Trying minimax

6 files changed, 600 insertions, 562 deletions

diff --git a/include/ct1975.h b/include/ct1975.h
deleted file mode 100644
index a1e2be3..0000000
--- a/include/ct1975.h
+++ /dev/null
@@ -1,15 +0,0 @@
-#include <stdint.h>
-#include "tak.h"
-#include "weights.h"
-
-float
-ct1975_evaluate_black_win(void);
-
-extern char ct1975_ptn[9];
-extern float ct1975_optimal;
-
-// Generate PTN of the ````best'''' action and store it in ct1975_ptn,
-// along with its evaluation in ct1975_optimal. The display_progress
-// argument is a call-back, called on every new square.
-void
-ct1975_generate_ptn(void display_progress(void));
diff --git a/include/ct1975.c b/include/ct1986.c
index 5cb47e9..7295088 100644
--- a/include/ct1975.c
+++ b/include/ct1986.c
@@ -1,4 +1,11 @@
-#include "ct1975.h"
+#include "ct1986.h"
+
+// ===================================================================
+// Globals
+// ===================================================================
+
+char ct1986_ptn[9];
+void (*ct1986_display_progress)(const uint8_t);
 
 // ===================================================================
 // Implementation of a small convolutional neural network
@@ -11,7 +18,7 @@ static float dense2[DENSE2_NUM];
 #define RELU(x) ((x) = ((x)<0)?0:(x))
 
 float
-ct1975_evaluate_black_win(void) {
+ct1986_evaluate_black_win(void) {
 	/* ------------------ *
 	 *  Convolution layer *
 	 * ------------------ */
@@ -86,6 +93,10 @@ ct1975_evaluate_black_win(void) {
 
 	// Truncated Pade approximant of logistic function
 	output = (12.0+output+50.0*output/(output*output+10.0))/24.0;
+	/*
+	 * // Truncated Pade approximant of tanh
+	 * output = output/6+25*output/(6*(2*output*output+5));
+	 */
 	if (output > 1.0) return 1.0;
 	else if (output < 0.0) return 0.0;
 
@@ -93,28 +104,31 @@ ct1975_evaluate_black_win(void) {
 }
 
 // ===================================================================
-// Select best move according the CNN above
+// Minimax using the above evaluator
 // ===================================================================
 
-char ct1975_ptn[9];
-float ct1975_optimal;
-
-#define BETTER(t,o) ((ply>2 && ((current_colour == C_BLACK && (t) > (o)) || (current_colour == C_WHITE && (t) < (o)))) || (ply<3 && ((current_colour == C_BLACK && (o) > (t)) || (current_colour == C_WHITE && (o) < (t)))))
+static void
+previous_ply(void) {
+	if (ply>0) ply--;
+	if (ply == 1) {
+		current_colour = C_WHITE;
+	} else {
+		if (current_colour == C_BLACK) current_colour = C_WHITE;
+		else current_colour = C_BLACK;
+	}
+}
 
-void
-ct1975_generate_ptn(void display_progress(void)) {
-	float this = 0;
+float
+ct1986_minimax(const uint8_t cur_depth, const uint8_t max_depth,
+							 const uint8_t min) {
 	enum E_RESULT r;
 	uint16_t colours_backup[board_size];
 	uint8_t celldat_backup[board_size], drops[board_size];
 	const uint8_t white_count_backup = white_count,
 		black_count_backup = black_count;
 
-	// 1.0 is a `certain' black win, 0.0 is a `certain' white win.
-	if (ply > 2)
-		ct1975_optimal = (current_colour == C_BLACK) ? 0.0 : 1.0;
-	else
-		ct1975_optimal = (current_colour == C_BLACK) ? 0.1 : 0.0;
+	// 1.0 is a `certain' black win, -1.0 is a `certain' white win.
+	float this = 0, optimal = (min) ? 2.0 : -2.0;
 
 	// Step across the board
 	for (uint8_t row = 0; row < board_size; row++) {
@@ -128,14 +142,15 @@ ct1975_generate_ptn(void display_progress(void)) {
 				// I'm not a huge fan of looping through enums, but it's
 				// better than manually unrolling this. Sufficiently smart
 				// compilers?
+
+				// Back up the row of the board
+				for (uint8_t y = 0; y < board_size; y++) {
+					colours_backup[y] = colours[THE_COORDS(col, y)];
+					celldat_backup[y] = celldat[THE_COORDS(col, y)];
+				}
 				for (enum MOVE_DIRECTION dir = M_UP; dir <= M_RIGHT; dir++) {
-					// Back-up the row/column of the board
-					if (dir == M_UP || dir == M_DOWN) {
-						for (uint8_t y = 0; y < board_size; y++) {
-							colours_backup[y] = colours[THE_COORDS(col, y)];
-							celldat_backup[y] = celldat[THE_COORDS(col, y)];
-						}
-					} else {
+					// Back-up the column once we start looking horizontally
+					if (dir == M_LEFT) {
 						for (uint8_t x = 0; x < board_size; x++) {
 							colours_backup[x] = colours[THE_COORDS(x, row)];
 							celldat_backup[x] = celldat[THE_COORDS(x, row)];
@@ -167,14 +182,25 @@ ct1975_generate_ptn(void display_progress(void)) {
 								// numbers :)
 								r = try_move(loc, dir, steps, drops);
 								if (r == ACT_OK) {
-									this = ct1975_evaluate_black_win();
-									if (BETTER(this, ct1975_optimal)) {
-										// Update the chosen action
-										ct1975_optimal = this;
-										generate_move(board_size, loc, dir, steps, drops, ct1975_ptn);
+									// Decide what to do based on our depth
+									if (cur_depth == max_depth) {
+										// We're at the bottom, evaluate
+										this = ct1986_evaluate_black_win();
+									} else {
+										// We're not at the bottom, recurse first
+										next_ply();
+										this = ct1986_minimax(cur_depth + 1, max_depth, 1-min);
+										previous_ply();
+									}
+									// Update depending on min and optimal
+									if ( (min && (this < optimal))
+											 || ((min==0) && (this > optimal))) {
+										optimal = this;
+										if (cur_depth == 0)
+											generate_move(loc, dir, steps, drops, ct1986_ptn);
 									}
 									// Reset the board data
-									if (dir == M_UP || dir == M_DOWN) {
+									if (dir <= M_DOWN) {
 										for (uint8_t y = 0; y < board_size; y++) {
 											colours[THE_COORDS(col, y)] = colours_backup[y];
 											celldat[THE_COORDS(col, y)] = celldat_backup[y];
@@ -200,11 +226,23 @@ ct1975_generate_ptn(void display_progress(void)) {
 					r = try_place(loc, current_colour, stone);
 					// Legal placement, evaluate it
 					if (r == ACT_OK) {
-						this = ct1975_evaluate_black_win();
-						if (BETTER(this, ct1975_optimal)) {
-							// Update the chosen action
-							ct1975_optimal = this;
-							generate_place(board_size, loc, stone, ct1975_ptn);
+						// Decide what to do based on our depth
+						if (cur_depth == max_depth) {
+							// We're at the bottom, evaluate
+							this = ct1986_evaluate_black_win();
+						} else {
+							// We're not at the bottom, recurse first
+							next_ply();
+							this = ct1986_minimax(cur_depth + 1, max_depth, 1-min);
+							previous_ply();
+						}
+						// Update depending on min and optimal
+						if ( (min && (this < optimal))
+								 || ((min==0) && (this > optimal))) {
+							optimal = this;
+							// Store the result if we're at the top
+							if (cur_depth == 0)
+								generate_place(loc, stone, ct1986_ptn);
 						}
 						// Reset the state
 						celldat[loc] = 0;
@@ -213,7 +251,8 @@ ct1975_generate_ptn(void display_progress(void)) {
 					}
 				}
 			}
-			display_progress();
+			ct1986_display_progress(cur_depth);
 		}
 	}
+	return optimal;
 }
diff --git a/include/ct1986.h b/include/ct1986.h
new file mode 100644
index 0000000..877c301
--- /dev/null
+++ b/include/ct1986.h
@@ -0,0 +1,23 @@
+#include <stdint.h>
+#include "tak.h"
+#include "weights.h"
+
+extern char ct1986_ptn[9];
+extern void (*ct1986_display_progress)(const uint8_t);
+
+float
+ct1986_evaluate_black_win(void);
+
+// Generate PTN of the ````best'''' action and store it in ct1986_ptn,
+// along with its value as the return. The ct1986_display_progress
+// function pointer is called on every new square.
+float
+ct1986_minimax(const uint8_t cur_depth, const uint8_t max_depth,
+							 const uint8_t min);
+
+extern char ct1986_ptn[9];
+extern float ct1986_optimal;
+
+
+void
+ct1986_generate_ptn(void display_progress(void));
diff --git a/include/tak.c b/include/tak.c
index dc402d4..57dacf7 100644
--- a/include/tak.c
+++ b/include/tak.c
@@ -151,8 +151,11 @@ try_move(const int8_t location, const enum MOVE_DIRECTION direction,
 		};
 		case M_LEFT:  {
 			delta = -1;
-			if ((location + steps * delta) / board_size
-					< location / board_size)
+			// We need the extra check for zero here because, irritatingly,
+			// -1 / board_size == 1 / board_size
+			if ((location + steps * delta < 0) ||
+					((location + steps * delta) / board_size
+					 < location / board_size))
 				return ACT_ILLEGAL;
 			break;
 		};
@@ -469,7 +472,7 @@ parse_move(const uint8_t board_size, char *ptn,
 // ===================================================================
 
 void
-generate_place(const uint8_t board_size, const uint8_t in_location,
+generate_place(const uint8_t in_location,
 							 const enum STONE_VARIANT in_stone, char out_ptn[4]) {
 	switch (in_stone) {
 		case STONE_FLAT: { break; }
@@ -486,7 +489,7 @@ generate_place(const uint8_t board_size, const uint8_t in_location,
 // ===================================================================
 
 void
-generate_move(const uint8_t board_size, const uint8_t in_location,
+generate_move(const uint8_t in_location,
 							const enum MOVE_DIRECTION in_direction,
 							const uint8_t in_steps, const uint8_t in_drops[5],
 							char out_ptn[10]) {
diff --git a/include/tak.h b/include/tak.h
index 532d91a..27984a1 100644
--- a/include/tak.h
+++ b/include/tak.h
@@ -59,11 +59,11 @@ parse_move(const uint8_t board_size, char *ptn,
 					 uint8_t *out_steps, uint8_t out_drops[5]);
 
 void
-generate_place(const uint8_t board_size, const uint8_t in_location,
+generate_place(const uint8_t in_location,
 							 const enum STONE_VARIANT in_stone, char out_ptn[4]);
 
 void
-generate_move(const uint8_t board_size, const uint8_t in_location,
+generate_move(const uint8_t in_location,
 							const enum MOVE_DIRECTION in_direction,
 							const uint8_t in_steps, const uint8_t in_drops[5],
 							char out_ptn[10]);
diff --git a/include/weights.c b/include/weights.c
index 3b42199..4684bb7 100644
--- a/include/weights.c
+++ b/include/weights.c
@@ -1,570 +1,558 @@
 #include "weights.h"
 
 const float conv2d_weights[KERN_NUM][KERN_SIZE][KERN_SIZE][KERN_CHAN] =
-{{{{ 3.22002387e+00, -1.19958781e-02,  1.63145214e-01,  4.40203352e-04,
-		-3.12243670e-01,  1.05316639e+00, -5.56169212e-01,  1.06530793e-01},
-	 { 7.60766804e-01,  4.87934239e-02,  1.54332414e-01,  5.89295328e-01,
-		 1.96197629e-01, -3.76029551e-01, -1.16451514e+00,  4.62258577e-01},
-	 { 3.33170801e-01, -6.14581769e-03,  2.13005111e-01,  1.39027173e-02,
-		-1.91834226e-01,  2.96677440e-01,  4.95096385e-01, -7.20750213e-01}},
+{{{{-4.90760595e-01, -2.81853732e-02, -2.31033087e-01, -6.41732812e-02,
+		-3.66429567e-01, -5.59734225e-01, -6.81084469e-02,  5.67408919e-01},
+	 { 4.01578933e-01,  1.93071440e-01,  5.48453443e-02,  4.07098919e-01,
+		-1.22356415e-01,  1.19062543e-01,  1.39430061e-01,  5.60189903e-01},
+	 { 3.83273349e-04, -6.52443841e-02, -2.22010583e-01,  4.00618374e-01,
+		-1.05270751e-01, -3.38194281e-01, -1.57642335e-01, -2.12986216e-01}},
 
-	{{ 7.05021262e-01, -3.49166781e-01, -3.21705104e-03,  1.16587900e-01,
-		 1.21458888e-01,  2.26560757e-01,  5.95227361e-01, -8.58160794e-01},
-	 { 1.56025127e-01,  2.96732843e-01,  1.17129862e-01,  1.53764918e-01,
-		-2.25643158e-01, -7.73285553e-02, -2.54887968e-01,  8.65052581e-01},
-	 { 2.55076103e-02,  1.28373140e-02,  5.72768636e-02,  9.45315436e-02,
-		 1.35395616e-01, -3.47645015e-01,  5.40576994e-01,  8.76072049e-01}},
+	{{-1.18834928e-01,  1.16028465e-01,  2.56124306e-02, -4.29049544e-02,
+		-1.35525018e-01, -1.10900730e-01,  3.38065565e-01, -5.91123521e-01},
+	 { 3.09305370e-01,  2.44544581e-01, -1.29209787e-01, -8.39367956e-02,
+		-8.14810619e-02,  1.74773052e-01,  8.38389155e-03, -9.15614590e-02},
+	 {-9.98189077e-02, -4.35713641e-02,  1.25977784e-01, -2.69543380e-01,
+		-2.64175367e-02, -7.29678869e-02, -9.96725112e-02,  3.83866251e-01}},
 
-	{{ 1.56066567e-01, -3.21597271e-02, -1.08361825e-01,  1.57417402e-01,
-		-5.53307652e-01, -2.42216796e-01, -5.20174921e-01,  1.40398681e+00},
-	 { 4.50078547e-02,  1.66498855e-01, -1.24432757e-01,  1.56218350e-01,
-		 5.44345528e-02,  3.85034561e-01,  4.91900705e-02, -9.90016520e-01},
-	 {-9.58847627e-02,  9.39999148e-02, -1.66272581e-01,  3.04683596e-01,
-		-9.32713747e-02,  1.17395027e-02,  6.05836026e-02,  6.11033022e-01}}},
+	{{-9.18447450e-02, -1.31773457e-01, -1.55969903e-01,  2.21696883e-01,
+		 1.85420215e-01,  3.18965882e-01,  5.06002866e-02, -8.53309333e-01},
+	 { 2.73154944e-01,  1.24316096e-01, -1.45033225e-01,  1.64616048e-01,
+		 1.62702203e-01,  1.33182645e-01, -3.43968630e-01,  9.51932192e-01},
+	 { 1.30158260e-01,  1.28685758e-01, -7.99636170e-02,  2.84529999e-02,
+		-2.28228658e-01,  3.78006458e-01, -3.41390997e-01,  1.10318385e-01}}},
 
 
- {{{-6.68670475e-01,  6.71034455e-02,  1.06246598e-01, -1.02926313e-03,
-		-1.40148411e-02, -1.09288335e-01, -3.48774582e-01, -4.52367514e-01},
-	 {-4.53696214e-02,  8.41210186e-02, -1.51167795e-01, -1.70446754e-01,
-		 4.70774889e-01, -3.16448987e-01, -9.60730612e-01,  6.48768365e-01},
-	 { 6.14417270e-02, -5.36045665e-03, -6.54293224e-02,  7.09201097e-02,
-		-6.75887704e-01, -6.47643507e-01,  1.84152293e+00,  1.14347994e+00}},
+ {{{ 8.12598646e-01, -3.75669934e-02,  2.02176332e-01,  5.57774067e-01,
+		 4.24787998e-01,  3.16749752e-01,  5.16985714e-01,  2.88777739e-01},
+	 { 2.25854352e-01, -5.81537187e-02,  4.10766572e-01,  2.25734025e-01,
+		-3.72164577e-01,  3.20120245e-01, -4.88385946e-01,  4.14650291e-01},
+	 { 1.19638406e-01,  1.80290446e-01,  8.28098357e-02,  1.29399821e-01,
+		 1.05688982e-01, -2.72018164e-02, -4.56530191e-02,  3.37206036e-01}},
 
-	{{ 2.07185164e-01, -1.87005296e-01,  6.85471520e-02,  8.64909068e-02,
-		-2.84711570e-01,  1.20670080e+00, -2.76946779e-02,  7.92812288e-01},
-	 { 1.26099622e+00, -1.53691769e-02, -1.42587245e-01, -1.96170598e-01,
-		-2.17642665e+00,  1.00131476e+00,  3.33649307e-01, -2.58410841e-01},
-	 { 5.33091664e-01,  4.15606409e-01, -1.16866743e-02,  1.17851757e-01,
-		-2.33314991e-01, -3.63689691e-01,  8.10164213e-01, -3.99321645e-01}},
+	{{ 3.09051365e-01, -1.50425032e-01,  1.41357943e-01,  6.62258089e-01,
+		-6.58052042e-02,  4.74152416e-01,  2.84330151e-03,  3.61606449e-01},
+	 { 1.11942135e-01, -6.37476519e-02, -1.49692193e-01,  7.19615892e-02,
+		 2.10250899e-01, -4.30156797e-01,  2.27936376e-02, -2.96303749e-01},
+	 { 2.63054259e-02, -9.27725211e-02, -1.57437727e-01,  2.17025936e-01,
+		 1.92013413e-01,  3.68349642e-01, -3.99803936e-01, -1.37874708e-01}},
 
-	{{-1.01983257e-01,  8.00757785e-04, -9.82282013e-02, -7.02989893e-03,
-		 3.88421744e-01, -8.31545949e-01, -1.05881906e+00,  9.75748718e-01},
-	 { 2.35047698e-01,  7.12820739e-02,  3.07345808e-01, -2.49809429e-01,
-		-1.43844947e-01, -1.33448231e+00, -2.43890896e-01,  4.11434114e-01},
-	 {-1.38443041e+00,  2.48345986e-01,  4.54611517e-03, -2.43231401e-01,
-		-4.74986613e-01,  6.11505210e-01, -8.98080021e-02,  1.81999385e+00}}},
+	{{ 4.24336374e-01,  2.21109718e-01,  4.87068057e-01, -3.37189347e-01,
+		 4.29991543e-01, -1.62917357e-02,  1.17278814e-01, -2.39970371e-01},
+	 { 2.97185555e-02, -1.04546547e-02,  1.87678754e-01,  5.04507542e-01,
+		 2.02980772e-01, -5.85045628e-02,  5.18933870e-02,  5.29769719e-01},
+	 { 4.84141149e-02, -1.77259576e-02,  5.91688417e-02,  1.03639826e-01,
+		 2.48457819e-01, -1.93022173e-02, -5.68263113e-01,  1.84867203e-01}}},
 
 
- {{{ 5.32188453e-02, -2.95376945e-02,  1.55034065e-01,  9.27138794e-03,
-		 1.43997401e-01,  1.73672944e-01, -3.40331525e-01, -2.57769644e-01},
-	 { 2.65811414e-01,  1.04106456e-01, -1.91205427e-01, -1.35255873e-03,
-		-1.46733135e-01, -3.17390442e-01, -4.98202205e-01,  7.61738896e-01},
-	 {-1.96280912e-01, -1.82373047e-01,  3.71632278e-02, -1.42186090e-01,
-		-7.65783489e-02,  1.06624469e-01,  4.18590277e-01,  8.38926196e-01}},
+ {{{-4.91841557e-03,  6.26177043e-02,  1.72231775e-02,  8.53444487e-02,
+		-2.85077959e-01,  8.33745673e-02, -7.36165524e-01,  1.13868542e-01},
+	 {-1.63323909e-01,  1.56231746e-01,  2.19391584e-01, -4.98252623e-02,
+		 1.39954463e-01, -2.38303214e-01,  1.51710719e-01, -7.36061096e-01},
+	 { 1.32082909e-01, -1.82952940e-01,  2.09979684e-04, -1.75026491e-01,
+		 3.36956158e-02, -2.06702307e-01, -8.12308714e-02,  5.15065156e-02}},
 
-	{{ 3.31864327e-01, -4.01031300e-02, -2.97503676e-02, -1.99983716e-01,
-		-1.51879340e-01,  1.69545010e-01,  9.81549993e-02,  6.44369006e-01},
-	 {-2.17242813e+00, -2.37677336e-01, -2.59737391e-03, -9.16160271e-02,
-		-1.14586568e-02,  8.29459056e-02, -5.00172302e-02,  2.14286432e-01},
-	 { 8.81209001e-02, -1.55405864e-01,  8.20639879e-02, -5.81092834e-02,
-		 1.43536091e-01, -2.27859378e-01,  6.49605468e-02,  1.46066761e+00}},
+	{{ 2.29104519e-01,  1.71340585e-01, -5.52031584e-03, -2.00957656e-01,
+		-3.95184308e-01,  9.18919593e-02,  3.76520783e-01,  2.03646526e-01},
+	 { 2.52656072e-01, -1.07855843e-02,  1.89050175e-02,  4.16003866e-04,
+		 4.32944357e-01, -4.89408761e-01, -3.41332316e-01, -4.56042528e-01},
+	 { 8.69734824e-01,  2.22867519e-01,  3.56954157e-01, -3.77899617e-01,
+		 1.83793128e-01,  2.24658251e-01,  3.62529874e-01, -3.70791405e-01}},
 
-	{{ 5.06610190e-03,  1.10415079e-01, -1.02352537e-01, -1.60453230e-01,
-		-3.52321774e-01,  2.23530412e-01, -9.08660233e-01, -2.07271886e+00},
-	 { 1.01898260e-01,  9.48345289e-02,  1.56104947e-02,  4.39548343e-02,
-		 1.32441744e-02,  8.31526220e-02, -2.34730154e-01,  1.45080495e+00},
-	 {-2.12114662e-01, -1.11539975e-01, -4.47320472e-03, -2.95809135e-02,
-		-1.12560324e-01, -3.55113596e-01, -1.15561359e-01, -4.68587279e-02}}},
+	{{-3.76490764e-02,  4.56053838e-02, -4.23495956e-02, -5.69660030e-02,
+		 9.29591879e-02,  1.59565564e-02, -1.18317522e-01,  4.47243720e-01},
+	 {-8.32934454e-02, -4.22206931e-02, -9.53967646e-02,  8.25610831e-02,
+		 5.20767942e-02,  5.87673336e-02,  2.01357648e-01,  1.11819923e-01},
+	 { 1.32936254e-01,  5.45747802e-02, -7.57182576e-03, -3.78230698e-02,
+		 2.74440378e-01, -3.25445831e-02, -2.80508608e-01, -1.12405971e-01}}},
 
 
- {{{-3.83676320e-01, -4.76051658e-01, -3.65200303e-02,  2.39348978e-01,
-		 1.80658847e-01,  4.29451048e-01,  4.96237099e-01,  4.10975844e-01},
-	 {-5.93741238e-03,  3.77813429e-01, -2.59404052e-02, -2.62653045e-02,
-		 3.34081352e-01, -2.30080932e-01, -1.60955012e-01,  2.55420625e-01},
-	 {-1.48213953e-01, -9.05745104e-02,  5.69190979e-02,  5.34949265e-02,
-		 5.97222447e-01,  6.52425811e-02, -1.06460750e+00, -6.17710471e-01}},
+ {{{-2.32913002e-01,  8.46769139e-02, -7.68127590e-02, -1.51526049e-01,
+		-4.64316338e-01, -1.57315835e-01, -3.73286635e-01, -3.65627855e-01},
+	 {-4.34241056e-01, -9.11458880e-02,  6.08600527e-02, -1.79879457e-01,
+		-4.33159143e-01,  8.32134858e-02,  6.67283177e-01, -9.18620944e-01},
+	 {-6.25644863e-01,  2.47727916e-01, -4.44678724e-01, -4.50171441e-01,
+		-2.46189013e-01, -3.76419395e-01, -1.18949063e-01, -5.82924969e-02}},
 
-	{{ 4.21577960e-01,  4.04462129e-01, -8.18569958e-02, -5.69026709e-01,
-		-6.28817379e-01,  2.36979112e-01,  1.43410698e-01,  1.11746585e+00},
-	 {-2.20630527e+00,  3.14983457e-01,  1.78866699e-01,  1.97638333e-01,
-		 2.99155027e-01,  6.55825615e-01,  2.42680013e-01, -1.99347049e-01},
-	 { 5.57864189e-01,  1.75776780e-01, -3.98994833e-01, -2.89641201e-01,
-		-8.16451460e-02,  4.50544685e-01,  4.56952602e-01,  2.20392108e+00}},
+	{{-2.17935666e-01,  5.19401878e-02,  1.85207039e-01, -4.32844549e-01,
+		 8.55958611e-02,  2.68299341e-01, -6.49251603e-03,  7.11611450e-01},
+	 {-4.59396578e-02,  2.78418928e-01, -2.58006155e-01, -1.59266487e-01,
+		-1.09467290e-01,  1.96133405e-01, -2.28687644e-01, -6.20073974e-01},
+	 {-9.62362960e-02,  1.46021023e-01,  2.10785910e-01, -1.50085256e-01,
+		-7.27997646e-02, -4.99946654e-01, -7.69022942e-01,  2.71643668e-01}},
 
-	{{ 4.59210843e-01, -2.59737730e-01, -1.90498367e-01,  6.70286939e-02,
-		-6.22002959e-01,  7.22078562e-01, -1.22855626e-01, -3.63249898e+00},
-	 { 1.00896096e+00, -4.42942262e-01, -1.02768444e-01,  2.01820821e-01,
-		 2.12152645e-01,  2.43589258e+00,  8.80194068e-01,  1.36497605e+00},
-	 { 8.21331620e-01, -1.29598513e-01, -6.86402768e-02, -4.83318865e-01,
-		-4.37488139e-01, -9.14400339e-01,  2.16704682e-01, -6.09669805e-01}}},
+	{{-3.46044362e-01, -5.49900718e-02, -1.48681983e-01, -6.95352629e-02,
+		-1.14291519e-01, -2.25316465e-01, -5.09401202e-01, -4.16897953e-01},
+	 {-1.88999221e-01, -6.59298198e-03,  4.86670807e-02, -2.38408968e-01,
+		-2.55879968e-01,  8.99769217e-02,  5.12757599e-01,  3.14449400e-01},
+	 {-2.12121774e-02,  2.05590308e-01, -1.78136632e-01, -1.98713750e-01,
+		-2.87380517e-02, -4.87252325e-02, -2.50897974e-01, -8.60948265e-02}}},
 
 
- {{{-3.62072915e-01,  8.13567862e-02,  1.20238595e-01,  7.35392869e-02,
-		-6.74268305e-02, -1.82992887e+00, -4.15246129e-01, -4.45490539e-01},
-	 {-8.31988752e-01, -4.48159516e-01, -1.14059627e-01, -8.15663189e-02,
-		 3.88508558e-01, -8.66540000e-02, -2.89541304e-01,  1.01150620e+00},
-	 {-7.03295112e-01, -1.57124206e-01,  1.93335757e-01,  2.29004338e-01,
-		-1.79147735e-01, -4.00059819e-01,  5.86301386e-01,  3.91705370e+00}},
+ {{{ 3.75205040e-01,  8.48369300e-02,  3.22779343e-02, -5.10027520e-02,
+		 8.10376275e-03,  1.11055255e-01, -9.03841555e-02,  1.12875931e-01},
+	 { 3.65514159e-01, -6.76988438e-02,  3.08550429e-02, -2.72999071e-02,
+		 1.24946840e-01,  1.82879299e-01, -2.68403023e-01, -4.64846790e-02},
+	 { 3.74628544e-01, -3.05078663e-02,  1.11138508e-01,  3.07384282e-01,
+		 2.84429312e-01,  3.13842028e-01,  3.68871391e-02, -1.63889483e-01}},
 
-	{{-5.72657108e-01, -6.00942373e-02,  1.99963644e-01, -3.43713872e-02,
-		 6.68683290e-01,  3.83974850e-01, -6.49285793e-01,  7.03215063e-01},
-	 { 2.27635428e-01,  2.23849323e-02, -2.62305439e-01, -3.32936011e-02,
-		-3.53239805e-01, -3.46394867e-01, -6.57658637e-01, -7.03358412e-01},
-	 { 8.98771346e-01,  3.33880723e-01,  1.77770585e-01, -3.79111618e-02,
-		-5.12276590e-01, -2.33181745e-01,  7.16287553e-01,  2.19575062e-01}},
+	{{ 5.11921048e-01,  2.97069192e-01,  5.16644083e-02, -1.16708994e-01,
+		 1.02151431e-01,  7.36506581e-02,  2.64065228e-02, -3.73807102e-01},
+	 { 1.71873987e-01,  6.71169534e-02, -1.70905776e-02,  4.16750982e-02,
+		 1.80516187e-02, -1.05753705e-01,  1.07195802e-01,  1.07598320e-01},
+	 { 3.92377377e-01,  2.11537212e-01,  2.17242345e-01, -2.29222864e-01,
+		-7.33697414e-02, -3.58957425e-02,  3.25029016e-01,  7.47149467e-01}},
 
-	{{-3.82574528e-01, -1.14743859e-01,  6.75009983e-03, -1.48896754e-01,
-		 4.37039316e-01, -6.07845485e-01,  1.24787889e-01,  2.22478032e-01},
-	 { 8.22211981e-01,  1.09539352e-01,  2.96193492e-02,  2.07039833e-01,
-		-1.32159382e-01,  6.49281070e-02, -1.46949455e-01, -1.06266215e-01},
-	 { 7.97062814e-01, -2.51520365e-01,  8.54466483e-02,  4.28307742e-01,
-		 4.63116914e-01,  6.79925501e-01, -7.81385183e-01,  1.68637562e+00}}},
+	{{ 5.36842108e-01,  1.01804562e-01,  1.17142342e-01,  3.54701579e-01,
+		 7.08256215e-02,  4.01617944e-01,  1.86210498e-01,  8.47333297e-02},
+	 { 3.76396567e-01,  1.05117671e-01,  8.79528224e-02, -1.10413551e-01,
+		 7.32069311e-04,  1.81059614e-01, -3.16392690e-01, -2.62465209e-01},
+	 { 2.03528136e-01,  2.91160077e-01, -9.77342501e-02, -3.84849608e-02,
+		-1.54080570e-01,  1.98865935e-01,  4.92358059e-01,  3.79603237e-01}}},
 
 
- {{{-1.00543916e+00, -1.87872440e-01, -3.10335346e-02, -1.48898691e-01,
-		-1.46907583e-01, -1.78617179e-01,  1.74531639e-01,  2.63193995e-02},
-	 {-6.76483810e-01, -1.11644827e-01, -1.25922948e-01, -5.70257716e-02,
-		-3.32496822e-01, -2.25897402e-01, -9.00712907e-02,  2.55819619e-01},
-	 {-1.17529190e+00, -6.02607802e-02,  1.84288785e-01, -2.95082033e-01,
-		 1.18773907e-01,  5.52028231e-02, -1.93804264e-01,  1.66248918e+00}},
+ {{{-5.02390563e-01, -2.63875216e-01, -1.60962939e-02,  2.14588284e-01,
+		-1.45263225e-02,  3.40900160e-02, -2.39900261e-01,  3.45160276e-01},
+	 {-2.77054012e-01, -6.28170297e-02,  1.07477069e-01, -1.17776450e-02,
+		-9.64142978e-02, -1.90018922e-01, -2.73465132e-03, -4.46913093e-01},
+	 {-2.62902588e-01, -1.51994258e-01,  9.43460763e-02, -8.44929293e-02,
+		-1.44007867e-02, -2.09040716e-01,  9.51506197e-02, -6.35753945e-03}},
 
-	{{-7.64976025e-01, -1.05349891e-01, -1.57871053e-01, -3.88584614e-01,
-		-5.84320247e-01, -3.99422228e-01,  2.68343389e-01,  6.59425080e-01},
-	 {-8.64876091e-01, -2.97934055e-01, -5.53049706e-02, -9.88317207e-02,
-		-1.80700824e-01,  2.83717364e-02, -2.87728131e-01, -1.00670934e+00},
-	 {-7.22630143e-01, -2.12710612e-02, -1.99236840e-01, -1.71710074e-01,
-		-2.73793221e-01,  1.39745682e-01, -3.14408839e-01,  8.40459168e-01}},
+	{{-2.69903779e-01, -2.66318731e-02,  7.80581012e-02,  3.73853371e-02,
+		-1.17432931e-02, -3.23038310e-01,  7.41006881e-02,  1.52713716e-01},
+	 {-1.94585666e-01, -1.20963536e-01, -1.57998633e-02, -5.12194727e-03,
+		 1.50580630e-01,  1.92941707e-02, -1.63986608e-01,  1.65717021e-01},
+	 {-2.89092749e-01, -1.79625332e-01, -1.23783648e-01, -8.10109377e-02,
+		-2.62756407e-01, -1.08534530e-01, -7.51899630e-02, -1.52088627e-01}},
 
-	{{-1.17145813e+00,  8.56123865e-02, -3.35616544e-02, -3.36264700e-01,
-		-2.25543499e-01, -6.28219724e-01,  2.13847190e-01, -3.19206297e-01},
-	 {-7.78447628e-01, -1.33739725e-01, -4.06598389e-01, -6.73409179e-02,
-		-2.25554422e-01,  2.31253475e-01,  3.82550091e-01,  4.83687490e-01},
-	 {-9.42238331e-01, -3.14981580e-01, -3.26925665e-02, -5.93707621e-01,
-		-2.37470381e-02,  2.95024127e-01,  4.06546414e-01,  3.50652665e-01}}},
+	{{-2.86375791e-01,  8.72424319e-02, -4.08685766e-03, -2.81006366e-01,
+		-4.58142012e-02,  1.59685925e-01, -6.53949827e-02,  1.06983811e-01},
+	 {-2.53227711e-01,  7.68037066e-02, -1.47342235e-01, -2.94127673e-01,
+		-2.92640388e-01, -1.22997224e-01,  3.79925817e-01,  8.21089506e-01},
+	 {-4.84727144e-01, -3.53567064e-01, -9.77892801e-02, -5.48890643e-02,
+		 1.62044942e-01,  2.71699429e-01,  1.43613294e-01,  1.07191965e-01}}},
 
 
- {{{-5.45463502e-01, -2.15605855e-01,  3.17568988e-01,  2.39531007e-02,
-		 1.02270889e+00,  5.07728636e-01,  1.52666223e+00, -2.61108351e+00},
-	 {-5.20629466e-01,  3.07341546e-01, -2.52598614e-01, -3.86432558e-01,
-		 7.76660562e-01,  1.38043746e-01, -1.74940217e+00,  1.51526570e-01},
-	 {-4.71283764e-01, -3.22772920e-01, -2.95432180e-01, -2.41990700e-01,
-		-1.30013615e-01, -1.26703489e+00,  7.28322625e-01,  2.34117842e+00}},
+ {{{-1.16577752e-01, -8.02243352e-02, -2.72496026e-02, -1.55876577e-01,
+		 5.29550076e-01,  1.87036574e-01,  1.40422285e-01, -7.19005406e-01},
+	 {-1.33299053e-01, -6.39007837e-02, -2.56929487e-01, -4.76741403e-01,
+		 1.17535144e-01,  2.61328280e-01,  4.69515532e-01,  5.22640646e-01},
+	 {-3.85122597e-01,  3.70699726e-02, -2.11936340e-01, -1.43940940e-01,
+		-3.09709758e-01, -5.04188955e-01,  1.32730827e-01, -2.88526148e-01}},
 
-	{{ 6.53715909e-01,  1.33906931e-01,  1.18734151e-01, -1.72646388e-01,
-		 1.89147200e-02,  4.15279269e-01,  5.03578544e-01,  5.47693312e-01},
-	 { 3.61198246e-01, -6.64106160e-02, -2.25171968e-01, -1.32767335e-01,
-		-1.26143742e+00,  5.95752716e-01,  6.87241554e-01,  6.24702752e-01},
-	 {-7.64436662e-01,  1.30596504e-01, -1.45457283e-01, -3.75289738e-01,
-		 1.13967001e-01,  7.19100356e-01,  6.02890968e-01, -3.70601118e-01}},
+	{{ 4.19303738e-02, -1.06076166e-01, -9.46891233e-02, -1.09995194e-01,
+		 5.24617061e-02,  1.03846483e-01,  4.53058541e-01,  1.93382502e-01},
+	 {-1.78798154e-01, -1.92363679e-01, -9.93373469e-02,  7.25821704e-02,
+		 4.90842402e-01, -2.27268130e-01, -5.08921623e-01, -1.92979559e-01},
+	 {-2.99425632e-01, -1.29548938e-03,  8.71573091e-02,  2.03429475e-01,
+		 3.07565838e-01,  6.14198446e-01,  2.15132013e-01,  3.73194695e-01}},
 
-	{{ 6.38663828e-01, -1.14383802e-01,  4.53627184e-02,  2.41934642e-01,
-		 6.32763028e-01,  7.40257353e-02, -3.68077904e-01, -2.71019936e-01},
-	 { 6.45185411e-01,  2.59653449e-01,  1.01334013e-01, -4.87951189e-01,
-		 3.56794931e-02,  3.83640319e-01, -5.32274902e-01,  2.34015435e-01},
-	 {-9.70614552e-01, -1.54788205e-02,  1.01957545e-01,  2.00575486e-01,
-		-7.51427293e-01, -3.78691614e-01, -5.69644928e-01,  2.10724688e+00}}},
+	{{-9.10712853e-02, -1.76180035e-01, -1.50156304e-01,  8.26417506e-02,
+		-5.57664111e-02,  1.25445947e-01,  1.19950332e-01, -3.32299769e-01},
+	 {-2.95234293e-01, -1.89944521e-01, -1.95024997e-01, -1.60413429e-01,
+		-4.99248654e-01, -3.89473319e-01, -1.06824271e-01, -7.48669505e-01},
+	 {-3.29151481e-01,  4.33366120e-01, -1.07333034e-01,  1.73480585e-01,
+		-3.46068352e-01, -6.09055281e-01,  3.39470506e-01,  1.96705461e-01}}},
 
 
- {{{-2.33962131e+00, -7.49841213e-01, -8.48529696e-01, -2.29813963e-01,
-		-1.72544703e-01, -1.84358716e-01,  3.63648504e-01, -8.68095398e-01},
-	 {-1.03660449e-01,  8.15199837e-02, -7.20480755e-02, -4.48533654e-01,
-		-2.80674428e-01,  3.40824187e-01,  2.98255205e-01,  3.93291324e-01},
-	 { 8.62073377e-02,  2.68257350e-01, -4.26046431e-01,  1.08476982e-01,
-		-5.52804135e-02, -1.08455050e+00, -1.05236983e+00, -5.65884113e-01}},
+ {{{-3.08764100e-01, -1.22914106e-01, -4.41632159e-02,  2.49959290e-01,
+		 1.55152351e-01,  4.41465139e-01,  6.07760176e-02, -1.08423121e-01},
+	 {-2.80364007e-01, -1.14834212e-01, -2.69686021e-02,  1.24267347e-01,
+		-5.08686900e-01, -4.32996184e-01, -2.43204579e-01, -1.38384998e-01},
+	 {-3.18500876e-01, -4.40911092e-02, -9.81242582e-02, -2.07144916e-01,
+		 8.56508594e-03, -1.20747708e-01, -1.70697302e-01,  1.70587882e-01}},
 
-	{{-9.50979769e-01, -1.48809180e-01,  1.03706159e-01,  2.63889104e-01,
-		-1.95638180e-01, -1.01835990e+00,  1.91137862e+00, -1.52087021e+00},
-	 { 1.08168148e-01, -3.72827828e-01, -1.22954801e-01, -1.64893046e-01,
-		 1.36830345e-01,  2.96489477e-01,  8.53795037e-02, -5.36435902e-01},
-	 { 1.23577178e-01,  1.43410861e-01,  4.17122319e-02, -4.41920608e-02,
-		-2.54662428e-02,  6.51675165e-02, -7.00494647e-01,  1.05904245e+00}},
+	{{ 1.66903380e-02, -2.12241858e-01,  6.14532419e-02,  2.18188614e-01,
+		-8.89713597e-03,  1.79596305e-01, -2.58865952e-01,  2.20142826e-01},
+	 { 1.14813730e-01,  2.63173580e-01,  2.38468149e-03, -2.55270563e-02,
+		-3.26693873e-03,  2.40166664e-01,  8.62854999e-03, -3.68594140e-01},
+	 {-2.74606317e-01, -2.23288000e-01,  1.42776996e-01,  1.70613512e-01,
+		 4.52848077e-01,  1.95439104e-02, -3.99325699e-01,  8.65979344e-02}},
 
-	{{-1.81729138e-01, -8.73266831e-02, -1.57006070e-01, -6.59444928e-02,
-		 9.59616840e-01,  1.13512778e+00, -2.01234370e-01, -3.40515494e+00},
-	 { 1.43831030e-01, -1.41006619e-01,  1.56571567e-01, -3.52253050e-01,
-		-2.90606637e-02, -1.04900098e+00,  1.01373029e+00,  2.13891125e+00},
-	 { 2.03240007e-01, -1.47342160e-01,  2.73175955e-01,  9.27900448e-02,
-		 1.52101060e-02,  8.13867152e-01,  4.85420257e-01, -1.26895440e+00}}},
+	{{ 3.82873088e-01,  1.65822104e-01,  6.20472655e-02,  6.77450523e-02,
+		 1.00739211e-01,  1.48899453e-02, -2.40427539e-01, -2.17602625e-01},
+	 { 3.12535524e-01,  4.53155935e-02,  3.36998701e-01,  6.71509514e-03,
+		 1.35772407e-01,  1.58965543e-01,  2.90598005e-01,  7.94491231e-01},
+	 {-2.36268803e-01, -1.28435701e-01,  2.67184228e-01, -3.96794677e-02,
+		 5.48435701e-03, -4.53344971e-01, -2.11183801e-02,  2.05977499e-01}}},
 
 
- {{{ 5.29113412e-01, -1.98579773e-01, -3.16077083e-01,  1.10083461e-01,
-		-2.23125443e-01,  1.27964437e-01,  4.39643204e-01, -3.99377227e-01},
-	 { 1.11091852e+00,  5.69563620e-02,  5.40677905e-01, -2.00011343e-01,
-		-8.75877440e-01, -1.81410387e-01,  6.31042600e-01, -9.64723647e-01},
-	 { 2.60277891e+00, -2.29128122e-01, -2.81753123e-01,  7.55392492e-01,
-		 1.16943610e+00,  1.07158460e-01, -6.33936524e-01,  1.01904523e+00}},
+ {{{ 7.76922643e-01, -2.84664007e-03,  3.13956589e-02, -1.91286087e-01,
+		-3.10355067e-01,  1.97749421e-01,  1.17456079e-01, -4.33123410e-01},
+	 {-1.06547944e-01, -1.68830454e-02, -1.47759337e-02,  3.67586136e-01,
+		 3.60870332e-01,  2.07805499e-01, -1.06480032e-01,  5.96112609e-02},
+	 { 1.22566037e-01, -2.91509181e-01, -3.62811148e-01, -5.35966121e-02,
+		 4.23814356e-01, -1.23061471e-01,  1.95291251e-01, -1.54453546e-01}},
 
-	{{ 4.18701649e-01,  1.87785849e-01,  2.68250201e-02,  6.19458318e-01,
-		 4.31377649e-01,  9.65515673e-01,  4.51160014e-01,  1.48293123e-01},
-	 { 6.04182720e-01,  1.26658782e-01,  1.71650931e-01,  6.97417632e-02,
-		 1.08567560e+00, -7.83504009e-01,  6.81740880e-01,  9.42664087e-01},
-	 { 1.07484734e+00, -5.41600138e-02,  1.62295878e-01,  3.72175723e-01,
-		-2.91285217e-01,  1.99539259e-01,  3.08841635e-02, -1.81679606e-01}},
+	{{ 1.15422010e-01, -1.09411985e-01, -2.43435889e-01, -3.76244783e-01,
+		-5.52280508e-02, -1.53350338e-01,  7.33827055e-02,  8.04200396e-02},
+	 {-1.00532100e-01,  4.45392430e-02,  5.19357264e-01,  2.59043813e-01,
+		 7.62591511e-02,  4.01772439e-01, -1.56636924e-01, -2.13360459e-01},
+	 { 4.48583700e-02,  8.02673697e-02,  3.37156683e-01, -2.24358439e-01,
+		 1.90102056e-01, -2.00050324e-01, -1.02866158e-01, -1.21961176e-01}},
 
-	{{ 4.80292350e-01, -3.67481560e-01,  5.40810585e-01, -3.01016599e-01,
-		-8.78218532e-01, -5.72005093e-01,  1.29483761e-02, -8.14006209e-01},
-	 { 7.40622222e-01, -2.73452789e-01,  3.02720696e-01,  3.82094473e-01,
-		 1.55777082e-01, -3.78463278e-03, -1.66577086e-01, -6.25447094e-01},
-	 { 1.31600010e+00,  8.11878368e-02,  3.72686327e-01,  4.39885139e-01,
-		 1.38964340e-01, -2.49638394e-01,  4.86812353e-01,  2.19791159e-01}}},
+	{{ 3.02831978e-02,  1.16830133e-01, -2.11634681e-01, -7.33696669e-02,
+		 2.13698938e-01, -3.33004296e-01,  4.95648980e-01,  8.63442957e-01},
+	 {-3.85952368e-02,  1.19262636e-01, -1.80765335e-02, -1.74416438e-01,
+		-1.17591806e-02, -1.28974058e-02,  6.70222268e-02, -2.18007430e-01},
+	 {-9.48956907e-02,  2.57863430e-03,  9.02564079e-02, -2.55768239e-01,
+		-1.05328269e-01,  1.94232896e-01,  6.90343320e-01,  4.45831031e-01}}},
 
 
- {{{ 4.54490423e-01,  1.43331736e-01, -4.25793305e-02,  3.40374172e-01,
-		-2.71249153e-02, -4.73454315e-03,  1.43742993e-01, -1.17587849e-01},
-	 { 2.75549088e-02,  4.19719191e-03,  1.49370372e-01, -4.08287495e-02,
-		-5.04591703e-01, -2.54033983e-01,  6.19853675e-01,  4.44106460e-01},
-	 {-8.91716704e-02,  5.60603812e-02, -1.24478795e-01,  1.67237625e-01,
-		 1.84111282e-01,  2.30661198e-01, -5.43405488e-02, -8.02491724e-01}},
+ {{{ 1.79079875e-01,  6.01185746e-02,  2.05020085e-01, -8.31255540e-02,
+		-9.02544707e-02,  4.63772602e-02,  1.03772782e-01,  5.98492324e-01},
+	 {-2.74574794e-02, -5.91438413e-02,  5.90586103e-02,  1.78075463e-01,
+		-2.47411817e-01, -3.28134269e-01,  1.05957612e-01, -2.78740734e-01},
+	 { 2.61863531e-03,  7.80836567e-02,  2.18121573e-01, -4.78463396e-02,
+		-5.16783185e-02,  1.85470432e-01,  5.76955779e-03, -1.91666126e-01}},
 
-	{{ 9.31403100e-01, -2.41866589e-01, -7.58468658e-02,  3.15213740e-01,
-		 1.59160972e-01, -9.81798291e-01, -6.58214390e-01, -2.75195628e-01},
-	 { 1.43477544e-01,  1.97372511e-01, -5.40715978e-02, -8.79158080e-02,
-		-3.91338140e-01,  2.81472921e-01, -1.19892728e+00, -1.30714452e+00},
-	 {-2.86273956e-02, -2.28736419e-02,  1.08783737e-01,  1.52137235e-01,
-		 1.42992079e-01, -2.83234622e-02, -3.97559494e-01,  3.22613448e-01}},
+	{{-3.27957869e-02,  2.06878439e-01,  4.59060401e-01,  3.21288615e-01,
+		 4.14072543e-01,  5.48110437e-03, -3.39561552e-01,  2.41898313e-01},
+	 {-8.47500563e-02,  1.02981314e-01, -2.57607311e-01,  3.70293736e-01,
+		-3.67891863e-02,  1.26498818e-01,  3.51649523e-01, -5.96444383e-02},
+	 {-1.04565240e-01, -3.22766528e-02, -1.71312824e-01, -5.95514238e-01,
+		-9.80534926e-02, -1.88895836e-01, -5.95507264e-01, -9.11521390e-02}},
 
-	{{ 2.92765069e+00,  4.61527109e-02,  1.61985189e-01,  6.34857535e-01,
-		 2.83720106e-01,  1.53733635e+00, -7.45506287e-02, -1.24133325e+00},
-	 { 8.14053357e-01,  8.49511623e-02,  1.29582316e-01,  3.91920924e-01,
-		-6.14403784e-01, -1.01648593e+00, -1.71371177e-01,  1.67516816e+00},
-	 { 4.61551815e-01,  8.83984193e-02,  1.38014182e-01,  4.58979875e-01,
-		 8.98927510e-01, -8.47826421e-01, -5.90612710e-01, -2.80006528e-02}}},
+	{{-1.91100046e-01,  4.60950173e-02,  3.88367891e-01,  1.81029171e-01,
+		 6.56530187e-02, -2.92663813e-01,  1.76971748e-01,  1.48591446e-03},
+	 {-3.25286478e-01,  1.54278144e-01,  1.05405189e-01, -2.97400296e-01,
+		-6.70088530e-02, -3.18877101e-01,  4.97493669e-02, -2.36997187e-01},
+	 {-8.18037927e-01, -1.39787540e-01, -9.33897495e-02,  1.89910189e-03,
+		 1.05059110e-01, -1.94764152e-01, -6.03086650e-01,  8.32556784e-01}}},
 
 
- {{{-5.49196899e-01, -2.94839323e-01,  2.43404344e-01,  2.12202474e-01,
-		 7.40264773e-01,  9.28613782e-01, -3.53000537e-02,  8.15537453e-01},
-	 { 7.71055579e-01,  2.76388258e-01, -2.10907713e-01,  1.49582878e-01,
-		 4.44764644e-02,  1.62495583e-01, -8.07855904e-01,  4.67749029e-01},
-	 { 5.12408853e-01, -3.14771146e-01,  1.23099245e-01, -1.18058458e-01,
-		-1.13311149e-01,  2.22152367e-01,  1.01618469e+00,  3.88688445e-01}},
+ {{{-4.04799320e-02, -6.85000699e-03, -6.32611066e-02,  7.08907172e-02,
+		-8.03600699e-02,  2.80011207e-01, -1.46793187e-01, -6.44835830e-02},
+	 {-4.81904345e-03, -5.95505647e-02, -3.56152266e-01, -1.66687697e-01,
+		 4.71782461e-02,  2.42032021e-01,  1.90586135e-01,  4.18426812e-01},
+	 { 8.38443339e-02, -1.31325662e-01,  2.04985842e-01, -2.48276770e-01,
+		 4.70383205e-02, -2.55127382e-02, -2.93684095e-01,  7.98706859e-02}},
 
-	{{-6.07152104e-01,  1.01354077e-01, -2.88916398e-02, -6.79135442e-01,
-		-1.58582723e+00, -4.50419724e-01, -3.62477541e-01,  5.83622098e-01},
-	 {-3.39818560e-02, -9.61882621e-02,  1.73020348e-01, -2.82337755e-01,
-		-7.85595477e-01,  1.13483763e+00,  7.36784995e-01, -5.44427872e-01},
-	 { 8.42878163e-01,  1.44036323e-01, -9.66093317e-02, -1.18700415e-01,
-		-7.69310817e-02,  2.90072411e-01, -3.20028335e-01,  4.60734665e-01}},
+	{{ 2.34359559e-02, -7.60003254e-02, -3.26194108e-01, -1.81869164e-01,
+		 3.40433791e-02,  3.54559153e-01,  4.70400482e-01, -6.64228797e-02},
+	 { 2.03534022e-01, -2.01638535e-01,  2.43523959e-02, -3.06490481e-01,
+		-6.92212731e-02,  1.93376318e-01, -4.94431227e-01,  3.37219894e-01},
+	 { 1.54580787e-01,  2.81493336e-01, -3.05287451e-01,  4.11727373e-03,
+		 3.61144632e-01,  1.27612233e-01,  5.97670555e-01,  6.25219584e-01}},
 
-	{{-6.89045250e-01, -3.31159309e-02,  8.88695568e-03, -4.34295177e-01,
-		 4.18913603e-01, -8.76167044e-03, -5.32401741e-01,  8.99876505e-02},
-	 {-7.31027544e-01, -1.47302806e-01,  2.38721222e-01, -6.37214184e-01,
-		-7.63095379e-01,  2.17491295e-02, -3.94655049e-01,  9.43311274e-01},
-	 {-1.11536229e+00, -5.03360391e-01,  4.07454431e-01, -1.80232719e-01,
-		 1.61929429e-01,  6.40496910e-01,  1.12561131e+00,  4.51332182e-01}}},
+	{{ 2.38149092e-01, -1.81809023e-01, -1.86070710e-01, -6.12289533e-02,
+		 1.83472559e-01,  2.30139226e-01,  3.20198923e-01, -4.52083111e-01},
+	 { 5.61241746e-01, -1.16016202e-01, -6.00467250e-02,  5.86596727e-01,
+		 4.31766771e-02, -2.41240367e-01,  4.82166469e-01,  9.44202244e-02},
+	 { 6.85689270e-01, -3.64400446e-01, -7.96150640e-02,  1.90932095e-01,
+		-1.71243563e-01,  2.34631315e-01, -2.12317899e-01, -2.77335286e-01}}},
 
 
- {{{-1.17248356e+00,  5.05556345e-01,  1.31983191e-01, -2.68350303e-01,
-		-4.10162956e-01, -2.38902855e+00,  8.61012220e-01, -8.09116736e-02},
-	 {-1.20688140e+00, -2.48644635e-01,  5.21610901e-02, -5.39968073e-01,
-		-9.37552392e-01,  1.04041779e+00,  4.69995052e-01, -7.22612858e-01},
-	 {-3.99193376e-01, -1.27497926e-01,  1.07034080e-01,  2.30822951e-01,
-		 2.63254702e-01,  9.47170675e-01, -2.96519399e-01, -1.20737243e+00}},
+ {{{ 6.17760830e-02, -2.19849706e-01,  6.25110716e-02,  4.03034776e-01,
+		-2.34435916e-01, -4.26851183e-01, -1.67266160e-01, -1.41209051e-01},
+	 { 4.39588547e-01,  2.63032794e-01, -1.37959853e-01,  3.81791502e-01,
+		-3.53356689e-01,  8.01570192e-02,  3.71418089e-01,  4.47203338e-01},
+	 { 2.37945512e-01, -1.57594740e-01, -5.76379120e-01,  9.27204415e-02,
+		-2.74854153e-01, -1.05892949e-01, -2.28869364e-01, -1.14799535e+00}},
 
-	{{ 2.31636190e+00,  2.63283312e-01, -1.24940842e-01,  2.84713507e-02,
-		 2.86975265e-01,  3.46399665e-01, -1.41210064e-01, -8.61360371e-01},
-	 {-1.50133803e-01,  1.89346567e-01,  1.69605181e-01,  2.23367453e-01,
-		 1.99515149e-01, -3.80628645e-01, -1.42401457e+00, -2.89443791e-01},
-	 {-3.03705990e-01, -1.91742599e-01, -2.11574450e-01, -2.35194236e-01,
-		-4.86539930e-01, -6.21820211e-01, -5.51964521e-01, -1.58747125e+00}},
+	{{-1.14823312e-01,  1.27727821e-01,  2.28045955e-01, -1.52272090e-01,
+		-8.86867754e-03, -3.16725969e-01,  6.27905130e-02,  8.84389818e-01},
+	 { 4.19878781e-01, -2.52591986e-02,  2.90958886e-03,  1.87100828e-01,
+		-3.60289514e-01,  4.02952015e-01,  6.81436956e-01,  6.96818680e-02},
+	 { 1.10473022e-01, -6.92048296e-02, -1.84112638e-01, -3.10352910e-02,
+		-1.77039385e-01, -1.33306235e-01, -1.01056111e+00, -3.31310093e-01}},
 
-	{{ 6.76872551e-01,  5.42437024e-02,  2.79852506e-02,  1.72816869e-02,
-		 1.21914990e-01, -2.74587065e-01,  9.28947389e-01, -2.08623141e-01},
-	 { 3.03740948e-01,  5.65792955e-02, -2.23536026e-02,  3.68307620e-01,
-		 1.54003762e-02, -2.10218400e-01, -1.45906702e-01, -5.75239599e-01},
-	 { 6.19689189e-03, -1.28854411e-02,  1.51547964e-03,  4.16112803e-02,
-		 4.14839774e-01, -2.34749809e-01,  3.66696715e-01,  4.70141768e-01}}}};
+	{{ 5.25828972e-02,  1.51874751e-01,  3.69228981e-02,  2.97098279e-01,
+		 2.25343317e-01,  1.28351510e-01,  1.43684208e-01, -4.53063488e-01},
+	 { 2.22253054e-01, -1.73707843e-01, -1.62745401e-01, -5.13749897e-01,
+		-1.48960277e-01, -4.83524859e-01, -9.36630607e-01, -3.61232191e-01},
+	 {-1.48740172e-01, -5.04067063e-01,  2.09112391e-01,  1.71362057e-01,
+		 2.13170677e-01, -1.58871979e-01, -3.30850124e-01, -7.50451833e-02}}}};
 
 const float conv2d_biases[KERN_NUM] =
-{-0.6726902,   0.62370354,  0.79375905, -1.099685,    0.84447175,  0.7092122,
-	0.7070272,   0.04809282, -0.3364996,  -0.84318006,  0.88969225, -1.0241284, };
+{ 0.15394738, -0.24660751, -0.47102153,  0.01286275,  0.11122251,  0.15418878,
+ -0.07075365,  0.2592918,  -0.19516735, -0.1691752,  -0.25198013, -0.2128069, };
 
 const float dense1_weights[DENSE1_NUM][CONV_NUM+2] =
-{{ 9.77114797e-01,  1.21900976e+00,  1.05875874e+00, -1.10680521e-01,
-	 4.81908143e-01,  4.13165540e-02,  5.99004745e-01,  6.18824542e-01,
-	 1.13118458e+00, -3.70393425e-01,  3.22374314e-01, -1.01482785e+00,
-	-6.20545559e-02,  9.67675149e-01,  1.11654294e+00, -5.66104352e-01,
-	 4.75837290e-01,  1.05239570e-01, -1.51445496e+00,  5.77571511e-01,
-	 2.81506568e-01, -6.00826979e-01, -8.65745172e-02, -8.66893291e-01,
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+	-5.09803355e-01, -8.80713016e-02, -2.26765916e-01,  1.03613152e-03,
+	 6.97020829e-01,  3.63421626e-02, -1.58782527e-01, -3.84163588e-01,
+	 1.37959048e-01,  3.08638550e-02, -2.52742350e-01,  2.51522690e-01,
+	-4.25666273e-01,  2.11451337e-01, -4.37997878e-01, -5.22049442e-02,
+	 1.05595700e-01, -3.19608390e-01,  3.24873537e-01, -5.85066304e-02,
+	 1.89918742e-01, -7.73318857e-02,  2.16932148e-01,  4.93038334e-02,
+	 1.18389782e-02,  1.36382937e-01, -3.95965666e-01, -1.39204562e-01,
+	-4.92508188e-02, -2.05220118e-01,  1.64010040e-02,  1.74728930e-01,
+	 7.01194108e-02,  2.54093677e-01,  3.47971290e-01,  4.90368754e-02,
+	-4.91174877e-01, -3.98916118e-02, -1.85118929e-01, -4.32527453e-01,
+	-1.82313621e-02,  3.34885806e-01, -7.18237832e-02,  1.41644767e-02,
+	 2.24535808e-01,  6.22468367e-02, -1.61354423e-01, -1.37076810e-01,
+	-1.15189679e-01,  1.71918571e-02, -1.09315559e-01, -5.05962431e-01,
+	 2.42261589e-01,  2.14336649e-01,  4.69554495e-03,  5.54706343e-02,
+	-9.66185033e-02,  2.35527843e-01, -1.83804005e-01, -2.68069059e-02,
+	-3.08416262e-02,  2.72853166e-01, -1.34763986e-01, -2.94076148e-02,
+	 2.74939053e-02,  6.55595064e-01,  5.89241862e-01, -3.46748739e-01,
+	-1.08854525e-01, -2.90096730e-01, -2.13744938e-01, -4.49827552e-01,
+	 6.82373866e-02,  9.43003893e-02,  1.10205777e-01, -2.19610453e-01,
+	 1.45514952e-02,  1.18122352e-02,  3.00746024e-01, -1.65604666e-01,
+	-4.01383817e-01,  9.36170220e-02,  5.53054810e-02,  8.58520687e-01,
+	 2.40247488e-01, -3.04915816e-01, -1.11935802e-01,  2.85866320e-01,
+	-4.41385478e-01,  3.98732185e-01,  2.15645194e-01,  8.60639960e-02,
+	-4.43567663e-01,  4.75375444e-01},
+ { 9.22766551e-02, -5.17680466e-01, -1.47032008e-01, -1.36010975e-01,
+	-4.06740427e-01,  8.26140027e-03, -3.06663305e-01,  1.83019385e-01,
+	 2.57257130e-02,  2.20822126e-01,  3.49614263e-01, -4.93739218e-01,
+	 9.57035944e-02, -9.54123363e-02,  1.09828077e-02,  4.51800138e-01,
+	-1.47506118e-01,  4.37386006e-01, -9.20018479e-02,  1.21624157e-01,
+	 4.90957350e-02, -3.64674956e-01,  1.83492720e-01, -3.36654484e-02,
+	 1.67326003e-01,  2.13019118e-01, -5.19796573e-02, -2.87828118e-01,
+	-3.26759934e-01,  4.14290696e-01,  1.42562076e-01, -2.73304433e-01,
+	-3.98596488e-02, -2.02481747e-02, -3.07622343e-01, -9.09916535e-02,
+	 1.30283982e-01, -2.81410158e-01,  3.48394364e-01,  4.35440361e-01,
+	-2.60503650e-01,  1.62598178e-01, -3.57161403e-01, -4.15256694e-02,
+	-4.75456476e-01,  2.19202042e-01, -1.50596350e-02, -2.78403193e-01,
+	 2.48670936e-01, -6.37924671e-02, -1.46082565e-01,  9.76230279e-02,
+	 3.88513714e-01, -7.91414902e-02,  2.13375986e-01,  2.77007729e-01,
+	-2.75450647e-01,  6.22284710e-02, -2.04220667e-01, -1.30544260e-01,
+	-1.88453570e-01, -2.02215448e-01, -5.01341701e-01, -4.27520543e-01,
+	 2.14206681e-01,  2.67786086e-01,  2.60345727e-01,  5.73246926e-02,
+	 1.80446982e-01, -1.17833197e-01, -2.69974858e-01,  4.79774684e-01,
+	-2.26692572e-01, -4.04144317e-01, -8.00949037e-01,  5.85566401e-01,
+	-1.58545092e-01, -3.68700981e-01,  2.24134341e-01,  3.69233876e-01,
+	-1.05160654e-01,  1.31945208e-01, -3.29932153e-01, -9.42967460e-02,
+	-1.40715286e-01, -2.15675160e-01, -5.94571590e-01,  4.54283059e-01,
+	 1.93495397e-02,  3.07331840e-03,  1.44248292e-01, -3.46337296e-02,
+	 1.07038580e-01,  3.40751618e-01, -3.97056699e-01, -3.98129039e-02,
+	 1.56936944e-01,  2.87169397e-01, -9.62670803e-01, -1.89221829e-01,
+	-5.30725047e-02,  1.39683753e-01,  1.96259201e-01, -5.88290632e-01,
+	 1.91024184e-01,  3.32544707e-02, -6.25524700e-01,  1.75484434e-01,
+	-9.86559093e-02,  3.24867994e-01},
+ { 2.03728508e-02,  5.62473297e-01,  2.84142017e-01, -6.10810444e-02,
+	 3.11101586e-01,  1.51302770e-01,  4.87333946e-02, -1.77080974e-01,
+	 1.18828177e-01,  2.36051261e-01,  5.69042452e-02,  3.51903797e-03,
+	 1.61012039e-01,  6.90071136e-02,  2.67417938e-01, -1.42509133e-01,
+	 2.64909472e-02,  5.47593012e-02, -8.35805088e-02,  1.50156245e-01,
+	 2.58580986e-02,  2.66653985e-01,  2.57610440e-01,  1.81715339e-01,
+	 4.17904966e-02, -3.24868649e-01, -5.91998687e-03,  1.13663904e-01,
+	 3.16983461e-01, -5.07419482e-02,  9.21668112e-02,  1.04165211e-01,
+	 1.94431677e-01,  2.39430010e-01,  7.36758709e-02, -2.38680363e-01,
+	-4.67591099e-02,  1.29253507e-01, -4.90602385e-03,  5.26162013e-02,
+	 5.69358692e-02,  1.89538952e-02,  9.82740596e-02,  4.53666039e-02,
+	 5.50633669e-01,  1.00415563e-02,  3.72536480e-02,  1.91256016e-01,
+	-7.62565210e-02,  4.64544892e-02,  2.79015899e-01,  5.89818992e-02,
+	-1.01668656e-01,  4.48315851e-02,  3.61469150e-01,  1.05143026e-01,
+	 9.35322791e-02,  8.28746334e-02, -2.48547778e-01, -5.90991937e-02,
+	-3.79037261e-02,  1.45556524e-01,  3.49609047e-01,  7.80650750e-02,
+	-1.71201497e-01,  7.43936077e-02,  6.91369474e-02, -6.16783090e-03,
+	 4.06982712e-02,  2.83483099e-02, -5.89549690e-02,  1.16807632e-01,
+	 1.86943889e-01,  2.80728728e-01,  3.24080855e-01, -2.93578863e-01,
+	 2.95489013e-01,  3.72003131e-02,  9.18575451e-02, -4.46204767e-02,
+	-6.09469675e-02,  2.15603381e-01,  6.70550168e-02,  6.83973804e-02,
+	 3.10823888e-01, -1.39417633e-01,  2.49180362e-01, -2.83001214e-01,
+	 4.90617380e-02, -3.17746587e-02, -7.30922520e-02,  2.64738619e-01,
+	-1.58676337e-02, -1.53276033e-03,  1.56579807e-01, -1.55129045e-01,
+	 3.40621471e-02,  1.61082745e-01, -4.66340370e-02, -4.30669524e-02,
+	 2.28734434e-01, -1.57509327e-01, -3.30821842e-01,  2.15849087e-01,
+	-2.31582090e-01,  2.01458052e-01,  2.17441037e-01,  1.33308232e-01,
+	 1.60568702e+00, -1.31348804e-01},
+ {-1.36821464e-01,  4.02084976e-01, -2.10122198e-01, -5.12034297e-02,
+	 2.86912888e-01,  2.45250195e-01,  2.53379166e-01,  2.48780832e-01,
+	-6.15130484e-01, -7.70892799e-02, -6.44529760e-01, -2.60879025e-02,
+	-6.57474458e-01,  2.18902767e-01, -3.47699463e-01, -2.39043549e-01,
+	-3.08864772e-01, -4.61635403e-02,  2.66923368e-01, -3.26802850e-01,
+	-1.88153833e-01,  5.91960311e-01,  2.63211936e-01, -2.42586449e-01,
+	-1.46272615e-01, -4.46256340e-01,  1.52041480e-01, -4.74839956e-02,
+	-3.10239017e-01,  1.13978297e-01,  1.25225499e-01, -1.55632973e-01,
+	 3.52254570e-01,  3.81860107e-01,  7.43433759e-02, -1.61986843e-01,
+	 2.68218637e-01, -1.44342884e-01, -4.13010836e-01, -1.17067739e-01,
+	-2.46347457e-01, -2.79838413e-01,  6.91900074e-01, -1.01232626e-01,
+	 2.77804345e-01,  1.16038196e-01, -5.22063114e-02, -1.97985142e-01,
+	 2.35623717e-01,  3.22823137e-01,  1.40081823e-01,  7.64837041e-02,
+	 1.93481892e-01,  4.15106744e-01, -1.35889590e-01, -2.29153842e-01,
+	 3.69879663e-01,  1.68402806e-01, -3.42990607e-01,  3.31406146e-01,
+	 8.55226293e-02,  3.89532186e-02, -6.72058016e-02, -1.76362291e-01,
+	 2.23372489e-01, -1.57371804e-01, -1.72641277e-01, -3.56608778e-01,
+	 1.41829535e-01,  1.89150088e-02,  2.40730848e-02, -1.60666913e-01,
+	 2.55462974e-01,  4.21126187e-02, -6.87334955e-01, -1.04953349e-02,
+	-2.61111200e-01,  4.00695473e-01,  8.86684135e-02,  1.87735423e-01,
+	 3.98714662e-01, -4.70934927e-01,  2.70081580e-01, -1.93312109e-01,
+	 1.85256377e-01,  5.02208015e-03, -7.03654811e-02,  9.46327820e-02,
+	 1.64514393e-01, -1.10032044e-01,  4.77631062e-01,  2.17347458e-01,
+	 1.34025002e-02,  3.33290875e-01,  4.09461465e-03, -2.86417216e-01,
+	 9.21077877e-02,  1.57219581e-02, -6.40894696e-02, -4.20588911e-01,
+	-1.57183006e-01,  2.02024832e-01,  5.98935843e-01, -1.99318603e-01,
+	 7.30195493e-02,  5.80121696e-01, -2.49791175e-01, -4.11779135e-01,
+	-2.20610559e-01, -1.98245615e-01},
+ { 8.39337632e-02,  9.38530266e-03,  3.47723395e-01,  3.02764297e-01,
+	-4.10997033e-01,  4.61299837e-01,  4.68708314e-02,  2.23412380e-01,
+	 3.43921930e-01, -2.27529585e-01,  3.75568539e-01,  2.13606641e-01,
+	-1.00378110e-03,  3.95517766e-01, -3.46723437e-01,  3.64576653e-02,
+	 2.73449540e-01,  1.66329384e-01,  8.45511928e-02,  1.25066310e-01,
+	-1.81513593e-01,  3.64703052e-02, -8.52865428e-02,  5.64697623e-01,
+	-2.88135618e-01,  4.53878224e-01, -3.85361910e-02,  3.04555178e-01,
+	-9.57282931e-02,  5.09664752e-02,  1.55150265e-01, -2.40170181e-01,
+	-1.47479950e-02,  8.43166187e-02,  1.62577718e-01,  2.65280008e-01,
+	 9.04018506e-02,  2.04112127e-01, -3.35101157e-01, -3.82211655e-02,
+	 1.06466249e-01, -1.18996106e-01,  1.15798756e-01, -2.49116868e-02,
+	 5.00707738e-02,  3.11764538e-01,  3.73904318e-01, -1.15735523e-01,
+	 3.15558374e-01, -5.48328102e-01, -8.07041153e-02, -1.47680879e-01,
+	 3.68220285e-02,  3.52201350e-02, -3.64937559e-02,  2.32593074e-01,
+	 6.55183345e-02, -6.11362830e-02,  1.48244262e-01,  3.40586782e-01,
+	-2.98347414e-01, -2.29575992e-01,  1.87843233e-01,  1.40981138e-01,
+	 2.61155963e-01,  2.88993210e-01,  1.42520899e-02,  2.21989065e-01,
+	-7.79804438e-02, -1.28890155e-02, -2.09487230e-02,  1.27554804e-01,
+	-1.30635038e-01,  4.70923483e-01,  7.37263039e-02,  1.88443795e-01,
+	-9.49449614e-02,  2.95288980e-01, -8.49666297e-02,  4.70628329e-02,
+	 2.76104271e-01, -1.87450275e-01,  4.82339524e-02, -2.24281773e-01,
+	-1.29472569e-01,  1.28235489e-01, -1.08853675e-01, -5.71596809e-02,
+	 8.06234628e-02,  1.57083109e-01, -8.22389126e-02,  1.64005771e-01,
+	-1.00810520e-01, -6.90504536e-02,  3.69303375e-02,  4.21328336e-01,
+	-2.24342108e-01, -1.46914154e-01,  3.88328098e-02, -1.90462127e-01,
+	 4.89920937e-02,  1.39562458e-01,  1.31232142e-01, -6.62583783e-02,
+	 1.76023647e-01, -1.97602332e-01,  5.06054819e-01,  2.97242254e-01,
+	-1.33119714e+00,  1.96010992e-01}};
 
 const float dense1_biases[DENSE1_NUM] =
-{-0.79799366,  0.01163767,  1.8597244,  -0.5743726,  -0.09670635,  0.03550094,
- -0.78059965, -0.9383095,  -0.7120952, };
+{-0.0806553,   0.07583866,  0.0848485,  -0.16181457,  0.04131591, -0.16842675,
+ -0.27449414, -0.13381267,  0.28475025};
 
 const float dense2_weights[DENSE2_NUM][DENSE1_NUM] =
-{{ 4.9377009e-01,  4.1159919e-01, -1.2360531e+00, -6.1356705e-01,
-	 3.0731428e-01, -3.0378778e+00,  3.2259020e-01,  7.3772782e-01,
-	-1.3306829e+00},
- { 3.3682245e-01,  8.8559163e-01, -1.2963874e+00,  6.9257963e-01,
-	-4.3917674e-01,  8.2300633e-02,  7.0318896e-01,  4.3460824e-02,
-	 5.2840197e-01},
- {-3.9723161e-01, -1.0367485e+00,  1.2175050e+00, -1.7591482e-01,
-	-2.0868744e-01, -9.5455498e-01,  4.8914757e-01, -3.4355274e-01,
-	 4.7333950e-01},
- {-1.7412333e-01, -1.2437755e+00, -7.5970018e-01,  1.0108622e-03,
-	-9.0182304e-02, -2.9437525e+00, -9.2204249e-01, -3.5439637e-02,
-	-2.3758640e+00},
- {-4.7517797e-01, -2.8259107e-01,  6.0841241e-03, -5.1572090e-01,
-	-5.6680435e-01, -5.7869416e-01, -1.5674651e-01, -4.4699878e-01,
-	-2.4908018e-01},
- { 3.9878240e-01, -2.2789301e-01,  4.1710472e-01,  2.5030729e-01,
-	 2.7609015e-01,  3.4533736e-01,  3.5772675e-01,  7.3537892e-01,
-	-2.2349510e-01},
- {-5.5221930e-02,  2.4104913e-01,  3.5562322e-01, -1.3319931e-02,
-	-4.2009306e-01, -2.8060701e-01,  5.1530051e-01,  4.1507748e-01,
-	-8.8893163e-01},
- {-7.1063203e-01,  1.2859777e+00,  1.4661980e-01, -2.2284582e-01,
-	-2.1572804e-01, -2.7412307e-01, -4.9955076e-01, -5.7375133e-01,
-	-1.1503891e+00},
- {-4.6065480e-01,  5.0945193e-01,  1.0477122e+00, -8.4494698e-01,
-	 1.1037436e-01, -7.9725456e-01, -8.5079151e-01, -6.1352682e-01,
-	-5.4299176e-01},
- {-9.8208353e-02, -1.6632239e+00, -6.7857897e-01,  3.8586998e-01,
-	 2.0063901e-01,  2.2067063e-01,  2.4433972e-02, -1.9328713e-01,
-	-1.3201725e-01}};
+{{-0.45902982, -0.4020178,  -0.07553823, -0.07529096,  0.12201421, -0.527663,
+	-0.08211826,  0.02107002, -0.41526073},
+ {-0.05717847, -0.49629915, -0.528368,   -0.2721478,  -0.45421872, -0.4200583,
+	 0.31472674, -0.47363356,  0.21877933},
+ {-1.2044916,   0.26859465,  0.24234964, -0.2719993,   0.40545836,  0.21745701,
+	-0.2942707,   0.4239287,   0.7393717, },
+ { 0.4279736,   0.13975708, -0.34430546, -0.60079885,  0.5198798,   0.38007632,
+	-0.07903776,  0.23893832, -0.26493698},
+ { 0.07426065,  0.61665547, -0.47348467, -0.85366946,  0.4373599,  -0.4188264,
+	-0.14198977, -1.0490828,  -0.14487036},
+ {-0.45177612,  0.19769508, -0.08491959,  0.39108917, -0.02863354,  0.15112114,
+	 0.5750736,   0.01708996, -0.5571681, },
+ { 0.2405497,   0.43216386, -0.27182713, -0.5431654,   0.46385482,  0.18133073,
+	 0.24162228, -0.4005788,   0.29586533},
+ {-0.23815401, -0.577967,   -0.23631395, -0.42012972, -0.3490317,  -0.10427063,
+	 0.22232342, -0.2567554,   0.00389202},
+ {-0.5315702,   0.09060316, -0.60833335, -0.17480001,  0.39437234,  0.27995926,
+	-0.6264259,   0.04630008, -0.5315923, }};
 
 const float dense2_biases[DENSE2_NUM] =
-{ 0.417327,   -0.87613446,  0.6578497,  -0.05818594, -0.12370698,  0.20325933,
-	0.8986863,  -0.94687223,  2.029265,    0.82402563};
+{-0.02319774,  0.2312507,   0.18518656,  0.0344083,   0.04457301, -0.20525749,
+ -0.20666422,  0.18317206, -0.14519683};
 
 const float output_weights[DENSE2_NUM] =
-{-0.16854496, -0.24643382,  0.21003343,  1.1614361,  -0.42013773, -0.14773677,
-	0.14799334,  0.16026509,  0.22128905, -2.0002096, };
+{-0.01794957,  0.7150688,  -0.4237901,   0.51819545,  0.64770865, -0.55876374,
+ -0.10490584,  0.35514644,  0.61240315};
 
 const float output_bias =
--0.515012;
+0.015851846;