There was a bug in the minimax!

4 files changed, 592 insertions, 586 deletions

diff --git a/include/ct1986.c b/include/ct1986.c
index 5b3125f..4e081d1 100644
--- a/include/ct1986.c
+++ b/include/ct1986.c
@@ -115,54 +115,61 @@ previous_ply(void) {
 	}
 }
 
-#define WIN_EVALUATE_OR_RECURSE(store)		\
-	{ w = 0xFF; \
-	if (ply >= 2*board_size - 2) w = check_win(); \
-	if (w < 0xFF) { \
-		if ((min == 0) && (w == WIN_ROAD_BLACK \
-											 || w == WIN_FLAT_BLACK \
-											 || w == WIN_DRAGON)) { \
-			this = infty; \
-		} else if ((min > 0) \
-							 && (w == WIN_ROAD_WHITE \
-									 || w == WIN_FLAT_WHITE \
-									 || w == WIN_DRAGON)) { \
-			this = -infty; \
-		}	/* Otherwise decide what to do based on our depth  */ \
-	} else if (cur_depth == max_depth) { \
-		/* We're at the bottom, evaluate */ \
-		this = ct1986_evaluate_black_win(); \
-		if ((ply & 1) == 0) this = this - 1.0; \
-	} else { \
-		/* We're not at the bottom, recurse first */ \
-		next_ply(); \
-		this = ct1986_minimax(cur_depth + 1, max_depth, 1-min, alpha, beta); \
-		previous_ply(); \
-	} \
-	if ( (min && (this < optimal)) \
-			 || ((min==0) && (this > optimal))) { \
-		optimal = this; \
-		if (min) { \
-			if (this < beta) beta = this; \
-		} else { \
-			if (this > alpha) alpha = this; \
-		} \
-		if (cur_depth == 0) { store; }; \
-	} \
+static inline int
+win_evaluate_or_recurse(const uint8_t cur_depth,
+												const uint8_t max_depth, const uint8_t min,
+												float* alpha, float* beta, float *optimal) {
+	float this;
+	enum WIN_TYPE w = 0xFF;
+	if (ply >= 2*board_size - 2) w = check_win();
+	if (w < 0xFF) {
+		/* Somebody won, assign weights accordingly */
+		if (min == 0) {
+			if (w == WIN_ROAD_BLACK || w == WIN_FLAT_BLACK || w == WIN_DRAGON)
+				this = infty;
+			else this = -infty;
+		} else {
+			if (w == WIN_ROAD_WHITE || w == WIN_FLAT_WHITE || w == WIN_DRAGON)
+				this = -infty;
+			else this = infty;
+		}
+	} else if (cur_depth == max_depth) {
+		/* We're at the bottom, evaluate */
+		this = ct1986_evaluate_black_win();
+		if ((ply & 1) == 0) this = this - 1.0;
+	} else {
+		/* We're not at the bottom, recurse first */
+		next_ply();
+		this = ct1986_minimax(cur_depth + 1, max_depth, 1-min, *alpha, *beta);
+		previous_ply();
+	}
+	/* Update alpha and beta */
+	if (min) {
+		if (this < *beta) *beta = this;
+	} else {
+		if (this > *alpha) *alpha = this;
+	}
+	/* Update the optimal value */
+	if (((min > 0) && (this < *optimal))
+			|| ((min == 0) && (this > *optimal))) {
+		*optimal = this;
+		/* If we're at the top, store the PTN of the winning turn */
+		if (cur_depth == 0) { return 1; };
 	}
+	return 0;
+}
 
 float
 ct1986_minimax(const uint8_t cur_depth, const uint8_t max_depth,
 							 const uint8_t min, float alpha, float beta) {
 	enum E_RESULT r;
-	enum WIN_TYPE w;
 	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, -1.0 is a `certain' white win.
-	float this = 0, optimal = (min) ? infty : -infty;
+	float optimal = (min) ? infty : -infty;
 
 	// Step across the board
 	for (uint8_t row = 0; row < board_size; row++) {
@@ -217,9 +224,8 @@ ct1986_minimax(const uint8_t cur_depth, const uint8_t max_depth,
 								if (r == ACT_OK) {
 									// First check for wins, if we're at the bottom
 									// evaluate, otherwise recurse
-									WIN_EVALUATE_OR_RECURSE({
-											generate_move(loc, dir, steps, drops, ct1986_ptn);
-										});
+									if (win_evaluate_or_recurse(cur_depth, max_depth, min, &alpha, &beta, &optimal))
+										generate_move(loc, dir, steps, drops, ct1986_ptn);
 									// Reset the board data
 									if (dir <= M_DOWN) {
 										for (uint8_t y = 0; y < board_size; y++) {
@@ -251,9 +257,8 @@ ct1986_minimax(const uint8_t cur_depth, const uint8_t max_depth,
 					if (r == ACT_OK) {
 						// First check for wins, if we're at the bottom
 						// evaluate, otherwise recurse
-						WIN_EVALUATE_OR_RECURSE({
+						if (win_evaluate_or_recurse(cur_depth, max_depth, min, &alpha, &beta, &optimal))
 								generate_place(loc, stone, ct1986_ptn);
-							});
 						// Reset the state
 						celldat[loc] = 0;
 						white_count = white_count_backup;
diff --git a/include/weights.c b/include/weights.c
index d29248d..0ce633e 100644
--- a/include/weights.c
+++ b/include/weights.c
@@ -1,560 +1,561 @@
 #include "weights.h"
 
 const float conv2d_weights[KERN_NUM][KERN_SIZE][KERN_SIZE][KERN_CHAN] =
-{{{{-1.49342704e+00, -2.02024013e-01, -6.00633621e-01, -1.49391270e+00,
-		-1.66570172e-01, -1.97065842e+00,  1.03694662e-01, -6.38259470e-01},
-	 {-5.30860186e-01,  2.70352185e-01, -7.93185681e-02, -3.26061785e-01,
-		-5.59413612e-01,  1.29725963e-01,  4.88577634e-01, -3.98242753e-03},
-	 {-2.55876303e-01, -3.02888721e-01, -3.38508338e-01, -7.74883926e-02,
-		 3.75538558e-01, -3.23634177e-01, -1.87377229e-01, -3.64462107e-01}},
-
-	{{-8.99752557e-01, -6.21641695e-01, -9.62861851e-02,  9.31405649e-02,
-		 7.42227018e-01,  2.29496479e-01, -8.80585730e-01,  4.13773894e-01},
-	 { 6.75446928e-01, -2.54890561e-01, -1.09133590e-02,  3.48883927e-01,
-		 2.51414925e-01, -1.75399765e-01, -2.18273148e-01,  1.35543227e+00},
-	 { 3.99080127e-01,  1.40440613e-01,  8.95021111e-02,  3.13636720e-01,
-		 4.51939791e-01,  3.73561144e-01,  1.00396824e+00, -2.59286493e-01}},
-
-	{{-2.41056561e-01,  1.63716208e-02, -2.73307830e-01, -1.82909649e-02,
-		-3.68237823e-01, -4.17357475e-01, -2.43551865e-01, -5.59155822e-01},
-	 { 5.57449281e-01,  3.34315389e-01,  1.49363726e-01,  4.77955155e-02,
-		 1.04454011e-01,  3.83271813e-01,  1.57817319e-01, -7.97063947e-01},
-	 { 7.94458926e-01, -3.81105058e-02,  1.18691973e-01,  6.01196349e-01,
-		 1.14111221e+00,  1.02166146e-01, -5.65836728e-01, -5.49829364e-01}}},
-
-
- {{{ 2.68194646e-01,  1.07623219e-01, -4.97361496e-02, -5.86666204e-02,
-		-7.77133778e-02,  2.60855407e-01,  2.97994912e-01,  4.03764814e-01},
-	 {-3.54825109e-01,  1.30400747e-01, -2.01571584e-01,  4.01907742e-01,
-		-1.13235116e+00,  1.06591678e+00,  1.56924772e+00, -3.28122616e-01},
-	 {-6.50617123e-01, -4.95584816e-01, -8.86175111e-02, -2.03182608e-01,
-		-5.31366169e-01,  1.26554191e+00,  1.50064933e+00,  3.27340364e-01}},
-
-	{{-1.33676991e-01, -1.39628381e-01, -1.28701730e-02,  3.17323506e-01,
-		 2.41915569e-01,  3.44132990e-01, -2.36365154e-01, -1.78018641e-02},
-	 { 1.78043604e+00, -1.57208338e-01,  1.44079149e-01,  6.28370568e-02,
-		-3.12698483e-01,  6.94170892e-02,  1.66212648e-01, -5.32119334e-01},
-	 {-6.03658438e-01,  4.09225047e-01, -2.30704576e-01,  9.50685143e-02,
-		 1.29128054e-01,  7.29526103e-01, -2.98970878e-01, -5.27148008e-01}},
-
-	{{ 3.69384646e-01,  2.75215536e-01,  2.66880482e-01,  2.06775427e-01,
-		 7.59447038e-01,  9.69211459e-01,  9.52779830e-01, -3.64805818e-01},
-	 {-2.77349293e-01,  1.80420622e-01, -2.42154881e-01, -7.03960191e-03,
-		 3.79176348e-01, -3.76488388e-01,  2.55217016e-01,  2.82798111e-01},
-	 {-4.57839727e-01, -2.13334188e-01,  3.51013690e-01,  2.23404139e-01,
-		-2.09485859e-01, -1.54245365e+00, -9.53844666e-01, -4.54131365e-01}}},
-
-
- {{{-1.24864924e+00, -3.50397795e-01,  1.43992826e-01, -1.04669165e-02,
-		-6.95703149e-01, -3.98537487e-01,  1.66089505e-01, -2.43727684e-01},
-	 {-8.10398579e-01, -6.07036985e-02,  7.69080296e-02, -4.24960434e-01,
-		-4.40077394e-01, -7.07461834e-01, -3.36757243e-01,  4.86040339e-02},
-	 {-1.04087842e+00, -1.03820272e-01, -1.54521182e-01, -7.37193823e-01,
-		-3.53228420e-01, -4.19599950e-01,  8.96719843e-02,  6.58405960e-01}},
-
-	{{-8.58385563e-01,  3.52280624e-02, -3.49745870e-01, -3.93337697e-01,
-		-4.89139229e-01, -3.80561918e-01, -7.01447129e-01, -7.46432781e-01},
-	 {-1.15073276e+00, -2.57543743e-01, -4.73126352e-01,  2.01599643e-01,
-		-1.42301872e-01,  4.30021435e-01,  2.62773663e-01, -9.94606256e-01},
-	 {-6.74630702e-01, -4.44554687e-01, -1.42255917e-01, -7.64056981e-01,
-		-9.51508284e-02, -7.60230124e-01, -1.15476176e-01, -8.87655854e-01}},
-
-	{{-1.17066431e+00, -4.52729076e-01,  1.02857776e-01, -5.80456913e-01,
-		-6.22834623e-01,  3.76997888e-02, -2.68113822e-01, -3.60592723e-01},
-	 {-7.13983893e-01, -3.05358112e-01, -4.07160997e-01, -2.87161946e-01,
-		-2.98837930e-01, -9.58307385e-02,  3.03000927e-01,  1.52297831e+00},
-	 {-7.28246152e-01, -2.96017617e-01, -8.86672512e-02,  4.30423051e-01,
-		 5.17012537e-01,  3.25922340e-01,  1.06718457e+00,  4.46234375e-01}}},
-
-
- {{{ 5.43798685e-01, -5.09427376e-02,  2.93408372e-02,  4.95231301e-01,
-		-1.96269929e-01, -1.01313896e-01,  9.69131216e-02,  4.96328287e-02},
-	 { 8.56770515e-01, -1.78760692e-01,  1.60062611e-01, -1.48551002e-01,
-		-3.18391696e-02,  4.55175638e-01, -3.81918967e-01, -5.98575950e-01},
-	 { 1.50882733e+00,  1.31808922e-01,  3.62909794e-01,  8.98091376e-01,
-		 1.24348748e+00, -1.57953411e-01, -5.67456722e-01, -3.71768475e-01}},
-
-	{{ 6.54559433e-01,  1.26523674e-01,  1.72344759e-01,  5.93596995e-01,
-		-1.40776604e-01,  5.38793504e-01, -1.08555384e-01, -1.64089215e+00},
-	 { 7.73423851e-01,  2.32104316e-01, -7.39061311e-02, -3.05328637e-01,
-		 2.13284433e-01, -1.01147808e-01, -3.72548476e-02,  2.82640338e-01},
-	 { 7.90842950e-01,  4.89291519e-01, -1.88619584e-01, -6.00563362e-02,
-		 4.50389594e-01,  4.97446299e-01,  8.78038406e-02,  1.52724481e+00}},
-
-	{{ 1.34389675e+00,  1.76138192e-01,  2.33865350e-01,  5.13487220e-01,
-		 2.18617558e-01,  9.98801440e-02,  2.95226932e-01, -4.81885374e-01},
-	 { 1.22593522e+00,  2.01762721e-01,  2.19801050e-02,  4.04027462e-01,
-		 2.60840267e-01,  1.30525982e+00,  2.60254890e-01,  7.17203438e-01},
-	 { 8.35741043e-01,  4.00180787e-01,  2.50714183e-01,  5.89210510e-01,
-		-4.75758672e-01,  1.02743268e-01, -9.99610350e-02,  5.71479082e-01}}},
-
-
- {{{ 4.28721420e-02, -8.94161612e-02,  5.01511153e-03, -1.18459359e-01,
-		-2.24008247e-01, -1.95813939e-01,  1.78384990e-01,  4.97242272e-01},
-	 {-2.82710910e-01,  3.33844870e-02,  2.69320846e-01, -3.75497341e-02,
-		-1.38768390e-01, -5.45427620e-01, -1.62384838e-01, -1.24371707e+00},
-	 { 8.71529639e-01,  5.81371114e-02, -1.33653358e-03, -1.03143156e-01,
-		-4.73168753e-02, -1.84730619e-01, -4.68057364e-01,  8.52739513e-01}},
-
-	{{-2.12228000e-01, -2.54758775e-01, -2.90625691e-02,  2.94138879e-01,
-		 6.12074099e-02,  3.23606133e-01, -1.07262361e+00, -1.44423640e+00},
-	 {-7.50365376e-01, -2.19884858e-01,  1.51416793e-01,  6.38316631e-01,
-		 1.41424918e+00, -9.07468081e-01, -2.40927003e-02,  1.74903357e+00},
-	 {-1.34188378e+00, -2.74541289e-01,  2.22816586e-01,  7.36501634e-01,
-		 1.21423304e+00, -1.44787490e+00, -1.08992648e+00, -5.07499158e-01}},
-
-	{{-2.45172858e-01, -6.24594502e-02,  3.44607711e-01, -2.39775721e-02,
-		-4.32484120e-01, -1.10978973e+00, -4.68713105e-01, -5.37252307e-01},
-	 {-2.14026347e-01,  3.02996993e-01, -4.52640876e-02, -2.77889878e-01,
-		-6.71969280e-02, -7.84386039e-01,  1.21448362e+00, -1.04617929e+00},
-	 { 3.91178966e-01, -3.88844907e-01,  1.07824877e-01,  1.71438053e-01,
-		-3.14217776e-01, -9.16914582e-01, -2.92549759e-01,  2.70085752e-01}}},
-
-
- {{{ 1.44454297e-02, -2.06627607e-01, -1.80518746e-01, -5.99813402e-01,
-		 1.37385586e-02, -7.98294067e-01, -1.54849327e+00,  4.46845531e-01},
-	 { 5.65759540e-01,  3.93923074e-02,  9.12483782e-03,  2.77481247e-02,
-		-7.58353353e-01,  1.75289891e-03,  6.00565314e-01, -3.59375089e-01},
-	 {-3.64345372e-01, -1.38491273e-01, -4.03001100e-01, -1.66329630e-02,
-		 1.61333174e-01, -4.41814363e-01, -1.22047734e+00, -4.48204666e-01}},
-
-	{{-1.98471534e+00, -4.90251333e-01,  1.59580577e-02, -4.25895602e-01,
-		-2.07057253e-01, -1.47286609e-01, -1.62249833e-01,  8.27347040e-01},
-	 { 7.92296886e-01, -5.10989726e-01,  4.09036949e-02, -6.60984591e-02,
-		 1.02153078e-01, -2.01288331e-02, -9.48453307e-01, -1.08819962e-01},
-	 { 1.68281570e-01,  2.89104223e-01, -3.81446987e-01, -5.51061571e-01,
-		 7.98708677e-01,  7.83865273e-01, -2.36889333e-01, -1.09701145e+00}},
-
-	{{ 9.30205658e-02, -2.40276128e-01, -1.54554203e-01,  1.03673592e-01,
-		-5.25726497e-01, -2.70000339e-01, -3.93803000e-01,  3.80073518e-01},
-	 { 5.71202695e-01,  2.95031875e-01, -3.82242113e-01, -1.92370750e-02,
-		-2.60929793e-01,  8.29627573e-01,  1.42935860e+00,  6.01197779e-01},
-	 {-7.14808628e-02, -1.11522377e-01, -2.61265244e-02,  6.98674768e-02,
-		 4.19918627e-01,  2.55893648e-01,  5.89878142e-01, -1.18069327e+00}}},
-
-
- {{{ 1.29204452e-01, -3.74427512e-02,  1.65607810e-01, -4.24454249e-02,
-		-7.25335628e-02, -1.85964014e-02,  1.83271334e-01, -5.41704535e-01},
-	 { 1.25671718e-02, -2.55995780e-01,  1.95472427e-02,  1.29455164e-01,
-		-3.12805504e-01,  1.85105816e-01, -4.44803327e-01,  1.53907716e-01},
-	 {-2.31804639e-01,  5.44818975e-02,  8.15472305e-02,  6.20190948e-02,
-		-3.76114637e-01,  5.58642805e-01,  7.63403296e-01, -3.76398563e-01}},
-
-	{{ 1.07238591e-01, -1.42884955e-01, -3.67509276e-02,  2.54944146e-01,
-		-2.79975474e-01, -1.52934939e-01,  2.11379915e-01, -2.01096088e-01},
-	 {-9.72495452e-02, -1.93812937e-01, -1.79164514e-01, -2.24964488e-02,
-		 1.64266974e-02, -2.28396937e-01,  7.91136801e-01,  1.57180822e+00},
-	 {-3.95834327e-01,  9.90657583e-02,  1.43085182e-01,  1.76827043e-01,
-		 6.16686456e-02, -1.92962438e-01, -1.00675833e+00, -2.57834703e-01}},
-
-	{{-2.88029969e-01, -6.03773333e-02,  2.40936339e-01, -1.04093947e-01,
-		 1.60079330e-01, -3.32984440e-02,  4.04835939e-01,  1.11214888e+00},
-	 {-5.75184286e-01,  1.74125865e-01, -3.43929231e-02, -1.49543807e-02,
-		-3.25993270e-01, -5.36382854e-01, -1.00092745e+00, -1.18556416e+00},
-	 {-2.59552026e+00, -2.88894415e-01, -3.56229395e-02, -2.79903859e-01,
-		-3.50154847e-01, -3.58531404e+00,  2.46460110e-01,  2.73356676e-01}}},
-
-
- {{{-3.10551405e-01, -1.63400918e-02, -9.29400101e-02, -1.57737866e-01,
-		 4.60700244e-01, -1.46664932e-01, -1.30100763e+00,  1.34585869e+00},
-	 { 5.44998944e-01,  3.56286466e-01,  1.29246667e-01, -1.98619470e-01,
-		-6.23158634e-01, -1.64001286e-01,  3.03533766e-02, -6.56950295e-01},
-	 { 6.40977025e-01,  7.50886127e-02, -1.73484847e-01,  3.62150334e-02,
-		 2.10172951e-01, -2.23060086e-01,  2.12639757e-02, -5.51235259e-01}},
-
-	{{-7.33961523e-01,  9.23544392e-02,  6.07516132e-02, -1.30592555e-01,
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+	 {-5.68036079e-01, -3.12248170e-01, -1.25882775e-01, -2.18669698e-01,
+		-1.62144065e-01,  2.58585393e-01},
+	 {-4.80635315e-01, -1.09255292e-01, -7.42611736e-02,  4.76464853e-02,
+		-2.03115925e-01,  2.76582658e-01}},
+
+	{{-1.05230606e+00, -1.42961904e-01, -6.62753060e-02, -3.71821560e-02,
+		-3.17636162e-01, -2.14411929e-01},
+	 {-4.65290725e-01, -2.49341112e-02, -1.64723366e-01, -3.27714145e-01,
+		-6.66987002e-02, -2.79007480e-02},
+	 {-9.40316737e-01,  4.10899371e-02, -9.31140855e-02, -4.44192499e-01,
+		-4.86403070e-02, -5.84515333e-01}}},
+
+
+ {{{ 9.19007361e-01,  1.49038285e-01,  2.41707161e-01,  2.54622430e-01,
+		-2.73390591e-01,  1.47304526e-02},
+	 { 5.29681265e-01,  3.08011800e-01, -8.05137753e-02, -2.67121941e-01,
+		 9.46835279e-02,  5.95021248e-02},
+	 { 5.89558721e-01, -3.07517260e-01,  1.45557150e-01, -1.82723463e-01,
+		 4.89876300e-01,  6.18842803e-02}},
+
+	{{ 3.70961577e-01,  1.20459110e-01, -5.24418950e-02,  5.96853673e-01,
+		 3.48191053e-01,  1.22134104e-01},
+	 { 8.98721397e-01,  3.75704169e-01, -3.16534564e-02, -2.71686562e-03,
+		 7.21858293e-02,  1.45490915e-01},
+	 { 4.97742027e-01, -4.53889929e-02, -1.46379089e-02,  4.19956744e-01,
+		-8.83420929e-02,  1.42255323e-02}},
+
+	{{ 5.08450568e-01, -3.19700181e-01,  4.26574320e-01, -6.30437732e-01,
+		-2.93414146e-01, -1.93939850e-01},
+	 { 4.38413769e-01,  2.27074012e-01,  1.38184741e-01, -1.18361510e-01,
+		-3.44287038e-01,  3.18759978e-01},
+	 { 7.45677769e-01, -2.73597449e-01,  5.33725917e-01,  3.19393933e-01,
+		-2.98557132e-01,  2.56215006e-01}}},
+
+
+ {{{-3.48750949e-01, -3.39567453e-01, -1.33865386e-01, -1.84566110e-01,
+		-1.83222815e-01,  5.67223467e-02},
+	 { 9.21244249e-02,  1.30478159e-01,  1.19493388e-01,  2.62393415e-01,
+		-9.63652879e-02,  8.98348570e-01},
+	 { 3.87799263e-01, -1.00126132e-01,  2.91861653e-01,  1.98628735e-02,
+		 2.95907527e-01,  9.29052830e-02}},
+
+	{{-1.33091239e-02, -1.65312797e-01, -1.64539829e-01, -1.91681772e-01,
+		 4.40562546e-01, -5.10213792e-01},
+	 {-7.04615191e-02, -2.43937969e-01, -1.92065518e-02,  2.95835018e-01,
+		-8.48817527e-01, -1.07865170e-01},
+	 { 2.12156102e-01,  3.12767118e-01,  4.67079803e-02,  4.23641652e-01,
+		 3.67144644e-01,  4.15186584e-01}},
+
+	{{-4.54169303e-01, -1.10878393e-01,  1.40793219e-01, -4.82973933e-01,
+		-5.83355546e-01, -4.02730137e-01},
+	 {-6.71319366e-01, -6.83311164e-01, -2.53296852e-01, -1.17931247e-01,
+		-1.94382787e-01,  2.71097064e-01},
+	 {-8.22793007e-01, -3.29952762e-02,  2.26548761e-01, -2.89201111e-01,
+		-5.34219146e-01, -4.31957215e-01}}},
+
+
+ {{{ 2.21570045e-01, -4.61704321e-02, -7.80589804e-02,  1.12441570e-01,
+		 1.44643411e-01,  1.76498860e-01},
+	 { 5.98575510e-02,  1.15886547e-01,  2.12889031e-01,  1.14447482e-01,
+		-2.21642479e-01, -6.22702658e-01},
+	 { 7.64898024e-03,  1.18548512e-01, -2.44605213e-01,  1.10780716e-01,
+		 8.23918954e-02,  3.00280392e-01}},
+
+	{{ 4.39941704e-01,  7.34036118e-02, -5.13411351e-02, -5.40374815e-02,
+		 3.16693038e-01,  3.29364866e-01},
+	 { 1.45841792e-01,  7.05012083e-02,  1.38121322e-01,  2.37748250e-01,
+		-3.30028266e-01, -6.62800252e-01},
+	 { 1.77027702e-01,  1.49765816e-02,  4.56727296e-02, -2.44290799e-01,
+		-2.14785840e-02, -5.47940195e-01}},
+
+	{{ 1.63033605e+00,  1.27090186e-01, -8.27345997e-03,  1.06211150e+00,
+		 8.29903111e-02,  4.28688288e-01},
+	 { 3.95001441e-01,  2.86689755e-02,  1.79315567e-01,  5.27289689e-01,
+		 2.42726102e-01,  2.06614330e-01},
+	 { 2.73400545e-01, -4.62018512e-02,  1.81351840e-01, -9.24440399e-02,
+		 8.12795639e-01, -1.12409048e-01}}},
+
+
+ {{{-2.33889848e-01,  1.36151820e-01,  1.15542665e-01,  3.25901777e-01,
+		 3.25582594e-01, -1.08095825e-01},
+	 {-4.86720055e-01, -1.43843904e-01, -3.32807004e-02, -5.69215953e-01,
+		-3.85763228e-01, -8.82473886e-02},
+	 {-1.75578630e+00,  7.45301843e-02, -4.89061028e-01, -9.85102236e-01,
+		-4.35232893e-02,  1.24381863e-01}},
+
+	{{ 1.13066668e-02,  5.06751239e-02,  1.22664357e-02, -5.54655306e-02,
+		 3.04601341e-01, -1.89349473e-01},
+	 {-1.86721697e-01, -2.31332451e-01, -6.92872182e-02,  1.94985092e-01,
+		-1.82094678e-01, -6.08450830e-01},
+	 {-2.16326594e-01,  1.16397470e-01, -1.32518038e-01, -3.66681032e-02,
+		 1.43481225e-01, -1.33359349e+00}},
+
+	{{ 2.72197854e-02, -7.13944361e-02, -1.66030467e-01,  1.41010463e-01,
+		-5.24001429e-03,  6.77291304e-02},
+	 {-8.26422572e-02, -4.08883318e-02,  1.90693796e-01,  4.55707535e-02,
+		 2.43058264e-01, -3.13074440e-01},
+	 {-2.82402873e-01, -3.94367473e-03,  9.75417048e-02, -4.33218837e-01,
+		-2.49651104e-01, -6.01977222e-02}}},
+
+
+ {{{ 1.88976690e-01, -2.49853790e-01, -3.51659328e-01, -5.05926132e-01,
+		-5.54779351e-01, -9.30937901e-02},
+	 {-6.69566810e-01, -3.50594819e-01, -2.60491729e-01,  1.44327685e-01,
+		 3.04998487e-01, -3.80130678e-01},
+	 {-6.45996571e-01, -1.18687280e-01, -4.10587072e-01,  1.37361750e-01,
+		-3.19957733e-01,  3.31452712e-02}},
+
+	{{ 3.53187770e-01,  2.92797625e-01, -1.61100067e-02, -8.15149844e-02,
+		-4.63608801e-01, -8.36839974e-01},
+	 {-4.01859611e-01, -1.58319473e-01,  1.34145051e-01, -1.86359614e-01,
+		-1.56542495e-01, -3.15799527e-02},
+	 {-3.98031533e-01,  2.95922905e-02, -4.80659962e-01,  1.95414677e-01,
+		-2.30337188e-01, -2.17120871e-01}},
+
+	{{ 4.54023063e-01,  1.69102877e-01, -2.53470182e-01,  7.38869727e-01,
+		-4.42220658e-01,  4.70840961e-01},
+	 { 5.36338449e-01,  3.11948657e-01, -2.47342765e-01, -5.96811295e-01,
+		-1.13290817e-01,  9.92319435e-02},
+	 { 2.00818792e-01, -4.12002355e-01, -4.20255005e-01, -1.12456828e-01,
+		-6.13950312e-01,  1.21014357e+00}}}};
 
 const float conv2d_biases[KERN_NUM] =
-{ 0.7355325,   0.5448669,   0.6421805,   0.51880443,  0.46244785,  0.6303957,
- -0.44344658,  0.977946,   -0.7726644,  -0.63032776,  0.7339508,  -0.8462396, };
+{-7.0537925e-01, -5.2856308e-01,  3.9438587e-01,  5.7075858e-01,
+	2.2353417e-04, -3.4354743e-01,  2.8509900e-01,  2.4562109e-01,
+	2.6523420e-01, -3.5638392e-01, -3.6159530e-01,  1.9663265e-01};
 
 const float dense1_weights[DENSE1_NUM][CONV_NUM+2] =
-{{ 4.90848392e-01, -2.05705255e-01, -3.96815270e-01,  6.83936417e-01,
-	-4.32269812e-01,  5.67859352e-01,  1.15948999e+00, -4.10654366e-01,
-	-1.18024312e-01, -9.41603243e-01,  4.83388364e-01,  7.98683345e-01,
-	 5.89129448e-01, -6.12880290e-01, -1.76056862e-01,  4.65236872e-01,
-	-6.48007512e-01,  6.69434667e-01,  3.60348016e-01, -6.42425492e-02,
-	-5.76387346e-01,  7.74606690e-02,  7.79823601e-01, -1.52690351e+00,
-	 1.60632864e-01, -3.00991476e-01,  6.71736449e-02, -6.41012669e-01,
-	-4.54972446e-01,  3.70663077e-01,  8.40622008e-01, -5.12647212e-01,
-	-2.31980729e+00, -1.67539310e+00,  4.35486585e-01, -1.52532339e+00,
-	 4.59023178e-01, -4.52987134e-01,  1.89548820e-01, -3.31182808e-01,
-	-5.63249707e-01,  3.92082781e-01,  1.13613307e+00, -1.13170958e+00,
-	-1.37074542e+00, -4.16141301e-01,  6.73137665e-01,  2.62746632e-01,
-	 5.47926426e-02,  5.52727655e-03,  5.86216509e-01, -6.75835274e-03,
-	-3.51362497e-01,  6.33374870e-01,  9.79412317e-01, -9.84924659e-02,
-	-6.58493102e-01, -1.08410048e+00,  2.41952986e-01, -1.12750435e+00,
-	-3.67102593e-01, -9.20697689e-01,  4.62001234e-01,  6.48141384e-01,
-	-3.69628459e-01,  6.19045854e-01,  1.20204401e+00, -6.03323936e-01,
-	-7.22156644e-01, -2.36787248e+00,  9.39473152e-01, -9.97290909e-01,
-	 1.50061995e-01, -2.01963171e-01,  9.33868363e-02,  4.36960846e-01,
-	-5.94311096e-02,  3.55627984e-01,  2.35306457e-01, -2.23147964e+00,
-	-1.35763812e+00, -2.02712917e+00,  7.39616156e-01, -1.45116657e-01,
-	 4.28257048e-01, -2.50693530e-01,  2.72735655e-01, -6.27146542e-01,
-	-1.06525028e+00,  5.34026623e-01,  1.07280946e+00, -2.74690002e-01,
-	-1.23834983e-01, -1.11146510e+00,  2.44322151e-01, -2.94765204e-01,
-	-1.85235403e-02, -4.41845685e-01,  1.44252226e-01,  9.48882222e-01,
-	-1.40947676e+00,  2.15079024e-01,  1.19809961e+00, -4.43470657e-01,
-	-5.71315408e-01, -3.78384411e-01,  7.50904381e-01, -1.81540057e-01,
-	 4.12093019e+00,  9.07746673e-01},
- {-1.34709918e+00,  4.32079881e-01, -9.20599103e-01,  1.37161005e+00,
-	 1.08301342e+00,  4.47317839e-01,  2.72214651e-01,  8.18391681e-01,
-	 4.03151840e-01, -4.30555403e-01, -4.48663324e-01, -6.29304171e-01,
-	 6.30910397e-01,  3.11789542e-01, -1.27572453e+00,  8.98005366e-01,
-	 6.66532218e-01,  4.91455853e-01, -2.31247142e-01,  3.71095777e-01,
-	-1.11632645e+00,  3.39385718e-01, -8.92328262e-01, -7.68757701e-01,
-	-1.25419080e-01,  1.56519520e+00,  2.68475324e-01,  1.00450957e+00,
-	 1.06519520e+00,  2.75894105e-01, -1.28938511e-01, -9.06722605e-01,
-	-8.87425065e-01, -1.64011225e-01, -1.26031423e+00, -9.11401585e-02,
-	 5.41299820e-01,  1.65271729e-01, -4.64819580e-01,  1.41049349e+00,
-	-8.50129068e-01, -8.35095108e-01,  2.40944102e-01,  5.10778904e-01,
-	-1.21211994e+00, -5.76541245e-01,  3.00978303e-01, -1.92864704e+00,
-	 4.32979316e-02,  1.81315780e-01,  7.51622736e-01, -2.18640622e-02,
-	-6.12480640e-01, -1.08626239e-01,  2.69343674e-01,  4.24537808e-01,
-	-5.31978250e-01, -6.16036415e-01, -2.18098000e-01, -1.01504529e+00,
-	 4.85173166e-01,  3.14749241e-01, -8.83895904e-03,  9.05118465e-01,
-	-4.84909534e-01, -2.48438954e-01,  3.67093325e-01, -9.02275145e-02,
-	-6.67971671e-01,  7.90665388e-01,  7.52139539e-02, -8.15573335e-01,
-	 4.64663059e-01,  9.41922963e-02,  6.10171318e-01,  4.89106774e-01,
-	-1.16750610e+00, -9.95733738e-01, -1.37312889e-01,  1.06628883e+00,
-	-4.16079521e-01, -1.32766172e-01,  2.68544978e-03, -1.36975884e+00,
-	 2.49175116e-01,  1.67334244e-01,  3.64544868e-01,  3.10222328e-01,
-	-5.07087529e-01, -8.16488206e-01, -8.69150519e-01,  5.15306711e-01,
-	-1.81155992e+00, -3.41045886e-01,  3.91215205e-01,  1.81371883e-01,
-	-9.24909532e-01,  7.43856430e-01, -8.69039536e-01,  5.13208568e-01,
-	 9.63259116e-03, -7.90114582e-01, -3.16544585e-02, -3.47091585e-01,
-	 6.94282174e-01, -7.19343126e-03,  2.90055215e-01,  2.41507590e-01,
-	 4.51901340e+00,  1.48772550e+00},
- { 1.16544403e-01, -2.16557190e-01,  8.87847424e-01, -9.60075259e-01,
-	-4.40131091e-02,  1.13005126e+00,  3.70735347e-01, -5.80912411e-01,
-	-1.09442055e+00,  2.99697608e-01,  1.15704036e+00,  9.76233706e-02,
-	-3.66906554e-01, -2.00196624e-01, -2.43087769e-01,  2.03539178e-01,
-	 4.01378751e-01,  6.82419538e-01,  4.10729498e-01, -3.95216316e-01,
-	 1.16182499e-01, -1.20454240e+00,  7.08260357e-01,  1.90652579e-01,
-	-2.20271170e-01, -4.09684837e-01, -1.38593808e-01, -4.02304530e-01,
-	-2.06592679e-01,  1.22082853e+00,  6.41582906e-01,  5.15879914e-02,
-	 7.67964363e-01, -9.67428207e-01,  1.31695271e+00, -9.71207738e-01,
-	-1.95042640e-02, -3.55070621e-01,  1.06511736e+00, -8.03707480e-01,
-	-2.01604351e-01,  8.85743082e-01,  7.37195671e-01, -8.50686312e-01,
-	-1.84847534e-01, -8.44571888e-01,  4.89695102e-01, -3.07039917e-01,
-	-7.30477333e-01, -1.24162173e+00, -8.74498427e-01, -7.19592690e-01,
-	 8.27196613e-03,  6.35037482e-01,  1.67425480e-02, -3.70446235e-01,
-	-7.32538551e-02,  5.52875161e-01,  4.52377230e-01, -5.47468126e-01,
-	-7.26754010e-01, -6.98683500e-01,  6.78435445e-01, -1.02829134e+00,
-	 5.24516046e-01,  1.12842858e+00,  9.01283145e-01,  2.80907750e-02,
-	 5.62473476e-01, -1.50675094e+00,  2.25778490e-01,  3.21981031e-03,
-	 2.12019488e-01, -7.13431060e-01,  6.04859330e-02,  4.31344688e-01,
-	-1.05891132e+00,  8.80417526e-01,  1.39914703e+00, -2.66608924e-01,
-	 1.58205426e+00, -4.76264447e-01,  1.29693449e-01, -1.70725870e+00,
-	-5.87152421e-01, -1.24888027e+00, -5.81129551e-01, -1.21592867e+00,
-	-1.00063138e-01,  9.15160537e-01,  4.52237457e-01, -1.07713187e+00,
-	-8.04762125e-01, -5.82310617e-01,  4.42057908e-01,  2.36219883e-01,
-	-5.14928222e-01, -9.56531942e-01, -1.11916102e-02,  4.67987657e-01,
-	 2.02960640e-01,  1.19222224e+00,  6.82592988e-01, -2.38020614e-01,
-	 1.48635828e+00, -5.75812340e-01,  3.18626285e-01,  1.53342977e-01,
-	 4.45227671e+00,  7.65882134e-02},
- {-1.02439567e-01,  1.11263621e+00, -1.29295099e+00, -3.80059689e-01,
-	-1.62482291e-01,  4.05679941e-02, -6.86406791e-01,  9.35166895e-01,
-	 1.79661918e+00,  4.91124034e-01, -7.73198664e-01,  9.10593688e-01,
-	 4.24638838e-01,  4.74188983e-01, -8.20298612e-01, -2.97376186e-01,
-	 2.13940397e-01,  3.65362257e-01, -1.02906454e+00,  1.24971658e-01,
-	 1.72088778e+00,  3.81085038e-01, -6.73753202e-01,  9.43997025e-01,
-	 1.11271620e-01,  7.30222821e-01, -1.76653653e-01, -3.19506675e-01,
-	-2.50120182e-02, -9.45144713e-01, -1.06141400e+00,  7.47366011e-01,
-	-1.71713129e-01,  8.41209173e-01,  8.49694788e-01, -8.31968337e-02,
-	-1.72675461e-01,  2.69180298e-01, -5.63669980e-01,  4.14097518e-01,
-	 1.55497430e-04, -6.05968714e-01, -2.13175133e-01,  5.34250081e-01,
-	 1.12561679e+00,  2.39726290e-01, -3.19333911e-01, -1.44895524e-01,
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+	-1.73847750e-01, -2.67540753e-01, -2.94906825e-01,  6.04960322e-02,
+	 3.59004587e-01,  1.10613596e+00, -2.76005954e-01,  8.53021909e-03,
+	 7.62738824e-01, -3.21021229e-01,  1.56457014e-02,  2.14738399e-01,
+	 1.24226257e-01, -4.02820528e-01, -1.27531011e-02, -2.04845607e-01,
+	-3.99608426e-02,  5.18881619e-01, -1.89672381e-01,  2.44134441e-01,
+	 1.72506645e-01, -3.91516477e-01,  7.93908536e-02, -4.91796851e-01,
+	-4.63887006e-01,  2.41759807e-01, -6.27798960e-02,  3.85014981e-01,
+	 2.31109396e-01,  8.39311421e-01, -4.88995284e-01,  5.44271052e-01,
+	-8.49601805e-01,  4.39047962e-01,  1.05624616e-01, -7.29528163e-03,
+	 3.66746783e-01, -2.91579723e-01, -5.18512189e-01,  3.07388276e-01,
+	-3.73330921e-01,  1.37698889e+00, -3.59295636e-01, -1.33566201e-01,
+	 4.90889430e-01,  3.86956871e-01, -1.44310856e+00, -1.15937710e+00,
+	 5.60710013e-01,  2.58531243e-01, -3.48731577e-02,  1.94709644e-01,
+	 4.63344634e-01,  3.64933461e-01, -5.26990235e-01,  1.20806374e-01,
+	-2.56495327e-01,  6.32462025e-01,  1.58892736e-01, -5.27542949e-01,
+	-3.36276680e-01,  1.31545275e-01, -6.39243245e-01, -2.33517647e-01,
+	 2.84590423e-01,  5.32433510e-01,  2.20368773e-01,  9.69428241e-01,
+	-2.76235670e-01,  4.72293019e-01, -3.10634762e-01, -2.09182039e-01,
+	 3.08397770e-01,  2.00778723e-01},
+ { 1.11071251e-01,  3.47795546e-01,  7.53431261e-01, -1.19420302e+00,
+	 6.41538918e-01, -1.05789796e-01, -7.26025939e-01,  6.24130130e-01,
+	-3.06005746e-01,  6.49291813e-01, -1.41320372e+00,  1.42085329e-01,
+	-2.25394249e-01,  1.56597525e-01, -4.38854694e-02,  6.24973252e-02,
+	 1.16892107e-01,  6.81537017e-02, -4.07955855e-01,  2.76613414e-01,
+	 7.47647583e-01,  8.42056096e-01, -6.30526245e-02,  1.72163904e-01,
+	 3.18135619e-01, -1.43481349e-03,  3.38624656e-01, -9.83520031e-01,
+	-9.14293170e-01, -2.10128292e-01, -1.68363905e+00, -9.23663825e-02,
+	 1.09116599e-01,  1.06443554e-01,  4.06921864e-01,  8.81356359e-01,
+	 2.42251635e-01,  7.76318610e-02, -5.02979346e-02, -6.37289276e-03,
+	-2.65899245e-02, -1.30967915e+00,  1.05090335e-01, -1.39470235e-01,
+	-2.69461542e-01, -3.50587487e-01, -3.49878848e-01,  2.62667894e-01,
+	 3.60519588e-01, -4.46235180e-01,  3.83132756e-01, -1.73711821e-01,
+	-3.37176621e-01, -7.36697912e-02,  4.36600327e-01,  4.67193648e-02,
+	-4.32108015e-01,  8.10429230e-02, -5.07887125e-01, -1.81709677e-01,
+	 1.82861209e-01, -7.40899384e-01, -1.25551403e-01, -4.70044643e-01,
+	 3.43579113e-01,  1.67044923e-01, -1.67389989e-01,  6.61783814e-01,
+	-1.84026957e-01, -2.11296305e-01, -2.67792910e-01, -2.84285396e-01,
+	 6.10648811e-01,  2.66250938e-01, -2.88492978e-01,  2.96688259e-01,
+	-1.62514180e-01, -3.08329195e-01,  7.06512034e-01, -7.35286295e-01,
+	 1.22487076e-01,  5.08640349e-01,  1.23383157e-01, -8.54405165e-02,
+	 2.75536776e-01, -1.27199918e-01,  2.49823555e-01, -3.38052064e-01,
+	-1.38065472e-01, -3.38656723e-01,  5.50134890e-02, -2.95140445e-01,
+	-3.50872248e-01,  5.58703423e-01, -8.13171923e-01, -2.53049564e-02,
+	 1.60036516e+00,  3.93148214e-01,  1.46408990e-01,  3.72669011e-01,
+	-1.99864328e-01, -1.09254263e-01,  2.18526810e-01,  9.51125264e-01,
+	 1.61055937e-01, -3.71445835e-01, -8.02040637e-01,  3.35908622e-01,
+	 1.09089088e+00,  1.04526734e+00}};
 
 const float dense1_biases[DENSE1_NUM] =
-{ 0.926984,    0.28897008,  1.0405875,  -0.7940026,  -0.59721917,  0.31414622,
- -0.63899857, -0.07819877,  1.0992308, };
+{-0.02917442,  0.39059153,  0.2183833,   0.47891408, -0.21858653, -0.28911644,
+	0.04152881,  0.40249053,  0.3295353, };
 
 const float dense2_weights[DENSE2_NUM][DENSE1_NUM] =
-{{-0.47400212,  0.8904585,  -0.39281654, -0.540336,   -1.0553654,   0.35861748,
-	-0.12807144,  0.3004239,   0.7764956, },
- {-0.30263442,  0.47818443, -0.98569787, -0.7188559,   0.4818,      0.9397998,
-	 0.4940496,   0.07747158,  0.5852312, },
- { 0.31795597,  0.9052133,   1.1716328,  -0.2881158,   0.07554543, -0.01143791,
-	-0.5390912,   0.48741782, -0.38472584},
- {-0.8957812,   1.0195911,   0.68035465, -0.3850294,  -0.19718286,  0.34364435,
-	-1.4197099,  -0.45700106, -0.0067372, },
- {-1.2661581,   0.16439208, -1.7888858,  -0.2189006,   0.82968265, -0.608068,
-	 0.36300197, -0.17219064, -1.4113456, },
- { 1.5620375,   0.13921598, -0.4705056,  -0.290042,    0.911553,   -0.8293744,
-	 0.03580828, -0.4354361,   0.45232144},
- { 0.13133289, -0.6628377,   0.520581,    0.43971094, -0.21257457,  0.66965896,
-	-0.8266502,  -0.12613852,  0.66553134},
- {-0.775829,    1.2731144,  -0.43374115,  0.04601715,  0.5193995,  -0.2883459,
-	 0.4299224,   0.11440662, -0.35975373},
- {-0.3262652,   0.02260446,  0.785934,   -1.0167431,  -1.3782058,  -0.5949729,
-	 0.5122893,  -0.2162693,  -0.6399271, },
- { 1.2872816,   0.6201055,   0.08195937, -0.38280442, -1.2864375,   0.30916354,
-	-0.5976909,   0.27850303, -1.9198105, }};
+{{-0.32840613, -0.69785416, -0.12796569,  0.12476065,  0.9202246,  -0.8811614,
+	 0.6025815,  -0.76884633,  0.14685373},
+ { 0.4627095,  -0.40705383, -0.27498066,  0.6865754,  -0.3739622,   0.5977441,
+	 0.49772903, -0.37041503, -1.3512735, },
+ { 0.34048015, -0.07422459, -0.00281209, -0.02431133, -0.5077041,  -0.26097634,
+	-0.18664725, -0.32610804, -0.554748,  },
+ {-0.15962747,  0.55636275, -0.18402399,  0.07763366, -0.35391492, -1.595141,
+	 0.47963142,  0.04476612, -0.5668858, },
+ { 0.49629378, -0.656087,    1.0546739,   0.71680593,  0.182838,    0.5955516,
+	 0.05704362,  0.41261446, -0.85913724},
+ { 0.07481219,  0.44507948,  0.35091212,  0.53945184,  0.23890331, -0.54984367,
+	-0.3469197,  -0.18041843,  0.70777994},
+ {-0.3298555,   0.18704697,  0.06033366,  0.05771174, -0.8264399,   0.74886125,
+	-0.06148995,  0.6504012,  -0.00824642},
+ {-0.37047404,  0.75619197,  0.32659218,  0.3292899,   0.11966825,  0.77323496,
+	-0.46123183,  0.13232204,  0.7302095, },
+ { 0.18593466, -1.024234,    0.27068698,  0.9225348,  -0.02905735, -0.29186022,
+	-0.9748448,  -0.40920642,  0.88720506},
+ {-0.22120458, -0.46917394,  0.549741,    0.5548108,  -0.19296111, -1.3870267,
+	-0.21489508,  0.25569543,  0.43012133}};
 
 const float dense2_biases[DENSE2_NUM] =
-{-0.96562827,  0.18307607, -1.2466885,  -1.2459023,   0.9878401,  -0.602123,
-	0.2424352,   0.42762673,  1.5008703,   0.5564766, };
+{-0.00949785,  0.16123076, -0.1328947,   0.22485346,  0.12410858, -0.4572034,
+ -0.06405231, -0.2617285,  -0.26793846, -0.09643439};
 
 const float output_weights[DENSE2_NUM] =
-{-0.24575527, -0.3141536,  -0.40733072, -0.30127504,  0.21724156, -0.16434272,
- -0.16529636,  0.47907805, -0.42791915, -0.20233396};
+{-0.8059179,   0.56326157, -0.26495913,  0.6917972,   0.42611706,  0.32405087,
+	0.6576289,   0.31698412,  0.66085947,  0.1521795, };
 
 const float output_bias =
--0.477467;
+-0.47719482;
diff --git a/include/weights.h b/include/weights.h
index b9cc509..71d18da 100644
--- a/include/weights.h
+++ b/include/weights.h
@@ -1,5 +1,5 @@
 #define KERN_NUM  12
-#define KERN_CHAN  8
+#define KERN_CHAN  6
 #define KERN_SIZE  3
 #define KERN_OSIZE (5-KERN_SIZE+1) // 5
 #define CONV_NUM   (KERN_NUM * KERN_OSIZE * KERN_OSIZE) // 108
diff --git a/src/ctaklm.c b/src/ctaklm.c
index c361f70..7ee86ec 100644
--- a/src/ctaklm.c
+++ b/src/ctaklm.c
@@ -410,7 +410,7 @@ main(int argc, char **argv) {
 		if (human && line == NULL) {
 			playing = 0;
 		} else {
-			ct1986_turn(3);
+			ct1986_turn(1);
 			human = 1;
 		}
 	}