diff --git a/code/nnv/examples/NN/medmnist/generate_vnnlib_files.m b/code/nnv/examples/NN/medmnist/generate_vnnlib_files.m
index 4d9ffc3c4b..0fa6959c2c 100644
--- a/code/nnv/examples/NN/medmnist/generate_vnnlib_files.m
+++ b/code/nnv/examples/NN/medmnist/generate_vnnlib_files.m
@@ -3,8 +3,9 @@
 %% All 2D datasets
 
 datapath = "data/mat_files/";
-datafiles = ["bloodmnist"; "breastmnist.mat"; "dermamnist.mat"; "octmnist.mat"; "organamnist.mat"; ...
-    "organcmnist.mat"; "organsmnist.mat"; "pathmnist.mat"; "pneumoniamnist"; "retinamnist.mat"; "tissuemnist.mat"];
+% datafiles = ["bloodmnist"; "breastmnist.mat"; "dermamnist.mat"; "octmnist.mat"; "organamnist.mat"; ...
+%     "organcmnist.mat"; "organsmnist.mat"; "pathmnist.mat"; "pneumoniamnist.mat"; "retinamnist.mat"; "tissuemnist.mat"];
+datafiles = "pneumoniamnist.mat";
 
 N = 10; % number of vnnlib files to create
 epsilon = [1,2,3]; % {epsilon} pixel color values for every channel
diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_1.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_1.vnnlib
new file mode 100644
index 0000000000..75ebab3a93
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_1.vnnlib
@@ -0,0 +1,3144 @@
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_10.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_10.vnnlib
new file mode 100644
index 0000000000..51919d089c
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_10.vnnlib
@@ -0,0 +1,3144 @@
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+(declare-const X_14 Real)
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+
+
+(declare-const Y_0 Real)
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+
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+(assert (<= X_773 98))
+(assert (>= X_773 96))
+
+(assert (<= X_774 95))
+(assert (>= X_774 93))
+
+(assert (<= X_775 78))
+(assert (>= X_775 76))
+
+(assert (<= X_776 82))
+(assert (>= X_776 80))
+
+(assert (<= X_777 60))
+(assert (>= X_777 58))
+
+(assert (<= X_778 41))
+(assert (>= X_778 39))
+
+(assert (<= X_779 78))
+(assert (>= X_779 76))
+
+(assert (<= X_780 156))
+(assert (>= X_780 154))
+
+(assert (<= X_781 181))
+(assert (>= X_781 179))
+
+(assert (<= X_782 186))
+(assert (>= X_782 184))
+
+(assert (<= X_783 171))
+(assert (>= X_783 169))
+
+
+(assert (>= Y_1 Y_0)) 
diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_2.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_2.vnnlib
new file mode 100644
index 0000000000..65fb56e649
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_2.vnnlib
@@ -0,0 +1,3144 @@
+(declare-const X_0 Real)
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+(declare-const X_3 Real)
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_3.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_3.vnnlib
new file mode 100644
index 0000000000..bdf64044e3
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_3.vnnlib
@@ -0,0 +1,3144 @@
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+
+
+(declare-const Y_0 Real)
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+(assert (>= X_777 111))
+
+(assert (<= X_778 99))
+(assert (>= X_778 97))
+
+(assert (<= X_779 69))
+(assert (>= X_779 67))
+
+(assert (<= X_780 78))
+(assert (>= X_780 76))
+
+(assert (<= X_781 139))
+(assert (>= X_781 137))
+
+(assert (<= X_782 184))
+(assert (>= X_782 182))
+
+(assert (<= X_783 186))
+(assert (>= X_783 184))
+
+
+(assert (>= Y_0 Y_1)) 
diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_4.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_4.vnnlib
new file mode 100644
index 0000000000..8db3ae16b1
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_4.vnnlib
@@ -0,0 +1,3144 @@
+(declare-const X_0 Real)
+(declare-const X_1 Real)
+(declare-const X_2 Real)
+(declare-const X_3 Real)
+(declare-const X_4 Real)
+(declare-const X_5 Real)
+(declare-const X_6 Real)
+(declare-const X_7 Real)
+(declare-const X_8 Real)
+(declare-const X_9 Real)
+(declare-const X_10 Real)
+(declare-const X_11 Real)
+(declare-const X_12 Real)
+(declare-const X_13 Real)
+(declare-const X_14 Real)
+(declare-const X_15 Real)
+(declare-const X_16 Real)
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+(declare-const X_20 Real)
+(declare-const X_21 Real)
+(declare-const X_22 Real)
+(declare-const X_23 Real)
+(declare-const X_24 Real)
+(declare-const X_25 Real)
+(declare-const X_26 Real)
+(declare-const X_27 Real)
+(declare-const X_28 Real)
+(declare-const X_29 Real)
+(declare-const X_30 Real)
+(declare-const X_31 Real)
+(declare-const X_32 Real)
+(declare-const X_33 Real)
+(declare-const X_34 Real)
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+(declare-const X_36 Real)
+(declare-const X_37 Real)
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_5.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_5.vnnlib
new file mode 100644
index 0000000000..1c2fea1452
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_5.vnnlib
@@ -0,0 +1,3144 @@
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+(declare-const X_395 Real)
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+(declare-const X_593 Real)
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+(declare-const X_616 Real)
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+(declare-const X_636 Real)
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+(declare-const X_638 Real)
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+(declare-const X_783 Real)
+
+
+(declare-const Y_0 Real)
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+
+
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+(assert (<= X_782 100))
+(assert (>= X_782 98))
+
+(assert (<= X_783 98))
+(assert (>= X_783 96))
+
+
+(assert (>= Y_0 Y_1)) 
diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_6.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_6.vnnlib
new file mode 100644
index 0000000000..65e247cd4b
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_6.vnnlib
@@ -0,0 +1,3144 @@
+(declare-const X_0 Real)
+(declare-const X_1 Real)
+(declare-const X_2 Real)
+(declare-const X_3 Real)
+(declare-const X_4 Real)
+(declare-const X_5 Real)
+(declare-const X_6 Real)
+(declare-const X_7 Real)
+(declare-const X_8 Real)
+(declare-const X_9 Real)
+(declare-const X_10 Real)
+(declare-const X_11 Real)
+(declare-const X_12 Real)
+(declare-const X_13 Real)
+(declare-const X_14 Real)
+(declare-const X_15 Real)
+(declare-const X_16 Real)
+(declare-const X_17 Real)
+(declare-const X_18 Real)
+(declare-const X_19 Real)
+(declare-const X_20 Real)
+(declare-const X_21 Real)
+(declare-const X_22 Real)
+(declare-const X_23 Real)
+(declare-const X_24 Real)
+(declare-const X_25 Real)
+(declare-const X_26 Real)
+(declare-const X_27 Real)
+(declare-const X_28 Real)
+(declare-const X_29 Real)
+(declare-const X_30 Real)
+(declare-const X_31 Real)
+(declare-const X_32 Real)
+(declare-const X_33 Real)
+(declare-const X_34 Real)
+(declare-const X_35 Real)
+(declare-const X_36 Real)
+(declare-const X_37 Real)
+(declare-const X_38 Real)
+(declare-const X_39 Real)
+(declare-const X_40 Real)
+(declare-const X_41 Real)
+(declare-const X_42 Real)
+(declare-const X_43 Real)
+(declare-const X_44 Real)
+(declare-const X_45 Real)
+(declare-const X_46 Real)
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_7.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_7.vnnlib
new file mode 100644
index 0000000000..df9d7b9989
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_7.vnnlib
@@ -0,0 +1,3144 @@
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+(declare-const X_5 Real)
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+(declare-const X_13 Real)
+(declare-const X_14 Real)
+(declare-const X_15 Real)
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+(declare-const X_397 Real)
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+(declare-const X_540 Real)
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+(declare-const X_590 Real)
+(declare-const X_591 Real)
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+(declare-const X_593 Real)
+(declare-const X_594 Real)
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+(declare-const X_614 Real)
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+(declare-const X_616 Real)
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+(declare-const X_619 Real)
+(declare-const X_620 Real)
+(declare-const X_621 Real)
+(declare-const X_622 Real)
+(declare-const X_623 Real)
+(declare-const X_624 Real)
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+(declare-const X_628 Real)
+(declare-const X_629 Real)
+(declare-const X_630 Real)
+(declare-const X_631 Real)
+(declare-const X_632 Real)
+(declare-const X_633 Real)
+(declare-const X_634 Real)
+(declare-const X_635 Real)
+(declare-const X_636 Real)
+(declare-const X_637 Real)
+(declare-const X_638 Real)
+(declare-const X_639 Real)
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+(declare-const X_643 Real)
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+(declare-const X_659 Real)
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+(declare-const X_664 Real)
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+(declare-const X_668 Real)
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+(declare-const X_780 Real)
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+(declare-const X_782 Real)
+(declare-const X_783 Real)
+
+
+(declare-const Y_0 Real)
+(declare-const Y_1 Real)
+
+
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_8.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_8.vnnlib
new file mode 100644
index 0000000000..9c1eaa57c4
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_8.vnnlib
@@ -0,0 +1,3144 @@
+(declare-const X_0 Real)
+(declare-const X_1 Real)
+(declare-const X_2 Real)
+(declare-const X_3 Real)
+(declare-const X_4 Real)
+(declare-const X_5 Real)
+(declare-const X_6 Real)
+(declare-const X_7 Real)
+(declare-const X_8 Real)
+(declare-const X_9 Real)
+(declare-const X_10 Real)
+(declare-const X_11 Real)
+(declare-const X_12 Real)
+(declare-const X_13 Real)
+(declare-const X_14 Real)
+(declare-const X_15 Real)
+(declare-const X_16 Real)
+(declare-const X_17 Real)
+(declare-const X_18 Real)
+(declare-const X_19 Real)
+(declare-const X_20 Real)
+(declare-const X_21 Real)
+(declare-const X_22 Real)
+(declare-const X_23 Real)
+(declare-const X_24 Real)
+(declare-const X_25 Real)
+(declare-const X_26 Real)
+(declare-const X_27 Real)
+(declare-const X_28 Real)
+(declare-const X_29 Real)
+(declare-const X_30 Real)
+(declare-const X_31 Real)
+(declare-const X_32 Real)
+(declare-const X_33 Real)
+(declare-const X_34 Real)
+(declare-const X_35 Real)
+(declare-const X_36 Real)
+(declare-const X_37 Real)
+(declare-const X_38 Real)
+(declare-const X_39 Real)
+(declare-const X_40 Real)
+(declare-const X_41 Real)
+(declare-const X_42 Real)
+(declare-const X_43 Real)
+(declare-const X_44 Real)
+(declare-const X_45 Real)
+(declare-const X_46 Real)
+(declare-const X_47 Real)
+(declare-const X_48 Real)
+(declare-const X_49 Real)
+(declare-const X_50 Real)
+(declare-const X_51 Real)
+(declare-const X_52 Real)
+(declare-const X_53 Real)
+(declare-const X_54 Real)
+(declare-const X_55 Real)
+(declare-const X_56 Real)
+(declare-const X_57 Real)
+(declare-const X_58 Real)
+(declare-const X_59 Real)
+(declare-const X_60 Real)
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+(declare-const X_62 Real)
+(declare-const X_63 Real)
+(declare-const X_64 Real)
+(declare-const X_65 Real)
+(declare-const X_66 Real)
+(declare-const X_67 Real)
+(declare-const X_68 Real)
+(declare-const X_69 Real)
+(declare-const X_70 Real)
+(declare-const X_71 Real)
+(declare-const X_72 Real)
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+(declare-const X_74 Real)
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+(declare-const X_78 Real)
+(declare-const X_79 Real)
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+(declare-const X_108 Real)
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+(declare-const X_111 Real)
+(declare-const X_112 Real)
+(declare-const X_113 Real)
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+(declare-const X_115 Real)
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+(declare-const X_118 Real)
+(declare-const X_119 Real)
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+(declare-const X_122 Real)
+(declare-const X_123 Real)
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_9.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_9.vnnlib
new file mode 100644
index 0000000000..fc04a4777d
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_1_9.vnnlib
@@ -0,0 +1,3144 @@
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+(declare-const X_3 Real)
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+(declare-const X_5 Real)
+(declare-const X_6 Real)
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+(declare-const X_13 Real)
+(declare-const X_14 Real)
+(declare-const X_15 Real)
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+(declare-const X_395 Real)
+(declare-const X_396 Real)
+(declare-const X_397 Real)
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+(declare-const X_780 Real)
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+(declare-const X_783 Real)
+
+
+(declare-const Y_0 Real)
+(declare-const Y_1 Real)
+
+
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_1.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_1.vnnlib
new file mode 100644
index 0000000000..368b298fa6
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_1.vnnlib
@@ -0,0 +1,3144 @@
+(declare-const X_0 Real)
+(declare-const X_1 Real)
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_10.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_10.vnnlib
new file mode 100644
index 0000000000..8c6fd5746b
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_10.vnnlib
@@ -0,0 +1,3144 @@
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+
+(declare-const Y_0 Real)
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_2.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_2.vnnlib
new file mode 100644
index 0000000000..635e55b9bb
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_2.vnnlib
@@ -0,0 +1,3144 @@
+(declare-const X_0 Real)
+(declare-const X_1 Real)
+(declare-const X_2 Real)
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_3.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_3.vnnlib
new file mode 100644
index 0000000000..729cfd6c79
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_3.vnnlib
@@ -0,0 +1,3144 @@
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+
+
+(declare-const Y_0 Real)
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+
+
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_4.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_4.vnnlib
new file mode 100644
index 0000000000..4d34921d53
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_4.vnnlib
@@ -0,0 +1,3144 @@
+(declare-const X_0 Real)
+(declare-const X_1 Real)
+(declare-const X_2 Real)
+(declare-const X_3 Real)
+(declare-const X_4 Real)
+(declare-const X_5 Real)
+(declare-const X_6 Real)
+(declare-const X_7 Real)
+(declare-const X_8 Real)
+(declare-const X_9 Real)
+(declare-const X_10 Real)
+(declare-const X_11 Real)
+(declare-const X_12 Real)
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_5.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_5.vnnlib
new file mode 100644
index 0000000000..a7277adf47
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_5.vnnlib
@@ -0,0 +1,3144 @@
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+(declare-const X_14 Real)
+(declare-const X_15 Real)
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+(declare-const X_388 Real)
+(declare-const X_389 Real)
+(declare-const X_390 Real)
+(declare-const X_391 Real)
+(declare-const X_392 Real)
+(declare-const X_393 Real)
+(declare-const X_394 Real)
+(declare-const X_395 Real)
+(declare-const X_396 Real)
+(declare-const X_397 Real)
+(declare-const X_398 Real)
+(declare-const X_399 Real)
+(declare-const X_400 Real)
+(declare-const X_401 Real)
+(declare-const X_402 Real)
+(declare-const X_403 Real)
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+(declare-const X_405 Real)
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+(declare-const X_407 Real)
+(declare-const X_408 Real)
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+(declare-const X_410 Real)
+(declare-const X_411 Real)
+(declare-const X_412 Real)
+(declare-const X_413 Real)
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+(declare-const X_415 Real)
+(declare-const X_416 Real)
+(declare-const X_417 Real)
+(declare-const X_418 Real)
+(declare-const X_419 Real)
+(declare-const X_420 Real)
+(declare-const X_421 Real)
+(declare-const X_422 Real)
+(declare-const X_423 Real)
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+(declare-const X_430 Real)
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+(declare-const X_494 Real)
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+(declare-const X_515 Real)
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+(declare-const X_538 Real)
+(declare-const X_539 Real)
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+(declare-const X_542 Real)
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+(declare-const X_568 Real)
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+(declare-const X_576 Real)
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+(declare-const X_580 Real)
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+(declare-const X_591 Real)
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+(declare-const X_593 Real)
+(declare-const X_594 Real)
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+(declare-const X_596 Real)
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+(declare-const X_606 Real)
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+(declare-const X_611 Real)
+(declare-const X_612 Real)
+(declare-const X_613 Real)
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+(declare-const X_616 Real)
+(declare-const X_617 Real)
+(declare-const X_618 Real)
+(declare-const X_619 Real)
+(declare-const X_620 Real)
+(declare-const X_621 Real)
+(declare-const X_622 Real)
+(declare-const X_623 Real)
+(declare-const X_624 Real)
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+(declare-const X_626 Real)
+(declare-const X_627 Real)
+(declare-const X_628 Real)
+(declare-const X_629 Real)
+(declare-const X_630 Real)
+(declare-const X_631 Real)
+(declare-const X_632 Real)
+(declare-const X_633 Real)
+(declare-const X_634 Real)
+(declare-const X_635 Real)
+(declare-const X_636 Real)
+(declare-const X_637 Real)
+(declare-const X_638 Real)
+(declare-const X_639 Real)
+(declare-const X_640 Real)
+(declare-const X_641 Real)
+(declare-const X_642 Real)
+(declare-const X_643 Real)
+(declare-const X_644 Real)
+(declare-const X_645 Real)
+(declare-const X_646 Real)
+(declare-const X_647 Real)
+(declare-const X_648 Real)
+(declare-const X_649 Real)
+(declare-const X_650 Real)
+(declare-const X_651 Real)
+(declare-const X_652 Real)
+(declare-const X_653 Real)
+(declare-const X_654 Real)
+(declare-const X_655 Real)
+(declare-const X_656 Real)
+(declare-const X_657 Real)
+(declare-const X_658 Real)
+(declare-const X_659 Real)
+(declare-const X_660 Real)
+(declare-const X_661 Real)
+(declare-const X_662 Real)
+(declare-const X_663 Real)
+(declare-const X_664 Real)
+(declare-const X_665 Real)
+(declare-const X_666 Real)
+(declare-const X_667 Real)
+(declare-const X_668 Real)
+(declare-const X_669 Real)
+(declare-const X_670 Real)
+(declare-const X_671 Real)
+(declare-const X_672 Real)
+(declare-const X_673 Real)
+(declare-const X_674 Real)
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+(declare-const X_688 Real)
+(declare-const X_689 Real)
+(declare-const X_690 Real)
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+(declare-const X_692 Real)
+(declare-const X_693 Real)
+(declare-const X_694 Real)
+(declare-const X_695 Real)
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+(declare-const X_697 Real)
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+(declare-const X_701 Real)
+(declare-const X_702 Real)
+(declare-const X_703 Real)
+(declare-const X_704 Real)
+(declare-const X_705 Real)
+(declare-const X_706 Real)
+(declare-const X_707 Real)
+(declare-const X_708 Real)
+(declare-const X_709 Real)
+(declare-const X_710 Real)
+(declare-const X_711 Real)
+(declare-const X_712 Real)
+(declare-const X_713 Real)
+(declare-const X_714 Real)
+(declare-const X_715 Real)
+(declare-const X_716 Real)
+(declare-const X_717 Real)
+(declare-const X_718 Real)
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+(declare-const X_720 Real)
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+(declare-const X_722 Real)
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+(declare-const X_727 Real)
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+(declare-const X_730 Real)
+(declare-const X_731 Real)
+(declare-const X_732 Real)
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+(declare-const X_735 Real)
+(declare-const X_736 Real)
+(declare-const X_737 Real)
+(declare-const X_738 Real)
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+(declare-const X_750 Real)
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+(declare-const X_752 Real)
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+(declare-const X_757 Real)
+(declare-const X_758 Real)
+(declare-const X_759 Real)
+(declare-const X_760 Real)
+(declare-const X_761 Real)
+(declare-const X_762 Real)
+(declare-const X_763 Real)
+(declare-const X_764 Real)
+(declare-const X_765 Real)
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+(declare-const X_767 Real)
+(declare-const X_768 Real)
+(declare-const X_769 Real)
+(declare-const X_770 Real)
+(declare-const X_771 Real)
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+(declare-const X_773 Real)
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+(declare-const X_779 Real)
+(declare-const X_780 Real)
+(declare-const X_781 Real)
+(declare-const X_782 Real)
+(declare-const X_783 Real)
+
+
+(declare-const Y_0 Real)
+(declare-const Y_1 Real)
+
+
+(assert (<= X_0 42))
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+(assert (<= X_1 48))
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_6.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_6.vnnlib
new file mode 100644
index 0000000000..9ab80d3d8e
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_6.vnnlib
@@ -0,0 +1,3144 @@
+(declare-const X_0 Real)
+(declare-const X_1 Real)
+(declare-const X_2 Real)
+(declare-const X_3 Real)
+(declare-const X_4 Real)
+(declare-const X_5 Real)
+(declare-const X_6 Real)
+(declare-const X_7 Real)
+(declare-const X_8 Real)
+(declare-const X_9 Real)
+(declare-const X_10 Real)
+(declare-const X_11 Real)
+(declare-const X_12 Real)
+(declare-const X_13 Real)
+(declare-const X_14 Real)
+(declare-const X_15 Real)
+(declare-const X_16 Real)
+(declare-const X_17 Real)
+(declare-const X_18 Real)
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_7.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_7.vnnlib
new file mode 100644
index 0000000000..8c2fbc1e7f
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_7.vnnlib
@@ -0,0 +1,3144 @@
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+(declare-const X_4 Real)
+(declare-const X_5 Real)
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+(declare-const X_7 Real)
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+(declare-const X_12 Real)
+(declare-const X_13 Real)
+(declare-const X_14 Real)
+(declare-const X_15 Real)
+(declare-const X_16 Real)
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+(declare-const X_395 Real)
+(declare-const X_396 Real)
+(declare-const X_397 Real)
+(declare-const X_398 Real)
+(declare-const X_399 Real)
+(declare-const X_400 Real)
+(declare-const X_401 Real)
+(declare-const X_402 Real)
+(declare-const X_403 Real)
+(declare-const X_404 Real)
+(declare-const X_405 Real)
+(declare-const X_406 Real)
+(declare-const X_407 Real)
+(declare-const X_408 Real)
+(declare-const X_409 Real)
+(declare-const X_410 Real)
+(declare-const X_411 Real)
+(declare-const X_412 Real)
+(declare-const X_413 Real)
+(declare-const X_414 Real)
+(declare-const X_415 Real)
+(declare-const X_416 Real)
+(declare-const X_417 Real)
+(declare-const X_418 Real)
+(declare-const X_419 Real)
+(declare-const X_420 Real)
+(declare-const X_421 Real)
+(declare-const X_422 Real)
+(declare-const X_423 Real)
+(declare-const X_424 Real)
+(declare-const X_425 Real)
+(declare-const X_426 Real)
+(declare-const X_427 Real)
+(declare-const X_428 Real)
+(declare-const X_429 Real)
+(declare-const X_430 Real)
+(declare-const X_431 Real)
+(declare-const X_432 Real)
+(declare-const X_433 Real)
+(declare-const X_434 Real)
+(declare-const X_435 Real)
+(declare-const X_436 Real)
+(declare-const X_437 Real)
+(declare-const X_438 Real)
+(declare-const X_439 Real)
+(declare-const X_440 Real)
+(declare-const X_441 Real)
+(declare-const X_442 Real)
+(declare-const X_443 Real)
+(declare-const X_444 Real)
+(declare-const X_445 Real)
+(declare-const X_446 Real)
+(declare-const X_447 Real)
+(declare-const X_448 Real)
+(declare-const X_449 Real)
+(declare-const X_450 Real)
+(declare-const X_451 Real)
+(declare-const X_452 Real)
+(declare-const X_453 Real)
+(declare-const X_454 Real)
+(declare-const X_455 Real)
+(declare-const X_456 Real)
+(declare-const X_457 Real)
+(declare-const X_458 Real)
+(declare-const X_459 Real)
+(declare-const X_460 Real)
+(declare-const X_461 Real)
+(declare-const X_462 Real)
+(declare-const X_463 Real)
+(declare-const X_464 Real)
+(declare-const X_465 Real)
+(declare-const X_466 Real)
+(declare-const X_467 Real)
+(declare-const X_468 Real)
+(declare-const X_469 Real)
+(declare-const X_470 Real)
+(declare-const X_471 Real)
+(declare-const X_472 Real)
+(declare-const X_473 Real)
+(declare-const X_474 Real)
+(declare-const X_475 Real)
+(declare-const X_476 Real)
+(declare-const X_477 Real)
+(declare-const X_478 Real)
+(declare-const X_479 Real)
+(declare-const X_480 Real)
+(declare-const X_481 Real)
+(declare-const X_482 Real)
+(declare-const X_483 Real)
+(declare-const X_484 Real)
+(declare-const X_485 Real)
+(declare-const X_486 Real)
+(declare-const X_487 Real)
+(declare-const X_488 Real)
+(declare-const X_489 Real)
+(declare-const X_490 Real)
+(declare-const X_491 Real)
+(declare-const X_492 Real)
+(declare-const X_493 Real)
+(declare-const X_494 Real)
+(declare-const X_495 Real)
+(declare-const X_496 Real)
+(declare-const X_497 Real)
+(declare-const X_498 Real)
+(declare-const X_499 Real)
+(declare-const X_500 Real)
+(declare-const X_501 Real)
+(declare-const X_502 Real)
+(declare-const X_503 Real)
+(declare-const X_504 Real)
+(declare-const X_505 Real)
+(declare-const X_506 Real)
+(declare-const X_507 Real)
+(declare-const X_508 Real)
+(declare-const X_509 Real)
+(declare-const X_510 Real)
+(declare-const X_511 Real)
+(declare-const X_512 Real)
+(declare-const X_513 Real)
+(declare-const X_514 Real)
+(declare-const X_515 Real)
+(declare-const X_516 Real)
+(declare-const X_517 Real)
+(declare-const X_518 Real)
+(declare-const X_519 Real)
+(declare-const X_520 Real)
+(declare-const X_521 Real)
+(declare-const X_522 Real)
+(declare-const X_523 Real)
+(declare-const X_524 Real)
+(declare-const X_525 Real)
+(declare-const X_526 Real)
+(declare-const X_527 Real)
+(declare-const X_528 Real)
+(declare-const X_529 Real)
+(declare-const X_530 Real)
+(declare-const X_531 Real)
+(declare-const X_532 Real)
+(declare-const X_533 Real)
+(declare-const X_534 Real)
+(declare-const X_535 Real)
+(declare-const X_536 Real)
+(declare-const X_537 Real)
+(declare-const X_538 Real)
+(declare-const X_539 Real)
+(declare-const X_540 Real)
+(declare-const X_541 Real)
+(declare-const X_542 Real)
+(declare-const X_543 Real)
+(declare-const X_544 Real)
+(declare-const X_545 Real)
+(declare-const X_546 Real)
+(declare-const X_547 Real)
+(declare-const X_548 Real)
+(declare-const X_549 Real)
+(declare-const X_550 Real)
+(declare-const X_551 Real)
+(declare-const X_552 Real)
+(declare-const X_553 Real)
+(declare-const X_554 Real)
+(declare-const X_555 Real)
+(declare-const X_556 Real)
+(declare-const X_557 Real)
+(declare-const X_558 Real)
+(declare-const X_559 Real)
+(declare-const X_560 Real)
+(declare-const X_561 Real)
+(declare-const X_562 Real)
+(declare-const X_563 Real)
+(declare-const X_564 Real)
+(declare-const X_565 Real)
+(declare-const X_566 Real)
+(declare-const X_567 Real)
+(declare-const X_568 Real)
+(declare-const X_569 Real)
+(declare-const X_570 Real)
+(declare-const X_571 Real)
+(declare-const X_572 Real)
+(declare-const X_573 Real)
+(declare-const X_574 Real)
+(declare-const X_575 Real)
+(declare-const X_576 Real)
+(declare-const X_577 Real)
+(declare-const X_578 Real)
+(declare-const X_579 Real)
+(declare-const X_580 Real)
+(declare-const X_581 Real)
+(declare-const X_582 Real)
+(declare-const X_583 Real)
+(declare-const X_584 Real)
+(declare-const X_585 Real)
+(declare-const X_586 Real)
+(declare-const X_587 Real)
+(declare-const X_588 Real)
+(declare-const X_589 Real)
+(declare-const X_590 Real)
+(declare-const X_591 Real)
+(declare-const X_592 Real)
+(declare-const X_593 Real)
+(declare-const X_594 Real)
+(declare-const X_595 Real)
+(declare-const X_596 Real)
+(declare-const X_597 Real)
+(declare-const X_598 Real)
+(declare-const X_599 Real)
+(declare-const X_600 Real)
+(declare-const X_601 Real)
+(declare-const X_602 Real)
+(declare-const X_603 Real)
+(declare-const X_604 Real)
+(declare-const X_605 Real)
+(declare-const X_606 Real)
+(declare-const X_607 Real)
+(declare-const X_608 Real)
+(declare-const X_609 Real)
+(declare-const X_610 Real)
+(declare-const X_611 Real)
+(declare-const X_612 Real)
+(declare-const X_613 Real)
+(declare-const X_614 Real)
+(declare-const X_615 Real)
+(declare-const X_616 Real)
+(declare-const X_617 Real)
+(declare-const X_618 Real)
+(declare-const X_619 Real)
+(declare-const X_620 Real)
+(declare-const X_621 Real)
+(declare-const X_622 Real)
+(declare-const X_623 Real)
+(declare-const X_624 Real)
+(declare-const X_625 Real)
+(declare-const X_626 Real)
+(declare-const X_627 Real)
+(declare-const X_628 Real)
+(declare-const X_629 Real)
+(declare-const X_630 Real)
+(declare-const X_631 Real)
+(declare-const X_632 Real)
+(declare-const X_633 Real)
+(declare-const X_634 Real)
+(declare-const X_635 Real)
+(declare-const X_636 Real)
+(declare-const X_637 Real)
+(declare-const X_638 Real)
+(declare-const X_639 Real)
+(declare-const X_640 Real)
+(declare-const X_641 Real)
+(declare-const X_642 Real)
+(declare-const X_643 Real)
+(declare-const X_644 Real)
+(declare-const X_645 Real)
+(declare-const X_646 Real)
+(declare-const X_647 Real)
+(declare-const X_648 Real)
+(declare-const X_649 Real)
+(declare-const X_650 Real)
+(declare-const X_651 Real)
+(declare-const X_652 Real)
+(declare-const X_653 Real)
+(declare-const X_654 Real)
+(declare-const X_655 Real)
+(declare-const X_656 Real)
+(declare-const X_657 Real)
+(declare-const X_658 Real)
+(declare-const X_659 Real)
+(declare-const X_660 Real)
+(declare-const X_661 Real)
+(declare-const X_662 Real)
+(declare-const X_663 Real)
+(declare-const X_664 Real)
+(declare-const X_665 Real)
+(declare-const X_666 Real)
+(declare-const X_667 Real)
+(declare-const X_668 Real)
+(declare-const X_669 Real)
+(declare-const X_670 Real)
+(declare-const X_671 Real)
+(declare-const X_672 Real)
+(declare-const X_673 Real)
+(declare-const X_674 Real)
+(declare-const X_675 Real)
+(declare-const X_676 Real)
+(declare-const X_677 Real)
+(declare-const X_678 Real)
+(declare-const X_679 Real)
+(declare-const X_680 Real)
+(declare-const X_681 Real)
+(declare-const X_682 Real)
+(declare-const X_683 Real)
+(declare-const X_684 Real)
+(declare-const X_685 Real)
+(declare-const X_686 Real)
+(declare-const X_687 Real)
+(declare-const X_688 Real)
+(declare-const X_689 Real)
+(declare-const X_690 Real)
+(declare-const X_691 Real)
+(declare-const X_692 Real)
+(declare-const X_693 Real)
+(declare-const X_694 Real)
+(declare-const X_695 Real)
+(declare-const X_696 Real)
+(declare-const X_697 Real)
+(declare-const X_698 Real)
+(declare-const X_699 Real)
+(declare-const X_700 Real)
+(declare-const X_701 Real)
+(declare-const X_702 Real)
+(declare-const X_703 Real)
+(declare-const X_704 Real)
+(declare-const X_705 Real)
+(declare-const X_706 Real)
+(declare-const X_707 Real)
+(declare-const X_708 Real)
+(declare-const X_709 Real)
+(declare-const X_710 Real)
+(declare-const X_711 Real)
+(declare-const X_712 Real)
+(declare-const X_713 Real)
+(declare-const X_714 Real)
+(declare-const X_715 Real)
+(declare-const X_716 Real)
+(declare-const X_717 Real)
+(declare-const X_718 Real)
+(declare-const X_719 Real)
+(declare-const X_720 Real)
+(declare-const X_721 Real)
+(declare-const X_722 Real)
+(declare-const X_723 Real)
+(declare-const X_724 Real)
+(declare-const X_725 Real)
+(declare-const X_726 Real)
+(declare-const X_727 Real)
+(declare-const X_728 Real)
+(declare-const X_729 Real)
+(declare-const X_730 Real)
+(declare-const X_731 Real)
+(declare-const X_732 Real)
+(declare-const X_733 Real)
+(declare-const X_734 Real)
+(declare-const X_735 Real)
+(declare-const X_736 Real)
+(declare-const X_737 Real)
+(declare-const X_738 Real)
+(declare-const X_739 Real)
+(declare-const X_740 Real)
+(declare-const X_741 Real)
+(declare-const X_742 Real)
+(declare-const X_743 Real)
+(declare-const X_744 Real)
+(declare-const X_745 Real)
+(declare-const X_746 Real)
+(declare-const X_747 Real)
+(declare-const X_748 Real)
+(declare-const X_749 Real)
+(declare-const X_750 Real)
+(declare-const X_751 Real)
+(declare-const X_752 Real)
+(declare-const X_753 Real)
+(declare-const X_754 Real)
+(declare-const X_755 Real)
+(declare-const X_756 Real)
+(declare-const X_757 Real)
+(declare-const X_758 Real)
+(declare-const X_759 Real)
+(declare-const X_760 Real)
+(declare-const X_761 Real)
+(declare-const X_762 Real)
+(declare-const X_763 Real)
+(declare-const X_764 Real)
+(declare-const X_765 Real)
+(declare-const X_766 Real)
+(declare-const X_767 Real)
+(declare-const X_768 Real)
+(declare-const X_769 Real)
+(declare-const X_770 Real)
+(declare-const X_771 Real)
+(declare-const X_772 Real)
+(declare-const X_773 Real)
+(declare-const X_774 Real)
+(declare-const X_775 Real)
+(declare-const X_776 Real)
+(declare-const X_777 Real)
+(declare-const X_778 Real)
+(declare-const X_779 Real)
+(declare-const X_780 Real)
+(declare-const X_781 Real)
+(declare-const X_782 Real)
+(declare-const X_783 Real)
+
+
+(declare-const Y_0 Real)
+(declare-const Y_1 Real)
+
+
+(assert (<= X_0 72))
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+
+(assert (<= X_1 88))
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+(assert (<= X_2 95))
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+(assert (<= X_5 115))
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_8.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_8.vnnlib
new file mode 100644
index 0000000000..6347990b03
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_8.vnnlib
@@ -0,0 +1,3144 @@
+(declare-const X_0 Real)
+(declare-const X_1 Real)
+(declare-const X_2 Real)
+(declare-const X_3 Real)
+(declare-const X_4 Real)
+(declare-const X_5 Real)
+(declare-const X_6 Real)
+(declare-const X_7 Real)
+(declare-const X_8 Real)
+(declare-const X_9 Real)
+(declare-const X_10 Real)
+(declare-const X_11 Real)
+(declare-const X_12 Real)
+(declare-const X_13 Real)
+(declare-const X_14 Real)
+(declare-const X_15 Real)
+(declare-const X_16 Real)
+(declare-const X_17 Real)
+(declare-const X_18 Real)
+(declare-const X_19 Real)
+(declare-const X_20 Real)
+(declare-const X_21 Real)
+(declare-const X_22 Real)
+(declare-const X_23 Real)
+(declare-const X_24 Real)
+(declare-const X_25 Real)
+(declare-const X_26 Real)
+(declare-const X_27 Real)
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+(declare-const X_770 Real)
+(declare-const X_771 Real)
+(declare-const X_772 Real)
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+(declare-const X_779 Real)
+(declare-const X_780 Real)
+(declare-const X_781 Real)
+(declare-const X_782 Real)
+(declare-const X_783 Real)
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+(declare-const Y_0 Real)
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_9.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_9.vnnlib
new file mode 100644
index 0000000000..cd4750ac3a
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_2_9.vnnlib
@@ -0,0 +1,3144 @@
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+(declare-const X_13 Real)
+(declare-const X_14 Real)
+(declare-const X_15 Real)
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+(declare-const X_405 Real)
+(declare-const X_406 Real)
+(declare-const X_407 Real)
+(declare-const X_408 Real)
+(declare-const X_409 Real)
+(declare-const X_410 Real)
+(declare-const X_411 Real)
+(declare-const X_412 Real)
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+(declare-const X_414 Real)
+(declare-const X_415 Real)
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+(declare-const X_417 Real)
+(declare-const X_418 Real)
+(declare-const X_419 Real)
+(declare-const X_420 Real)
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+(declare-const X_423 Real)
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+(declare-const X_430 Real)
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+(declare-const X_451 Real)
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+(declare-const X_494 Real)
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+(declare-const X_533 Real)
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+(declare-const X_538 Real)
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+(declare-const X_540 Real)
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+(declare-const X_542 Real)
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+(declare-const X_568 Real)
+(declare-const X_569 Real)
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+(declare-const X_576 Real)
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+(declare-const X_578 Real)
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+(declare-const X_580 Real)
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+(declare-const X_583 Real)
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+(declare-const X_586 Real)
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+(declare-const X_588 Real)
+(declare-const X_589 Real)
+(declare-const X_590 Real)
+(declare-const X_591 Real)
+(declare-const X_592 Real)
+(declare-const X_593 Real)
+(declare-const X_594 Real)
+(declare-const X_595 Real)
+(declare-const X_596 Real)
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+(declare-const X_598 Real)
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+(declare-const X_600 Real)
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+(declare-const X_616 Real)
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+(declare-const X_619 Real)
+(declare-const X_620 Real)
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+(declare-const X_622 Real)
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+(declare-const X_624 Real)
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+(declare-const X_626 Real)
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+(declare-const X_628 Real)
+(declare-const X_629 Real)
+(declare-const X_630 Real)
+(declare-const X_631 Real)
+(declare-const X_632 Real)
+(declare-const X_633 Real)
+(declare-const X_634 Real)
+(declare-const X_635 Real)
+(declare-const X_636 Real)
+(declare-const X_637 Real)
+(declare-const X_638 Real)
+(declare-const X_639 Real)
+(declare-const X_640 Real)
+(declare-const X_641 Real)
+(declare-const X_642 Real)
+(declare-const X_643 Real)
+(declare-const X_644 Real)
+(declare-const X_645 Real)
+(declare-const X_646 Real)
+(declare-const X_647 Real)
+(declare-const X_648 Real)
+(declare-const X_649 Real)
+(declare-const X_650 Real)
+(declare-const X_651 Real)
+(declare-const X_652 Real)
+(declare-const X_653 Real)
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+(declare-const X_655 Real)
+(declare-const X_656 Real)
+(declare-const X_657 Real)
+(declare-const X_658 Real)
+(declare-const X_659 Real)
+(declare-const X_660 Real)
+(declare-const X_661 Real)
+(declare-const X_662 Real)
+(declare-const X_663 Real)
+(declare-const X_664 Real)
+(declare-const X_665 Real)
+(declare-const X_666 Real)
+(declare-const X_667 Real)
+(declare-const X_668 Real)
+(declare-const X_669 Real)
+(declare-const X_670 Real)
+(declare-const X_671 Real)
+(declare-const X_672 Real)
+(declare-const X_673 Real)
+(declare-const X_674 Real)
+(declare-const X_675 Real)
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+(declare-const X_684 Real)
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+(declare-const X_686 Real)
+(declare-const X_687 Real)
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+(declare-const X_690 Real)
+(declare-const X_691 Real)
+(declare-const X_692 Real)
+(declare-const X_693 Real)
+(declare-const X_694 Real)
+(declare-const X_695 Real)
+(declare-const X_696 Real)
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+(declare-const X_698 Real)
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+(declare-const X_700 Real)
+(declare-const X_701 Real)
+(declare-const X_702 Real)
+(declare-const X_703 Real)
+(declare-const X_704 Real)
+(declare-const X_705 Real)
+(declare-const X_706 Real)
+(declare-const X_707 Real)
+(declare-const X_708 Real)
+(declare-const X_709 Real)
+(declare-const X_710 Real)
+(declare-const X_711 Real)
+(declare-const X_712 Real)
+(declare-const X_713 Real)
+(declare-const X_714 Real)
+(declare-const X_715 Real)
+(declare-const X_716 Real)
+(declare-const X_717 Real)
+(declare-const X_718 Real)
+(declare-const X_719 Real)
+(declare-const X_720 Real)
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+(declare-const X_722 Real)
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+(declare-const X_730 Real)
+(declare-const X_731 Real)
+(declare-const X_732 Real)
+(declare-const X_733 Real)
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+(declare-const X_735 Real)
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+(declare-const X_737 Real)
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+(declare-const X_750 Real)
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+(declare-const X_752 Real)
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+(declare-const X_760 Real)
+(declare-const X_761 Real)
+(declare-const X_762 Real)
+(declare-const X_763 Real)
+(declare-const X_764 Real)
+(declare-const X_765 Real)
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+(declare-const X_767 Real)
+(declare-const X_768 Real)
+(declare-const X_769 Real)
+(declare-const X_770 Real)
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+(declare-const X_773 Real)
+(declare-const X_774 Real)
+(declare-const X_775 Real)
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+(declare-const X_778 Real)
+(declare-const X_779 Real)
+(declare-const X_780 Real)
+(declare-const X_781 Real)
+(declare-const X_782 Real)
+(declare-const X_783 Real)
+
+
+(declare-const Y_0 Real)
+(declare-const Y_1 Real)
+
+
+(assert (<= X_0 76))
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_1.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_1.vnnlib
new file mode 100644
index 0000000000..415c1c7bf3
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_1.vnnlib
@@ -0,0 +1,3144 @@
+(declare-const X_0 Real)
+(declare-const X_1 Real)
+(declare-const X_2 Real)
+(declare-const X_3 Real)
+(declare-const X_4 Real)
+(declare-const X_5 Real)
+(declare-const X_6 Real)
+(declare-const X_7 Real)
+(declare-const X_8 Real)
+(declare-const X_9 Real)
+(declare-const X_10 Real)
+(declare-const X_11 Real)
+(declare-const X_12 Real)
+(declare-const X_13 Real)
+(declare-const X_14 Real)
+(declare-const X_15 Real)
+(declare-const X_16 Real)
+(declare-const X_17 Real)
+(declare-const X_18 Real)
+(declare-const X_19 Real)
+(declare-const X_20 Real)
+(declare-const X_21 Real)
+(declare-const X_22 Real)
+(declare-const X_23 Real)
+(declare-const X_24 Real)
+(declare-const X_25 Real)
+(declare-const X_26 Real)
+(declare-const X_27 Real)
+(declare-const X_28 Real)
+(declare-const X_29 Real)
+(declare-const X_30 Real)
+(declare-const X_31 Real)
+(declare-const X_32 Real)
+(declare-const X_33 Real)
+(declare-const X_34 Real)
+(declare-const X_35 Real)
+(declare-const X_36 Real)
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_10.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_10.vnnlib
new file mode 100644
index 0000000000..54f1f9dedf
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_10.vnnlib
@@ -0,0 +1,3144 @@
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+(declare-const X_14 Real)
+(declare-const X_15 Real)
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+(declare-const X_708 Real)
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+(declare-const X_783 Real)
+
+
+(declare-const Y_0 Real)
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+
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_2.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_2.vnnlib
new file mode 100644
index 0000000000..9207dfb4e3
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_2.vnnlib
@@ -0,0 +1,3144 @@
+(declare-const X_0 Real)
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+(declare-const X_2 Real)
+(declare-const X_3 Real)
+(declare-const X_4 Real)
+(declare-const X_5 Real)
+(declare-const X_6 Real)
+(declare-const X_7 Real)
+(declare-const X_8 Real)
+(declare-const X_9 Real)
+(declare-const X_10 Real)
+(declare-const X_11 Real)
+(declare-const X_12 Real)
+(declare-const X_13 Real)
+(declare-const X_14 Real)
+(declare-const X_15 Real)
+(declare-const X_16 Real)
+(declare-const X_17 Real)
+(declare-const X_18 Real)
+(declare-const X_19 Real)
+(declare-const X_20 Real)
+(declare-const X_21 Real)
+(declare-const X_22 Real)
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+(declare-const X_25 Real)
+(declare-const X_26 Real)
+(declare-const X_27 Real)
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+(declare-const X_29 Real)
+(declare-const X_30 Real)
+(declare-const X_31 Real)
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+(declare-const X_393 Real)
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+(declare-const X_395 Real)
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+(declare-const X_398 Real)
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+(declare-const X_403 Real)
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+(declare-const X_405 Real)
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+(declare-const X_408 Real)
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+(declare-const X_410 Real)
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+(declare-const X_616 Real)
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+(declare-const X_621 Real)
+(declare-const X_622 Real)
+(declare-const X_623 Real)
+(declare-const X_624 Real)
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+(declare-const X_662 Real)
+(declare-const X_663 Real)
+(declare-const X_664 Real)
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+(declare-const X_667 Real)
+(declare-const X_668 Real)
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+(declare-const X_695 Real)
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+(declare-const X_701 Real)
+(declare-const X_702 Real)
+(declare-const X_703 Real)
+(declare-const X_704 Real)
+(declare-const X_705 Real)
+(declare-const X_706 Real)
+(declare-const X_707 Real)
+(declare-const X_708 Real)
+(declare-const X_709 Real)
+(declare-const X_710 Real)
+(declare-const X_711 Real)
+(declare-const X_712 Real)
+(declare-const X_713 Real)
+(declare-const X_714 Real)
+(declare-const X_715 Real)
+(declare-const X_716 Real)
+(declare-const X_717 Real)
+(declare-const X_718 Real)
+(declare-const X_719 Real)
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+(declare-const X_721 Real)
+(declare-const X_722 Real)
+(declare-const X_723 Real)
+(declare-const X_724 Real)
+(declare-const X_725 Real)
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+(declare-const X_727 Real)
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+(declare-const X_730 Real)
+(declare-const X_731 Real)
+(declare-const X_732 Real)
+(declare-const X_733 Real)
+(declare-const X_734 Real)
+(declare-const X_735 Real)
+(declare-const X_736 Real)
+(declare-const X_737 Real)
+(declare-const X_738 Real)
+(declare-const X_739 Real)
+(declare-const X_740 Real)
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+(declare-const X_742 Real)
+(declare-const X_743 Real)
+(declare-const X_744 Real)
+(declare-const X_745 Real)
+(declare-const X_746 Real)
+(declare-const X_747 Real)
+(declare-const X_748 Real)
+(declare-const X_749 Real)
+(declare-const X_750 Real)
+(declare-const X_751 Real)
+(declare-const X_752 Real)
+(declare-const X_753 Real)
+(declare-const X_754 Real)
+(declare-const X_755 Real)
+(declare-const X_756 Real)
+(declare-const X_757 Real)
+(declare-const X_758 Real)
+(declare-const X_759 Real)
+(declare-const X_760 Real)
+(declare-const X_761 Real)
+(declare-const X_762 Real)
+(declare-const X_763 Real)
+(declare-const X_764 Real)
+(declare-const X_765 Real)
+(declare-const X_766 Real)
+(declare-const X_767 Real)
+(declare-const X_768 Real)
+(declare-const X_769 Real)
+(declare-const X_770 Real)
+(declare-const X_771 Real)
+(declare-const X_772 Real)
+(declare-const X_773 Real)
+(declare-const X_774 Real)
+(declare-const X_775 Real)
+(declare-const X_776 Real)
+(declare-const X_777 Real)
+(declare-const X_778 Real)
+(declare-const X_779 Real)
+(declare-const X_780 Real)
+(declare-const X_781 Real)
+(declare-const X_782 Real)
+(declare-const X_783 Real)
+
+
+(declare-const Y_0 Real)
+(declare-const Y_1 Real)
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_3.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_3.vnnlib
new file mode 100644
index 0000000000..256c6afb49
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_3.vnnlib
@@ -0,0 +1,3144 @@
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+(declare-const X_426 Real)
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+(declare-const X_668 Real)
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+(declare-const X_712 Real)
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+(declare-const X_780 Real)
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+(declare-const X_783 Real)
+
+
+(declare-const Y_0 Real)
+(declare-const Y_1 Real)
+
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_4.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_4.vnnlib
new file mode 100644
index 0000000000..8bcd3daa94
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_4.vnnlib
@@ -0,0 +1,3144 @@
+(declare-const X_0 Real)
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+(declare-const X_3 Real)
+(declare-const X_4 Real)
+(declare-const X_5 Real)
+(declare-const X_6 Real)
+(declare-const X_7 Real)
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+(declare-const X_13 Real)
+(declare-const X_14 Real)
+(declare-const X_15 Real)
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+(declare-const X_58 Real)
+(declare-const X_59 Real)
+(declare-const X_60 Real)
+(declare-const X_61 Real)
+(declare-const X_62 Real)
+(declare-const X_63 Real)
+(declare-const X_64 Real)
+(declare-const X_65 Real)
+(declare-const X_66 Real)
+(declare-const X_67 Real)
+(declare-const X_68 Real)
+(declare-const X_69 Real)
+(declare-const X_70 Real)
+(declare-const X_71 Real)
+(declare-const X_72 Real)
+(declare-const X_73 Real)
+(declare-const X_74 Real)
+(declare-const X_75 Real)
+(declare-const X_76 Real)
+(declare-const X_77 Real)
+(declare-const X_78 Real)
+(declare-const X_79 Real)
+(declare-const X_80 Real)
+(declare-const X_81 Real)
+(declare-const X_82 Real)
+(declare-const X_83 Real)
+(declare-const X_84 Real)
+(declare-const X_85 Real)
+(declare-const X_86 Real)
+(declare-const X_87 Real)
+(declare-const X_88 Real)
+(declare-const X_89 Real)
+(declare-const X_90 Real)
+(declare-const X_91 Real)
+(declare-const X_92 Real)
+(declare-const X_93 Real)
+(declare-const X_94 Real)
+(declare-const X_95 Real)
+(declare-const X_96 Real)
+(declare-const X_97 Real)
+(declare-const X_98 Real)
+(declare-const X_99 Real)
+(declare-const X_100 Real)
+(declare-const X_101 Real)
+(declare-const X_102 Real)
+(declare-const X_103 Real)
+(declare-const X_104 Real)
+(declare-const X_105 Real)
+(declare-const X_106 Real)
+(declare-const X_107 Real)
+(declare-const X_108 Real)
+(declare-const X_109 Real)
+(declare-const X_110 Real)
+(declare-const X_111 Real)
+(declare-const X_112 Real)
+(declare-const X_113 Real)
+(declare-const X_114 Real)
+(declare-const X_115 Real)
+(declare-const X_116 Real)
+(declare-const X_117 Real)
+(declare-const X_118 Real)
+(declare-const X_119 Real)
+(declare-const X_120 Real)
+(declare-const X_121 Real)
+(declare-const X_122 Real)
+(declare-const X_123 Real)
+(declare-const X_124 Real)
+(declare-const X_125 Real)
+(declare-const X_126 Real)
+(declare-const X_127 Real)
+(declare-const X_128 Real)
+(declare-const X_129 Real)
+(declare-const X_130 Real)
+(declare-const X_131 Real)
+(declare-const X_132 Real)
+(declare-const X_133 Real)
+(declare-const X_134 Real)
+(declare-const X_135 Real)
+(declare-const X_136 Real)
+(declare-const X_137 Real)
+(declare-const X_138 Real)
+(declare-const X_139 Real)
+(declare-const X_140 Real)
+(declare-const X_141 Real)
+(declare-const X_142 Real)
+(declare-const X_143 Real)
+(declare-const X_144 Real)
+(declare-const X_145 Real)
+(declare-const X_146 Real)
+(declare-const X_147 Real)
+(declare-const X_148 Real)
+(declare-const X_149 Real)
+(declare-const X_150 Real)
+(declare-const X_151 Real)
+(declare-const X_152 Real)
+(declare-const X_153 Real)
+(declare-const X_154 Real)
+(declare-const X_155 Real)
+(declare-const X_156 Real)
+(declare-const X_157 Real)
+(declare-const X_158 Real)
+(declare-const X_159 Real)
+(declare-const X_160 Real)
+(declare-const X_161 Real)
+(declare-const X_162 Real)
+(declare-const X_163 Real)
+(declare-const X_164 Real)
+(declare-const X_165 Real)
+(declare-const X_166 Real)
+(declare-const X_167 Real)
+(declare-const X_168 Real)
+(declare-const X_169 Real)
+(declare-const X_170 Real)
+(declare-const X_171 Real)
+(declare-const X_172 Real)
+(declare-const X_173 Real)
+(declare-const X_174 Real)
+(declare-const X_175 Real)
+(declare-const X_176 Real)
+(declare-const X_177 Real)
+(declare-const X_178 Real)
+(declare-const X_179 Real)
+(declare-const X_180 Real)
+(declare-const X_181 Real)
+(declare-const X_182 Real)
+(declare-const X_183 Real)
+(declare-const X_184 Real)
+(declare-const X_185 Real)
+(declare-const X_186 Real)
+(declare-const X_187 Real)
+(declare-const X_188 Real)
+(declare-const X_189 Real)
+(declare-const X_190 Real)
+(declare-const X_191 Real)
+(declare-const X_192 Real)
+(declare-const X_193 Real)
+(declare-const X_194 Real)
+(declare-const X_195 Real)
+(declare-const X_196 Real)
+(declare-const X_197 Real)
+(declare-const X_198 Real)
+(declare-const X_199 Real)
+(declare-const X_200 Real)
+(declare-const X_201 Real)
+(declare-const X_202 Real)
+(declare-const X_203 Real)
+(declare-const X_204 Real)
+(declare-const X_205 Real)
+(declare-const X_206 Real)
+(declare-const X_207 Real)
+(declare-const X_208 Real)
+(declare-const X_209 Real)
+(declare-const X_210 Real)
+(declare-const X_211 Real)
+(declare-const X_212 Real)
+(declare-const X_213 Real)
+(declare-const X_214 Real)
+(declare-const X_215 Real)
+(declare-const X_216 Real)
+(declare-const X_217 Real)
+(declare-const X_218 Real)
+(declare-const X_219 Real)
+(declare-const X_220 Real)
+(declare-const X_221 Real)
+(declare-const X_222 Real)
+(declare-const X_223 Real)
+(declare-const X_224 Real)
+(declare-const X_225 Real)
+(declare-const X_226 Real)
+(declare-const X_227 Real)
+(declare-const X_228 Real)
+(declare-const X_229 Real)
+(declare-const X_230 Real)
+(declare-const X_231 Real)
+(declare-const X_232 Real)
+(declare-const X_233 Real)
+(declare-const X_234 Real)
+(declare-const X_235 Real)
+(declare-const X_236 Real)
+(declare-const X_237 Real)
+(declare-const X_238 Real)
+(declare-const X_239 Real)
+(declare-const X_240 Real)
+(declare-const X_241 Real)
+(declare-const X_242 Real)
+(declare-const X_243 Real)
+(declare-const X_244 Real)
+(declare-const X_245 Real)
+(declare-const X_246 Real)
+(declare-const X_247 Real)
+(declare-const X_248 Real)
+(declare-const X_249 Real)
+(declare-const X_250 Real)
+(declare-const X_251 Real)
+(declare-const X_252 Real)
+(declare-const X_253 Real)
+(declare-const X_254 Real)
+(declare-const X_255 Real)
+(declare-const X_256 Real)
+(declare-const X_257 Real)
+(declare-const X_258 Real)
+(declare-const X_259 Real)
+(declare-const X_260 Real)
+(declare-const X_261 Real)
+(declare-const X_262 Real)
+(declare-const X_263 Real)
+(declare-const X_264 Real)
+(declare-const X_265 Real)
+(declare-const X_266 Real)
+(declare-const X_267 Real)
+(declare-const X_268 Real)
+(declare-const X_269 Real)
+(declare-const X_270 Real)
+(declare-const X_271 Real)
+(declare-const X_272 Real)
+(declare-const X_273 Real)
+(declare-const X_274 Real)
+(declare-const X_275 Real)
+(declare-const X_276 Real)
+(declare-const X_277 Real)
+(declare-const X_278 Real)
+(declare-const X_279 Real)
+(declare-const X_280 Real)
+(declare-const X_281 Real)
+(declare-const X_282 Real)
+(declare-const X_283 Real)
+(declare-const X_284 Real)
+(declare-const X_285 Real)
+(declare-const X_286 Real)
+(declare-const X_287 Real)
+(declare-const X_288 Real)
+(declare-const X_289 Real)
+(declare-const X_290 Real)
+(declare-const X_291 Real)
+(declare-const X_292 Real)
+(declare-const X_293 Real)
+(declare-const X_294 Real)
+(declare-const X_295 Real)
+(declare-const X_296 Real)
+(declare-const X_297 Real)
+(declare-const X_298 Real)
+(declare-const X_299 Real)
+(declare-const X_300 Real)
+(declare-const X_301 Real)
+(declare-const X_302 Real)
+(declare-const X_303 Real)
+(declare-const X_304 Real)
+(declare-const X_305 Real)
+(declare-const X_306 Real)
+(declare-const X_307 Real)
+(declare-const X_308 Real)
+(declare-const X_309 Real)
+(declare-const X_310 Real)
+(declare-const X_311 Real)
+(declare-const X_312 Real)
+(declare-const X_313 Real)
+(declare-const X_314 Real)
+(declare-const X_315 Real)
+(declare-const X_316 Real)
+(declare-const X_317 Real)
+(declare-const X_318 Real)
+(declare-const X_319 Real)
+(declare-const X_320 Real)
+(declare-const X_321 Real)
+(declare-const X_322 Real)
+(declare-const X_323 Real)
+(declare-const X_324 Real)
+(declare-const X_325 Real)
+(declare-const X_326 Real)
+(declare-const X_327 Real)
+(declare-const X_328 Real)
+(declare-const X_329 Real)
+(declare-const X_330 Real)
+(declare-const X_331 Real)
+(declare-const X_332 Real)
+(declare-const X_333 Real)
+(declare-const X_334 Real)
+(declare-const X_335 Real)
+(declare-const X_336 Real)
+(declare-const X_337 Real)
+(declare-const X_338 Real)
+(declare-const X_339 Real)
+(declare-const X_340 Real)
+(declare-const X_341 Real)
+(declare-const X_342 Real)
+(declare-const X_343 Real)
+(declare-const X_344 Real)
+(declare-const X_345 Real)
+(declare-const X_346 Real)
+(declare-const X_347 Real)
+(declare-const X_348 Real)
+(declare-const X_349 Real)
+(declare-const X_350 Real)
+(declare-const X_351 Real)
+(declare-const X_352 Real)
+(declare-const X_353 Real)
+(declare-const X_354 Real)
+(declare-const X_355 Real)
+(declare-const X_356 Real)
+(declare-const X_357 Real)
+(declare-const X_358 Real)
+(declare-const X_359 Real)
+(declare-const X_360 Real)
+(declare-const X_361 Real)
+(declare-const X_362 Real)
+(declare-const X_363 Real)
+(declare-const X_364 Real)
+(declare-const X_365 Real)
+(declare-const X_366 Real)
+(declare-const X_367 Real)
+(declare-const X_368 Real)
+(declare-const X_369 Real)
+(declare-const X_370 Real)
+(declare-const X_371 Real)
+(declare-const X_372 Real)
+(declare-const X_373 Real)
+(declare-const X_374 Real)
+(declare-const X_375 Real)
+(declare-const X_376 Real)
+(declare-const X_377 Real)
+(declare-const X_378 Real)
+(declare-const X_379 Real)
+(declare-const X_380 Real)
+(declare-const X_381 Real)
+(declare-const X_382 Real)
+(declare-const X_383 Real)
+(declare-const X_384 Real)
+(declare-const X_385 Real)
+(declare-const X_386 Real)
+(declare-const X_387 Real)
+(declare-const X_388 Real)
+(declare-const X_389 Real)
+(declare-const X_390 Real)
+(declare-const X_391 Real)
+(declare-const X_392 Real)
+(declare-const X_393 Real)
+(declare-const X_394 Real)
+(declare-const X_395 Real)
+(declare-const X_396 Real)
+(declare-const X_397 Real)
+(declare-const X_398 Real)
+(declare-const X_399 Real)
+(declare-const X_400 Real)
+(declare-const X_401 Real)
+(declare-const X_402 Real)
+(declare-const X_403 Real)
+(declare-const X_404 Real)
+(declare-const X_405 Real)
+(declare-const X_406 Real)
+(declare-const X_407 Real)
+(declare-const X_408 Real)
+(declare-const X_409 Real)
+(declare-const X_410 Real)
+(declare-const X_411 Real)
+(declare-const X_412 Real)
+(declare-const X_413 Real)
+(declare-const X_414 Real)
+(declare-const X_415 Real)
+(declare-const X_416 Real)
+(declare-const X_417 Real)
+(declare-const X_418 Real)
+(declare-const X_419 Real)
+(declare-const X_420 Real)
+(declare-const X_421 Real)
+(declare-const X_422 Real)
+(declare-const X_423 Real)
+(declare-const X_424 Real)
+(declare-const X_425 Real)
+(declare-const X_426 Real)
+(declare-const X_427 Real)
+(declare-const X_428 Real)
+(declare-const X_429 Real)
+(declare-const X_430 Real)
+(declare-const X_431 Real)
+(declare-const X_432 Real)
+(declare-const X_433 Real)
+(declare-const X_434 Real)
+(declare-const X_435 Real)
+(declare-const X_436 Real)
+(declare-const X_437 Real)
+(declare-const X_438 Real)
+(declare-const X_439 Real)
+(declare-const X_440 Real)
+(declare-const X_441 Real)
+(declare-const X_442 Real)
+(declare-const X_443 Real)
+(declare-const X_444 Real)
+(declare-const X_445 Real)
+(declare-const X_446 Real)
+(declare-const X_447 Real)
+(declare-const X_448 Real)
+(declare-const X_449 Real)
+(declare-const X_450 Real)
+(declare-const X_451 Real)
+(declare-const X_452 Real)
+(declare-const X_453 Real)
+(declare-const X_454 Real)
+(declare-const X_455 Real)
+(declare-const X_456 Real)
+(declare-const X_457 Real)
+(declare-const X_458 Real)
+(declare-const X_459 Real)
+(declare-const X_460 Real)
+(declare-const X_461 Real)
+(declare-const X_462 Real)
+(declare-const X_463 Real)
+(declare-const X_464 Real)
+(declare-const X_465 Real)
+(declare-const X_466 Real)
+(declare-const X_467 Real)
+(declare-const X_468 Real)
+(declare-const X_469 Real)
+(declare-const X_470 Real)
+(declare-const X_471 Real)
+(declare-const X_472 Real)
+(declare-const X_473 Real)
+(declare-const X_474 Real)
+(declare-const X_475 Real)
+(declare-const X_476 Real)
+(declare-const X_477 Real)
+(declare-const X_478 Real)
+(declare-const X_479 Real)
+(declare-const X_480 Real)
+(declare-const X_481 Real)
+(declare-const X_482 Real)
+(declare-const X_483 Real)
+(declare-const X_484 Real)
+(declare-const X_485 Real)
+(declare-const X_486 Real)
+(declare-const X_487 Real)
+(declare-const X_488 Real)
+(declare-const X_489 Real)
+(declare-const X_490 Real)
+(declare-const X_491 Real)
+(declare-const X_492 Real)
+(declare-const X_493 Real)
+(declare-const X_494 Real)
+(declare-const X_495 Real)
+(declare-const X_496 Real)
+(declare-const X_497 Real)
+(declare-const X_498 Real)
+(declare-const X_499 Real)
+(declare-const X_500 Real)
+(declare-const X_501 Real)
+(declare-const X_502 Real)
+(declare-const X_503 Real)
+(declare-const X_504 Real)
+(declare-const X_505 Real)
+(declare-const X_506 Real)
+(declare-const X_507 Real)
+(declare-const X_508 Real)
+(declare-const X_509 Real)
+(declare-const X_510 Real)
+(declare-const X_511 Real)
+(declare-const X_512 Real)
+(declare-const X_513 Real)
+(declare-const X_514 Real)
+(declare-const X_515 Real)
+(declare-const X_516 Real)
+(declare-const X_517 Real)
+(declare-const X_518 Real)
+(declare-const X_519 Real)
+(declare-const X_520 Real)
+(declare-const X_521 Real)
+(declare-const X_522 Real)
+(declare-const X_523 Real)
+(declare-const X_524 Real)
+(declare-const X_525 Real)
+(declare-const X_526 Real)
+(declare-const X_527 Real)
+(declare-const X_528 Real)
+(declare-const X_529 Real)
+(declare-const X_530 Real)
+(declare-const X_531 Real)
+(declare-const X_532 Real)
+(declare-const X_533 Real)
+(declare-const X_534 Real)
+(declare-const X_535 Real)
+(declare-const X_536 Real)
+(declare-const X_537 Real)
+(declare-const X_538 Real)
+(declare-const X_539 Real)
+(declare-const X_540 Real)
+(declare-const X_541 Real)
+(declare-const X_542 Real)
+(declare-const X_543 Real)
+(declare-const X_544 Real)
+(declare-const X_545 Real)
+(declare-const X_546 Real)
+(declare-const X_547 Real)
+(declare-const X_548 Real)
+(declare-const X_549 Real)
+(declare-const X_550 Real)
+(declare-const X_551 Real)
+(declare-const X_552 Real)
+(declare-const X_553 Real)
+(declare-const X_554 Real)
+(declare-const X_555 Real)
+(declare-const X_556 Real)
+(declare-const X_557 Real)
+(declare-const X_558 Real)
+(declare-const X_559 Real)
+(declare-const X_560 Real)
+(declare-const X_561 Real)
+(declare-const X_562 Real)
+(declare-const X_563 Real)
+(declare-const X_564 Real)
+(declare-const X_565 Real)
+(declare-const X_566 Real)
+(declare-const X_567 Real)
+(declare-const X_568 Real)
+(declare-const X_569 Real)
+(declare-const X_570 Real)
+(declare-const X_571 Real)
+(declare-const X_572 Real)
+(declare-const X_573 Real)
+(declare-const X_574 Real)
+(declare-const X_575 Real)
+(declare-const X_576 Real)
+(declare-const X_577 Real)
+(declare-const X_578 Real)
+(declare-const X_579 Real)
+(declare-const X_580 Real)
+(declare-const X_581 Real)
+(declare-const X_582 Real)
+(declare-const X_583 Real)
+(declare-const X_584 Real)
+(declare-const X_585 Real)
+(declare-const X_586 Real)
+(declare-const X_587 Real)
+(declare-const X_588 Real)
+(declare-const X_589 Real)
+(declare-const X_590 Real)
+(declare-const X_591 Real)
+(declare-const X_592 Real)
+(declare-const X_593 Real)
+(declare-const X_594 Real)
+(declare-const X_595 Real)
+(declare-const X_596 Real)
+(declare-const X_597 Real)
+(declare-const X_598 Real)
+(declare-const X_599 Real)
+(declare-const X_600 Real)
+(declare-const X_601 Real)
+(declare-const X_602 Real)
+(declare-const X_603 Real)
+(declare-const X_604 Real)
+(declare-const X_605 Real)
+(declare-const X_606 Real)
+(declare-const X_607 Real)
+(declare-const X_608 Real)
+(declare-const X_609 Real)
+(declare-const X_610 Real)
+(declare-const X_611 Real)
+(declare-const X_612 Real)
+(declare-const X_613 Real)
+(declare-const X_614 Real)
+(declare-const X_615 Real)
+(declare-const X_616 Real)
+(declare-const X_617 Real)
+(declare-const X_618 Real)
+(declare-const X_619 Real)
+(declare-const X_620 Real)
+(declare-const X_621 Real)
+(declare-const X_622 Real)
+(declare-const X_623 Real)
+(declare-const X_624 Real)
+(declare-const X_625 Real)
+(declare-const X_626 Real)
+(declare-const X_627 Real)
+(declare-const X_628 Real)
+(declare-const X_629 Real)
+(declare-const X_630 Real)
+(declare-const X_631 Real)
+(declare-const X_632 Real)
+(declare-const X_633 Real)
+(declare-const X_634 Real)
+(declare-const X_635 Real)
+(declare-const X_636 Real)
+(declare-const X_637 Real)
+(declare-const X_638 Real)
+(declare-const X_639 Real)
+(declare-const X_640 Real)
+(declare-const X_641 Real)
+(declare-const X_642 Real)
+(declare-const X_643 Real)
+(declare-const X_644 Real)
+(declare-const X_645 Real)
+(declare-const X_646 Real)
+(declare-const X_647 Real)
+(declare-const X_648 Real)
+(declare-const X_649 Real)
+(declare-const X_650 Real)
+(declare-const X_651 Real)
+(declare-const X_652 Real)
+(declare-const X_653 Real)
+(declare-const X_654 Real)
+(declare-const X_655 Real)
+(declare-const X_656 Real)
+(declare-const X_657 Real)
+(declare-const X_658 Real)
+(declare-const X_659 Real)
+(declare-const X_660 Real)
+(declare-const X_661 Real)
+(declare-const X_662 Real)
+(declare-const X_663 Real)
+(declare-const X_664 Real)
+(declare-const X_665 Real)
+(declare-const X_666 Real)
+(declare-const X_667 Real)
+(declare-const X_668 Real)
+(declare-const X_669 Real)
+(declare-const X_670 Real)
+(declare-const X_671 Real)
+(declare-const X_672 Real)
+(declare-const X_673 Real)
+(declare-const X_674 Real)
+(declare-const X_675 Real)
+(declare-const X_676 Real)
+(declare-const X_677 Real)
+(declare-const X_678 Real)
+(declare-const X_679 Real)
+(declare-const X_680 Real)
+(declare-const X_681 Real)
+(declare-const X_682 Real)
+(declare-const X_683 Real)
+(declare-const X_684 Real)
+(declare-const X_685 Real)
+(declare-const X_686 Real)
+(declare-const X_687 Real)
+(declare-const X_688 Real)
+(declare-const X_689 Real)
+(declare-const X_690 Real)
+(declare-const X_691 Real)
+(declare-const X_692 Real)
+(declare-const X_693 Real)
+(declare-const X_694 Real)
+(declare-const X_695 Real)
+(declare-const X_696 Real)
+(declare-const X_697 Real)
+(declare-const X_698 Real)
+(declare-const X_699 Real)
+(declare-const X_700 Real)
+(declare-const X_701 Real)
+(declare-const X_702 Real)
+(declare-const X_703 Real)
+(declare-const X_704 Real)
+(declare-const X_705 Real)
+(declare-const X_706 Real)
+(declare-const X_707 Real)
+(declare-const X_708 Real)
+(declare-const X_709 Real)
+(declare-const X_710 Real)
+(declare-const X_711 Real)
+(declare-const X_712 Real)
+(declare-const X_713 Real)
+(declare-const X_714 Real)
+(declare-const X_715 Real)
+(declare-const X_716 Real)
+(declare-const X_717 Real)
+(declare-const X_718 Real)
+(declare-const X_719 Real)
+(declare-const X_720 Real)
+(declare-const X_721 Real)
+(declare-const X_722 Real)
+(declare-const X_723 Real)
+(declare-const X_724 Real)
+(declare-const X_725 Real)
+(declare-const X_726 Real)
+(declare-const X_727 Real)
+(declare-const X_728 Real)
+(declare-const X_729 Real)
+(declare-const X_730 Real)
+(declare-const X_731 Real)
+(declare-const X_732 Real)
+(declare-const X_733 Real)
+(declare-const X_734 Real)
+(declare-const X_735 Real)
+(declare-const X_736 Real)
+(declare-const X_737 Real)
+(declare-const X_738 Real)
+(declare-const X_739 Real)
+(declare-const X_740 Real)
+(declare-const X_741 Real)
+(declare-const X_742 Real)
+(declare-const X_743 Real)
+(declare-const X_744 Real)
+(declare-const X_745 Real)
+(declare-const X_746 Real)
+(declare-const X_747 Real)
+(declare-const X_748 Real)
+(declare-const X_749 Real)
+(declare-const X_750 Real)
+(declare-const X_751 Real)
+(declare-const X_752 Real)
+(declare-const X_753 Real)
+(declare-const X_754 Real)
+(declare-const X_755 Real)
+(declare-const X_756 Real)
+(declare-const X_757 Real)
+(declare-const X_758 Real)
+(declare-const X_759 Real)
+(declare-const X_760 Real)
+(declare-const X_761 Real)
+(declare-const X_762 Real)
+(declare-const X_763 Real)
+(declare-const X_764 Real)
+(declare-const X_765 Real)
+(declare-const X_766 Real)
+(declare-const X_767 Real)
+(declare-const X_768 Real)
+(declare-const X_769 Real)
+(declare-const X_770 Real)
+(declare-const X_771 Real)
+(declare-const X_772 Real)
+(declare-const X_773 Real)
+(declare-const X_774 Real)
+(declare-const X_775 Real)
+(declare-const X_776 Real)
+(declare-const X_777 Real)
+(declare-const X_778 Real)
+(declare-const X_779 Real)
+(declare-const X_780 Real)
+(declare-const X_781 Real)
+(declare-const X_782 Real)
+(declare-const X_783 Real)
+
+
+(declare-const Y_0 Real)
+(declare-const Y_1 Real)
+
+
+(assert (<= X_0 3))
+(assert (>= X_0 0))
+
+(assert (<= X_1 33))
+(assert (>= X_1 27))
+
+(assert (<= X_2 64))
+(assert (>= X_2 58))
+
+(assert (<= X_3 125))
+(assert (>= X_3 119))
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_5.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_5.vnnlib
new file mode 100644
index 0000000000..b4dc4b9648
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_5.vnnlib
@@ -0,0 +1,3144 @@
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+(declare-const X_664 Real)
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+(declare-const X_783 Real)
+
+
+(declare-const Y_0 Real)
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+
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_6.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_6.vnnlib
new file mode 100644
index 0000000000..6e9656dae6
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_6.vnnlib
@@ -0,0 +1,3144 @@
+(declare-const X_0 Real)
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+(declare-const X_5 Real)
+(declare-const X_6 Real)
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+(declare-const X_13 Real)
+(declare-const X_14 Real)
+(declare-const X_15 Real)
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+(declare-const X_65 Real)
+(declare-const X_66 Real)
+(declare-const X_67 Real)
+(declare-const X_68 Real)
+(declare-const X_69 Real)
+(declare-const X_70 Real)
+(declare-const X_71 Real)
+(declare-const X_72 Real)
+(declare-const X_73 Real)
+(declare-const X_74 Real)
+(declare-const X_75 Real)
+(declare-const X_76 Real)
+(declare-const X_77 Real)
+(declare-const X_78 Real)
+(declare-const X_79 Real)
+(declare-const X_80 Real)
+(declare-const X_81 Real)
+(declare-const X_82 Real)
+(declare-const X_83 Real)
+(declare-const X_84 Real)
+(declare-const X_85 Real)
+(declare-const X_86 Real)
+(declare-const X_87 Real)
+(declare-const X_88 Real)
+(declare-const X_89 Real)
+(declare-const X_90 Real)
+(declare-const X_91 Real)
+(declare-const X_92 Real)
+(declare-const X_93 Real)
+(declare-const X_94 Real)
+(declare-const X_95 Real)
+(declare-const X_96 Real)
+(declare-const X_97 Real)
+(declare-const X_98 Real)
+(declare-const X_99 Real)
+(declare-const X_100 Real)
+(declare-const X_101 Real)
+(declare-const X_102 Real)
+(declare-const X_103 Real)
+(declare-const X_104 Real)
+(declare-const X_105 Real)
+(declare-const X_106 Real)
+(declare-const X_107 Real)
+(declare-const X_108 Real)
+(declare-const X_109 Real)
+(declare-const X_110 Real)
+(declare-const X_111 Real)
+(declare-const X_112 Real)
+(declare-const X_113 Real)
+(declare-const X_114 Real)
+(declare-const X_115 Real)
+(declare-const X_116 Real)
+(declare-const X_117 Real)
+(declare-const X_118 Real)
+(declare-const X_119 Real)
+(declare-const X_120 Real)
+(declare-const X_121 Real)
+(declare-const X_122 Real)
+(declare-const X_123 Real)
+(declare-const X_124 Real)
+(declare-const X_125 Real)
+(declare-const X_126 Real)
+(declare-const X_127 Real)
+(declare-const X_128 Real)
+(declare-const X_129 Real)
+(declare-const X_130 Real)
+(declare-const X_131 Real)
+(declare-const X_132 Real)
+(declare-const X_133 Real)
+(declare-const X_134 Real)
+(declare-const X_135 Real)
+(declare-const X_136 Real)
+(declare-const X_137 Real)
+(declare-const X_138 Real)
+(declare-const X_139 Real)
+(declare-const X_140 Real)
+(declare-const X_141 Real)
+(declare-const X_142 Real)
+(declare-const X_143 Real)
+(declare-const X_144 Real)
+(declare-const X_145 Real)
+(declare-const X_146 Real)
+(declare-const X_147 Real)
+(declare-const X_148 Real)
+(declare-const X_149 Real)
+(declare-const X_150 Real)
+(declare-const X_151 Real)
+(declare-const X_152 Real)
+(declare-const X_153 Real)
+(declare-const X_154 Real)
+(declare-const X_155 Real)
+(declare-const X_156 Real)
+(declare-const X_157 Real)
+(declare-const X_158 Real)
+(declare-const X_159 Real)
+(declare-const X_160 Real)
+(declare-const X_161 Real)
+(declare-const X_162 Real)
+(declare-const X_163 Real)
+(declare-const X_164 Real)
+(declare-const X_165 Real)
+(declare-const X_166 Real)
+(declare-const X_167 Real)
+(declare-const X_168 Real)
+(declare-const X_169 Real)
+(declare-const X_170 Real)
+(declare-const X_171 Real)
+(declare-const X_172 Real)
+(declare-const X_173 Real)
+(declare-const X_174 Real)
+(declare-const X_175 Real)
+(declare-const X_176 Real)
+(declare-const X_177 Real)
+(declare-const X_178 Real)
+(declare-const X_179 Real)
+(declare-const X_180 Real)
+(declare-const X_181 Real)
+(declare-const X_182 Real)
+(declare-const X_183 Real)
+(declare-const X_184 Real)
+(declare-const X_185 Real)
+(declare-const X_186 Real)
+(declare-const X_187 Real)
+(declare-const X_188 Real)
+(declare-const X_189 Real)
+(declare-const X_190 Real)
+(declare-const X_191 Real)
+(declare-const X_192 Real)
+(declare-const X_193 Real)
+(declare-const X_194 Real)
+(declare-const X_195 Real)
+(declare-const X_196 Real)
+(declare-const X_197 Real)
+(declare-const X_198 Real)
+(declare-const X_199 Real)
+(declare-const X_200 Real)
+(declare-const X_201 Real)
+(declare-const X_202 Real)
+(declare-const X_203 Real)
+(declare-const X_204 Real)
+(declare-const X_205 Real)
+(declare-const X_206 Real)
+(declare-const X_207 Real)
+(declare-const X_208 Real)
+(declare-const X_209 Real)
+(declare-const X_210 Real)
+(declare-const X_211 Real)
+(declare-const X_212 Real)
+(declare-const X_213 Real)
+(declare-const X_214 Real)
+(declare-const X_215 Real)
+(declare-const X_216 Real)
+(declare-const X_217 Real)
+(declare-const X_218 Real)
+(declare-const X_219 Real)
+(declare-const X_220 Real)
+(declare-const X_221 Real)
+(declare-const X_222 Real)
+(declare-const X_223 Real)
+(declare-const X_224 Real)
+(declare-const X_225 Real)
+(declare-const X_226 Real)
+(declare-const X_227 Real)
+(declare-const X_228 Real)
+(declare-const X_229 Real)
+(declare-const X_230 Real)
+(declare-const X_231 Real)
+(declare-const X_232 Real)
+(declare-const X_233 Real)
+(declare-const X_234 Real)
+(declare-const X_235 Real)
+(declare-const X_236 Real)
+(declare-const X_237 Real)
+(declare-const X_238 Real)
+(declare-const X_239 Real)
+(declare-const X_240 Real)
+(declare-const X_241 Real)
+(declare-const X_242 Real)
+(declare-const X_243 Real)
+(declare-const X_244 Real)
+(declare-const X_245 Real)
+(declare-const X_246 Real)
+(declare-const X_247 Real)
+(declare-const X_248 Real)
+(declare-const X_249 Real)
+(declare-const X_250 Real)
+(declare-const X_251 Real)
+(declare-const X_252 Real)
+(declare-const X_253 Real)
+(declare-const X_254 Real)
+(declare-const X_255 Real)
+(declare-const X_256 Real)
+(declare-const X_257 Real)
+(declare-const X_258 Real)
+(declare-const X_259 Real)
+(declare-const X_260 Real)
+(declare-const X_261 Real)
+(declare-const X_262 Real)
+(declare-const X_263 Real)
+(declare-const X_264 Real)
+(declare-const X_265 Real)
+(declare-const X_266 Real)
+(declare-const X_267 Real)
+(declare-const X_268 Real)
+(declare-const X_269 Real)
+(declare-const X_270 Real)
+(declare-const X_271 Real)
+(declare-const X_272 Real)
+(declare-const X_273 Real)
+(declare-const X_274 Real)
+(declare-const X_275 Real)
+(declare-const X_276 Real)
+(declare-const X_277 Real)
+(declare-const X_278 Real)
+(declare-const X_279 Real)
+(declare-const X_280 Real)
+(declare-const X_281 Real)
+(declare-const X_282 Real)
+(declare-const X_283 Real)
+(declare-const X_284 Real)
+(declare-const X_285 Real)
+(declare-const X_286 Real)
+(declare-const X_287 Real)
+(declare-const X_288 Real)
+(declare-const X_289 Real)
+(declare-const X_290 Real)
+(declare-const X_291 Real)
+(declare-const X_292 Real)
+(declare-const X_293 Real)
+(declare-const X_294 Real)
+(declare-const X_295 Real)
+(declare-const X_296 Real)
+(declare-const X_297 Real)
+(declare-const X_298 Real)
+(declare-const X_299 Real)
+(declare-const X_300 Real)
+(declare-const X_301 Real)
+(declare-const X_302 Real)
+(declare-const X_303 Real)
+(declare-const X_304 Real)
+(declare-const X_305 Real)
+(declare-const X_306 Real)
+(declare-const X_307 Real)
+(declare-const X_308 Real)
+(declare-const X_309 Real)
+(declare-const X_310 Real)
+(declare-const X_311 Real)
+(declare-const X_312 Real)
+(declare-const X_313 Real)
+(declare-const X_314 Real)
+(declare-const X_315 Real)
+(declare-const X_316 Real)
+(declare-const X_317 Real)
+(declare-const X_318 Real)
+(declare-const X_319 Real)
+(declare-const X_320 Real)
+(declare-const X_321 Real)
+(declare-const X_322 Real)
+(declare-const X_323 Real)
+(declare-const X_324 Real)
+(declare-const X_325 Real)
+(declare-const X_326 Real)
+(declare-const X_327 Real)
+(declare-const X_328 Real)
+(declare-const X_329 Real)
+(declare-const X_330 Real)
+(declare-const X_331 Real)
+(declare-const X_332 Real)
+(declare-const X_333 Real)
+(declare-const X_334 Real)
+(declare-const X_335 Real)
+(declare-const X_336 Real)
+(declare-const X_337 Real)
+(declare-const X_338 Real)
+(declare-const X_339 Real)
+(declare-const X_340 Real)
+(declare-const X_341 Real)
+(declare-const X_342 Real)
+(declare-const X_343 Real)
+(declare-const X_344 Real)
+(declare-const X_345 Real)
+(declare-const X_346 Real)
+(declare-const X_347 Real)
+(declare-const X_348 Real)
+(declare-const X_349 Real)
+(declare-const X_350 Real)
+(declare-const X_351 Real)
+(declare-const X_352 Real)
+(declare-const X_353 Real)
+(declare-const X_354 Real)
+(declare-const X_355 Real)
+(declare-const X_356 Real)
+(declare-const X_357 Real)
+(declare-const X_358 Real)
+(declare-const X_359 Real)
+(declare-const X_360 Real)
+(declare-const X_361 Real)
+(declare-const X_362 Real)
+(declare-const X_363 Real)
+(declare-const X_364 Real)
+(declare-const X_365 Real)
+(declare-const X_366 Real)
+(declare-const X_367 Real)
+(declare-const X_368 Real)
+(declare-const X_369 Real)
+(declare-const X_370 Real)
+(declare-const X_371 Real)
+(declare-const X_372 Real)
+(declare-const X_373 Real)
+(declare-const X_374 Real)
+(declare-const X_375 Real)
+(declare-const X_376 Real)
+(declare-const X_377 Real)
+(declare-const X_378 Real)
+(declare-const X_379 Real)
+(declare-const X_380 Real)
+(declare-const X_381 Real)
+(declare-const X_382 Real)
+(declare-const X_383 Real)
+(declare-const X_384 Real)
+(declare-const X_385 Real)
+(declare-const X_386 Real)
+(declare-const X_387 Real)
+(declare-const X_388 Real)
+(declare-const X_389 Real)
+(declare-const X_390 Real)
+(declare-const X_391 Real)
+(declare-const X_392 Real)
+(declare-const X_393 Real)
+(declare-const X_394 Real)
+(declare-const X_395 Real)
+(declare-const X_396 Real)
+(declare-const X_397 Real)
+(declare-const X_398 Real)
+(declare-const X_399 Real)
+(declare-const X_400 Real)
+(declare-const X_401 Real)
+(declare-const X_402 Real)
+(declare-const X_403 Real)
+(declare-const X_404 Real)
+(declare-const X_405 Real)
+(declare-const X_406 Real)
+(declare-const X_407 Real)
+(declare-const X_408 Real)
+(declare-const X_409 Real)
+(declare-const X_410 Real)
+(declare-const X_411 Real)
+(declare-const X_412 Real)
+(declare-const X_413 Real)
+(declare-const X_414 Real)
+(declare-const X_415 Real)
+(declare-const X_416 Real)
+(declare-const X_417 Real)
+(declare-const X_418 Real)
+(declare-const X_419 Real)
+(declare-const X_420 Real)
+(declare-const X_421 Real)
+(declare-const X_422 Real)
+(declare-const X_423 Real)
+(declare-const X_424 Real)
+(declare-const X_425 Real)
+(declare-const X_426 Real)
+(declare-const X_427 Real)
+(declare-const X_428 Real)
+(declare-const X_429 Real)
+(declare-const X_430 Real)
+(declare-const X_431 Real)
+(declare-const X_432 Real)
+(declare-const X_433 Real)
+(declare-const X_434 Real)
+(declare-const X_435 Real)
+(declare-const X_436 Real)
+(declare-const X_437 Real)
+(declare-const X_438 Real)
+(declare-const X_439 Real)
+(declare-const X_440 Real)
+(declare-const X_441 Real)
+(declare-const X_442 Real)
+(declare-const X_443 Real)
+(declare-const X_444 Real)
+(declare-const X_445 Real)
+(declare-const X_446 Real)
+(declare-const X_447 Real)
+(declare-const X_448 Real)
+(declare-const X_449 Real)
+(declare-const X_450 Real)
+(declare-const X_451 Real)
+(declare-const X_452 Real)
+(declare-const X_453 Real)
+(declare-const X_454 Real)
+(declare-const X_455 Real)
+(declare-const X_456 Real)
+(declare-const X_457 Real)
+(declare-const X_458 Real)
+(declare-const X_459 Real)
+(declare-const X_460 Real)
+(declare-const X_461 Real)
+(declare-const X_462 Real)
+(declare-const X_463 Real)
+(declare-const X_464 Real)
+(declare-const X_465 Real)
+(declare-const X_466 Real)
+(declare-const X_467 Real)
+(declare-const X_468 Real)
+(declare-const X_469 Real)
+(declare-const X_470 Real)
+(declare-const X_471 Real)
+(declare-const X_472 Real)
+(declare-const X_473 Real)
+(declare-const X_474 Real)
+(declare-const X_475 Real)
+(declare-const X_476 Real)
+(declare-const X_477 Real)
+(declare-const X_478 Real)
+(declare-const X_479 Real)
+(declare-const X_480 Real)
+(declare-const X_481 Real)
+(declare-const X_482 Real)
+(declare-const X_483 Real)
+(declare-const X_484 Real)
+(declare-const X_485 Real)
+(declare-const X_486 Real)
+(declare-const X_487 Real)
+(declare-const X_488 Real)
+(declare-const X_489 Real)
+(declare-const X_490 Real)
+(declare-const X_491 Real)
+(declare-const X_492 Real)
+(declare-const X_493 Real)
+(declare-const X_494 Real)
+(declare-const X_495 Real)
+(declare-const X_496 Real)
+(declare-const X_497 Real)
+(declare-const X_498 Real)
+(declare-const X_499 Real)
+(declare-const X_500 Real)
+(declare-const X_501 Real)
+(declare-const X_502 Real)
+(declare-const X_503 Real)
+(declare-const X_504 Real)
+(declare-const X_505 Real)
+(declare-const X_506 Real)
+(declare-const X_507 Real)
+(declare-const X_508 Real)
+(declare-const X_509 Real)
+(declare-const X_510 Real)
+(declare-const X_511 Real)
+(declare-const X_512 Real)
+(declare-const X_513 Real)
+(declare-const X_514 Real)
+(declare-const X_515 Real)
+(declare-const X_516 Real)
+(declare-const X_517 Real)
+(declare-const X_518 Real)
+(declare-const X_519 Real)
+(declare-const X_520 Real)
+(declare-const X_521 Real)
+(declare-const X_522 Real)
+(declare-const X_523 Real)
+(declare-const X_524 Real)
+(declare-const X_525 Real)
+(declare-const X_526 Real)
+(declare-const X_527 Real)
+(declare-const X_528 Real)
+(declare-const X_529 Real)
+(declare-const X_530 Real)
+(declare-const X_531 Real)
+(declare-const X_532 Real)
+(declare-const X_533 Real)
+(declare-const X_534 Real)
+(declare-const X_535 Real)
+(declare-const X_536 Real)
+(declare-const X_537 Real)
+(declare-const X_538 Real)
+(declare-const X_539 Real)
+(declare-const X_540 Real)
+(declare-const X_541 Real)
+(declare-const X_542 Real)
+(declare-const X_543 Real)
+(declare-const X_544 Real)
+(declare-const X_545 Real)
+(declare-const X_546 Real)
+(declare-const X_547 Real)
+(declare-const X_548 Real)
+(declare-const X_549 Real)
+(declare-const X_550 Real)
+(declare-const X_551 Real)
+(declare-const X_552 Real)
+(declare-const X_553 Real)
+(declare-const X_554 Real)
+(declare-const X_555 Real)
+(declare-const X_556 Real)
+(declare-const X_557 Real)
+(declare-const X_558 Real)
+(declare-const X_559 Real)
+(declare-const X_560 Real)
+(declare-const X_561 Real)
+(declare-const X_562 Real)
+(declare-const X_563 Real)
+(declare-const X_564 Real)
+(declare-const X_565 Real)
+(declare-const X_566 Real)
+(declare-const X_567 Real)
+(declare-const X_568 Real)
+(declare-const X_569 Real)
+(declare-const X_570 Real)
+(declare-const X_571 Real)
+(declare-const X_572 Real)
+(declare-const X_573 Real)
+(declare-const X_574 Real)
+(declare-const X_575 Real)
+(declare-const X_576 Real)
+(declare-const X_577 Real)
+(declare-const X_578 Real)
+(declare-const X_579 Real)
+(declare-const X_580 Real)
+(declare-const X_581 Real)
+(declare-const X_582 Real)
+(declare-const X_583 Real)
+(declare-const X_584 Real)
+(declare-const X_585 Real)
+(declare-const X_586 Real)
+(declare-const X_587 Real)
+(declare-const X_588 Real)
+(declare-const X_589 Real)
+(declare-const X_590 Real)
+(declare-const X_591 Real)
+(declare-const X_592 Real)
+(declare-const X_593 Real)
+(declare-const X_594 Real)
+(declare-const X_595 Real)
+(declare-const X_596 Real)
+(declare-const X_597 Real)
+(declare-const X_598 Real)
+(declare-const X_599 Real)
+(declare-const X_600 Real)
+(declare-const X_601 Real)
+(declare-const X_602 Real)
+(declare-const X_603 Real)
+(declare-const X_604 Real)
+(declare-const X_605 Real)
+(declare-const X_606 Real)
+(declare-const X_607 Real)
+(declare-const X_608 Real)
+(declare-const X_609 Real)
+(declare-const X_610 Real)
+(declare-const X_611 Real)
+(declare-const X_612 Real)
+(declare-const X_613 Real)
+(declare-const X_614 Real)
+(declare-const X_615 Real)
+(declare-const X_616 Real)
+(declare-const X_617 Real)
+(declare-const X_618 Real)
+(declare-const X_619 Real)
+(declare-const X_620 Real)
+(declare-const X_621 Real)
+(declare-const X_622 Real)
+(declare-const X_623 Real)
+(declare-const X_624 Real)
+(declare-const X_625 Real)
+(declare-const X_626 Real)
+(declare-const X_627 Real)
+(declare-const X_628 Real)
+(declare-const X_629 Real)
+(declare-const X_630 Real)
+(declare-const X_631 Real)
+(declare-const X_632 Real)
+(declare-const X_633 Real)
+(declare-const X_634 Real)
+(declare-const X_635 Real)
+(declare-const X_636 Real)
+(declare-const X_637 Real)
+(declare-const X_638 Real)
+(declare-const X_639 Real)
+(declare-const X_640 Real)
+(declare-const X_641 Real)
+(declare-const X_642 Real)
+(declare-const X_643 Real)
+(declare-const X_644 Real)
+(declare-const X_645 Real)
+(declare-const X_646 Real)
+(declare-const X_647 Real)
+(declare-const X_648 Real)
+(declare-const X_649 Real)
+(declare-const X_650 Real)
+(declare-const X_651 Real)
+(declare-const X_652 Real)
+(declare-const X_653 Real)
+(declare-const X_654 Real)
+(declare-const X_655 Real)
+(declare-const X_656 Real)
+(declare-const X_657 Real)
+(declare-const X_658 Real)
+(declare-const X_659 Real)
+(declare-const X_660 Real)
+(declare-const X_661 Real)
+(declare-const X_662 Real)
+(declare-const X_663 Real)
+(declare-const X_664 Real)
+(declare-const X_665 Real)
+(declare-const X_666 Real)
+(declare-const X_667 Real)
+(declare-const X_668 Real)
+(declare-const X_669 Real)
+(declare-const X_670 Real)
+(declare-const X_671 Real)
+(declare-const X_672 Real)
+(declare-const X_673 Real)
+(declare-const X_674 Real)
+(declare-const X_675 Real)
+(declare-const X_676 Real)
+(declare-const X_677 Real)
+(declare-const X_678 Real)
+(declare-const X_679 Real)
+(declare-const X_680 Real)
+(declare-const X_681 Real)
+(declare-const X_682 Real)
+(declare-const X_683 Real)
+(declare-const X_684 Real)
+(declare-const X_685 Real)
+(declare-const X_686 Real)
+(declare-const X_687 Real)
+(declare-const X_688 Real)
+(declare-const X_689 Real)
+(declare-const X_690 Real)
+(declare-const X_691 Real)
+(declare-const X_692 Real)
+(declare-const X_693 Real)
+(declare-const X_694 Real)
+(declare-const X_695 Real)
+(declare-const X_696 Real)
+(declare-const X_697 Real)
+(declare-const X_698 Real)
+(declare-const X_699 Real)
+(declare-const X_700 Real)
+(declare-const X_701 Real)
+(declare-const X_702 Real)
+(declare-const X_703 Real)
+(declare-const X_704 Real)
+(declare-const X_705 Real)
+(declare-const X_706 Real)
+(declare-const X_707 Real)
+(declare-const X_708 Real)
+(declare-const X_709 Real)
+(declare-const X_710 Real)
+(declare-const X_711 Real)
+(declare-const X_712 Real)
+(declare-const X_713 Real)
+(declare-const X_714 Real)
+(declare-const X_715 Real)
+(declare-const X_716 Real)
+(declare-const X_717 Real)
+(declare-const X_718 Real)
+(declare-const X_719 Real)
+(declare-const X_720 Real)
+(declare-const X_721 Real)
+(declare-const X_722 Real)
+(declare-const X_723 Real)
+(declare-const X_724 Real)
+(declare-const X_725 Real)
+(declare-const X_726 Real)
+(declare-const X_727 Real)
+(declare-const X_728 Real)
+(declare-const X_729 Real)
+(declare-const X_730 Real)
+(declare-const X_731 Real)
+(declare-const X_732 Real)
+(declare-const X_733 Real)
+(declare-const X_734 Real)
+(declare-const X_735 Real)
+(declare-const X_736 Real)
+(declare-const X_737 Real)
+(declare-const X_738 Real)
+(declare-const X_739 Real)
+(declare-const X_740 Real)
+(declare-const X_741 Real)
+(declare-const X_742 Real)
+(declare-const X_743 Real)
+(declare-const X_744 Real)
+(declare-const X_745 Real)
+(declare-const X_746 Real)
+(declare-const X_747 Real)
+(declare-const X_748 Real)
+(declare-const X_749 Real)
+(declare-const X_750 Real)
+(declare-const X_751 Real)
+(declare-const X_752 Real)
+(declare-const X_753 Real)
+(declare-const X_754 Real)
+(declare-const X_755 Real)
+(declare-const X_756 Real)
+(declare-const X_757 Real)
+(declare-const X_758 Real)
+(declare-const X_759 Real)
+(declare-const X_760 Real)
+(declare-const X_761 Real)
+(declare-const X_762 Real)
+(declare-const X_763 Real)
+(declare-const X_764 Real)
+(declare-const X_765 Real)
+(declare-const X_766 Real)
+(declare-const X_767 Real)
+(declare-const X_768 Real)
+(declare-const X_769 Real)
+(declare-const X_770 Real)
+(declare-const X_771 Real)
+(declare-const X_772 Real)
+(declare-const X_773 Real)
+(declare-const X_774 Real)
+(declare-const X_775 Real)
+(declare-const X_776 Real)
+(declare-const X_777 Real)
+(declare-const X_778 Real)
+(declare-const X_779 Real)
+(declare-const X_780 Real)
+(declare-const X_781 Real)
+(declare-const X_782 Real)
+(declare-const X_783 Real)
+
+
+(declare-const Y_0 Real)
+(declare-const Y_1 Real)
+
+
+(assert (<= X_0 107))
+(assert (>= X_0 101))
+
+(assert (<= X_1 113))
+(assert (>= X_1 107))
+
+(assert (<= X_2 122))
+(assert (>= X_2 116))
+
+(assert (<= X_3 129))
+(assert (>= X_3 123))
+
+(assert (<= X_4 131))
+(assert (>= X_4 125))
+
+(assert (<= X_5 133))
+(assert (>= X_5 127))
+
+(assert (<= X_6 138))
+(assert (>= X_6 132))
+
+(assert (<= X_7 145))
+(assert (>= X_7 139))
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_7.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_7.vnnlib
new file mode 100644
index 0000000000..00990abeb9
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_7.vnnlib
@@ -0,0 +1,3144 @@
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+(declare-const X_444 Real)
+(declare-const X_445 Real)
+(declare-const X_446 Real)
+(declare-const X_447 Real)
+(declare-const X_448 Real)
+(declare-const X_449 Real)
+(declare-const X_450 Real)
+(declare-const X_451 Real)
+(declare-const X_452 Real)
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+(declare-const X_461 Real)
+(declare-const X_462 Real)
+(declare-const X_463 Real)
+(declare-const X_464 Real)
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+(declare-const X_474 Real)
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+(declare-const X_479 Real)
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+(declare-const X_492 Real)
+(declare-const X_493 Real)
+(declare-const X_494 Real)
+(declare-const X_495 Real)
+(declare-const X_496 Real)
+(declare-const X_497 Real)
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+(declare-const X_512 Real)
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+(declare-const X_542 Real)
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+(declare-const X_590 Real)
+(declare-const X_591 Real)
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+(declare-const X_593 Real)
+(declare-const X_594 Real)
+(declare-const X_595 Real)
+(declare-const X_596 Real)
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+(declare-const X_598 Real)
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+(declare-const X_616 Real)
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+(declare-const X_618 Real)
+(declare-const X_619 Real)
+(declare-const X_620 Real)
+(declare-const X_621 Real)
+(declare-const X_622 Real)
+(declare-const X_623 Real)
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+(declare-const X_626 Real)
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+(declare-const X_628 Real)
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+(declare-const X_630 Real)
+(declare-const X_631 Real)
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+(declare-const X_636 Real)
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+(declare-const X_638 Real)
+(declare-const X_639 Real)
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+(declare-const X_642 Real)
+(declare-const X_643 Real)
+(declare-const X_644 Real)
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+(declare-const X_659 Real)
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+(declare-const X_663 Real)
+(declare-const X_664 Real)
+(declare-const X_665 Real)
+(declare-const X_666 Real)
+(declare-const X_667 Real)
+(declare-const X_668 Real)
+(declare-const X_669 Real)
+(declare-const X_670 Real)
+(declare-const X_671 Real)
+(declare-const X_672 Real)
+(declare-const X_673 Real)
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+(declare-const X_690 Real)
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+(declare-const X_694 Real)
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+(declare-const X_702 Real)
+(declare-const X_703 Real)
+(declare-const X_704 Real)
+(declare-const X_705 Real)
+(declare-const X_706 Real)
+(declare-const X_707 Real)
+(declare-const X_708 Real)
+(declare-const X_709 Real)
+(declare-const X_710 Real)
+(declare-const X_711 Real)
+(declare-const X_712 Real)
+(declare-const X_713 Real)
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+(declare-const X_715 Real)
+(declare-const X_716 Real)
+(declare-const X_717 Real)
+(declare-const X_718 Real)
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+(declare-const X_720 Real)
+(declare-const X_721 Real)
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+(declare-const X_730 Real)
+(declare-const X_731 Real)
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+(declare-const X_735 Real)
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+(declare-const X_737 Real)
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+(declare-const X_779 Real)
+(declare-const X_780 Real)
+(declare-const X_781 Real)
+(declare-const X_782 Real)
+(declare-const X_783 Real)
+
+
+(declare-const Y_0 Real)
+(declare-const Y_1 Real)
+
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_8.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_8.vnnlib
new file mode 100644
index 0000000000..1349233a74
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_8.vnnlib
@@ -0,0 +1,3144 @@
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+(declare-const X_78 Real)
+(declare-const X_79 Real)
+(declare-const X_80 Real)
+(declare-const X_81 Real)
+(declare-const X_82 Real)
+(declare-const X_83 Real)
+(declare-const X_84 Real)
+(declare-const X_85 Real)
+(declare-const X_86 Real)
+(declare-const X_87 Real)
+(declare-const X_88 Real)
+(declare-const X_89 Real)
+(declare-const X_90 Real)
+(declare-const X_91 Real)
+(declare-const X_92 Real)
+(declare-const X_93 Real)
+(declare-const X_94 Real)
+(declare-const X_95 Real)
+(declare-const X_96 Real)
+(declare-const X_97 Real)
+(declare-const X_98 Real)
+(declare-const X_99 Real)
+(declare-const X_100 Real)
+(declare-const X_101 Real)
+(declare-const X_102 Real)
+(declare-const X_103 Real)
+(declare-const X_104 Real)
+(declare-const X_105 Real)
+(declare-const X_106 Real)
+(declare-const X_107 Real)
+(declare-const X_108 Real)
+(declare-const X_109 Real)
+(declare-const X_110 Real)
+(declare-const X_111 Real)
+(declare-const X_112 Real)
+(declare-const X_113 Real)
+(declare-const X_114 Real)
+(declare-const X_115 Real)
+(declare-const X_116 Real)
+(declare-const X_117 Real)
+(declare-const X_118 Real)
+(declare-const X_119 Real)
+(declare-const X_120 Real)
+(declare-const X_121 Real)
+(declare-const X_122 Real)
+(declare-const X_123 Real)
+(declare-const X_124 Real)
+(declare-const X_125 Real)
+(declare-const X_126 Real)
+(declare-const X_127 Real)
+(declare-const X_128 Real)
+(declare-const X_129 Real)
+(declare-const X_130 Real)
+(declare-const X_131 Real)
+(declare-const X_132 Real)
+(declare-const X_133 Real)
+(declare-const X_134 Real)
+(declare-const X_135 Real)
+(declare-const X_136 Real)
+(declare-const X_137 Real)
+(declare-const X_138 Real)
+(declare-const X_139 Real)
+(declare-const X_140 Real)
+(declare-const X_141 Real)
+(declare-const X_142 Real)
+(declare-const X_143 Real)
+(declare-const X_144 Real)
+(declare-const X_145 Real)
+(declare-const X_146 Real)
+(declare-const X_147 Real)
+(declare-const X_148 Real)
+(declare-const X_149 Real)
+(declare-const X_150 Real)
+(declare-const X_151 Real)
+(declare-const X_152 Real)
+(declare-const X_153 Real)
+(declare-const X_154 Real)
+(declare-const X_155 Real)
+(declare-const X_156 Real)
+(declare-const X_157 Real)
+(declare-const X_158 Real)
+(declare-const X_159 Real)
+(declare-const X_160 Real)
+(declare-const X_161 Real)
+(declare-const X_162 Real)
+(declare-const X_163 Real)
+(declare-const X_164 Real)
+(declare-const X_165 Real)
+(declare-const X_166 Real)
+(declare-const X_167 Real)
+(declare-const X_168 Real)
+(declare-const X_169 Real)
+(declare-const X_170 Real)
+(declare-const X_171 Real)
+(declare-const X_172 Real)
+(declare-const X_173 Real)
+(declare-const X_174 Real)
+(declare-const X_175 Real)
+(declare-const X_176 Real)
+(declare-const X_177 Real)
+(declare-const X_178 Real)
+(declare-const X_179 Real)
+(declare-const X_180 Real)
+(declare-const X_181 Real)
+(declare-const X_182 Real)
+(declare-const X_183 Real)
+(declare-const X_184 Real)
+(declare-const X_185 Real)
+(declare-const X_186 Real)
+(declare-const X_187 Real)
+(declare-const X_188 Real)
+(declare-const X_189 Real)
+(declare-const X_190 Real)
+(declare-const X_191 Real)
+(declare-const X_192 Real)
+(declare-const X_193 Real)
+(declare-const X_194 Real)
+(declare-const X_195 Real)
+(declare-const X_196 Real)
+(declare-const X_197 Real)
+(declare-const X_198 Real)
+(declare-const X_199 Real)
+(declare-const X_200 Real)
+(declare-const X_201 Real)
+(declare-const X_202 Real)
+(declare-const X_203 Real)
+(declare-const X_204 Real)
+(declare-const X_205 Real)
+(declare-const X_206 Real)
+(declare-const X_207 Real)
+(declare-const X_208 Real)
+(declare-const X_209 Real)
+(declare-const X_210 Real)
+(declare-const X_211 Real)
+(declare-const X_212 Real)
+(declare-const X_213 Real)
+(declare-const X_214 Real)
+(declare-const X_215 Real)
+(declare-const X_216 Real)
+(declare-const X_217 Real)
+(declare-const X_218 Real)
+(declare-const X_219 Real)
+(declare-const X_220 Real)
+(declare-const X_221 Real)
+(declare-const X_222 Real)
+(declare-const X_223 Real)
+(declare-const X_224 Real)
+(declare-const X_225 Real)
+(declare-const X_226 Real)
+(declare-const X_227 Real)
+(declare-const X_228 Real)
+(declare-const X_229 Real)
+(declare-const X_230 Real)
+(declare-const X_231 Real)
+(declare-const X_232 Real)
+(declare-const X_233 Real)
+(declare-const X_234 Real)
+(declare-const X_235 Real)
+(declare-const X_236 Real)
+(declare-const X_237 Real)
+(declare-const X_238 Real)
+(declare-const X_239 Real)
+(declare-const X_240 Real)
+(declare-const X_241 Real)
+(declare-const X_242 Real)
+(declare-const X_243 Real)
+(declare-const X_244 Real)
+(declare-const X_245 Real)
+(declare-const X_246 Real)
+(declare-const X_247 Real)
+(declare-const X_248 Real)
+(declare-const X_249 Real)
+(declare-const X_250 Real)
+(declare-const X_251 Real)
+(declare-const X_252 Real)
+(declare-const X_253 Real)
+(declare-const X_254 Real)
+(declare-const X_255 Real)
+(declare-const X_256 Real)
+(declare-const X_257 Real)
+(declare-const X_258 Real)
+(declare-const X_259 Real)
+(declare-const X_260 Real)
+(declare-const X_261 Real)
+(declare-const X_262 Real)
+(declare-const X_263 Real)
+(declare-const X_264 Real)
+(declare-const X_265 Real)
+(declare-const X_266 Real)
+(declare-const X_267 Real)
+(declare-const X_268 Real)
+(declare-const X_269 Real)
+(declare-const X_270 Real)
+(declare-const X_271 Real)
+(declare-const X_272 Real)
+(declare-const X_273 Real)
+(declare-const X_274 Real)
+(declare-const X_275 Real)
+(declare-const X_276 Real)
+(declare-const X_277 Real)
+(declare-const X_278 Real)
+(declare-const X_279 Real)
+(declare-const X_280 Real)
+(declare-const X_281 Real)
+(declare-const X_282 Real)
+(declare-const X_283 Real)
+(declare-const X_284 Real)
+(declare-const X_285 Real)
+(declare-const X_286 Real)
+(declare-const X_287 Real)
+(declare-const X_288 Real)
+(declare-const X_289 Real)
+(declare-const X_290 Real)
+(declare-const X_291 Real)
+(declare-const X_292 Real)
+(declare-const X_293 Real)
+(declare-const X_294 Real)
+(declare-const X_295 Real)
+(declare-const X_296 Real)
+(declare-const X_297 Real)
+(declare-const X_298 Real)
+(declare-const X_299 Real)
+(declare-const X_300 Real)
+(declare-const X_301 Real)
+(declare-const X_302 Real)
+(declare-const X_303 Real)
+(declare-const X_304 Real)
+(declare-const X_305 Real)
+(declare-const X_306 Real)
+(declare-const X_307 Real)
+(declare-const X_308 Real)
+(declare-const X_309 Real)
+(declare-const X_310 Real)
+(declare-const X_311 Real)
+(declare-const X_312 Real)
+(declare-const X_313 Real)
+(declare-const X_314 Real)
+(declare-const X_315 Real)
+(declare-const X_316 Real)
+(declare-const X_317 Real)
+(declare-const X_318 Real)
+(declare-const X_319 Real)
+(declare-const X_320 Real)
+(declare-const X_321 Real)
+(declare-const X_322 Real)
+(declare-const X_323 Real)
+(declare-const X_324 Real)
+(declare-const X_325 Real)
+(declare-const X_326 Real)
+(declare-const X_327 Real)
+(declare-const X_328 Real)
+(declare-const X_329 Real)
+(declare-const X_330 Real)
+(declare-const X_331 Real)
+(declare-const X_332 Real)
+(declare-const X_333 Real)
+(declare-const X_334 Real)
+(declare-const X_335 Real)
+(declare-const X_336 Real)
+(declare-const X_337 Real)
+(declare-const X_338 Real)
+(declare-const X_339 Real)
+(declare-const X_340 Real)
+(declare-const X_341 Real)
+(declare-const X_342 Real)
+(declare-const X_343 Real)
+(declare-const X_344 Real)
+(declare-const X_345 Real)
+(declare-const X_346 Real)
+(declare-const X_347 Real)
+(declare-const X_348 Real)
+(declare-const X_349 Real)
+(declare-const X_350 Real)
+(declare-const X_351 Real)
+(declare-const X_352 Real)
+(declare-const X_353 Real)
+(declare-const X_354 Real)
+(declare-const X_355 Real)
+(declare-const X_356 Real)
+(declare-const X_357 Real)
+(declare-const X_358 Real)
+(declare-const X_359 Real)
+(declare-const X_360 Real)
+(declare-const X_361 Real)
+(declare-const X_362 Real)
+(declare-const X_363 Real)
+(declare-const X_364 Real)
+(declare-const X_365 Real)
+(declare-const X_366 Real)
+(declare-const X_367 Real)
+(declare-const X_368 Real)
+(declare-const X_369 Real)
+(declare-const X_370 Real)
+(declare-const X_371 Real)
+(declare-const X_372 Real)
+(declare-const X_373 Real)
+(declare-const X_374 Real)
+(declare-const X_375 Real)
+(declare-const X_376 Real)
+(declare-const X_377 Real)
+(declare-const X_378 Real)
+(declare-const X_379 Real)
+(declare-const X_380 Real)
+(declare-const X_381 Real)
+(declare-const X_382 Real)
+(declare-const X_383 Real)
+(declare-const X_384 Real)
+(declare-const X_385 Real)
+(declare-const X_386 Real)
+(declare-const X_387 Real)
+(declare-const X_388 Real)
+(declare-const X_389 Real)
+(declare-const X_390 Real)
+(declare-const X_391 Real)
+(declare-const X_392 Real)
+(declare-const X_393 Real)
+(declare-const X_394 Real)
+(declare-const X_395 Real)
+(declare-const X_396 Real)
+(declare-const X_397 Real)
+(declare-const X_398 Real)
+(declare-const X_399 Real)
+(declare-const X_400 Real)
+(declare-const X_401 Real)
+(declare-const X_402 Real)
+(declare-const X_403 Real)
+(declare-const X_404 Real)
+(declare-const X_405 Real)
+(declare-const X_406 Real)
+(declare-const X_407 Real)
+(declare-const X_408 Real)
+(declare-const X_409 Real)
+(declare-const X_410 Real)
+(declare-const X_411 Real)
+(declare-const X_412 Real)
+(declare-const X_413 Real)
+(declare-const X_414 Real)
+(declare-const X_415 Real)
+(declare-const X_416 Real)
+(declare-const X_417 Real)
+(declare-const X_418 Real)
+(declare-const X_419 Real)
+(declare-const X_420 Real)
+(declare-const X_421 Real)
+(declare-const X_422 Real)
+(declare-const X_423 Real)
+(declare-const X_424 Real)
+(declare-const X_425 Real)
+(declare-const X_426 Real)
+(declare-const X_427 Real)
+(declare-const X_428 Real)
+(declare-const X_429 Real)
+(declare-const X_430 Real)
+(declare-const X_431 Real)
+(declare-const X_432 Real)
+(declare-const X_433 Real)
+(declare-const X_434 Real)
+(declare-const X_435 Real)
+(declare-const X_436 Real)
+(declare-const X_437 Real)
+(declare-const X_438 Real)
+(declare-const X_439 Real)
+(declare-const X_440 Real)
+(declare-const X_441 Real)
+(declare-const X_442 Real)
+(declare-const X_443 Real)
+(declare-const X_444 Real)
+(declare-const X_445 Real)
+(declare-const X_446 Real)
+(declare-const X_447 Real)
+(declare-const X_448 Real)
+(declare-const X_449 Real)
+(declare-const X_450 Real)
+(declare-const X_451 Real)
+(declare-const X_452 Real)
+(declare-const X_453 Real)
+(declare-const X_454 Real)
+(declare-const X_455 Real)
+(declare-const X_456 Real)
+(declare-const X_457 Real)
+(declare-const X_458 Real)
+(declare-const X_459 Real)
+(declare-const X_460 Real)
+(declare-const X_461 Real)
+(declare-const X_462 Real)
+(declare-const X_463 Real)
+(declare-const X_464 Real)
+(declare-const X_465 Real)
+(declare-const X_466 Real)
+(declare-const X_467 Real)
+(declare-const X_468 Real)
+(declare-const X_469 Real)
+(declare-const X_470 Real)
+(declare-const X_471 Real)
+(declare-const X_472 Real)
+(declare-const X_473 Real)
+(declare-const X_474 Real)
+(declare-const X_475 Real)
+(declare-const X_476 Real)
+(declare-const X_477 Real)
+(declare-const X_478 Real)
+(declare-const X_479 Real)
+(declare-const X_480 Real)
+(declare-const X_481 Real)
+(declare-const X_482 Real)
+(declare-const X_483 Real)
+(declare-const X_484 Real)
+(declare-const X_485 Real)
+(declare-const X_486 Real)
+(declare-const X_487 Real)
+(declare-const X_488 Real)
+(declare-const X_489 Real)
+(declare-const X_490 Real)
+(declare-const X_491 Real)
+(declare-const X_492 Real)
+(declare-const X_493 Real)
+(declare-const X_494 Real)
+(declare-const X_495 Real)
+(declare-const X_496 Real)
+(declare-const X_497 Real)
+(declare-const X_498 Real)
+(declare-const X_499 Real)
+(declare-const X_500 Real)
+(declare-const X_501 Real)
+(declare-const X_502 Real)
+(declare-const X_503 Real)
+(declare-const X_504 Real)
+(declare-const X_505 Real)
+(declare-const X_506 Real)
+(declare-const X_507 Real)
+(declare-const X_508 Real)
+(declare-const X_509 Real)
+(declare-const X_510 Real)
+(declare-const X_511 Real)
+(declare-const X_512 Real)
+(declare-const X_513 Real)
+(declare-const X_514 Real)
+(declare-const X_515 Real)
+(declare-const X_516 Real)
+(declare-const X_517 Real)
+(declare-const X_518 Real)
+(declare-const X_519 Real)
+(declare-const X_520 Real)
+(declare-const X_521 Real)
+(declare-const X_522 Real)
+(declare-const X_523 Real)
+(declare-const X_524 Real)
+(declare-const X_525 Real)
+(declare-const X_526 Real)
+(declare-const X_527 Real)
+(declare-const X_528 Real)
+(declare-const X_529 Real)
+(declare-const X_530 Real)
+(declare-const X_531 Real)
+(declare-const X_532 Real)
+(declare-const X_533 Real)
+(declare-const X_534 Real)
+(declare-const X_535 Real)
+(declare-const X_536 Real)
+(declare-const X_537 Real)
+(declare-const X_538 Real)
+(declare-const X_539 Real)
+(declare-const X_540 Real)
+(declare-const X_541 Real)
+(declare-const X_542 Real)
+(declare-const X_543 Real)
+(declare-const X_544 Real)
+(declare-const X_545 Real)
+(declare-const X_546 Real)
+(declare-const X_547 Real)
+(declare-const X_548 Real)
+(declare-const X_549 Real)
+(declare-const X_550 Real)
+(declare-const X_551 Real)
+(declare-const X_552 Real)
+(declare-const X_553 Real)
+(declare-const X_554 Real)
+(declare-const X_555 Real)
+(declare-const X_556 Real)
+(declare-const X_557 Real)
+(declare-const X_558 Real)
+(declare-const X_559 Real)
+(declare-const X_560 Real)
+(declare-const X_561 Real)
+(declare-const X_562 Real)
+(declare-const X_563 Real)
+(declare-const X_564 Real)
+(declare-const X_565 Real)
+(declare-const X_566 Real)
+(declare-const X_567 Real)
+(declare-const X_568 Real)
+(declare-const X_569 Real)
+(declare-const X_570 Real)
+(declare-const X_571 Real)
+(declare-const X_572 Real)
+(declare-const X_573 Real)
+(declare-const X_574 Real)
+(declare-const X_575 Real)
+(declare-const X_576 Real)
+(declare-const X_577 Real)
+(declare-const X_578 Real)
+(declare-const X_579 Real)
+(declare-const X_580 Real)
+(declare-const X_581 Real)
+(declare-const X_582 Real)
+(declare-const X_583 Real)
+(declare-const X_584 Real)
+(declare-const X_585 Real)
+(declare-const X_586 Real)
+(declare-const X_587 Real)
+(declare-const X_588 Real)
+(declare-const X_589 Real)
+(declare-const X_590 Real)
+(declare-const X_591 Real)
+(declare-const X_592 Real)
+(declare-const X_593 Real)
+(declare-const X_594 Real)
+(declare-const X_595 Real)
+(declare-const X_596 Real)
+(declare-const X_597 Real)
+(declare-const X_598 Real)
+(declare-const X_599 Real)
+(declare-const X_600 Real)
+(declare-const X_601 Real)
+(declare-const X_602 Real)
+(declare-const X_603 Real)
+(declare-const X_604 Real)
+(declare-const X_605 Real)
+(declare-const X_606 Real)
+(declare-const X_607 Real)
+(declare-const X_608 Real)
+(declare-const X_609 Real)
+(declare-const X_610 Real)
+(declare-const X_611 Real)
+(declare-const X_612 Real)
+(declare-const X_613 Real)
+(declare-const X_614 Real)
+(declare-const X_615 Real)
+(declare-const X_616 Real)
+(declare-const X_617 Real)
+(declare-const X_618 Real)
+(declare-const X_619 Real)
+(declare-const X_620 Real)
+(declare-const X_621 Real)
+(declare-const X_622 Real)
+(declare-const X_623 Real)
+(declare-const X_624 Real)
+(declare-const X_625 Real)
+(declare-const X_626 Real)
+(declare-const X_627 Real)
+(declare-const X_628 Real)
+(declare-const X_629 Real)
+(declare-const X_630 Real)
+(declare-const X_631 Real)
+(declare-const X_632 Real)
+(declare-const X_633 Real)
+(declare-const X_634 Real)
+(declare-const X_635 Real)
+(declare-const X_636 Real)
+(declare-const X_637 Real)
+(declare-const X_638 Real)
+(declare-const X_639 Real)
+(declare-const X_640 Real)
+(declare-const X_641 Real)
+(declare-const X_642 Real)
+(declare-const X_643 Real)
+(declare-const X_644 Real)
+(declare-const X_645 Real)
+(declare-const X_646 Real)
+(declare-const X_647 Real)
+(declare-const X_648 Real)
+(declare-const X_649 Real)
+(declare-const X_650 Real)
+(declare-const X_651 Real)
+(declare-const X_652 Real)
+(declare-const X_653 Real)
+(declare-const X_654 Real)
+(declare-const X_655 Real)
+(declare-const X_656 Real)
+(declare-const X_657 Real)
+(declare-const X_658 Real)
+(declare-const X_659 Real)
+(declare-const X_660 Real)
+(declare-const X_661 Real)
+(declare-const X_662 Real)
+(declare-const X_663 Real)
+(declare-const X_664 Real)
+(declare-const X_665 Real)
+(declare-const X_666 Real)
+(declare-const X_667 Real)
+(declare-const X_668 Real)
+(declare-const X_669 Real)
+(declare-const X_670 Real)
+(declare-const X_671 Real)
+(declare-const X_672 Real)
+(declare-const X_673 Real)
+(declare-const X_674 Real)
+(declare-const X_675 Real)
+(declare-const X_676 Real)
+(declare-const X_677 Real)
+(declare-const X_678 Real)
+(declare-const X_679 Real)
+(declare-const X_680 Real)
+(declare-const X_681 Real)
+(declare-const X_682 Real)
+(declare-const X_683 Real)
+(declare-const X_684 Real)
+(declare-const X_685 Real)
+(declare-const X_686 Real)
+(declare-const X_687 Real)
+(declare-const X_688 Real)
+(declare-const X_689 Real)
+(declare-const X_690 Real)
+(declare-const X_691 Real)
+(declare-const X_692 Real)
+(declare-const X_693 Real)
+(declare-const X_694 Real)
+(declare-const X_695 Real)
+(declare-const X_696 Real)
+(declare-const X_697 Real)
+(declare-const X_698 Real)
+(declare-const X_699 Real)
+(declare-const X_700 Real)
+(declare-const X_701 Real)
+(declare-const X_702 Real)
+(declare-const X_703 Real)
+(declare-const X_704 Real)
+(declare-const X_705 Real)
+(declare-const X_706 Real)
+(declare-const X_707 Real)
+(declare-const X_708 Real)
+(declare-const X_709 Real)
+(declare-const X_710 Real)
+(declare-const X_711 Real)
+(declare-const X_712 Real)
+(declare-const X_713 Real)
+(declare-const X_714 Real)
+(declare-const X_715 Real)
+(declare-const X_716 Real)
+(declare-const X_717 Real)
+(declare-const X_718 Real)
+(declare-const X_719 Real)
+(declare-const X_720 Real)
+(declare-const X_721 Real)
+(declare-const X_722 Real)
+(declare-const X_723 Real)
+(declare-const X_724 Real)
+(declare-const X_725 Real)
+(declare-const X_726 Real)
+(declare-const X_727 Real)
+(declare-const X_728 Real)
+(declare-const X_729 Real)
+(declare-const X_730 Real)
+(declare-const X_731 Real)
+(declare-const X_732 Real)
+(declare-const X_733 Real)
+(declare-const X_734 Real)
+(declare-const X_735 Real)
+(declare-const X_736 Real)
+(declare-const X_737 Real)
+(declare-const X_738 Real)
+(declare-const X_739 Real)
+(declare-const X_740 Real)
+(declare-const X_741 Real)
+(declare-const X_742 Real)
+(declare-const X_743 Real)
+(declare-const X_744 Real)
+(declare-const X_745 Real)
+(declare-const X_746 Real)
+(declare-const X_747 Real)
+(declare-const X_748 Real)
+(declare-const X_749 Real)
+(declare-const X_750 Real)
+(declare-const X_751 Real)
+(declare-const X_752 Real)
+(declare-const X_753 Real)
+(declare-const X_754 Real)
+(declare-const X_755 Real)
+(declare-const X_756 Real)
+(declare-const X_757 Real)
+(declare-const X_758 Real)
+(declare-const X_759 Real)
+(declare-const X_760 Real)
+(declare-const X_761 Real)
+(declare-const X_762 Real)
+(declare-const X_763 Real)
+(declare-const X_764 Real)
+(declare-const X_765 Real)
+(declare-const X_766 Real)
+(declare-const X_767 Real)
+(declare-const X_768 Real)
+(declare-const X_769 Real)
+(declare-const X_770 Real)
+(declare-const X_771 Real)
+(declare-const X_772 Real)
+(declare-const X_773 Real)
+(declare-const X_774 Real)
+(declare-const X_775 Real)
+(declare-const X_776 Real)
+(declare-const X_777 Real)
+(declare-const X_778 Real)
+(declare-const X_779 Real)
+(declare-const X_780 Real)
+(declare-const X_781 Real)
+(declare-const X_782 Real)
+(declare-const X_783 Real)
+
+
+(declare-const Y_0 Real)
+(declare-const Y_1 Real)
+
+
+(assert (<= X_0 142))
+(assert (>= X_0 136))
+
+(assert (<= X_1 132))
+(assert (>= X_1 126))
+
+(assert (<= X_2 141))
+(assert (>= X_2 135))
+
+(assert (<= X_3 164))
+(assert (>= X_3 158))
+
+(assert (<= X_4 177))
+(assert (>= X_4 171))
+
+(assert (<= X_5 177))
+(assert (>= X_5 171))
+
+(assert (<= X_6 172))
+(assert (>= X_6 166))
+
+(assert (<= X_7 167))
+(assert (>= X_7 161))
+
+(assert (<= X_8 175))
+(assert (>= X_8 169))
+
+(assert (<= X_9 177))
+(assert (>= X_9 171))
+
+(assert (<= X_10 184))
+(assert (>= X_10 178))
+
+(assert (<= X_11 186))
+(assert (>= X_11 180))
+
+(assert (<= X_12 182))
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diff --git a/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_9.vnnlib b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_9.vnnlib
new file mode 100644
index 0000000000..c9abb69b9d
--- /dev/null
+++ b/code/nnv/examples/NN/medmnist/vnnlib/pneumoniamnist_linf_3_9.vnnlib
@@ -0,0 +1,3144 @@
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+(declare-const X_13 Real)
+(declare-const X_14 Real)
+(declare-const X_15 Real)
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+
+(declare-const Y_0 Real)
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