity 0.135
+	v_disp 126.000
+	z_lens 0.3
+	end
+potentiel 12
+	profile 5
+	x_centre 54.648
+	y_centre -16.244
+	ellipticity 0.129
+	v_disp 127.000
+	z_lens 0.3
+	end
+potentiel 13
+	profile 5
+	x_centre 2.876
+	y_centre 46.067
+	ellipticity 0.120
+	v_disp 116.000
+	z_lens 0.3
+	end
+potentiel 14
+	profile 5
+	x_centre 18.800
+	y_centre -32.556
+	ellipticity 0.123
+	v_disp 123.000
+	z_lens 0.3
+	end
+potentiel 15
+	profile 5
+	x_centre 22.857
+	y_centre -37.222
+	ellipticity 0.069
+	v_disp 117.000
+	z_lens 0.3
+	end
+potentiel 16
+	profile 5
+	x_centre -51.467
+	y_centre 21.156
+	ellipticity 0.039
+	v_disp 126.000
+	z_lens 0.3
+	end
+potentiel 17
+	profile 5
+	x_centre -23.295
+	y_centre 28.111
+	ellipticity 0.063
+	v_disp 114.000
+	z_lens 0.3
+	end
+potentiel 18
+	profile 5
+	x_centre -49.295
+	y_centre 57.933
+	ellipticity 0.108
+	v_disp 113.000
+	z_lens 0.3
+	end
+potentiel 19
+	profile 5
+	x_centre 51.257
+	y_centre 65.756
+	ellipticity 0.093
+	v_disp 118.000
+	z_lens 0.3
+	end
+potentiel 20
+	profile 5
+	x_centre -17.390
+	y_centre 62.622
+	ellipticity 0.078
+	v_disp 123.000
+	z_lens 0.3
+	end
+potentiel 21
+	profile 5
+	x_centre 49.124
+	y_centre -66.089
+	ellipticity 0.114
+	v_disp 125.000
+	z_lens 0.3
+	end
+potentiel 22
+	profile 5
+	x_centre -3.181
+	y_centre 43.400
+	ellipticity 0.075
+	v_disp 125.000
+	z_lens 0.3
+	end
+potentiel 23
+	profile 5
+	x_centre 49.543
+	y_centre 62.844
+	ellipticity 0.102
+	v_disp 127.000
+	z_lens 0.3
+	end
+potentiel 24
+	profile 5
+	x_centre -27.676
+	y_centre -7.711
+	ellipticity 0.069
+	v_disp 123.000
+	z_lens 0.3
+	end
+potentiel 25
+	profile 5
+	x_centre -53.448
+	y_centre 61.022
+	ellipticity 0.108
+	v_disp 125.000
+	z_lens 0.3
+	end
+potentiel 26
+	profile 5
+	x_centre -38.762
+	y_centre 41.133
+	ellipticity 0.000
+	v_disp 118.000
+	z_lens 0.3
+	end
+potentiel 27
+	profile 5
+	x_centre 24.552
+	y_centre 65.689
+	ellipticity 0.090
+	v_disp 119.000
+	z_lens 0.3
+	end
+potentiel 28
+	profile 5
+	x_centre -53.600
+	y_centre -43.756
+	ellipticity 0.072
+	v_disp 112.000
+	z_lens 0.3
+	end
+potentiel 29
+	profile 5
+	x_centre -37.352
+	y_centre -64.667
+	ellipticity 0.144
+	v_disp 126.000
+	z_lens 0.3
+	end
+potentiel 30
+	profile 5
+	x_centre 59.657
+	y_centre -38.289
+	ellipticity 0.090
+	v_disp 123.000
+	z_lens 0.3
+	end
+potentiel 31
+	profile 5
+	x_centre 17.410
+	y_centre -7.800
+	ellipticity 0.054
+	v_disp 124.000
+	z_lens 0.3
+	end
+potentiel 32
+	profile 5
+	x_centre 49.448
+	y_centre -25.711
+	ellipticity 0.093
+	v_disp 127.000
+	z_lens 0.3
+	end
+potentiel 33
+	profile 5
+	x_centre 28.362
+	y_centre 60.911
+	ellipticity 0.105
+	v_disp 123.000
+	z_lens 0.3
+	end
+potentiel 34
+	profile 5
+	x_centre 44.362
+	y_centre -51.489
+	ellipticity 0.084
+	v_disp 127.000
+	z_lens 0.3
+	end
+potentiel 35
+	profile 5
+	x_centre 44.324
+	y_centre 1.222
+	ellipticity 0.147
+	v_disp 112.000
+	z_lens 0.3
+	end
+potentiel 36
+	profile 5
+	x_centre -47.714
+	y_centre 39.622
+	ellipticity 0.060
+	v_disp 113.000
+	z_lens 0.3
+	end
+potentiel 37
+	profile 5
+	x_centre 31.810
+	y_centre 13.867
+	ellipticity 0.141
+	v_disp 123.000
+	z_lens 0.3
+	end
+potentiel 38
+	profile 5
+	x_centre 48.381
+	y_centre 31.711
+	ellipticity 0.114
+	v_disp 117.000
+	z_lens 0.3
+	end
+potentiel 39
+	profile 5
+	x_centre 42.514
+	y_centre 48.733
+	ellipticity 0.117
+	v_disp 125.000
+	z_lens 0.3
+	end
+potentiel 40
+	profile 5
+	x_centre -29.390
+	y_centre 63.933
+	ellipticity 0.135
+	v_disp 118.000
+	z_lens 0.3
+	end
+potentiel 41
+	profile 5
+	x_centre -52.838
+	y_centre -22.667
+	ellipticity 0.012
+	v_disp 130.000
+	z_lens 0.3
+	end
+potentiel 42
+	profile 5
+	x_centre 32.229
+	y_centre 44.667
+	ellipticity 0.057
+	v_disp 116.000
+	z_lens 0.3
+	end
+potentiel 43
+	profile 5
+	x_centre -33.657
+	y_centre 46.244
+	ellipticity 0.006
+	v_disp 124.000
+	z_lens 0.3
+	end
+potentiel 44
+	profile 5
+	x_centre 56.648
+	y_centre -46.244
+	ellipticity 0.036
+	v_disp 121.000
+	z_lens 0.3
+	end
+potentiel 45
+	profile 5
+	x_centre 17.162
+	y_centre -48.422
+	ellipticity 0.138
+	v_disp 125.000
+	z_lens 0.3
+	end
+potentiel 46
+	profile 5
+	x_centre 8.057
+	y_centre 54.778
+	ellipticity 0.090
+	v_disp 110.000
+	z_lens 0.3
+	end
+potentiel 47
+	profile 5
+	x_centre -7.962
+	y_centre -36.333
+	ellipticity 0.051
+	v_disp 128.000
+	z_lens 0.3
+	end
+potentiel 48
+	profile 5
+	x_centre -29.029
+	y_centre 10.289
+	ellipticity 0.024
+	v_disp 129.000
+	z_lens 0.3
+	end
+potentiel 49
+	profile 5
+	x_centre -9.562
+	y_centre -40.444
+	ellipticity 0.036
+	v_disp 127.000
+	z_lens 0.3
+	end
+potentiel 50
+	profile 5
+	x_centre 3.238
+	y_centre 36.800
+	ellipticity 0.114
+	v_disp 126.000
+	z_lens 0.3
+	end
+potentiel 51
+	profile 5
+	x_centre -24.000
+	y_centre 64.378
+	ellipticity 0.048
+	v_disp 128.000
+	z_lens 0.3
+	end
+potentiel 52
+	profile 5
+	x_centre 51.124
+	y_centre -37.422
+	ellipticity 0.099
+	v_disp 120.000
+	z_lens 0.3
+	end
+potentiel 53
+	profile 5
+	x_centre 1.600
+	y_centre 18.000
+	ellipticity 0.021
+	v_disp 115.000
+	z_lens 0.3
+	end
+potentiel 54
+	profile 5
+	x_centre -0.933
+	y_centre -2.733
+	ellipticity 0.033
+	v_disp 117.000
+	z_lens 0.3
+	end
+potentiel 55
+	profile 5
+	x_centre 15.314
+	y_centre 15.844
+	ellipticity 0.093
+	v_disp 118.000
+	z_lens 0.3
+	end
+potentiel 56
+	profile 5
+	x_centre 7.410
+	y_centre -42.578
+	ellipticity 0.147
+	v_disp 130.000
+	z_lens 0.3
+	end
+potentiel 57
+	profile 5
+	x_centre -14.286
+	y_centre -38.444
+	ellipticity 0.072
+	v_disp 127.000
+	z_lens 0.3
+	end
+potentiel 58
+	profile 5
+	x_centre 6.362
+	y_centre 47.822
+	ellipticity 0.096
+	v_disp 118.000
+	z_lens 0.3
+	end
+potentiel 59
+	profile 5
+	x_centre -40.210
+	y_centre -50.000
+	ellipticity 0.123
+	v_disp 118.000
+	z_lens 0.3
+	end
+potentiel 60
+	profile 5
+	x_centre 4.248
+	y_centre -47.178
+	ellipticity 0.102
+	v_disp 114.000
+	z_lens 0.3
+	end
+potentiel 61
+	profile 5
+	x_centre 4.076
+	y_centre 9.867
+	ellipticity 0.126
+	v_disp 113.000
+	z_lens 0.3
+	end
+potentiel 62
+	profile 5
+	x_centre 7.619
+	y_centre 32.289
+	ellipticity 0.024
+	v_disp 129.000
+	z_lens 0.3
+	end
+potentiel 63
+	profile 5
+	x_centre 55.962
+	y_centre -24.933
+	ellipticity 0.060
+	v_disp 130.000
+	z_lens 0.3
+	end
+potentiel 64
+	profile 5
+	x_centre 45.771
+	y_centre 43.711
+	ellipticity 0.054
+	v_disp 112.000
+	z_lens 0.3
+	end
+potentiel 65
+	profile 5
+	x_centre -44.324
+	y_centre 22.222
+	ellipticity 0.027
+	v_disp 128.000
+	z_lens 0.3
+	end
+potentiel 66
+	profile 5
+	x_centre 21.086
+	y_centre -3.733
+	ellipticity 0.138
+	v_disp 115.000
+	z_lens 0.3
+	end
+potentiel 67
+	profile 5
+	x_centre 5.676
+	y_centre -26.867
+	ellipticity 0.096
+	v_disp 120.000
+	z_lens 0.3
+	end
+potentiel 68
+	profile 5
+	x_centre 28.133
+	y_centre 65.844
+	ellipticity 0.063
+	v_disp 122.000
+	z_lens 0.3
+	end
+potentiel 69
+	profile 5
+	x_centre -45.905
+	y_centre -8.733
+	ellipticity 0.078
+	v_disp 111.000
+	z_lens 0.3
+	end
+potentiel 70
+	profile 5
+	x_centre 34.171
+	y_centre -18.267
+	ellipticity 0.039
+	v_disp 110.000
+	z_lens 0.3
+	end
+potentiel 71
+	profile 5
+	x_centre 23.181
+	y_centre 15.156
+	ellipticity 0.123
+	v_disp 128.000
+	z_lens 0.3
+	end
+potentiel 72
+	profile 5
+	x_centre -5.505
+	y_centre -13.489
+	ellipticity 0.060
+	v_disp 122.000
+	z_lens 0.3
+	end
+potentiel 73
+	profile 5
+	x_centre 17.010
+	y_centre 49.333
+	ellipticity 0.063
+	v_disp 110.000
+	z_lens 0.3
+	end
+potentiel 74
+	profile 5
+	x_centre 42.895
+	y_centre -11.267
+	ellipticity 0.102
+	v_disp 119.000
+	z_lens 0.3
+	end
+potentiel 75
+	profile 5
+	x_centre 1.486
+	y_centre -46.200
+	ellipticity 0.051
+	v_disp 129.000
+	z_lens 0.3
+	end
+potentiel 76
+	profile 5
+	x_centre -5.848
+	y_centre 15.711
+	ellipticity 0.051
+	v_disp 122.000
+	z_lens 0.3
+	end
+potentiel 77
+	profile 5
+	x_centre -16.724
+	y_centre 57.778
+	ellipticity 0.039
+	v_disp 116.000
+	z_lens 0.3
+	end
+potentiel 78
+	profile 5
+	x_centre 19.924
+	y_centre 39.444
+	ellipticity 0.150
+	v_disp 111.000
+	z_lens 0.3
+	end
+potentiel 79
+	profile 5
+	x_centre -29.467
+	y_centre 9.289
+	ellipticity 0.138
+	v_disp 113.000
+	z_lens 0.3
+	end
+potentiel 80
+	profile 5
+	x_centre 47.048
+	y_centre 33.689
+	ellipticity 0.060
+	v_disp 119.000
+	z_lens 0.3
+	end
+potentiel 81
+	profile 5
+	x_centre 42.419
+	y_centre -64.644
+	ellipticity 0.111
+	v_disp 112.000
+	z_lens 0.3
+	end
+potentiel 82
+	profile 5
+	x_centre 8.724
+	y_centre 24.689
+	ellipticity 0.021
+	v_disp 116.000
+	z_lens 0.3
+	end
+potentiel 83
+	profile 5
+	x_centre -58.952
+	y_centre 35.600
+	ellipticity 0.039
+	v_disp 125.000
+	z_lens 0.3
+	end
+potentiel 84
+	profile 5
+	x_centre -35.010
+	y_centre -32.578
+	ellipticity 0.054
+	v_disp 130.000
+	z_lens 0.3
+	end
+potentiel 85
+	profile 5
+	x_centre -59.962
+	y_centre 25.556
+	ellipticity 0.069
+	v_disp 115.000
+	z_lens 0.3
+	end
+potentiel 86
+	profile 5
+	x_centre -31.505
+	y_centre -43.511
+	ellipticity 0.009
+	v_disp 127.000
+	z_lens 0.3
+	end
+potentiel 87
+	profile 5
+	x_centre 14.762
+	y_centre -58.556
+	ellipticity 0.012
+	v_disp 114.000
+	z_lens 0.3
+	end
+potentiel 88
+	profile 5
+	x_centre -18.438
+	y_centre 46.756
+	ellipticity 0.063
+	v_disp 129.000
+	z_lens 0.3
+	end
+potentiel 89
+	profile 5
+	x_centre 17.619
+	y_centre 58.333
+	ellipticity 0.024
+	v_disp 128.000
+	z_lens 0.3
+	end
+potentiel 90
+	profile 5
+	x_centre -34.076
+	y_centre -14.044
+	ellipticity 0.147
+	v_disp 115.000
+	z_lens 0.3
+	end
+potentiel 91
+	profile 5
+	x_centre 50.819
+	y_centre -66.311
+	ellipticity 0.009
+	v_disp 116.000
+	z_lens 0.3
+	end
+potentiel 92
+	profile 5
+	x_centre -40.743
+	y_centre 14.289
+	ellipticity 0.030
+	v_disp 127.000
+	z_lens 0.3
+	end
+potentiel 93
+	profile 5
+	x_centre 46.495
+	y_centre 26.533
+	ellipticity 0.129
+	v_disp 121.000
+	z_lens 0.3
+	end
+potentiel 94
+	profile 5
+	x_centre -59.181
+	y_centre 45.467
+	ellipticity 0.129
+	v_disp 130.000
+	z_lens 0.3
+	end
+potentiel 95
+	profile 5
+	x_centre -44.248
+	y_centre -1.444
+	ellipticity 0.102
+	v_disp 116.000
+	z_lens 0.3
+	end
+potentiel 96
+	profile 5
+	x_centre -38.914
+	y_centre -16.711
+	ellipticity 0.015
+	v_disp 112.000
+	z_lens 0.3
+	end
+potentiel 97
+	profile 5
+	x_centre -11.314
+	y_centre -61.467
+	ellipticity 0.015
+	v_disp 119.000
+	z_lens 0.3
+	end
+potentiel 98
+	profile 5
+	x_centre -27.295
+	y_centre -2.689
+	ellipticity 0.066
+	v_disp 121.000
+	z_lens 0.3
+	end
+potentiel 99
+	profile 5
+	x_centre -44.781
+	y_centre 22.867
+	ellipticity 0.000
+	v_disp 115.000
+	z_lens 0.3
+	end
+potentiel 100
+	profile 5
+	x_centre 37.924
+	y_centre 8.578
+	ellipticity 0.102
+	v_disp 117.000
+	z_lens 0.3
+	end
+potentiel 101
+	profile 5
+	x_centre -54.248
+	y_centre 36.733
+	ellipticity 0.012
+	v_disp 113.000
+	z_lens 0.3
+	end
+potentiel 102
+	profile 5
+	x_centre 18.038
+	y_centre -42.000
+	ellipticity 0.072
+	v_disp 118.000
+	z_lens 0.3
+	end
+potentiel 103
+	profile 5
+	x_centre 20.114
+	y_centre 24.578
+	ellipticity 0.060
+	v_disp 125.000
+	z_lens 0.3
+	end
+potentiel 104
+	profile 5
+	x_centre -11.429
+	y_centre -43.778
+	ellipticity 0.114
+	v_disp 118.000
+	z_lens 0.3
+	end
+potentiel 105
+	profile 5
+	x_centre -47.905
+	y_centre 32.244
+	ellipticity 0.048
+	v_disp 127.000
+	z_lens 0.3
+	end
+potentiel 106
+	profile 5
+	x_centre 41.695
+	y_centre 33.733
+	ellipticity 0.090
+	v_disp 113.000
+	z_lens 0.3
+	end
+potentiel 107
+	profile 5
+	x_centre 25.352
+	y_centre -32.667
+	ellipticity 0.141
+	v_disp 110.000
+	z_lens 0.3
+	end
+potentiel 108
+	profile 5
+	x_centre 15.848
+	y_centre -37.756
+	ellipticity 0.141
+	v_disp 112.000
+	z_lens 0.3
+	end
+potentiel 109
+	profile 5
+	x_centre 11.181
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+	z_lens 0.3
+	end
+potentiel 689
+	profile 5
+	x_centre -30.190
+	y_centre -11.356
+	ellipticity 0.117
+	v_disp 113.000
+	z_lens 0.3
+	end
+potentiel 690
+	profile 5
+	x_centre -26.514
+	y_centre -59.267
+	ellipticity 0.009
+	v_disp 126.000
+	z_lens 0.3
+	end
+potentiel 691
+	profile 5
+	x_centre -52.971
+	y_centre -15.911
+	ellipticity 0.147
+	v_disp 126.000
+	z_lens 0.3
+	end
+potentiel 692
+	profile 5
+	x_centre 54.914
+	y_centre 47.067
+	ellipticity 0.030
+	v_disp 116.000
+	z_lens 0.3
+	end
+potentiel 693
+	profile 5
+	x_centre -29.314
+	y_centre -41.978
+	ellipticity 0.078
+	v_disp 116.000
+	z_lens 0.3
+	end
+potentiel 694
+	profile 5
+	x_centre 26.267
+	y_centre -7.311
+	ellipticity 0.018
+	v_disp 124.000
+	z_lens 0.3
+	end
+potentiel 695
+	profile 5
+	x_centre 0.305
+	y_centre 41.889
+	ellipticity 0.141
+	v_disp 110.000
+	z_lens 0.3
+	end
+potentiel 696
+	profile 5
+	x_centre -2.076
+	y_centre -44.489
+	ellipticity 0.069
+	v_disp 116.000
+	z_lens 0.3
+	end
+potentiel 697
+	profile 5
+	x_centre -19.486
+	y_centre -20.378
+	ellipticity 0.060
+	v_disp 119.000
+	z_lens 0.3
+	end
+potentiel 698
+	profile 5
+	x_centre 12.552
+	y_centre 58.933
+	ellipticity 0.147
+	v_disp 129.000
+	z_lens 0.3
+	end
+potentiel 699
+	profile 5
+	x_centre 1.562
+	y_centre -18.867
+	ellipticity 0.036
+	v_disp 120.000
+	z_lens 0.3
+	end
+potentiel 700
+	profile 5
+	x_centre -42.057
+	y_centre 6.733
+	ellipticity 0.006
+	v_disp 118.000
+	z_lens 0.3
+	end
+finish
\ No newline at end of file
diff --git a/Benchmarks/ConfigFiles/MarkusBenchmark1SIS.par b/Benchmarks/ConfigFiles/MarkusBenchmark1SIS.par
new file mode 100644
index 0000000..24f5774
--- /dev/null
+++ b/Benchmarks/ConfigFiles/MarkusBenchmark1SIS.par
@@ -0,0 +1,30 @@
+runmode
+   	source 0 sources.cat
+    image 1  ../ConfigFiles/219Img.txt
+    nbgridcells 6730
+    end
+frame
+ 	#dmax 45                    #either dmax or x and y have to be declared when a grid is used
+    xmin     -101.000
+    xmax     101.000
+    ymin     -101.000
+    ymax     101.000
+    end
+cosmology
+	model    1
+    H0        70.000
+    omegaM    0.300
+    omegaX    0.700
+    omegaK    0.000
+    wA    0.000
+    wX        -1.000
+    end
+potentiel 0
+	profil  5                #Profile: 5 SIS, 8 PIEMD
+    x_centre     20.000                #X Position [arcsec]
+    y_centre     25.000                #Y Position [arcsec]
+    ellipticity     0          #Mass Ellipticity
+    v_disp     1000.                  #Dispersion Velocity [km/s]
+    z_lens     0.3                  #Redshift of lens
+    end
+finish
\ No newline at end of file
diff --git a/Benchmarks/GridGradientBenchmark/MakefileFloat.GPU b/Benchmarks/GridGradientBenchmark/MakefileFloat.GPU
new file mode 100644
index 0000000..b9c2544
--- /dev/null
+++ b/Benchmarks/GridGradientBenchmark/MakefileFloat.GPU
@@ -0,0 +1,100 @@
+
+#
+#
+PROGRAM_NAME := ChiBenchmark_GPU
+#all: $(PROGRAM_NAME_GPU) $(PROGRAM_NAME)
+all: $(PROGRAM_NAME) $(PROGRAM_NAME_GPU)
+#CXX=g++ -lm -ffast-math -ftree-loop-vectorize 
+CXX=icpc
+#
+program_CXX_SRCS := $(wildcard *.cpp)
+program_CXX_OBJS := ${program_CXX_SRCS:.cpp=.o}
+#
+program_C_SRCS := $(wildcard *.c)
+program_C_OBJS := ${program_C_SRCS:.c=.o}
+#
+program_CU_SRCS := $(wildcard *.cu)
+program_CU_OBJS := ${program_CU_SRCS:.cu=.cu.o}
+#
+# include
+#
+program_INCLUDE_DIRS := . /usr/local/cuda/include/ #C++ Include directories
+program_INCLUDE_DIRS += $(CFITSIO_ROOT)/include
+program_INCLUDE_DIRS += $(LENSTOOL_ROOT)/include
+program_INCLUDE_DIRS += $(GSL_ROOT)/include
+program_INCLUDE_DIRS += $(LENSTOOLHPC_ROOT)/src
+program_INCLUDE_DIRS += $(CUDAROOT)/include
+#
+# libs
+#
+program_INCLUDE_LIBS += $(CFITSIO_ROOT)/lib #Include libraries
+program_INCLUDE_LIBS += $(LENSTOOL_ROOT)/src
+program_INCLUDE_LIBS += $(LENSTOOL_ROOT)/liblt
+program_INCLUDE_LIBS += $(LENSTOOLHPC_ROOT)/src
+program_INCLUDE_LIBS += $(GSL_ROOT)/lib
+program_INCLUDE_LIBS += $(WCSTOOL_ROOT)
+program_INCLUDE_LIBS += $(CUDAROOT)/lib64
+
+#
+#
+# Compiler flags
+CPPFLAGS += $(foreach includedir,$(program_INCLUDE_DIRS),-I$(includedir))
+CPPFLAGS += $(foreach includelib,$(program_INCLUDE_LIBS),-L$(includelib))
+#CPPFLAGS += -D__WITH_LENSTOOL 
+CPPFLAGS += -D__WITH_GPU
+CPPFLAGS += -qopenmp -g -O3 -Wall -pedantic
+CPPFLAGS += -fPIC
+#CPPFLAGS += -fp-model strict -fp-model extended
+#CPPFLAGS += -D_double
+#CPPFLAGS += -no-vec
+#CPPFLAGS += -qopenmp -march=core-avx2 -g -O3 -std=c++0x -Wall -pedantic
+#CPPFLAGS += -llenstoolhpc -qopenmp -xHost -g -O3 -std=c++0x -Wall -pedantic
+#CPPFLAGS += -llenstoolhpc -qopenmp -axMIC-AVX512,CORE-AVX2 -g -O3 -std=c++0x -Wall -pedantic
+#CPPFLAGS += -qopt-prefetch-distance=64,8 -qopt-streaming-cache-evict=0 -llenstoolhpc -qopenmp -xMIC-AVX512 -g -O3 -std=c++0x -Wall -pedantic
+LDFLAGS := -llenstoolhpc  -llenstoolhpc -llenstoolhpc_GPU -llt -lcfitsio -lwcs -lgsl -lgslcblas #-llenstool #Do not keep lenstool for the float calculation, it creates conflictinthe structure.h file
+#
+#NVFLAGS := -O3 -g -G -rdc=true -ccbin icpc -Xcompiler '-Wall -fPIC -qopenmp' -D__WITH_LENSTOOL 
+NVFLAGS := -O3 -ccbin icpc -Xcompiler '-Wall -fPIC' #-D__WITH_LENSTOOL
+#NVFLAGS += -D_double
+NVFLAGS += -gencode arch=compute_60,code=sm_60
+NVFLAGS += -use_fast_math
+#NVFLAGS += -arch=sm_35
+NVFLAGS += $(foreach includedir,$(program_INCLUDE_DIRS),-I$(includedir))
+NVFLAGS += $(foreach includelib,$(program_INCLUDE_LIBS),-L$(includelib))
+#
+NVLDFLAGS += $(foreach includedir,$(program_INCLUDE_DIRS),-I$(includedir))
+NVLDFLAGS += $(foreach includelib,$(program_INCLUDE_LIBS),-L$(includelib))
+NVLDFLAGS += -lcudart -lcudadevrt
+#
+LDFLAGS   += $(foreach includedir,$(program_INCLUDE_DIRS),-I$(includedir))
+LDFLAGS   += $(foreach includelib,$(program_INCLUDE_LIBS),-L$(includelib))
+NVLDFLAGS += $(LDFLAGS)
+#
+LDFLAGS   += -O3 -g -qopenmp 
+#LDFLAGS   += -qopenmp
+#
+#
+GPU_OBJECTS = $(program_CU_OBJS)
+CPU_OBJECTS = $(program_CXX_OBJS) $(program_C_OBJS)
+#
+%.cu.o: %.cu #%.cuh
+	nvcc $(NVFLAGS) -o $@ -c  $<
+	#nvcc $(NVFLAGS) -o $@ -rdc=true $<
+	#nvcc $(NVFLAGS) -Xptxas -dlcm=cg --ptxas-options=-v -o $@ -dc $<
+#
+%.cpp: %.cpp %.h
+	$(CXX) $(CPPFLAGS) -o $@ $< $(CPPFLAGS)
+#
+$(PROGRAM_NAME):  $(CPU_OBJECTS)
+	icpc -o $@ $(program_CXX_OBJS) $(program_C_OBJS)  $(LDFLAGS) $(NVLDFLAGS)
+
+
+#$(PROGRAM_NAME): $(CPU_OBJECTS) 
+#	icpc -o $@ $^ $(LDFLAGS) 
+
+clean:
+	@- $(RM) $(PROGRAM_NAME) $(OBJECTS) *~ *.o *.optrpt
+
+distclean: clean
+
+.PHONY: all clean distclean
diff --git a/DoubletestSISMBench1st b/DoubletestSISMBench1st
new file mode 100755
index 0000000..e38b7f0
--- /dev/null
+++ b/DoubletestSISMBench1st
@@ -0,0 +1,21 @@
+#!/bin/bash
+echo "Starting Double test"
+
+cd src/
+make -f Makefile.intel clean
+make -f Makefile.intel
+make -f Makefile.GPU.intel
+
+cd ../Benchmarks/GridGradientBenchmark
+make -f Makefile.GPU clean
+make -f Makefile.GPU
+#./ChiBenchmark_GPU ../ConfigFiles/90PotSIS.par T
+./ChiBenchmark_GPU ../ConfigFiles/MarkusBenchmark.par T
+#./ChiBenchmark_GPU ../ConfigFiles/MarkusBenchmark1SIS.par T
+
+#cd ../Benchmarks/GradientBenchmark
+#make -f Makefile clean
+#make -f MakefileDouble
+#./GradientBenchmark 
+
+echo "Finish Double test"
diff --git a/FloattestSISMBench1st b/FloattestSISMBench1st
new file mode 100755
index 0000000..8f8edcd
--- /dev/null
+++ b/FloattestSISMBench1st
@@ -0,0 +1,16 @@
+#!/bin/bash
+echo "Starting Float test"
+
+cd src/
+make -f Makefile.intel clean
+make -f MakefileFloat.intel
+make -f MakefileFloat.GPU.intel
+
+cd ../Benchmarks/GridGradientBenchmark
+make -f Makefile.GPU clean
+make -f MakefileFloat.GPU
+#./ChiBenchmark_GPU ../ConfigFiles/90PotSIS.par T
+./ChiBenchmark_GPU ../ConfigFiles/MarkusBenchmark.par T
+#./ChiBenchmark_GPU ../ConfigFiles/MarkusBenchmark1SIS.par T
+
+echo "Finish Float test"
diff --git a/src/MakefileFloat.GPU.intel b/src/MakefileFloat.GPU.intel
new file mode 100644
index 0000000..d8ceab4
--- /dev/null
+++ b/src/MakefileFloat.GPU.intel
@@ -0,0 +1,99 @@
+
+#
+#
+PROGRAM_NAME := ChiBenchmark_GPU
+#all: $(PROGRAM_NAME_GPU) $(PROGRAM_NAME)
+all: $(PROGRAM_NAME) $(PROGRAM_NAME_GPU)
+#CXX=g++ -lm -ffast-math -ftree-loop-vectorize 
+CXX=icpc
+#
+program_CXX_SRCS := $(wildcard *.cpp)
+program_CXX_OBJS := ${program_CXX_SRCS:.cpp=.o}
+#
+program_C_SRCS := $(wildcard *.c)
+program_C_OBJS := ${program_C_SRCS:.c=.o}
+#
+program_CU_SRCS := $(wildcard *.cu)
+program_CU_OBJS := ${program_CU_SRCS:.cu=.cu.o}
+#
+# include
+#
+program_INCLUDE_DIRS := . /usr/local/cuda/include/ #C++ Include directories
+program_INCLUDE_DIRS += $(CFITSIO_ROOT)/include
+program_INCLUDE_DIRS += $(LENSTOOL_ROOT)/include
+program_INCLUDE_DIRS += $(GSL_ROOT)/include
+program_INCLUDE_DIRS += $(LENSTOOLHPC_ROOT)/src
+#
+# libs
+#
+program_INCLUDE_LIBS += $(CFITSIO_ROOT)/lib #Include libraries
+program_INCLUDE_LIBS += $(LENSTOOL_ROOT)/src
+program_INCLUDE_LIBS += $(LENSTOOL_ROOT)/liblt
+program_INCLUDE_LIBS += $(LENSTOOLHPC_ROOT)/src
+program_INCLUDE_LIBS += $(GSL_ROOT)/lib
+program_INCLUDE_LIBS += $(WCSTOOL_ROOT)
+#
+#
+# Compiler flags
+CPPFLAGS += $(foreach includedir,$(program_INCLUDE_DIRS),-I$(includedir))
+CPPFLAGS += $(foreach includelib,$(program_INCLUDE_LIBS),-L$(includelib))
+#CPPFLAGS += -D__WITH_LENSTOOL 
+CPPFLAGS += -qopenmp -xHost -g -O3 -std=c++0x -Wall -pedantic
+CPPFLAGS += -fma -qopenmp -ftz
+CPPFLAGS += -xHost -pedantic  
+CPPFLAGS += -fPIC
+#CPPFLAGS += -fp-model strict -fp-model extended
+#CPPFLAGS += -D_double
+#CPPFLAGS += -no-vec
+#CPPFLAGS += -qopenmp -march=core-avx2 -g -O3 -std=c++0x -Wall -pedantic
+#CPPFLAGS += -llenstoolhpc -qopenmp -xHost -g -O3 -std=c++0x -Wall -pedantic
+#CPPFLAGS += -llenstoolhpc -qopenmp -axMIC-AVX512,CORE-AVX2 -g -O3 -std=c++0x -Wall -pedantic
+#CPPFLAGS += -qopt-prefetch-distance=64,8 -qopt-streaming-cache-evict=0 -llenstoolhpc -qopenmp -xMIC-AVX512 -g -O3 -std=c++0x -Wall -pedantic
+#LDFLAGS := -llenstool -llenstoolhpc  -llt -lcfitsio -lwcs -lgsl -lgslcblas
+LDFLAGS := -llenstoolhpc  -llt -lcfitsio -lwcs -lgsl -lgslcblas
+#
+#NVFLAGS := -O3 -g -G -rdc=true -ccbin icpc -Xcompiler '-Wall -fPIC -qopenmp' -D__WITH_LENSTOOL 
+NVFLAGS := -O3 -ccbin icpc -Xcompiler '-Wall -fPIC' #-D__WITH_LENSTOOL
+#NVFLAGS += -D_double
+NVFLAGS += -gencode arch=compute_60,code=sm_60
+NVFLAGS += -use_fast_math
+#NVFLAGS += -arch=sm_35
+NVFLAGS += $(foreach includedir,$(program_INCLUDE_DIRS),-I$(includedir))
+NVFLAGS += $(foreach includelib,$(program_INCLUDE_LIBS),-L$(includelib))
+#
+NVLDFLAGS += $(foreach includedir,$(program_INCLUDE_DIRS),-I$(includedir))
+NVLDFLAGS += $(foreach includelib,$(program_INCLUDE_LIBS),-L$(includelib))
+NVLDFLAGS += -lcudart -lcudadevrt
+#
+LDFLAGS   += $(foreach includedir,$(program_INCLUDE_DIRS),-I$(includedir))
+LDFLAGS   += $(foreach includelib,$(program_INCLUDE_LIBS),-L$(includelib))
+NVLDFLAGS += $(LDFLAGS)
+#
+LDFLAGS   += -O3 -g -liomp5 
+#LDFLAGS   += -qopenmp
+#
+#
+GPU_OBJECTS = $(program_CU_OBJS)
+CPU_OBJECTS = $(program_CXX_OBJS) $(program_C_OBJS)
+#
+%.cu.o: %.cu %.cuh
+	nvcc $(NVFLAGS) -o $@ -c  $<
+	#nvcc $(NVFLAGS) -o $@ -rdc=true $<
+	#nvcc $(NVFLAGS) -Xptxas -dlcm=cg --ptxas-options=-v -o $@ -dc $<
+#
+%.cpp: %.cpp %.h
+	$(CXX) $(CXXFLAGS)  -o $@ $< $(CPPFLAGS)
+#
+$(PROGRAM_NAME): $(GPU_OBJECTS) 
+	nvcc -arch=sm_60 $(program_CU_OBJS) --shared -o liblenstoolhpc_GPU.so
+
+
+#$(PROGRAM_NAME): $(CPU_OBJECTS) 
+#	icpc -o $@ $^ $(LDFLAGS) 
+
+clean:
+	@- $(RM) $(PROGRAM_NAME) $(OBJECTS) *~ *.o *.optrpt
+
+distclean: clean
+
+.PHONY: all clean distclean
diff --git a/src/MakefileFloat.intel b/src/MakefileFloat.intel
new file mode 100644
index 0000000..3a1f4f0
--- /dev/null
+++ b/src/MakefileFloat.intel
@@ -0,0 +1,100 @@
+PROGRAM_NAME := liblenstoolhpc.so
+#CXX=g++ -lm -ffast-math -ftree-loop-vectorize 
+CXX=icpc
+#
+program_CXX_SRCS := $(wildcard *.cpp)
+$(info $$program_CXX_SRCS is [${program_CXX_SRCS}])
+program_CXX_OBJS := ${program_CXX_SRCS:.cpp=.o}
+$(info $$program_CXX_OBJS is [${program_CXX_OBJS}])
+#
+program_C_SRCS := $(wildcard *.c)
+program_C_OBJS := ${program_C_SRCS:.c=.o}
+#
+#program_CU_SRCS := $(wildcard *.cu)
+#program_CU_SRCS += $(wildcard ../../*.cu) #Find CUDA source files from additional directories
+#program_CU_HEADERS := $(wildcard *.cuh) #Optional: Include .cuh files as dependencies
+#program_CU_HEADERS += $(wildcard ../../*.cuh) #Find .cuh files from additional directories
+#program_CU_OBJS := ${program_CU_SRCS:.cu=.cuo}
+#
+program_INCLUDE_DIRS := . /usr/local/cuda-7.5/include/ #C++ Include directories
+program_INCLUDE_DIRS += $(CFITSIO_ROOT)/include
+program_INCLUDE_DIRS += $(LENSTOOL_ROOT)/include
+program_INCLUDE_DIRS += $(GSL_ROOT)/include
+#program_INCLUDE_DIRS += /users/fgilles/bin/iaca-lin32/include
+#program_CU_INCLUDE_DIRS := /home/users/amclaugh/CUB/cub-1.3.2/ #CUDA Include directories
+#
+program_INCLUDE_LIBS := /usr/lib64/ #Include libraries
+program_INCLUDE_LIBS += $(CFITSIO_ROOT)/lib #Include libraries
+program_INCLUDE_LIBS += $(LENSTOOL_ROOT)/src 
+#program_INCLUDE_LIBS += /home/epfl/cerschae/LENSTOOL/lenstool-6.8.1/src 
+#
+# Compiler flags
+CPPFLAGS += $(foreach includedir,$(program_INCLUDE_DIRS),-I$(includedir))
+CPPFLAGS += $(foreach includelib,$(program_INCLUDE_LIBS),-L$(includelib) )
+#CXXFLAGS += -march=core-avx2 -g -O3 -std=c++0x -Wall -pedantic 
+CPPFLAGS += -fPIC -qopenmp -xHost -pedantic -lcfitsio
+CPPFLAGS += -fma -ftz
+#CPPFLAGS += -fp-model strict -fp-model extended
+#CPPFLAGS += -no-vec
+#CPPFLAGS += -qopt-prefetch-distance=64,8 -qopt-streaming-cache-evict=0 -fPIC -qopenmp -xMIC-AVX512 -fma -g -O3 -std=c++0x -Wall -pedantic
+#CPPFLAGS += -qopt-report=5 -S
+CXXFLAGS += -g -O3 -std=c++0x -Wall
+#CXXFLAGS += -D_double
+#
+#GEN_SM35 := -gencode=arch=compute_35,code=\"sm_35,compute_35\" #Target CC 3.5, for example
+
+OBJECTS = $(program_CXX_OBJS) $(program_C_OBJS)
+$(info $$OBJECTS is [${OBJECTS}])
+#
+.PHONY: all clean distclean
+#
+all: $(PROGRAM_NAME) 
+#
+debug: CXXFLAGS = -g -O0 -fPIC -std=c++0x -Wall -pedantic -DDEBUG $(EXTRA_FLAGS)
+debug: NVFLAGS = -O0 $(GEN_SM35) -g -G  -Xcompiler $(CPPFLAGS)
+debug: NVFLAGS += $(foreach includedir,$(program_CU_INCLUDE_DIRS),-I$(includedir))
+debug: $(PROGRAM_NAME)
+
+# Rule for compilation of CUDA source (C++ source can be handled automatically)
+#%.cuo: %.cu %.cuh
+#	nvcc $(NVFLAGS)  -o $@ -dc $<
+
+%.o: %.cpp %.h 
+	$(CXX) $(CXXFLAGS) $(CPPFLAGS) -c -o $@ $< 
+
+# This is pretty ugly...details below
+# The program depends on both C++ and CUDA Objects, but storing CUDA objects as .o files results in circular dependency
+# warnings from Make. However, nvcc requires that object files for linking end in the .o extension, else it will throw
+# an error saying that it doesn't know how to handle the file. Using a non .o rule for Make and then renaming the file 
+# to have the .o extension for nvcc won't suffice because the program will depend on the non .o file but the files in
+# the directory after compilation will have a .o suffix. Thus, when one goes to recompile the code all files will be
+# recompiled instead of just the ones that have been updated. 
+#
+# The solution below solves these issues by silently converting the non .o suffix needed by make to the .o suffix 
+# required by nvcc, calling nvcc, and then converting back to the non .o suffix for future, dependency-based 
+# compilation.
+
+$(PROGRAM_NAME): $(OBJECTS) 
+	#$(CXX) $(CPPFLAGS) -shared -o $@ $(program_CXX_OBJS) $(program_C_OBJS) -llenstool 
+	#$(CXX) $(CPPFLAGS) -shared -o $@ $(program_CXX_OBJS) $(program_C_OBJS)
+	$(CXX) $(CPPFLAGS) -shared -o $@ $(program_CXX_OBJS) $(program_C_OBJS) 
+
+
+
+
+#$(PROGRAM_NAME): $(OBJECTS) 
+#	@ for cu_obj in $(program_CU_OBJS); \
+#	do				\
+#		mv $$cu_obj $$cu_obj.o; \
+#	done				#append a .o suffix for nvcc
+#	$(CXX) $(CPPFLAGS) -shared -o  $@ $(program_CXX_OBJS) $(program_C_OBJS) $(CUO_O_OBJECTS)
+#	@ for cu_obj in $(CUO_O_OBJECTS); 	\
+#	do					\
+#		mv $$cu_obj $${cu_obj%.*};	\
+#	done				#remove the .o for make
+
+clean:
+	@- $(RM) $(PROGRAM_NAME) $(OBJECTS) *~ *.o *.optrpt *.so
+
+distclean: clean
+