From 2fb71fcbc594c3a3f32ee0c95be2e4e9b9ae97df Mon Sep 17 00:00:00 2001
From: tslil <tslil@posteo.de>
Date: Tue, 12 Jan 2021 00:10:12 -0500
Subject: This finally works!

---
 include/ct1973.c  | 701 ++----------------------------------------------------
 include/ct1973.h  |  20 +-
 include/weights.c | 557 +++++++++++++++++++++++++++++++++++++++++++
 include/weights.h |  18 ++
 4 files changed, 592 insertions(+), 704 deletions(-)
 create mode 100644 include/weights.c
 create mode 100644 include/weights.h

(limited to 'include')

diff --git a/include/ct1973.c b/include/ct1973.c
index 78be1f5..592b0b1 100644
--- a/include/ct1973.c
+++ b/include/ct1973.c
@@ -13,17 +13,18 @@ evaluate_black_win(void) {
 	 *  Convolution layer *
 	 * ------------------ */
 	// for each kernel
-	for (uint8_t k = 0; k < KERN_NUM; k++) {
+	for (uint8_t kern = 0; kern < KERN_NUM; kern++) {
 		// the stride is 1, march across the board
-		for (uint8_t by = 0; by < KERN_OSIZE; by++) {
-			for (uint8_t bx = 0; bx < KERN_OSIZE; bx++) {
-				flattened[k+KERN_NUM*(by+bx*KERN_OSIZE)] = 0; // conv2d_biases[k];
+		for (uint8_t bx = 0; bx < KERN_OSIZE; bx++) {
+			for (uint8_t by = 0; by < KERN_OSIZE; by++) {
+				flattened[kern+KERN_NUM*(bx+by*KERN_OSIZE)] =
+					conv2d_biases[kern];
 				// Compute the convolution for this position
 				for (uint8_t ky = 0; ky < KERN_SIZE; ky++) {
 					for (uint8_t kx = 0; kx < KERN_SIZE; kx++) {
 						for (uint8_t c = 0; c < KERN_CHAN; c++) {
 							// Where we are on the board
-							const uint8_t loc = kx+bx+(ky+by)*board_size;
+							const uint8_t loc = kx+by+(ky+bx)*board_size;
 							// Look up what's on the board at this location, and
 							// multiply it. For c=0 we have to do some extra work
 							float lookup = 0;
@@ -37,30 +38,28 @@ evaluate_black_win(void) {
 										lookup = (colours[loc] & 1) ? +0.50 : -0.50;
 									}
 								} else {
-									lookup = (colours[k] & (1<<c)) ? +0.50 : -0.50;
+									lookup = (colours[loc] & (1<<c)) ? +0.50 : -0.50;
 								}
 							}
-							flattened[k+KERN_NUM*(by+bx*KERN_OSIZE)]
-								+= lookup*conv2d_weights[kx][ky][c][k];
+							flattened[kern+KERN_NUM*(bx+by*KERN_OSIZE)]
+								+= lookup*conv2d_weights[kern][ky][kx][c];
 						}
 					}
 				}
-				/*
-				 * RELU(flattened[k+KERN_NUM*(by+bx*KERN_OSIZE)]);
-				 */
+				RELU(flattened[kern+KERN_NUM*(bx+by*KERN_OSIZE)]);
 			}
 		}
 	}
-	//	for (uint8_t k = 0; k < CONV_NUM; k++) RELU(flattened[k]);
+	// Add input of flat counts
+	flattened[CONV_NUM]   = (float)(white_count & 127)/21.0;
+	flattened[CONV_NUM+1] = (float)(black_count & 127)/21.0;
 	/* ------------------ *
 	 *  First dense layer *
 	 * ------------------ */
-	flattened[CONV_NUM]   = (float)(white_count & 127)/21.0;
-	flattened[CONV_NUM+1] = (float)(black_count & 127)/21.0;
 	for (uint8_t d1 = 0; d1 < DENSE1_NUM; d1++) {
 		dense1[d1] = dense1_biases[d1];
 		for (uint8_t fl = 0; fl < CONV_NUM+2; fl++) {
-			dense1[d1] += flattened[fl]*dense1_weights[fl][d1];
+			dense1[d1] += flattened[fl]*dense1_weights[d1][fl];
 		}
 		RELU(dense1[d1]);
 	}
@@ -70,7 +69,7 @@ evaluate_black_win(void) {
 	for (uint8_t d2 = 0; d2 < DENSE2_NUM; d2++) {
 		dense2[d2] = dense2_biases[d2];
 		for (uint8_t d1 = 0; d1 < DENSE1_NUM; d1++) {
-			dense2[d2] += dense1[d1]*dense2_weights[d1][d2];
+			dense2[d2] += dense1[d1]*dense2_weights[d2][d1];
 		}
 		RELU(dense2[d2]);
 	}
@@ -81,678 +80,10 @@ evaluate_black_win(void) {
 	for (uint8_t out = 0; out < OUTPUT_NUM; out++) {
 		output[out] = output_biases[out];
 		for (uint8_t d2 = 0; d2 < DENSE2_NUM; d2++) {
-			output[out] += dense2[d2]*output_weights[d2][out];
+			output[out] += dense2[d2]*output_weights[out][d2];
 		}
 		output[out] = exp(output[out]);
 		norm += output[out];
 	}
 	return output[1]/norm;
 }
-
-const float conv2d_weights[KERN_SIZE][KERN_SIZE][KERN_CHAN][KERN_NUM] =
-			{{{{-1.52278364e-01,  1.03239906e+00, -1.69998750e-01,
-					 3.28446239e-01, -2.98646778e-01, -2.31816009e-01,
-					 2.24368185e-01, -9.70985442e-02, -4.34917808e-01,
-					-1.00076832e-01, -2.88538456e-01,  3.58222425e-01},
-				 { 8.52329060e-02, -3.34037483e-01,  3.33178163e-01,
-					-3.07036459e-01,  5.17786503e-01,  2.27628797e-01,
-					-2.38799136e-02,  1.68639272e-01, -5.33522785e-01,
-					 6.28996342e-02,  3.06313068e-01, -5.91589101e-02},
-				 { 2.98692882e-01, -2.06623971e-01,  1.54391706e-01,
-					-4.07881528e-01,  1.80600420e-01, -5.21647744e-02,
-					 1.74179018e-01,  2.76725180e-02,  1.75483420e-01,
-					 1.41332313e-01,  1.81717634e-01, -9.55164656e-02},
-				 { 8.36686045e-02, -2.03471988e-01,  4.81641322e-01,
-					 8.27000197e-03,  1.74469143e-01,  1.69933975e-01,
-					 1.00771658e-01, -2.16257542e-01,  6.21540882e-02,
-					-5.86523823e-02, -4.60806370e-01, -1.66974157e-01},
-				 {-1.91876218e-01,  1.55409977e-01,  1.70580670e-01,
-					-1.03917979e-01, -1.12191457e-02,  5.29826939e-01,
-					-2.30258718e-01,  2.08036438e-01, -3.47821452e-02,
-					 2.51102805e-01, -4.37570602e-01,  2.96806514e-01},
-				 { 6.27692603e-03,  1.57991007e-01,  5.78779042e-01,
-					-2.54516363e-01,  3.07232942e-02,  6.00457668e-01,
-					-8.78550649e-01,  4.48868990e-01, -6.38340116e-02,
-					-6.22016966e-01, -2.52180785e-01, -3.57714742e-01},
-				 { 1.65783331e-01,  2.53018767e-01,  6.77831843e-03,
-					 2.04402044e-01, -8.24117362e-01,  1.19925284e+00,
-					 4.64725755e-02,  7.08908200e-01, -1.89178392e-01,
-					-2.19439879e-01,  2.29597330e-01, -2.76999295e-01},
-				 {-1.04630220e+00,  8.17987859e-01,  4.42456901e-01,
-					 2.85443395e-01,  2.39065900e-01,  1.18651450e-01,
-					 1.53244987e-01,  4.94983554e-01,  7.17750415e-02,
-					-2.88021509e-02,  8.97209048e-01, -1.90168336e-01}},
-
-				{{ 8.58160183e-02,  1.46481514e-01,  1.03891455e-01,
-					-1.16557509e-01, -3.58780086e-01,  2.40591079e-01,
-					 2.06735387e-01, -1.54696256e-01, -1.19829170e-01,
-					-2.99005210e-01, -1.29495829e-01,  4.26674277e-01},
-				 { 1.13599733e-01,  6.54282942e-02, -1.76414788e-01,
-					-4.98969972e-01, -4.08899672e-02, -2.96610594e-01,
-					 1.99086279e-01,  2.67860070e-02,  5.17043360e-02,
-					 5.27123660e-02,  1.91101477e-01,  1.93848282e-01},
-				 { 1.24456912e-01, -1.08601481e-01,  5.56847155e-02,
-					 4.95976768e-02, -1.91795707e-01, -1.52025327e-01,
-					 1.34597152e-01, -1.03885941e-02,  1.30910382e-01,
-					 2.68805683e-01,  3.31735969e-01, -6.39373213e-02},
-				 {-2.75373191e-01, -3.91001970e-01, -1.26616523e-01,
-					-6.27890974e-02,  5.47006316e-02,  9.88506675e-02,
-					 1.89847291e-01, -7.54318535e-02,  1.44524843e-01,
-					-9.69550684e-02, -1.36665687e-01,  8.65793005e-02},
-				 {-9.53994244e-02, -2.98490077e-01,  2.91107805e-03,
-					-2.72898346e-01,  1.03589959e-01,  1.87709510e-01,
-					-6.22010112e-01, -1.43359974e-01,  7.79479668e-02,
-					-1.48746192e-01,  1.81610301e-01, -9.54001695e-02},
-				 {-1.43155202e-01, -4.36782718e-01,  3.58005196e-01,
-					-1.29423618e+00,  1.04121557e-02, -7.07999587e-01,
-					-7.75147304e-02,  8.70023072e-01, -1.86105385e-01,
-					-3.94797117e-01, -1.14149228e-01, -1.08768910e-01},
-				 { 2.84852326e-01,  1.23015955e-01, -1.22683084e+00,
-					-1.38842136e-01, -6.33746743e-01,  5.30605257e-01,
-					-1.14629710e+00, -3.19251657e-01, -5.70127368e-01,
-					 9.88973260e-01, -4.47637051e-01,  5.18911183e-01},
-				 {-4.37036455e-02, -5.43752015e-01, -7.16969073e-01,
-					 5.99599242e-01,  3.87030870e-01,  3.11269671e-01,
-					 1.89794883e-01, -8.29630733e-01,  2.42851511e-01,
-					-1.23371196e+00, -2.93400764e-01, -1.38194501e-01}},
-
-				{{ 5.35271525e-01,  6.66989684e-02, -1.65629461e-01,
-					-2.01478228e-01, -1.80033207e-01,  4.06787813e-01,
-					 1.00070715e+00, -3.01814735e-01, -7.85149932e-02,
-					-1.50735602e-01, -1.88065588e-01,  2.63355047e-01},
-				 {-5.00412524e-01, -1.90732405e-01, -2.03409903e-02,
-					-1.98189110e-01,  2.38295436e-01, -2.47143656e-02,
-					-6.00254834e-01,  3.37071180e-01,  4.23165888e-01,
-					-2.65452921e-01,  6.99680820e-02,  2.03216061e-01},
-				 {-3.82761240e-01, -2.13005200e-01,  7.94329792e-02,
-					 4.92421955e-01,  3.84473093e-02,  1.70240685e-01,
-					-2.29060873e-01,  9.47807580e-02,  3.81714970e-01,
-					-1.36454655e-02,  2.99959239e-02, -5.22340760e-02},
-				 {-4.28911299e-01, -4.05182503e-02,  2.13805452e-01,
-					-4.36528504e-01,  4.96205986e-02,  2.18408749e-01,
-					-4.16713804e-01,  7.99139366e-02,  7.96985850e-02,
-					-2.91076988e-01,  8.21361542e-01, -1.62787646e-01},
-				 {-1.28506809e-01,  5.91988526e-02, -9.22855437e-01,
-					 7.75153562e-02, -1.72869727e-01,  7.05382079e-02,
-					-1.51134849e-01,  4.37536567e-01,  8.34513381e-02,
-					-1.48681533e-02, -5.22021592e-01,  3.39559503e-02},
-				 {-4.46616076e-02,  3.17870587e-01,  1.91788837e-01,
-					-7.28926435e-02, -3.94944102e-01,  1.99817851e-01,
-					 1.39683858e-02,  3.43056880e-02,  5.20610297e-03,
-					 7.10945576e-02,  8.02381396e-01,  3.78778912e-02},
-				 { 3.02464485e-01, -5.99524856e-01, -7.63040558e-02,
-					 1.19659062e-02,  7.06251860e-02,  1.40034676e-01,
-					 1.71706080e-02,  2.73633391e-01, -1.41412556e-01,
-					-1.27275610e+00, -1.42847255e-01,  4.96406592e-02},
-				 { 8.83499384e-01,  2.23184749e-01, -1.26656592e+00,
-					-4.39328179e-02,  6.20003641e-01,  3.87599021e-01,
-					-1.15112424e+00, -3.38468939e-01,  2.22663552e-01,
-					-1.07704258e+00,  2.45495707e-01, -1.40621841e-01}}},
-
-
-			 {{{-2.46321410e-01,  1.02315277e-01,  3.18865120e-01,
-					 1.66382968e-01, -2.65338987e-01, -3.25932264e-01,
-					 6.72269091e-02, -3.62757891e-02, -3.00062597e-02,
-					-5.40204942e-01, -2.58353222e-02,  3.01069707e-01},
-				 {-3.80932074e-03, -2.32811034e-01, -1.36587754e-01,
-					-1.19526185e-01, -2.50134766e-01,  4.74178344e-01,
-					-5.25788590e-02, -2.11588502e-01, -4.32134233e-02,
-					 1.81564480e-01,  1.73846662e-01,  2.43306130e-01},
-				 {-4.68671545e-02, -3.93961340e-01,  9.16158259e-02,
-					-2.25613192e-01, -2.18583629e-01,  3.90818506e-01,
-					-2.06463963e-01, -2.32078269e-01,  1.50218427e-01,
-					 1.55933082e-01,  4.27869618e-01,  1.90650955e-01},
-				 {-3.24853390e-01,  3.13622087e-01,  5.96540049e-02,
-					 6.78882748e-02,  6.79070130e-02,  2.87805289e-01,
-					-9.30028632e-02,  1.47727489e-01, -2.84985870e-01,
-					-4.40416252e-03, -5.23765199e-02, -2.10437819e-01},
-				 {-9.69866216e-02, -1.06876567e-02,  2.32235610e-01,
-					 4.79422003e-01,  7.61053115e-02,  6.01372242e-01,
-					-4.24658090e-01,  3.18205766e-02, -1.35015219e-01,
-					-2.94991732e-01, -1.20683210e-02,  1.63507447e-01},
-				 {-7.23203182e-01,  3.54305685e-01,  7.70522133e-02,
-					-5.49711049e-01, -4.81010199e-01,  5.96723795e-01,
-					-4.18118566e-01, -1.39284521e-01, -1.01914309e-01,
-					 2.99641490e-01,  8.11885521e-02,  4.43702579e-01},
-				 {-2.60988116e-01,  6.82867527e-01,  2.73653418e-01,
-					-2.53143832e-02,  5.51311493e-01, -4.28519130e-01,
-					 4.99354005e-01, -3.44483554e-01,  6.69235736e-02,
-					 7.65151456e-02,  3.32721144e-01, -6.82664216e-02},
-				 {-4.37593251e-01, -1.89089465e+00, -4.66393260e-03,
-					 2.63640642e-01, -6.24097168e-01,  4.58847821e-01,
-					 1.23356557e+00, -8.38246465e-01,  1.51093054e+00,
-					-1.07512638e-01,  8.77661884e-01,  3.57259095e-01}},
-
-				{{ 4.94640246e-02,  5.62086999e-02,  3.20767723e-02,
-					 1.23812459e-01, -4.21273023e-01,  1.78027209e-02,
-					-1.03463486e-01, -5.96054606e-02, -5.81143320e-01,
-					-1.72426671e-01,  1.13657326e-01,  4.76617783e-01},
-				 {-2.05271877e-02,  2.98685115e-02,  8.35569128e-02,
-					 5.68790734e-02, -6.63485005e-02, -7.83027112e-02,
-					-7.78839644e-03, -3.41531262e-02,  4.88802373e-01,
-					 5.92765361e-02, -4.70981032e-01,  5.25605753e-02},
-				 {-1.19257368e-01,  1.86082780e-01,  1.91862583e-02,
-					 9.15394202e-02,  3.29669058e-01,  4.50029969e-01,
-					-3.00555080e-01, -2.31377304e-01, -1.48823723e-01,
-					 1.22882314e-01,  1.66313946e-01, -1.20544463e-01},
-				 {-2.58052379e-01, -2.06214041e-02, -5.61359264e-02,
-					 3.21150482e-01,  4.42231268e-01,  3.85449305e-02,
-					-2.51881361e-01,  1.65854394e-01, -4.37333100e-02,
-					-9.23354775e-02,  3.90853822e-01,  1.10149257e-01},
-				 {-2.44020537e-01, -1.51531473e-01,  3.11589092e-01,
-					 2.96806633e-01,  8.20496559e-01,  3.04850549e-01,
-					-1.73858300e-01,  7.49965683e-02, -2.70220283e-02,
-					-2.00422898e-01,  9.43027958e-02,  2.90607005e-01},
-				 { 1.29800722e-01,  3.90353441e-01, -5.23519877e-04,
-					-5.10549664e-01,  5.61565399e-01, -1.05784945e-01,
-					-3.21605325e-01,  3.71382892e-01, -2.40828454e-01,
-					-8.21608752e-02,  2.99489766e-01,  1.91382021e-01},
-				 { 5.04698694e-01,  2.13622719e-01, -6.95112169e-01,
-					 8.28229308e-01, -1.97109461e-01, -1.66934296e-01,
-					-1.41812161e-01,  4.42662179e-01,  2.32226789e-01,
-					-5.07530093e-01, -1.11056817e+00,  2.11733162e-01},
-				 { 7.42363930e-01,  1.39164972e+00,  1.96828410e-01,
-					 3.35611343e-01,  5.02780139e-01, -1.08859539e-01,
-					-3.50768417e-01, -1.25483036e+00,  2.68045068e-01,
-					-2.68672347e-01, -5.64632714e-01, -1.78237036e-01}},
-
-				{{ 1.50007382e-01,  9.88753606e-03, -4.81146127e-02,
-					-4.72275093e-02, -4.25470322e-01,  1.40504122e-01,
-					 2.90765315e-01, -2.48512492e-01, -1.82193089e-02,
-					-2.97305524e-01, -3.35639715e-01,  4.54056710e-01},
-				 {-3.04801613e-01, -2.99429633e-02, -1.40179023e-01,
-					 3.91502827e-01, -2.09670112e-01, -6.40454739e-02,
-					-5.40546253e-02,  2.53932476e-01, -3.30323838e-02,
-					 8.84706527e-03,  4.65069175e-01, -1.06532797e-02},
-				 {-1.86797082e-01, -1.30909652e-01, -1.28896475e-01,
-					 2.48080373e-01, -1.47777110e-01,  6.11934252e-02,
-					-1.71726212e-01, -3.33528779e-02,  5.46150357e-02,
-					 1.30736530e-01,  3.88110846e-01,  2.91941762e-02},
-				 { 2.66415745e-01,  1.97808415e-01, -4.44971211e-02,
-					-2.84127712e-01,  8.36273059e-02, -2.06558481e-01,
-					 2.41896316e-01, -5.37123643e-02, -2.36249074e-01,
-					-3.68530024e-03,  1.79301262e-01, -1.36939779e-01},
-				 {-8.59244820e-03, -9.55575630e-02, -5.02216399e-01,
-					-3.59186493e-02, -2.79081762e-01, -1.53499603e-01,
-					-7.51517534e-01, -1.72358416e-02,  7.20796943e-01,
-					-2.02148080e-01,  9.84661132e-02,  2.79371321e-01},
-				 {-1.43521741e-01,  5.28403521e-02, -4.10466313e-01,
-					 2.85239577e-01, -3.70380163e-01, -8.53470117e-02,
-					 5.74819863e-01, -1.34520620e-01,  3.52956176e-01,
-					-3.22480410e-01,  3.20179313e-01, -1.33184418e-01},
-				 { 1.16238587e-01, -3.20282906e-01, -5.51870055e-02,
-					-3.03969920e-01, -1.73577994e-01,  5.78305721e-01,
-					-2.39297271e-01, -1.05613339e+00, -2.96691835e-01,
-					 6.35603905e-01,  4.40049917e-01,  5.21699905e-01},
-				 { 3.21581781e-01,  5.09894192e-01, -8.44862878e-01,
-					-5.43055594e-01,  4.61103261e-01,  1.16114581e+00,
-					 9.23702359e-01, -2.48106122e-01, -4.83252183e-02,
-					 1.39954075e-01,  7.77291179e-01, -1.05057202e-01}}},
-
-
-			 {{{-3.20621282e-01,  1.64667919e-01,  1.81791395e-01,
-					 2.03937829e-01,  5.77788940e-03, -3.26833665e-01,
-					-5.18061854e-02, -1.37897313e-01, -2.30574965e-01,
-					 6.50961250e-02, -1.98845029e-01,  5.13272509e-02},
-				 { 1.76582754e-01,  8.32483470e-02,  1.18965186e-01,
-					 2.24187657e-01, -1.80845097e-01,  2.37653017e-01,
-					 7.43543953e-02,  1.68122694e-01,  6.06337562e-03,
-					 3.07249695e-01, -1.39970118e-02,  2.32548714e-01},
-				 { 5.86665049e-02, -1.56928837e-01,  3.79065983e-02,
-					-2.56181657e-01,  1.47268102e-01,  5.02064764e-01,
-					 2.07301951e-03, -3.26490879e-01,  6.67719590e-03,
-					 7.13043958e-02,  1.88057020e-01,  1.73043609e-01},
-				 {-2.17822120e-01, -2.76708603e-01,  1.69242233e-01,
-					 8.95425826e-02,  3.17267895e-01, -7.08937764e-01,
-					-4.08022963e-02,  4.70394462e-01,  2.78936058e-01,
-					-1.74597502e-01, -5.46099693e-02, -1.11558408e-01},
-				 {-3.08833212e-01, -8.75569701e-01,  8.89114588e-02,
-					 1.53438091e-01, -3.86105418e-01, -7.08311021e-01,
-					-1.65464237e-01,  3.89871299e-01,  4.16626185e-01,
-					 1.52687609e-01,  2.77573317e-01,  3.42038184e-01},
-				 {-7.08884656e-01, -8.94088671e-02, -4.75552469e-01,
-					-5.36144972e-01, -9.71960425e-02,  1.47958010e-01,
-					 1.69764161e-02, -3.53130728e-01,  3.36548299e-01,
-					 7.29073435e-02, -2.13426888e-01, -2.59836763e-01},
-				 {-2.18608961e-01, -9.39668000e-01,  3.52270082e-02,
-					 1.21304624e-01, -6.51957214e-01,  2.63593405e-01,
-					 3.46352719e-02,  3.74875903e-01,  7.42220521e-01,
-					-2.02292308e-01,  1.71525821e-01,  7.27249622e-01},
-				 {-7.29904950e-01,  6.30520642e-01, -8.83700490e-01,
-					-3.31669867e-01,  8.05768311e-01, -5.06799042e-01,
-					-2.52019405e-01, -7.11954460e-02, -6.89883158e-02,
-					-8.19406509e-02, -7.60719538e-01,  2.60042578e-01}},
-
-				{{-2.53122479e-01,  9.10804048e-02,  4.31074977e-01,
-					 1.55928478e-01, -3.77185524e-01,  7.71744102e-02,
-					-1.52996495e-01, -1.93037525e-01, -1.26324996e-01,
-					-1.17827520e-01, -7.86872730e-02,  4.33940530e-01},
-				 {-2.40250468e-01, -8.92391652e-02, -1.86652720e-01,
-					 1.64430887e-01, -2.66152054e-01, -3.95613551e-01,
-					 1.03474818e-01, -1.10482469e-01,  6.04712181e-02,
-					 2.42402866e-01,  4.29403596e-02,  5.05476184e-02},
-				 { 3.41122657e-01, -1.25085711e-01, -3.20897818e-01,
-					 3.59037757e-01, -2.24039361e-01, -3.56998861e-01,
-					-1.43563882e-01, -3.98093373e-01,  1.30045563e-01,
-					 1.25607699e-01,  3.32932353e-01,  8.00437108e-03},
-				 {-6.36618972e-01,  1.04921721e-01,  1.01252578e-01,
-					-4.16715704e-02, -5.66671342e-02,  4.34980690e-01,
-					 2.03167364e-01,  2.93046236e-01,  3.50989610e-01,
-					 9.90965124e-03, -2.33184285e-02, -1.92893416e-01},
-				 {-1.34208596e+00, -3.83682400e-01, -1.01942348e-03,
-					-2.51573294e-01,  9.76966769e-02,  1.96412817e-01,
-					 1.41897157e-01,  7.62001753e-01, -8.82155895e-02,
-					-7.50608444e-02,  3.64949018e-01, -5.79288322e-03},
-				 {-2.53890119e-02, -1.37958020e-01,  3.68904889e-01,
-					 3.58280577e-02, -1.96211353e-01, -5.52264214e-01,
-					-2.97250658e-01,  5.95803797e-01,  2.25443900e-01,
-					 9.54473540e-02, -3.49539191e-01,  1.98158771e-01},
-				 {-5.52711427e-01, -7.11475968e-01, -4.97813672e-01,
-					 2.81389207e-01, -1.05734134e+00,  2.98490405e-01,
-					-8.70426059e-01, -7.58137554e-03,  9.25840363e-02,
-					 1.29365057e-01,  3.63341719e-01,  8.78037393e-01},
-				 {-1.60779345e+00,  7.02732205e-01, -2.16896701e+00,
-					-4.61871862e-01,  1.52072951e-01,  9.25642908e-01,
-					 3.06560427e-01, -5.53836763e-01,  1.01602960e+00,
-					-1.03291370e-01, -5.25464043e-02,  3.41618627e-01}},
-
-				{{-3.97511721e-01,  7.87386950e-03,  7.27513060e-02,
-					-6.34687245e-02,  8.58501866e-02, -1.59227103e-01,
-					 1.46493375e-01, -9.44048762e-01, -2.03270301e-01,
-					-9.74453613e-03,  1.65325373e-01, -4.07328159e-02},
-				 {-2.97308411e-03, -1.15950413e-01, -4.14742082e-02,
-					-2.73816288e-01, -3.94527018e-01,  7.33608678e-02,
-					-1.62992224e-01,  8.38414371e-01,  1.32655546e-01,
-					-4.45172638e-02, -3.25844198e-01,  3.32503140e-01},
-				 { 3.29432636e-01, -2.41567045e-01, -4.40980703e-01,
-					-9.45998281e-02,  7.07266927e-02, -5.57787001e-01,
-					 6.28299713e-02, -5.55244349e-02,  1.03889875e-01,
-					 7.08117196e-03,  5.27827501e-01,  6.75218850e-02},
-				 { 7.07173228e-01,  1.92588165e-01,  3.99979830e-01,
-					-5.10402977e-01,  1.86112851e-01, -6.73504844e-02,
-					-2.71979064e-01, -6.25972450e-01, -8.89517665e-02,
-					-1.31106228e-01,  6.14695512e-02, -3.01229581e-02},
-				 { 1.09040999e+00,  7.07620457e-02, -2.00102270e-01,
-					 2.31079012e-01, -4.06463295e-01,  3.13888311e-01,
-					 8.33349824e-02,  2.55863160e-01,  1.13251004e-02,
-					-1.44392974e-03, -9.52855870e-02,  1.57881230e-01},
-				 {-4.40497905e-01, -1.55918434e-01, -8.78944159e-01,
-					-6.09392464e-01,  5.13709188e-01,  4.16777432e-01,
-					 3.60682786e-01, -5.42139351e-01, -1.49473939e-02,
-					 5.65136909e-01, -5.14286757e-01, -1.07949100e-01},
-				 { 5.81824601e-01, -9.21434388e-02, -6.86341345e-01,
-					 5.67607224e-01, -5.78671157e-01, -1.72352895e-01,
-					-7.53044844e-01,  1.57299846e-01, -1.55236691e-01,
-					 1.56490907e-01, -2.35366836e-01, -9.49650928e-02},
-				 {-5.43812275e-01, -3.74825269e-01,  1.14048153e-01,
-					 1.08355619e-01, -7.78387725e-01, -4.54655319e-01,
-					 4.22871470e-01, -4.14504439e-01, -3.65076363e-01,
-					 1.53351879e+00, -2.27804720e-01, -3.78694050e-02}}}};
-
-const float conv2d_biases[KERN_NUM] =
-	{-0.50582314, -0.15525821,  0.0937408 , -0.03968126, -0.13734879,
-	 -0.02459874, -0.3019844 , -0.23460138,  0.1732959 ,  0.27621853,
-	 -0.05070252,  0.15961371};
-
-const float dense1_weights[CONV_NUM+2][DENSE1_NUM] =
-			{{ 5.20365357e-01,  2.67036825e-01,  8.62667263e-01,
-				-8.01012158e-01, -5.62255681e-02,  3.55006516e-01,
-				-1.64424270e-01, -3.37690078e-02,  2.20626250e-01},
-			 {-3.20976414e-02,  1.73315942e-01, -4.74967808e-01,
-				 6.37338400e-01,  4.11289304e-01, -3.00935507e-01,
-				-4.01919007e-01, -2.34734058e+00, -3.62349711e-02},
-			 { 2.38940313e-01,  1.19680442e-01,  9.57708061e-02,
-				 3.68705601e-01,  2.16242850e-01,  5.07338680e-02,
-				 2.52478719e-01,  4.45370972e-01, -4.50314403e-01},
-			 { 8.80156383e-02, -4.95193779e-01, -7.49421716e-01,
-				 4.70114559e-01,  1.65679172e-01, -2.11382747e-01,
-				 2.53362954e-01,  3.50114673e-01,  3.44294578e-01},
-			 { 3.93504024e-01, -5.00152893e-02,  5.52745700e-01,
-				-9.11833867e-02, -5.71952052e-02,  8.89931023e-02,
-				 3.75504434e-01,  1.89111859e-01,  8.01168308e-02},
-			 { 1.09015241e-01, -2.00682506e-01,  3.89305153e-03,
-				 2.40203962e-01, -5.06035425e-03, -9.12028998e-02,
-				-2.33393386e-02,  5.54777622e-01,  3.77401263e-01},
-			 { 4.56697136e-01,  3.29195678e-01, -2.28467479e-01,
-				-1.15299940e+00, -6.59075752e-02, -3.01349580e-01,
-				-2.16863737e-01, -3.03600520e-01, -7.46684551e-01},
-			 {-5.23586385e-02, -1.55518189e-01, -8.77263993e-02,
-				 2.95609534e-01, -1.83331162e-01, -4.16167229e-01,
-				 4.61864576e-04, -3.66415828e-01, -8.36871285e-03},
-			 { 4.89014030e-01, -1.99271590e-01,  4.59110349e-01,
-				 9.84975472e-02, -3.38084936e-01,  6.41228855e-02,
-				-2.10301578e-01,  2.60511249e-01,  3.05164814e-01},
-			 { 1.30015984e-01,  1.60117462e-01,  3.69346797e-01,
-				-6.24918006e-02, -2.48857528e-01,  2.77208269e-01,
-				 1.28859654e-01,  1.03206217e+00, -4.05737191e-01},
-			 { 6.07349165e-02, -2.10251436e-01, -3.62392478e-02,
-				 3.77864242e-01,  2.31077094e-02,  1.36317402e-01,
-				-6.53880179e-01,  3.00495058e-01, -6.95155442e-01},
-			 {-1.88866496e-01,  1.84832111e-01, -1.33059829e-01,
-				-5.57637990e-01,  2.72664905e-01, -4.24268246e-01,
-				-2.86635775e-02,  3.79080802e-01,  1.05716281e-01},
-			 {-1.73378840e-01, -1.37337968e-01,  2.76079234e-02,
-				-1.82590976e-01,  7.39220753e-02, -1.27823781e-02,
-				 6.29893720e-01, -5.25784167e-03,  2.49765366e-01},
-			 {-4.04023647e-01, -1.76825508e-01,  4.32559222e-01,
-				 9.43508625e-01,  3.13296795e-01,  1.51266724e-01,
-				 1.31022006e-01, -1.28474462e+00,  1.09592572e-01},
-			 { 1.15125969e-01, -2.38704637e-01,  4.27061856e-01,
-				-9.80967134e-02, -4.14862543e-01, -3.62555534e-01,
-				-2.43889660e-01,  6.90107867e-02, -1.31983030e+00},
-			 {-9.43813547e-02,  2.16144845e-02, -3.23398650e-01,
-				-3.27076435e-01,  7.32412338e-02,  7.04773813e-02,
-				-1.04577214e-01,  3.44722457e-02, -9.28458750e-01},
-			 {-8.87508765e-02, -3.85157168e-01,  3.25263321e-01,
-				-2.48622358e-01,  4.38320227e-02,  1.32690743e-01,
-				 1.00045726e-01,  2.69518644e-01, -7.45460466e-02},
-			 { 4.42616135e-01, -1.89856403e-02,  3.18905085e-01,
-				-4.97087389e-01,  2.33395547e-01, -3.93612981e-02,
-				-2.06765443e-01, -4.62062895e-01, -3.80534887e-01},
-			 {-8.77905190e-02,  3.01677227e-01,  3.22045982e-02,
-				 4.68370259e-01,  3.28393072e-01,  2.06847310e-01,
-				-3.35303545e-01, -6.53518617e-01,  6.30351484e-01},
-			 {-6.66759312e-02,  4.95591108e-03, -8.03819597e-02,
-				-1.68458953e-01, -1.15239032e-01,  5.30615710e-02,
-				 1.54220894e-01,  5.09904400e-02, -1.55578712e-02},
-			 { 2.21744984e-01, -2.53749430e-01, -6.58039600e-02,
-				 7.57964551e-02,  1.96426600e-01,  2.93583244e-01,
-				 1.70011163e-01, -6.31138861e-01, -1.57757923e-01},
-			 { 2.08598807e-01,  1.91986226e-02, -1.28829610e-02,
-				 1.47030326e-02,  1.71952724e-01,  5.51540494e-01,
-				 2.34726742e-01, -1.68631271e-01,  2.27002367e-01},
-			 { 2.83379674e-01,  3.88685048e-01,  3.47124547e-01,
-				 1.74664766e-01, -1.58639818e-01,  1.73848495e-01,
-				-2.26383433e-01,  1.64550394e-01,  1.48353696e-01},
-			 {-3.56125742e-01, -2.44194478e-01, -3.26962620e-01,
-				 2.23630592e-01,  4.21533197e-01, -6.24508504e-03,
-				 1.68060556e-01,  1.13140628e-01, -4.72423732e-01},
-			 {-8.76833722e-02, -1.21912397e-01, -7.58987844e-01,
-				-5.90288103e-01, -2.34685853e-01,  1.73539087e-01,
-				 1.44752890e-01,  3.90227675e-01, -2.88754981e-02},
-			 {-4.92896408e-01,  6.28241003e-02,  2.95018911e-01,
-				 6.17515519e-02, -8.50111470e-02,  3.62739600e-02,
-				 3.89824957e-01, -3.66259180e-02, -4.47826087e-01},
-			 { 2.06254914e-01,  1.63933858e-01, -3.06753248e-01,
-				 1.64834812e-01,  1.48237282e-02,  4.56595033e-01,
-				-1.02455810e-01, -6.85565412e-01, -3.64740163e-01},
-			 { 2.54897535e-01, -6.36682734e-02, -1.52546734e-01,
-				 5.18710732e-01,  7.62630850e-02,  2.10710108e-01,
-				-9.73656029e-02,  2.03102142e-01, -3.52863640e-01},
-			 { 2.27836758e-01, -2.79923491e-02,  2.24231079e-01,
-				 2.34357774e-01, -1.20351292e-01, -3.09137404e-01,
-				 1.82274044e-01,  4.65571731e-02, -2.37010848e-02},
-			 { 6.42556623e-02,  1.50329061e-02,  8.42898432e-03,
-				 7.31379032e-01, -1.16561435e-01, -2.75750130e-01,
-				-1.60046905e-01,  3.54181349e-01, -9.45040062e-02},
-			 {-7.22073317e-02,  3.89727294e-01, -4.73219663e-01,
-				 7.09266961e-01,  3.37156981e-01, -4.17882890e-01,
-				-3.84191334e-01,  7.40251482e-01, -4.28816915e-01},
-			 { 4.46183383e-01,  8.74729007e-02, -3.99450250e-02,
-				-2.96927094e-01,  2.36514762e-01,  3.92161399e-01,
-				-7.10298941e-02, -8.34203780e-01, -9.91344750e-01},
-			 {-9.15601850e-02,  2.32772436e-02,  4.53691959e-01,
-				-7.32673034e-02, -1.29909888e-01,  1.66824281e-01,
-				 1.43999532e-01, -2.11547911e-02,  3.16345811e-01},
-			 { 6.29108012e-01, -1.06082847e-02,  3.86569530e-01,
-				-6.57522321e-01, -1.31236702e-01,  6.30103528e-01,
-				-1.98857814e-01, -3.69297445e-01,  1.00227349e-01},
-			 { 2.78403163e-01, -1.45616055e-01, -1.27781210e-02,
-				-4.52052709e-03, -3.18631530e-02,  3.84424254e-02,
-				 5.80449849e-02, -6.08923137e-01, -1.28857136e-01},
-			 {-3.49824905e-01,  1.82143033e-01, -4.40112680e-01,
-				-4.25096631e-01,  2.48442337e-01, -1.70006692e-01,
-				-1.38579160e-01, -1.51360109e-01,  3.38080190e-02},
-			 { 3.39815825e-01,  2.34008580e-02,  1.27229556e-01,
-				 2.64536679e-01, -2.75400966e-01,  7.11119249e-02,
-				 5.78213017e-03, -4.05856632e-02, -3.55877668e-01},
-			 {-1.04772165e-01, -1.13926744e-02, -4.52669770e-01,
-				 5.18807054e-01,  5.06500781e-01, -8.27034488e-02,
-				-1.48424163e-01,  4.19646889e-01, -1.17617452e+00},
-			 {-3.10544670e-01, -1.15964666e-01, -2.05748543e-01,
-				 4.90682572e-01,  2.96750337e-01,  8.85647833e-02,
-				 3.25647965e-02, -9.49119702e-02,  2.89876580e-01},
-			 {-5.71977422e-02,  1.99770167e-01, -3.48299384e-01,
-				-3.07899922e-01,  3.16252470e-01,  1.08715631e-01,
-				 2.67641604e-01, -9.17425305e-02, -9.22367573e-02},
-			 { 8.92782286e-02,  2.36649349e-01, -1.29275680e-01,
-				 1.98424622e-01,  1.02785207e-01,  4.34195101e-02,
-				 4.82708514e-01, -8.44382122e-02, -1.42766610e-01},
-			 { 2.32119113e-01,  7.54624009e-02,  2.47529775e-01,
-				 2.08809465e-01, -2.28980258e-01, -3.62709910e-01,
-				 2.34360144e-01, -5.39934397e-01, -1.51306355e+00},
-			 {-4.45259571e-01,  1.56581834e-01,  4.39378500e-01,
-				-4.88224417e-01, -4.09646183e-02,  2.61773080e-01,
-				 1.06917150e-01, -6.69699967e-01, -6.13316715e-01},
-			 { 3.14878151e-02, -1.93600595e-01,  6.39250204e-02,
-				-1.35152504e-01,  5.83995879e-02,  2.75308311e-01,
-				-1.18696734e-01, -5.95717914e-02,  1.38369232e-01},
-			 { 2.88242161e-01, -1.77467182e-01, -8.38139057e-01,
-				 2.69457042e-01, -1.88882276e-01,  3.65129799e-01,
-				-6.01105317e-02, -2.55823165e-01, -3.68736029e-01},
-			 { 1.90774456e-01,  3.37121010e-01, -2.21511692e-01,
-				-4.80402410e-01,  2.20350161e-01,  3.19534123e-01,
-				 9.83228907e-02,  6.59708798e-01, -2.44981255e-02},
-			 { 1.29115105e-01, -3.37750874e-02,  6.00449257e-02,
-				-9.23546031e-02,  1.01711333e-01,  3.04357260e-01,
-				-3.40147465e-02, -2.94849306e-01,  3.73780787e-01},
-			 { 3.95375997e-01, -5.87834138e-03, -9.22912955e-02,
-				 1.14963382e-01, -1.27017265e-02, -7.74945468e-02,
-				-3.61975789e-01,  1.82964250e-01,  5.74072838e-01},
-			 { 4.47279364e-01,  2.35828638e-01,  1.04954951e-01,
-				-2.56818682e-01,  1.47959394e-02,  2.68251598e-01,
-				 1.59622788e-01,  1.38466191e-02,  1.82562396e-02},
-			 {-1.44805044e-01, -1.79396406e-01,  1.89334616e-01,
-				-1.21175282e-01,  2.16509923e-01, -4.62895066e-01,
-				 2.60051101e-01, -3.42255384e-01, -1.04841284e-01},
-			 {-3.91470343e-01, -5.78178689e-02,  1.77685090e-03,
-				 1.74934924e-01, -2.06728473e-01,  5.46238162e-02,
-				 1.24351010e-01,  3.41734409e-01,  3.12781245e-01},
-			 {-7.36642256e-02,  4.74024862e-02, -1.76254541e-01,
-				-1.08159304e-01,  2.40964934e-01,  1.29042119e-01,
-				 2.66190261e-01,  1.99496001e-02, -3.96312326e-02},
-			 { 6.73424229e-02,  2.68810391e-01, -3.11152428e-01,
-				 2.25328356e-02,  9.26664546e-02, -4.37319577e-01,
-				-1.95658371e-01,  3.72818351e-01,  7.34095648e-02},
-			 { 1.24284320e-01, -2.08963100e-02,  2.93873817e-01,
-				 3.93925488e-01,  2.98458189e-01, -5.40206619e-02,
-				 6.51299804e-02, -1.89499352e-02, -1.74234211e-02},
-			 {-3.72406751e-01, -3.00065935e-01,  2.72945672e-01,
-				-2.56178111e-01,  1.90329760e-01, -2.15790840e-03,
-				 2.04500809e-01,  3.33028823e-01,  2.61211768e-02},
-			 {-3.66824895e-01, -7.09661961e-01,  2.37200230e-01,
-				-3.18618953e-01, -1.37146994e-01, -2.81187445e-01,
-				 2.02441633e-01,  4.20169204e-01,  2.53293873e-03},
-			 { 9.77746323e-02, -4.53759730e-02,  1.03109688e-01,
-				 4.02013808e-01, -6.52036816e-03,  2.75388896e-01,
-				 4.57569724e-03, -3.84352684e-01,  4.80003446e-01},
-			 { 3.38302553e-01, -1.47270247e-01, -1.03805453e-01,
-				-6.59075022e-01, -1.19924597e-01, -1.52962923e-01,
-				 9.17055383e-02,  2.07310304e-01,  4.93027061e-01},
-			 { 3.12479168e-01, -4.45763320e-02,  9.07223374e-02,
-				-3.27426523e-01, -6.28064573e-02,  2.56404191e-01,
-				 2.09402349e-02,  9.94764045e-02, -1.97675243e-01},
-			 { 1.40701562e-01, -1.90860659e-01,  2.72095114e-01,
-				-5.05917855e-02,  2.95733660e-01,  2.99807101e-01,
-				-3.60057456e-04, -7.61540458e-02,  5.30228317e-01},
-			 { 1.83914959e-01, -3.80164444e-01,  2.55899817e-01,
-				-9.79989767e-01, -5.88855259e-02,  3.26165169e-01,
-				-4.58869040e-02,  1.91851825e-01,  5.31686068e-01},
-			 { 3.14017199e-02, -1.06478408e-01,  5.03059566e-01,
-				 2.84127384e-01,  1.57308668e-01,  9.35146809e-02,
-				-8.11032951e-02,  4.23716903e-01, -2.13296097e-02},
-			 {-3.20372105e-01,  3.90262723e-01,  3.48023504e-01,
-				-1.41910136e-01,  1.90512642e-01, -8.28668177e-02,
-				 3.74634147e-01, -5.97442091e-01,  9.23731178e-02},
-			 { 4.08399731e-01,  1.77162215e-01, -3.10536355e-01,
-				-2.49323055e-01,  1.08527429e-01,  4.91385847e-01,
-				 2.18052357e-01,  1.03610389e-01,  4.74729650e-02},
-			 { 4.56120074e-02, -3.56300354e-01, -1.23813175e-01,
-				 5.43736100e-01, -1.09640323e-01, -3.11791539e-01,
-				-2.90389508e-01, -5.39120845e-02, -7.80032575e-01},
-			 { 6.90717716e-03,  2.34693348e-01,  1.61744744e-01,
-				-4.56038743e-01,  1.12377651e-01, -1.12118811e-04,
-				-1.54462442e-01, -8.70335400e-02,  7.41065264e-01},
-			 {-7.37173334e-02,  2.18026340e-01,  4.06085044e-01,
-				 6.14916623e-01,  5.15355289e-01, -2.51995832e-01,
-				-2.44810820e-01, -3.65591437e-01, -2.84269303e-01},
-			 { 6.89226151e-01,  2.46565565e-01, -4.87345994e-01,
-				-5.56775033e-01, -2.89455783e-02, -2.51275539e-01,
-				 3.80881950e-02,  6.11789942e-01, -5.71883380e-01},
-			 { 2.88258463e-01,  1.99822336e-01, -2.23929107e-01,
-				 2.89243847e-01,  1.75736725e-01, -7.12539721e-03,
-				 6.95113167e-02, -7.55383372e-01,  4.41047728e-01},
-			 {-5.32903001e-02,  3.76432785e-03, -1.67035237e-01,
-				-5.61747968e-01, -5.81132360e-02,  3.84685576e-01,
-				 2.56420761e-01, -1.87474161e-01,  4.75669593e-01},
-			 { 1.43814251e-01,  5.59240818e-01, -1.23444781e-01,
-				-6.29278719e-01,  1.05193630e-02, -1.05026932e-02,
-				 1.94454193e-01, -5.75249791e-01, -6.80901289e-01},
-			 {-4.29649204e-02,  7.58018345e-02,  3.34357291e-01,
-				-8.15346930e-03,  2.14863583e-01, -4.75016795e-02,
-				-3.00820023e-01,  1.89484134e-01,  3.02402467e-01},
-			 {-5.65690808e-02, -1.62820473e-01,  7.04636037e-01,
-				-2.69304067e-01, -4.99885112e-01, -5.22235557e-02,
-				 1.79527532e-02,  1.22891463e-01, -1.86221099e+00},
-			 { 2.51392663e-01,  1.63013205e-01,  2.32890040e-01,
-				-3.79619151e-01,  1.58784732e-01, -7.72120059e-02,
-				-2.14758456e-01,  5.62392414e-01, -9.25744832e-01},
-			 {-3.68350536e-01,  3.35248768e-01, -3.12338263e-01,
-				 2.16399640e-01,  3.08710158e-01, -2.93771625e-02,
-				-3.49074215e-01, -2.22405419e-01, -1.50392756e-01},
-			 {-2.65450478e-01,  2.20399648e-01, -4.18037742e-01,
-				-1.04343757e-01,  9.99428034e-02, -2.86762893e-01,
-				-2.18701288e-01, -1.39460170e+00, -1.84233803e-02},
-			 { 3.16966444e-01, -9.56642330e-02, -1.50917638e-02,
-				-1.11291873e+00, -2.77770370e-01, -5.13010859e-01,
-				 3.35708231e-01,  1.63144633e-01, -2.56705374e-01},
-			 {-6.44954592e-02, -8.18067789e-02, -3.27414244e-01,
-				 4.16553527e-01, -1.51590377e-01, -1.38012335e-01,
-				 7.69485950e-01, -8.10781956e-01, -1.34538209e+00},
-			 { 1.63818613e-01,  1.26917779e-01,  1.86418369e-01,
-				 4.56362605e-01,  9.85018909e-02,  1.12639189e-01,
-				-2.58248627e-01,  5.49259901e-01,  3.04298729e-01},
-			 { 4.02803838e-01,  3.20964724e-01,  5.70965409e-01,
-				-2.75918901e-01,  7.96031356e-02,  1.02707855e-01,
-				 1.75855070e-01,  4.01160479e-01, -4.09673631e-01},
-			 {-5.55324042e-03, -1.91442147e-01,  3.43125612e-01,
-				 3.01660836e-01, -1.67308301e-01,  3.21995735e-01,
-				 1.27009585e-01, -1.92643493e-01,  1.27159551e-01},
-			 {-5.18567637e-02,  3.72615792e-02,  1.39038906e-01,
-				 2.57276118e-01, -5.88834435e-02,  6.48251995e-02,
-				-1.37870386e-01,  3.50086987e-01, -6.66871488e-01},
-			 { 3.78720611e-01,  7.86661804e-02, -1.85466826e-01,
-				 4.70410794e-01, -2.91286334e-02, -4.96379063e-02,
-				 3.47079813e-01, -5.29502891e-02, -4.65799600e-01},
-			 {-3.86181384e-01,  3.42381150e-01,  3.88701595e-02,
-				 5.25177062e-01,  2.98870355e-01, -1.88992962e-01,
-				-1.10377178e-01,  1.65274560e-01,  6.58466965e-02},
-			 {-2.27205321e-01,  1.65890511e-02, -8.19056094e-01,
-				-3.07036698e-01, -1.24995792e-02,  7.35691011e-01,
-				 3.92339259e-01,  1.04015715e-01,  7.07290173e-01},
-			 {-4.58274148e-02, -4.01773788e-02, -3.54636699e-01,
-				-4.42152828e-01,  2.03399450e-01,  1.73906639e-01,
-				 1.64666712e-01, -9.67762545e-02, -9.08142626e-02},
-			 { 8.60381797e-02,  1.61246195e-01, -2.43126318e-01,
-				-1.24653734e-01,  3.55467677e-01, -4.88721669e-01,
-				-1.84358373e-01, -1.92940876e-01, -3.77486289e-01},
-			 {-1.53214619e-01, -9.05015171e-02, -5.37251413e-01,
-				-8.33939075e-01,  1.48675680e-01,  4.55437928e-01,
-				-2.13283554e-01, -3.97284180e-02,  2.67166287e-01},
-			 { 1.00485951e-01, -3.41468632e-01, -5.49097359e-01,
-				-8.40830028e-01,  2.00135633e-01,  6.41800687e-02,
-				-5.06431647e-02,  1.11733019e-01,  5.31757414e-01},
-			 {-1.53401718e-01,  1.85743108e-01, -2.76827842e-01,
-				 3.44686449e-01, -2.48533815e-01, -4.61145602e-02,
-				 4.03787851e-01, -5.12677789e-01, -2.13835299e-01},
-			 {-1.07171498e-01,  1.97845563e-01, -4.14673090e-01,
-				 1.52817532e-01,  2.53381699e-01,  1.47084936e-01,
-				 3.00640643e-01,  1.51416823e-01,  1.34567961e-01},
-			 { 6.77554965e-01,  2.53076464e-01, -3.80636275e-01,
-				 1.25611231e-01,  1.34928107e-01, -1.59578711e-01,
-				-3.95457029e-01,  2.34642059e-01, -2.79866457e-01},
-			 { 1.83228999e-01,  2.66587526e-01,  1.97180092e-01,
-				 3.10978025e-01, -8.40307679e-03,  4.97100025e-01,
-				-2.74940491e-01,  3.15407932e-01,  4.40992087e-01},
-			 { 1.45733252e-01, -1.78069547e-01, -5.72171509e-02,
-				-1.08311288e-01,  3.66506912e-02,  7.58164898e-02,
-				 1.73283547e-01,  1.58833005e-02,  2.58592427e-01},
-			 {-6.48332462e-02, -2.08469048e-01, -1.93653792e-01,
-				-8.78848061e-02, -1.02923386e-01, -5.60842305e-02,
-				 7.87734389e-02, -7.22653687e-01,  4.44512069e-03},
-			 {-1.84073627e-01,  2.01684937e-01, -5.27555346e-02,
-				 3.49038720e-01,  1.84398800e-01,  2.71714497e-02,
-				-1.05141826e-01, -4.99811351e-01, -3.17314155e-02},
-			 { 1.89444259e-01, -5.12597263e-01,  1.00867939e+00,
-				-6.24394752e-02, -2.63740599e-01,  3.52429330e-01,
-				 1.17375374e-01, -9.73625898e-01,  2.81982068e-02},
-			 {-2.76787281e-01, -7.40799904e-02,  3.89515132e-01,
-				-6.44383371e-01,  1.14130884e-01,  9.30463597e-02,
-				-5.94623350e-02, -1.23379022e-01,  1.62462458e-01},
-			 {-1.36184260e-01,  2.83795089e-01, -1.01524524e-01,
-				 1.64970476e-03,  2.58080870e-01, -1.90085471e-02,
-				-1.94060966e-01,  3.41793239e-01,  2.34921426e-01},
-			 { 2.45781586e-01,  3.43621433e-01, -8.22937042e-02,
-				 2.20040604e-01, -8.78500268e-02, -3.35342973e-01,
-				 4.09249246e-01,  8.25929642e-02,  1.06100574e-01},
-			 { 2.13896841e-01,  5.06344177e-02,  7.53350377e-01,
-				-6.72554135e-01, -1.97996870e-01,  1.05498016e-01,
-				 1.36608422e-01, -2.33995438e-01, -1.04750121e+00},
-			 { 5.35587445e-02,  2.28788659e-01, -4.10330981e-01,
-				 2.99086601e-01,  2.29404241e-01, -3.10413510e-01,
-				 3.72333586e-01, -2.40012437e-01, -3.76001328e-01},
-			 { 1.94292784e-01,  3.21002245e-01,  3.94462228e-01,
-				 3.75159919e-01,  4.53037947e-01, -3.33846718e-01,
-				 1.01650618e-01,  5.69569528e-01, -1.13408297e-01},
-			 {-1.11003108e-02, -2.39230156e-01,  3.61039937e-01,
-				 5.73206782e-01, -3.03605139e-01,  1.95180282e-01,
-				 9.65730727e-01, -6.27246872e-02,  5.83911121e-01},
-			 { 2.60331988e-01, -3.94705623e-01,  8.42839718e-01,
-				 2.11903587e-01,  6.39226660e-02, -1.40606150e-01,
-				 1.42916352e-01, -3.25561762e-01,  4.14942652e-02},
-			 { 2.94532090e-01, -4.35806587e-02,  1.90212056e-01,
-				 7.34699145e-02,  5.07718287e-02,  2.00441465e-01,
-				 3.08042347e-01, -4.50803965e-01, -5.48107982e-01},
-			 { 2.30216905e-01, -1.26153693e-01,  2.32551485e-01,
-				 1.65955365e-01, -2.33608112e-01,  6.77250102e-02,
-				 8.34632590e-02, -2.29046419e-01, -3.62604707e-01},
-			 {-3.26398879e-01,  1.65084854e-01, -5.60568213e-01,
-				 2.45142743e-01,  2.77332157e-01, -3.83673787e-01,
-				-3.73386919e-01,  3.77528578e-01, -1.77783873e-02},
-			 {-1.59187472e+00,  2.12910891e+00, -7.44757414e-01,
-				-1.49688292e+00,  1.80871642e+00, -1.79384756e+00,
-				-1.69458473e+00,  7.15802670e-01,  1.51803449e-01},
-			 { 1.64586818e+00, -1.42934048e+00,  1.82159615e+00,
-				-5.19323885e-01, -1.84979129e+00,  1.61859345e+00,
-				 1.87775397e+00, -7.55037487e-01, -1.33021569e+00}};
-
-const float dense1_biases[DENSE1_NUM] =
-	{ 0.08323663,  0.06709348,  0.08471993,  0.29292974,  0.08572711,
-		0.1444555 ,  0.11218692, -0.08387941,  0.16479559};
-
-const float dense2_weights[DENSE1_NUM][DENSE2_NUM] =
-	{{-0.355027  , -0.03038524, -0.9623985 ,  0.44522065, -0.328203  , 0.09186581,  0.4277215 ,  0.40182036},
-	 {-0.59044325, -0.04097023,  0.3064686 , -0.04390931, -0.6194402 , 0.7946514 , -0.32374156, -0.48573917},
-	 {-0.3127039 , -0.02573497,  0.51843095,  0.31725854,  0.34176385, 0.38730493,  1.0971122 , -1.0043958 },
-	 {-0.09376942,  0.05173856, -0.37805918,  0.10716944, -0.16785148, -0.6186499 ,  0.94506395, -0.79232514},
-	 { 0.05518914, -0.04873696,  0.44968304, -0.13863392, -0.4847229 , 0.94378626, -0.4600172 ,  0.0524866 },
-	 { 0.01710335, -0.01360651, -0.9012569 ,  0.71135896, -0.5623713 , -0.17142558, -0.21226907,  0.2793243 },
-	 {-0.5672554 ,  0.04492819,  0.71869844,  0.61543185, -0.5980374 , -0.5959678 , -0.63906205, -0.33205396},
-	 { 0.04449992,  0.01005313,  0.03499761, -0.5123107 , -0.22831082, 0.726815  , -0.5536366 , -0.415349  },
-	 { 0.00354342, -0.07097852,  0.5969949 , -0.51290333, -0.2601601 , 0.5347398 , -0.4713355 ,  0.5292223 }};
-
-const float dense2_biases[DENSE2_NUM] =
-	{-0.2302535 ,  0.01565712, -0.19636394,  0.2920104 , -0.12861954,
-	 0.24527866,  0.20829447,  0.14413184};
-
-const float output_weights[DENSE2_NUM][OUTPUT_NUM] =
-	{{ 0.11664173, -0.46251142},
-	 {-0.23456739, -0.21527362},
-	 {-0.7781244 ,  0.7823311 },
-	 { 0.8555713 , -0.8524619 },
-	 {-0.5087054 , -0.13419573},
-	 {-0.7862614 ,  0.7739757 },
-	 { 0.5553004 , -0.5589422 },
-	 {-0.41366068,  0.40288085}};
-
-const float output_biases[2] = {-0.15190634,  0.17115395};
diff --git a/include/ct1973.h b/include/ct1973.h
index e1bb717..6350ff3 100644
--- a/include/ct1973.h
+++ b/include/ct1973.h
@@ -1,25 +1,7 @@
 #include <stdint.h>
 #include <math.h>
 #include "tak.h"
-
-#define KERN_NUM  12
-#define KERN_CHAN  8
-#define KERN_SIZE  3
-#define KERN_OSIZE (5-KERN_SIZE+1)
-#define CONV_NUM   (KERN_NUM * KERN_OSIZE * KERN_OSIZE)
-
-#define DENSE1_NUM 9
-#define DENSE2_NUM 8
-#define OUTPUT_NUM 2
-
-extern const float conv2d_weights[KERN_SIZE][KERN_SIZE][KERN_CHAN][KERN_NUM];
-extern const float conv2d_biases[KERN_NUM];
-extern const float dense1_weights[CONV_NUM+2][DENSE1_NUM];
-extern const float dense1_biases[DENSE1_NUM];
-extern const float dense2_weights[DENSE1_NUM][DENSE2_NUM];
-extern const float dense2_biases[DENSE2_NUM];
-extern const float output_weights[DENSE2_NUM][OUTPUT_NUM];
-extern const float output_biases[2];
+#include "weights.h"
 
 float
 evaluate_black_win(void);
diff --git a/include/weights.c b/include/weights.c
new file mode 100644
index 0000000..dd9827c
--- /dev/null
+++ b/include/weights.c
@@ -0,0 +1,557 @@
+#include "weights.h"
+
+const float conv2d_weights[KERN_NUM][KERN_SIZE][KERN_SIZE][KERN_CHAN] =
+{{{{ 3.94198000e-01,  2.16786399e-01,  6.33892179e-01,  5.22474587e-01,
+		 4.43512738e-01,  1.17320895e+00,  8.05593789e-01, -2.17461014e+00},
+	 { 5.93545377e-01,  4.18298364e-01,  4.68158484e-01, -6.59127682e-02,
+		 3.38732712e-02,  2.48237565e-01, -1.43461198e-01, -5.79761088e-01},
+	 { 3.35811168e-01,  2.82250136e-01,  6.25628904e-02, -1.60913631e-01,
+		-3.31842780e-01, -7.49225020e-01,  1.15657330e+00,  3.29810865e-02}},
+
+	{{ 1.37874305e-01, -5.62339788e-03,  5.84144518e-02, -3.42566878e-01,
+		 3.91136408e-01, -2.76835144e-01, -2.93782711e-01, -5.38257360e-01},
+	 { 3.23457778e-01,  2.50636637e-02,  7.58238584e-02,  4.22761822e-03,
+		 1.50077492e-01, -8.48986804e-02, -9.71315578e-02,  7.02978745e-02},
+	 { 3.85915697e-01,  9.48228389e-02,  9.61276740e-02, -1.53182045e-01,
+		 2.47424573e-01,  2.02475354e-01, -6.26942396e-01,  7.04269931e-02}},
+
+	{{ 1.39219209e-03,  2.66771764e-01,  4.95068640e-01,  5.93640059e-02,
+		-3.42691481e-01, -1.91054061e-01, -1.73512906e-01, -1.72190654e+00},
+	 { 1.53537512e-01,  4.43986773e-01, -3.95300388e-01,  4.08324420e-01,
+		 2.00227454e-01,  6.96190834e-01,  4.61352319e-01,  1.19391503e-02},
+	 {-8.60847309e-02, -1.84670910e-02,  1.00795180e-02,  2.03594238e-01,
+		 1.05067514e-01,  4.43644643e-01,  4.08420525e-02,  8.06178212e-01}}},
+
+
+ {{{-3.50342482e-01,  2.69990891e-01,  8.08737613e-03, -9.90253448e-01,
+		 3.17772269e-01, -5.70147634e-01, -1.19415617e+00, -1.60025287e+00},
+	 {-2.41626874e-01,  2.14406267e-01, -1.88085362e-01,  6.09662771e-01,
+		-1.26562610e-01, -5.50104678e-01, -5.00061274e-01, -2.23933792e+00},
+	 { 1.95097029e-01, -5.10871053e-01, -2.75746047e-01,  3.48761469e-01,
+		-7.86149055e-02,  5.01224935e-01, -4.13231291e-02,  2.28333279e-01}},
+
+	{{-3.25449735e-01,  3.86605114e-01,  6.92986786e-01,  3.56760137e-02,
+		-1.47724912e-01,  4.09668535e-01,  8.03496897e-01, -2.16021594e-02},
+	 {-3.96393150e-01,  3.76221947e-02,  4.98616435e-02, -7.00756073e-01,
+		 7.73911834e-01,  4.27657843e-01,  4.58007634e-01, -7.69407570e-01},
+	 {-2.90610284e-01, -3.31869811e-01, -3.41746956e-01,  6.91120923e-02,
+		 6.56486869e-01,  2.10781008e-01, -2.10555106e-01, -1.26542282e+00}},
+
+	{{ 1.59536347e-01,  1.43770918e-01, -2.96489775e-01,  6.04132339e-02,
+		 2.03691646e-01,  3.02036524e-01,  1.74711302e-01, -2.38500401e-01},
+	 { 2.39037439e-01,  3.01957548e-01,  1.25980571e-01, -3.19566548e-01,
+		-4.07432854e-01, -7.72544980e-01, -1.40943006e-01, -7.13736534e-01},
+	 {-1.73302487e-01,  2.12433428e-01, -7.13128820e-02,  2.05750495e-01,
+		-5.88228405e-01,  8.18531632e-01,  7.50374675e-01, -7.87697017e-01}}},
+
+
+ {{{ 8.03232566e-02,  2.67079264e-01,  3.14857543e-01,  1.16038203e-01,
+		 7.79321849e-01,  3.01660359e-01,  4.33274657e-01,  1.16426969e+00},
+	 {-2.68022027e-02,  2.77997963e-02,  1.60645962e-01, -2.51964808e-01,
+		-5.80483973e-01,  7.82341540e-01, -3.11883152e-01,  1.67880133e-02},
+	 {-2.42671698e-01,  2.14899387e-02, -3.57916988e-02,  3.65775287e-01,
+		-2.99142718e-01, -4.23440039e-01,  4.51375246e-01,  6.11670613e-01}},
+
+	{{ 2.07894444e-01, -6.84689656e-02,  8.11328292e-02,  1.15314387e-01,
+		-1.56669974e-01,  7.42394328e-02, -4.36405033e-01,  1.26303747e-01},
+	 { 1.96163073e-01, -5.69845587e-02,  3.13998252e-01,  1.00820877e-01,
+		 1.10884406e-01,  2.29339018e-01,  8.01668465e-02, -4.72191125e-01},
+	 { 2.32348278e-01,  3.17311227e-01,  3.29706967e-02,  3.37762684e-01,
+		 1.12865176e-02,  4.67097819e-01,  5.30372441e-01,  1.98836654e-01}},
+
+	{{ 5.60297370e-01,  2.09528461e-01,  5.85234940e-01,  2.49780655e-01,
+		 4.94201154e-01, -1.01845555e-01,  1.73953593e-01,  6.02359660e-02},
+	 { 8.28882515e-01,  3.70769590e-01,  3.56147736e-01,  2.60300815e-01,
+		 8.53357092e-02, -2.11125806e-01,  3.29005569e-01, -3.60900432e-01},
+	 { 3.73693883e-01, -1.97500601e-01, -1.80768833e-01,  8.54718447e-01,
+		 5.86248338e-01,  9.19349313e-01,  5.16763389e-01,  6.63973510e-01}}},
+
+
+ {{{-6.52734265e-02, -6.36774376e-02, -1.11087402e-02, -1.44849822e-01,
+		-3.76348138e-01,  3.09590280e-01, -8.36502075e-01, -1.48117125e+00},
+	 {-2.75438935e-01, -1.15077890e-01,  1.59659132e-01, -4.45438363e-03,
+		 1.21395186e-01,  4.05424625e-01,  1.42056119e+00,  6.54903352e-01},
+	 {-1.23880482e+00, -6.46678865e-01, -3.67574483e-01, -1.20896733e+00,
+		-2.43024006e-01, -1.68104053e+00, -9.57634032e-01, -1.68753549e-01}},
+
+	{{-1.10809356e-01, -1.41300812e-01,  1.64964423e-02,  2.38802675e-02,
+		 6.99262368e-03, -9.82131004e-01, -1.61134824e-01,  7.04851031e-01},
+	 {-6.89645186e-02,  4.40149494e-02, -7.84406718e-03,  1.21660158e-01,
+		-7.07301646e-02, -4.85397369e-01, -3.76187146e-01, -1.05949616e+00},
+	 {-2.65775710e-01,  9.81738511e-03,  1.35149630e-02, -6.75835386e-02,
+		-3.45747203e-01, -3.77922893e-01,  7.59211659e-01, -6.53271198e-01}},
+
+	{{ 1.77326813e-01,  2.09385692e-03,  2.91210134e-02,  8.69541392e-02,
+		 6.40379041e-02,  3.31114680e-01, -1.69236079e-01, -2.65060868e-02},
+	 { 4.40188274e-02,  3.36011127e-02,  5.97000122e-01,  6.78858399e-01,
+		 5.07123172e-01,  2.09420264e-01,  1.11940658e+00, -4.77754712e-01},
+	 { 6.47513010e-03,  1.46071576e-02,  8.47320408e-02,  2.46969372e-01,
+		-3.50105137e-01, -7.68425465e-01,  1.25632203e+00, -4.10970509e-01}}},
+
+
+ {{{ 1.97525462e-03,  1.66859910e-01, -2.76876956e-01, -2.29236558e-01,
+		 5.26555240e-01,  5.66152334e-01, -9.27498341e-01, -8.09430897e-01},
+	 {-5.84522635e-02,  3.19226831e-01,  8.85327384e-02,  5.71642458e-01,
+		 3.23900312e-01,  2.17928991e-01,  6.44550383e-01,  4.62148696e-01},
+	 {-6.80597067e-01, -3.90106440e-01, -4.38605398e-01, -4.62388635e-01,
+		-8.81655549e-04, -1.96039110e-01,  4.50291485e-02,  9.11529958e-01}},
+
+	{{ 6.50597885e-02, -1.60834461e-01, -4.65904266e-01, -2.95494556e-01,
+		 9.99149263e-01,  1.20569706e-01,  9.20083940e-01,  9.52437580e-01},
+	 { 3.14089119e-01,  3.38910401e-01,  5.41668653e-01,  6.38456285e-01,
+		-4.87982817e-02,  2.06393585e-01, -1.02699482e+00,  8.18399549e-01},
+	 { 9.16301310e-02,  1.17116109e-01, -2.33232558e-01, -1.62291285e-02,
+		-8.30247998e-01,  4.66037661e-01,  6.76843822e-01,  7.81690300e-01}},
+
+	{{-2.58419514e-01, -8.11155587e-02, -2.36616597e-01, -7.00374544e-01,
+		-5.59722781e-01,  2.35507697e-01, -2.40024865e-01,  7.79863536e-01},
+	 {-1.60648510e-01,  1.25320569e-01, -1.12962104e-01, -1.28648013e-01,
+		-1.75748721e-01, -2.19278652e-02,  2.76137441e-01,  1.17856157e+00},
+	 { 1.50437299e-02,  1.81465507e-01,  1.78147942e-01, -6.71963170e-02,
+		 1.26956003e-02,  2.62519091e-01, -3.09315681e-01,  1.44982534e-02}}},
+
+
+ {{{-2.79880971e-01, -1.52255632e-02, -2.01568622e-02,  1.73251420e-01,
+		 6.20734751e-01,  4.47111696e-01,  4.73733157e-01,  1.38246155e+00},
+	 {-2.21643731e-01, -1.78510413e-01, -4.58142906e-02,  1.10983677e-01,
+		 1.16664581e-01,  4.25700963e-01,  7.57863879e-01,  4.70331192e-01},
+	 { 4.45040554e-01,  2.17703551e-01,  6.22261278e-02,  1.39389038e-01,
+		 1.22338071e-01, -3.92730832e-02, -1.43209957e-02, -6.77891612e-01}},
+
+	{{-3.22339892e-01, -1.39101803e-01, -2.45672300e-01, -1.70028403e-01,
+		-6.52377844e-01, -6.66428581e-02, -4.40096170e-01,  4.33727473e-01},
+	 { 3.26441675e-02, -2.62059029e-02, -2.66099516e-02,  2.28090599e-01,
+		-4.36064869e-01, -1.26357746e+00, -7.95949101e-01, -4.53235388e-01},
+	 { 4.32160139e-01, -1.10802628e-01, -3.19531560e-01, -3.01427543e-01,
+		 1.71874091e-01,  1.71612680e-01, -5.84470689e-01,  4.72097635e-01}},
+
+	{{-4.83579151e-02,  3.73320021e-02, -2.19820365e-02, -3.66648167e-01,
+		-3.25773098e-02,  2.57035941e-01, -5.17180204e-01, -6.56254053e-01},
+	 { 5.90575337e-02,  2.00298324e-01,  2.63737757e-02, -4.03283983e-01,
+		-3.09719175e-01, -1.95378721e-01, -2.51598865e-01, -1.95157975e-02},
+	 { 7.63900995e-01,  9.92268026e-02,  3.95516127e-01,  1.27811292e-02,
+		 1.46945477e-01, -5.77228703e-02,  3.16139370e-01, -3.61333817e-01}}},
+
+
+ {{{ 1.03152923e-01,  1.19026944e-01,  1.46665677e-01,  6.69817030e-02,
+		-1.55484661e-01,  2.40639057e-02, -4.85318542e-01,  5.73662579e-01},
+	 {-6.12948574e-02, -2.49647170e-01, -1.22862384e-01, -3.78143527e-02,
+		-2.40498066e-01, -4.90457304e-02, -1.31049275e-01,  7.02635646e-01},
+	 {-5.83489761e-02, -1.61086082e-01, -3.54746640e-01, -3.18700634e-02,
+		-7.24879727e-02,  8.75461340e-01, -1.03780520e+00, -1.56224012e-01}},
+
+	{{ 9.38491244e-03, -5.82212536e-03, -1.77763566e-01,  1.35073289e-01,
+		-2.81324446e-01, -1.78816244e-02,  5.96338660e-02, -1.12686682e+00},
+	 {-2.79342949e-01, -1.20719504e-02, -2.85210103e-01, -5.21655619e-01,
+		-5.78010798e-01, -3.50730449e-01, -6.03034794e-01, -3.81342798e-01},
+	 {-3.35834831e-01, -7.57841021e-02, -3.14144135e-01, -3.56026322e-01,
+		 2.93733418e-01, -3.80042732e-01, -3.84311169e-01,  1.53404564e-01}},
+
+	{{-1.49145782e-01, -7.77530745e-02, -6.28429055e-01, -3.26855928e-01,
+		 5.74433565e-01,  1.15268193e-01,  9.62793827e-01,  6.99727774e-01},
+	 {-2.98085302e-01, -4.21118110e-01,  1.00288801e-01, -3.49732578e-01,
+		-6.03380501e-01, -1.87873888e+00, -1.07085931e+00, -1.22356844e+00},
+	 {-1.17285287e+00, -6.16871119e-01, -9.09132481e-01, -5.55630445e-01,
+		-9.31677580e-01,  2.23639667e-01, -2.07305402e-01,  2.35256457e+00}}},
+
+
+ {{{ 1.11339641e+00,  1.45588487e-01, -2.69933566e-02, -1.07540404e-02,
+		-1.87627584e-01,  1.56599772e+00,  4.66181040e-01, -1.54154971e-02},
+	 { 2.88851291e-01, -3.99523735e-01,  1.49647489e-01,  4.97477740e-01,
+		 8.90353322e-01, -9.61372495e-01, -7.45127261e-01, -1.15225911e+00},
+	 { 1.02566563e-01, -1.10367965e-02,  4.16803956e-02,  1.61582872e-01,
+		-3.08946699e-01, -3.42980027e-01, -5.20334542e-01, -2.00327918e-01}},
+
+	{{ 3.55501145e-01, -2.61206836e-01,  1.61056697e-01,  4.78905499e-01,
+		-1.35903940e-01, -3.37988704e-01,  1.63807571e-01, -4.88312304e-01},
+	 { 2.53988028e-01,  3.34258340e-02, -1.60538912e-01, -7.25834258e-03,
+		 3.79052520e-01, -1.00679055e-01,  4.83052731e-01,  2.81909674e-01},
+	 { 8.82359520e-02,  2.36608580e-01,  3.02532583e-01,  2.77882874e-01,
+		-4.04118001e-01,  3.32707539e-02,  2.83442557e-01, -1.02659547e+00}},
+
+	{{ 2.42002085e-01, -2.90856123e-01,  1.50879830e-01,  2.37718597e-01,
+		 5.35828434e-02,  2.55863070e-01,  6.81413934e-02, -1.85862239e-02},
+	 { 1.15549780e-01, -1.87653646e-01,  9.90262628e-02, -1.99345514e-01,
+		 3.03384900e-01, -8.26021850e-01, -1.80881232e-01,  3.50813717e-01},
+	 { 5.33466451e-02, -2.22895425e-02,  6.39825910e-02, -1.77774340e-01,
+		-1.64044857e-01,  2.88403869e-01,  5.01655340e-01, -7.54725814e-01}}},
+
+
+ {{{-5.69275737e-01, -1.44704953e-01, -1.32301403e-02, -2.06316352e-01,
+		 2.57847458e-01,  4.75905150e-01,  6.71548426e-01,  5.80143869e-01},
+	 {-1.20478414e-01,  1.40501326e-03,  1.28627673e-01, -1.71165839e-01,
+		 1.95967436e-01, -3.99610460e-01,  4.21942264e-01,  1.18285120e+00},
+	 {-2.94630565e-02,  2.98804522e-01,  4.33909148e-01, -5.03061041e-02,
+		 3.15030366e-01,  5.47393322e-01,  3.59412044e-01, -3.14682543e-01}},
+
+	{{-1.18473984e-01, -1.87123105e-01,  1.19237103e-01,  6.81089237e-02,
+		 2.26766810e-01, -1.31360197e+00,  1.24392080e+00, -9.83798027e-01},
+	 {-5.04389524e-01, -5.79017997e-02, -1.13328218e-01,  1.59071147e-01,
+		-8.06046203e-02, -9.03668255e-02, -1.45191729e-01, -1.45499334e-01},
+	 {-2.88236201e-01, -2.73678929e-01, -5.23932539e-02, -3.44140917e-01,
+		 4.50699568e-01,  2.46717811e-01,  8.62343609e-01,  5.60790241e-01}},
+
+	{{-5.51123977e-01,  2.13474020e-01, -2.21770972e-01,  4.12636586e-02,
+		 2.67690957e-01, -8.82002175e-01,  1.29540995e-01, -1.01154017e+00},
+	 {-3.99134398e-01, -1.95320368e-01, -1.12622432e-01, -1.03559703e-01,
+		-3.39476205e-02, -5.95962889e-02,  1.46788985e-01, -1.27736461e+00},
+	 {-3.69711995e-01, -1.95615157e-01,  1.31804317e-01, -2.69407947e-02,
+		 4.15237201e-03,  4.30754393e-01,  3.23509961e-01, -3.10961530e-03}}},
+
+
+ {{{-3.40404600e-01, -2.15241492e-01,  1.87842697e-02, -1.35442704e-01,
+		-7.38204598e-01, -9.93033469e-01, -2.01783150e-01, -1.12740147e+00},
+	 {-4.41906482e-01, -1.12877553e-02, -2.52870440e-01, -2.41072893e-01,
+		-2.36144617e-01, -2.17115387e-01, -4.29348022e-01, -6.70753241e-01},
+	 {-6.05952501e-01,  4.99265231e-02, -2.81475931e-01, -3.96228731e-02,
+		-4.49264020e-01, -7.88760465e-03, -1.15111127e-01, -8.04326162e-02}},
+
+	{{-2.96022236e-01,  2.39864411e-03, -3.01369041e-01, -1.42660543e-01,
+		-4.09334421e-01,  7.90038288e-01, -7.44009078e-01,  5.73048055e-01},
+	 {-5.37143111e-01, -4.10919189e-01, -1.86617360e-01, -3.80022854e-01,
+		-7.22327083e-02, -2.08498865e-01, -4.66449320e-01,  3.79843533e-01},
+	 {-4.66720879e-01, -1.98662609e-01, -1.37147412e-01,  1.35559794e-02,
+		-4.00046438e-01, -2.77655870e-01, -5.65892398e-01, -1.45079613e-01}},
+
+	{{-4.13829416e-01, -4.07270461e-01,  1.24931015e-01, -2.53443301e-01,
+		-4.98216063e-01,  1.60977751e-01, -3.46749306e-01,  2.32286572e-01},
+	 {-4.46612626e-01,  1.05372593e-01, -1.82100624e-01,  1.69861674e-01,
+		-3.97499025e-01,  2.38893062e-01,  4.56940569e-02,  9.85158801e-01},
+	 {-2.49196440e-01,  3.06747198e-01, -2.43011162e-01,  1.34715356e-03,
+		 5.05368486e-02, -2.72911251e-01, -8.50882605e-02, -5.20366132e-01}}},
+
+
+ {{{ 1.87496185e-01, -1.04237519e-01, -2.06886411e-01, -1.18221164e-01,
+		 2.37238891e-02,  5.02522171e-01,  5.53376138e-01,  1.29373208e-01},
+	 { 5.35094976e-01,  2.12928951e-01, -2.77048975e-01, -1.41780764e-01,
+		-3.30857843e-01, -2.36419559e-01, -8.26927423e-02, -2.35654533e-01},
+	 { 1.25238204e+00, -7.85759389e-02,  4.49121535e-01,  1.82213306e+00,
+		-2.62419730e-01,  6.47982538e-01,  4.46430624e-01,  3.23942870e-01}},
+
+	{{ 1.44531384e-01,  2.76822504e-02, -1.56076699e-01, -1.99628279e-01,
+		 6.58964217e-02,  2.10449100e-01,  1.29623845e-01,  2.65166104e-01},
+	 { 1.04277998e-01,  1.19952179e-01,  4.03417677e-01, -5.55357859e-02,
+		 2.48858571e-01,  1.37825727e-01,  1.65104687e-01,  1.14474885e-01},
+	 { 2.11274818e-01, -1.44273698e-01, -5.70270658e-01,  2.58148491e-01,
+		 8.53014469e-01, -1.09135151e-01,  6.10858276e-02, -4.28746790e-01}},
+
+	{{-4.42504734e-02, -3.12836729e-02, -1.50364146e-01, -1.96694508e-01,
+		 2.15153232e-01,  6.72778711e-02,  6.13361180e-01, -3.29098254e-01},
+	 { 1.08575463e-01, -1.94127738e-01,  2.24226326e-01, -9.41353813e-02,
+		 4.22435492e-01,  6.66547358e-01,  1.89089596e-01,  8.41061398e-03},
+	 { 7.71945491e-02, -3.71162355e-01,  2.42680833e-01, -3.96408409e-01,
+		-6.83041036e-01, -1.00476541e-01,  2.64683031e-02, -6.66088164e-02}}},
+
+
+ {{{ 2.32332766e-01, -8.30353796e-02,  2.34861270e-01,  2.44577304e-01,
+		-1.93917900e-01,  2.78614312e-01,  1.12436092e+00, -8.89345780e-02},
+	 { 1.78995281e-01, -4.08112668e-02,  1.88567024e-02,  9.44507718e-02,
+		-2.04068765e-01, -5.40804088e-01,  2.07586139e-01,  7.18434691e-01},
+	 { 4.00673211e-01, -1.70275662e-02, -5.50989687e-01, -3.66926759e-01,
+		 9.51336604e-03,  4.12850738e-01, -3.39321762e-01,  4.56653029e-01}},
+
+	{{ 2.95069098e-01, -1.04619451e-01, -2.18423516e-01,  8.51525553e-03,
+		 5.45472383e-01, -4.61284250e-01,  7.87971914e-01, -4.94643450e-01},
+	 { 7.26899505e-02, -1.83244780e-01, -1.11608483e-01, -2.07709625e-01,
+		-5.76573133e-01, -3.64835024e-01, -4.84763458e-02, -2.61485457e-01},
+	 { 2.30196655e-01,  4.39063534e-02, -1.32367499e-02,  5.22042438e-02,
+		-3.46815586e-02,  4.47798878e-01, -1.08758974e+00,  7.32784748e-01}},
+
+	{{ 1.00673878e+00,  4.26154315e-01, -5.62939703e-01, -7.16099679e-01,
+		-4.31053758e-01,  3.94419730e-01, -1.58385384e+00,  1.29069102e+00},
+	 { 3.15715760e-01, -5.77422092e-03, -3.86218905e-01, -1.02884248e-02,
+		-1.13787346e-01,  1.40141785e+00, -1.02768861e-01,  9.83609259e-01},
+	 { 2.96130121e-01, -1.23557016e-01, -1.67094484e-01, -7.18088865e-01,
+		-1.23698369e-01,  4.53486294e-01,  1.02169466e+00, -2.38222599e-01}}}};
+
+const float conv2d_biases[KERN_NUM] =
+	{ 0.21551223, -0.31765768,  0.22638814, -0.35404113,  0.07472906,  0.36022452,
+		-0.20800653, -0.17384842,  0.20230661,  0.43323797, -0.5071992,  -0.259725,  };
+
+const float dense1_weights[DENSE1_NUM][CONV_NUM+2] =
+{{ 4.06228572e-01, -7.41613328e-01, -2.23374844e-01,  7.44782239e-02,
+	 2.48067640e-02, -2.27613121e-01, -6.47971809e-01,  1.28285313e+00,
+	 5.86468101e-01, -3.73738319e-01, -2.23231539e-01,  4.45190251e-01,
+	 2.06922181e-02, -2.95541078e-01,  3.04341428e-02,  6.99095726e-01,
+	 1.80339906e-02,  5.23699939e-01,  2.08022177e-01,  4.74186093e-01,
+	-1.24203295e-01,  3.58305871e-02,  4.91432637e-01,  7.70201683e-01,
+	 1.55751958e-01,  2.27950737e-01,  5.13731182e-01, -5.06163538e-01,
+	 3.00930798e-01, -1.50966540e-01, -4.47928756e-01, -4.19993907e-01,
+	-7.99737796e-02, -2.48556405e-01,  1.16666697e-01,  2.03943029e-01,
+	-5.20569742e-01, -3.24475206e-02, -4.49787468e-01,  1.42139986e-01,
+	 3.38699877e-01,  1.99223965e-01,  1.51889116e-01,  7.36003995e-01,
+	 2.57023335e-01, -4.09291506e-01,  1.51876926e-01, -7.91447833e-02,
+	 1.41260609e-01, -1.96711078e-01, -3.12285006e-01, -1.09922580e-01,
+	-6.37593493e-02,  1.20308653e-01,  3.23359787e-01, -4.74158257e-01,
+	-9.82418507e-02, -2.79658407e-01,  1.66076854e-01,  3.86836119e-02,
+	 4.11024243e-02, -5.46849310e-01,  5.45090973e-01,  7.55832076e-01,
+	 2.95277983e-01,  3.75339063e-03, -5.36147237e-01,  4.90311235e-01,
+	-4.27326947e-01, -7.50880480e-01, -3.44209582e-01, -1.87809676e-01,
+	 1.09596944e+00,  6.27729669e-02, -3.35578680e-01, -5.40396035e-01,
+	 4.42050159e-01,  1.74014568e-01, -4.92784649e-01,  3.80638927e-01,
+	-2.53892630e-01, -3.62113118e-01,  1.39508054e-01, -1.90396190e-01,
+	 6.44086123e-01,  1.54427394e-01,  2.21371680e-01,  3.99466991e-01,
+	 3.94383311e-01,  2.57056981e-01,  2.10282698e-01,  4.09887761e-01,
+	 4.50775884e-02, -7.18773976e-02, -3.33721042e-01,  7.22119749e-01,
+	 6.81123435e-02,  1.77889884e-01,  9.53827798e-01,  2.06382796e-02,
+	-2.96764374e-01,  1.80812329e-01, -4.55552936e-01, -4.73149866e-01,
+	 1.34327903e-01, -2.41231233e-01,  1.68755010e-01, -1.89535588e-01,
+	 1.50274086e+00, -7.32448339e-01},
+ { 2.32846245e-01, -4.63152796e-01, -1.09408543e-01, -5.11292182e-02,
+	 3.07338953e-01, -3.58126312e-01, -3.00262511e-01,  6.42869294e-01,
+	-6.11320674e-01, -1.32262811e-01,  2.88985252e-01,  2.50611126e-01,
+	 2.74323404e-01,  3.31833243e-01,  5.54003537e-01,  1.24270678e-01,
+	 2.07285415e-02,  1.57037787e-02,  4.09015596e-01,  6.78341210e-01,
+	-4.94367734e-04, -8.04133266e-02,  5.93126655e-01, -1.29027769e-01,
+	 2.04643965e-01, -3.89791548e-01,  4.63460296e-01,  3.12390029e-01,
+	 2.77928151e-02, -4.38453674e-01, -3.03605318e-01,  5.55377722e-01,
+	-2.38199413e-01, -2.43061572e-01,  1.88931655e-02,  1.64007545e-01,
+	 1.70167565e-01,  8.45546424e-02,  8.15757275e-01, -4.38511670e-01,
+	-5.71253933e-02, -2.24509552e-01,  1.26665562e-01,  7.21649408e-01,
+	-9.30702835e-02, -4.58674639e-01,  7.47087002e-02,  3.91607970e-01,
+	 1.26554757e-01, -4.36402172e-01,  2.60388047e-01, -6.57567158e-02,
+	 1.10876866e-01,  1.92660451e-01,  4.75848056e-02, -5.96187301e-02,
+	 1.76178113e-01,  2.79925913e-01, -4.72383387e-02,  3.26648802e-02,
+	 4.81916398e-01, -6.82933629e-02, -2.91907847e-01, -2.15239346e-01,
+	-1.78936243e-01, -1.35173097e-01, -4.42836523e-01,  3.57996486e-02,
+	-4.80645537e-01,  4.51418698e-01,  4.51305151e-01, -7.80054569e-01,
+	 6.30977154e-01,  5.16964018e-01,  3.19620520e-01, -6.05815947e-01,
+	 6.63825810e-01,  2.15823650e-01,  4.20093894e-01, -1.88995436e-01,
+	-2.86813319e-01, -3.04082427e-02, -3.82405460e-01, -1.21005952e-01,
+	-2.09066525e-01, -2.57442176e-01, -1.50652215e-01, -2.13007614e-01,
+	-1.38253376e-01, -6.25025108e-02,  6.26580976e-03, -1.62733749e-01,
+	-4.12442565e-01, -7.01537371e-01,  3.41521353e-01, -2.86700428e-01,
+	 3.69466215e-01, -3.68698627e-01, -2.65971005e-01, -6.05540395e-01,
+	 4.35471870e-02,  3.40035707e-01, -4.25517224e-02, -3.69021088e-01,
+	 3.36573064e-01, -4.19275612e-02,  7.42606163e-01,  4.69970673e-01,
+	 1.66558957e+00, -8.62977147e-01},
+ {-1.50420442e-01,  3.27723593e-01,  2.70914465e-01,  3.63366157e-01,
+	-2.87254173e-02,  2.89388359e-01, -3.78421038e-01, -3.85220796e-01,
+	 2.40463495e-01,  7.29239464e-01,  2.51820125e-02,  4.79685396e-01,
+	-7.38927007e-01, -3.81343782e-01, -2.11228386e-01,  9.63068455e-02,
+	 2.51164466e-01, -1.31304041e-01, -3.59961018e-02, -5.89310005e-02,
+	 4.38776433e-01,  2.41665140e-01,  2.42128044e-01, -3.97607446e-01,
+	 3.84551316e-01,  4.56775539e-02, -8.00460875e-01,  3.76870662e-01,
+	-9.71944556e-02,  5.93733191e-01, -2.49782071e-01, -3.42376441e-01,
+	 4.42477226e-01,  1.86995164e-01, -3.78751367e-01, -1.42674111e-02,
+	-3.57042015e-01, -1.04567958e-02,  1.74153566e-01, -4.83943790e-01,
+	 4.74687696e-01, -1.75777480e-01, -4.79088545e-01, -2.56521016e-01,
+	-2.26456136e-01,  2.56622344e-01, -9.81610715e-01,  2.09862888e-01,
+	 1.40005693e-01, -5.03578365e-01,  2.02479899e-01,  5.98863542e-01,
+	 3.78467172e-01,  2.36590430e-02,  4.61631864e-01, -3.57476592e-01,
+	 5.67828953e-01,  4.22933638e-01, -2.50779241e-01,  4.08837527e-01,
+	-1.39591694e-01,  1.82721183e-01, -8.69513988e-01,  5.37809670e-01,
+	 5.25249004e-01, -1.39368717e-02,  2.58690149e-01, -1.17836790e-02,
+	-1.17229819e-01, -2.74775803e-01, -4.42928225e-01, -1.57998040e-01,
+	-9.72151995e-01,  2.07844526e-01,  1.97639525e-01,  8.46566081e-01,
+	 2.89488345e-01,  3.97289023e-02,  2.54243821e-01, -3.60215515e-01,
+	-2.05303907e-01, -1.00665323e-01, -9.71096992e-01,  1.12627782e-01,
+	-4.81037423e-02,  3.27269733e-01, -2.15288728e-01,  7.99601555e-01,
+	 1.52646318e-01, -1.80109113e-01,  4.32230532e-01, -1.44252270e-01,
+	-1.55263156e-01,  4.99388352e-02, -3.02762955e-01, -2.17776328e-01,
+	-4.87729937e-01,  6.25820518e-01, -7.34601915e-01, -2.54272133e-01,
+	 1.95429519e-01,  5.16721932e-03,  7.18319416e-02, -2.40736455e-01,
+	 1.99800372e-01, -1.43482694e-02, -9.79679674e-02, -9.79631618e-02,
+	-1.08423448e+00,  1.38025296e+00},
+ {-1.28246784e-01,  1.14166129e+00,  2.79251575e-01, -7.39781618e-01,
+	 1.29016325e-01, -2.89545715e-01, -3.23933773e-02, -2.41330639e-02,
+	 2.33890325e-01, -5.50720803e-02,  1.02579214e-01, -2.27617234e-01,
+	 4.27415729e-01,  3.54092419e-01, -5.36675215e-01,  8.48463923e-03,
+	 1.20133586e-01,  1.99127614e-01,  1.54672563e-01, -1.26111761e-01,
+	-3.98427285e-02, -3.66860360e-01, -1.89652964e-01,  3.47080529e-01,
+	 2.56645232e-01,  6.27650261e-01,  2.43266866e-01,  6.60057127e-01,
+	-1.05226302e+00,  2.68542141e-01,  3.38851184e-01,  5.44604659e-01,
+	-4.12835032e-01, -4.24082041e-01,  1.38326570e-01, -4.28816438e-01,
+	 3.39343786e-01, -3.72202620e-02, -5.82139790e-01, -3.83841127e-01,
+	-6.05669558e-01, -6.62734210e-02,  1.98718831e-01, -9.25707631e-03,
+	-1.82875052e-01, -3.61956328e-01, -1.96978414e+00,  2.02707827e-01,
+	-1.89507902e-02,  4.00141448e-01,  6.35381341e-02,  3.98959100e-01,
+	-8.84148404e-02, -3.10060322e-01, -3.98255229e-01,  1.70258686e-01,
+	-1.13035031e-01, -3.24217796e-01, -4.43721622e-01,  3.71575713e-01,
+	-6.31576955e-01,  3.57670873e-01, -1.42170219e-02, -4.70316291e-01,
+	 2.34685943e-01,  4.31193151e-02,  3.23591530e-01,  2.12840363e-01,
+	 4.34224010e-01, -2.75835514e-01, -2.64059752e-01,  1.58100247e-01,
+	 2.29537971e-02,  1.71719249e-02, -1.18983507e-01, -9.89265926e-03,
+	-5.51557362e-01, -9.96260881e-01,  9.94420469e-01,  1.09114909e+00,
+	 9.42518190e-02,  4.42669749e-01,  3.25408340e-01, -3.72253358e-01,
+	 1.65087488e-02,  4.61166888e-01,  1.70251861e-01,  1.01557709e-01,
+	 3.67854089e-01,  5.12002945e-01, -2.32574679e-02,  3.75044435e-01,
+	-3.52458358e-01, -1.66309103e-01, -1.25979531e+00, -2.51802415e-01,
+	 5.53967655e-01, -5.31035423e-01,  4.32145149e-01, -4.64968711e-01,
+	 3.48759800e-01, -5.68263650e-01, -8.63164902e-01, -1.76375315e-01,
+	-3.53187062e-02, -1.08030879e+00,  8.93660355e-04, -4.17420834e-01,
+	 1.13089907e+00,  3.69692475e-01},
+ { 9.80610847e-02, -5.31785846e-01, -1.35008857e-01, -5.67079306e-01,
+	 5.73168516e-01, -7.10398495e-01,  2.52778590e-01, -7.89616108e-02,
+	 9.64033697e-03, -4.10263985e-02, -7.19890356e-01, -3.66297871e-01,
+	 2.11642295e-01,  3.00263256e-01,  2.74222016e-01, -5.22637248e-01,
+	 3.95395309e-01, -5.16432226e-01, -5.58932759e-02,  3.13743949e-01,
+	-5.65953106e-02,  1.22147709e-01,  9.05415341e-02,  3.60068649e-01,
+	-3.11768521e-02,  3.76120597e-01, -5.16293384e-02,  2.76993006e-01,
+	-3.77445400e-01, -3.56407851e-01, -3.47224891e-01, -3.26946318e-01,
+	-3.23454142e-01, -1.94624469e-01, -2.58173078e-01,  8.20998728e-01,
+	 9.78740305e-02, -4.26262677e-01, -1.66933253e-01, -4.48713273e-01,
+	-2.53526241e-01, -1.27072603e-01,  4.99788582e-01,  1.10020131e-01,
+	-1.08198784e-01, -6.21029019e-01,  6.03354275e-01,  4.92923647e-01,
+	 3.00531864e-01, -1.62053168e-01,  3.79018962e-01,  5.44460490e-02,
+	-8.17684233e-01,  1.68140605e-01, -3.11053306e-01,  8.89396947e-03,
+	 2.87967801e-01,  3.56038719e-01,  7.09124923e-01,  4.37001795e-01,
+	 3.14185500e-01,  9.73315984e-02,  2.93759406e-01,  4.48500752e-01,
+	-7.73063451e-02,  4.96168286e-01,  9.35381129e-02, -2.63951778e-01,
+	 1.63728267e-01,  2.05275834e-01,  1.24873228e-01, -3.19005027e-02,
+	 5.24536729e-01, -2.93515384e-01, -3.59863974e-02, -1.64728057e+00,
+	-2.55686671e-01,  2.57195771e-01, -3.80571365e-01, -3.11397910e-01,
+	 1.91901520e-01, -5.53345978e-01, -8.16301882e-01, -7.80843198e-02,
+	-5.84474728e-02, -1.03637852e-01,  2.13315099e-01, -1.04079604e-01,
+	-7.32726097e-01,  3.92259508e-01,  1.61613524e-01,  2.84704953e-01,
+	-1.97026759e-01, -2.22950175e-01, -4.17439103e-01,  4.44597006e-02,
+	 2.46569127e-01,  2.21579298e-02,  3.70952755e-01, -6.02472305e-01,
+	 4.25312281e-01,  4.66953367e-01, -7.26197243e-01,  7.34446719e-02,
+	 7.06891567e-02, -6.94029093e-01, -5.06229877e-01,  6.74747229e-01,
+	 1.21679235e+00, -9.45680439e-01},
+ {-2.35322416e-01,  9.75693405e-01,  3.48640501e-01,  4.71410304e-01,
+	-1.45775929e-01,  4.15895611e-01, -3.87384087e-01, -6.01446867e-01,
+	 8.65103304e-01,  2.31759161e-01, -4.94894743e-01,  4.51495200e-01,
+	 9.25993919e-02,  7.71869957e-01, -2.52576619e-01, -3.53226483e-01,
+	 3.52909207e-01,  3.61111224e-01, -3.03340733e-01, -5.76687515e-01,
+	 5.99127889e-01,  4.30130005e-01, -1.61437735e-01, -9.81296003e-02,
+	 1.59774765e-01,  6.32657707e-02, -6.97749615e-01,  1.02005698e-01,
+	-2.83054728e-02,  1.90042630e-01,  4.11086798e-01,  6.96688220e-02,
+	 5.95504880e-01,  5.03776133e-01, -6.90375268e-01, -3.38298172e-01,
+	-1.77616179e-01,  2.78802216e-02,  4.44879413e-01,  1.93969488e-01,
+	-1.07216604e-01, -2.09951892e-01,  1.65654197e-01, -3.65995944e-01,
+	 1.15191884e-01,  6.06802702e-02, -1.77499712e-01, -2.17533231e-01,
+	 1.14018321e-01, -2.27753818e-01,  1.11140274e-01, -2.54010428e-02,
+	 3.24306279e-01, -3.24656427e-01, -3.85966599e-01, -3.81099105e-01,
+	 3.84054966e-02,  4.24792588e-01,  9.30495188e-02, -4.14760597e-02,
+	 5.71231954e-02,  1.75331086e-01,  1.55867159e-01,  2.04768151e-01,
+	 2.60801375e-01, -4.40252721e-01,  3.53899688e-01,  4.61664200e-02,
+	 6.10328186e-03,  1.75819755e-01, -7.32586563e-01, -2.07543597e-01,
+	 7.13850558e-02,  1.19953968e-01, -2.72114985e-02,  7.05860913e-01,
+	-4.11395460e-01, -6.42587841e-02,  4.36197758e-01, -1.73769146e-02,
+	 3.19020599e-01,  4.21021730e-01, -5.63621104e-01, -5.93825340e-01,
+	-4.55496877e-01, -1.44205913e-01, -1.42076015e-02,  2.91928709e-01,
+	-4.52372059e-02, -2.63809502e-01, -3.39989305e-01, -1.23235665e-01,
+	 2.32282624e-01,  1.65985629e-01, -5.25409281e-01,  1.24411248e-01,
+	 1.73876714e-02,  5.73173687e-02,  9.60903019e-02,  2.83566415e-01,
+	 1.90093040e-01, -9.12917927e-02,  6.52547657e-01, -6.16001368e-01,
+	 5.06949008e-01,  4.69621330e-01, -7.82217979e-01,  1.79912582e-01,
+	-1.25807452e+00,  1.06386662e+00},
+ { 4.00046676e-01, -2.60405362e-01, -1.87681824e-01, -7.34393001e-02,
+	 3.41525733e-01, -1.31432101e-01,  3.52585942e-01,  4.06813174e-01,
+	-5.00551224e-01, -1.96184397e-01, -1.12247966e-01,  1.23960897e-01,
+	 1.84356779e-01,  3.00904214e-01,  8.07129145e-02,  3.89876246e-01,
+	-1.22747928e-01, -5.06063879e-01, -8.11494112e-01,  7.02553913e-02,
+	-1.46107972e-01, -5.22226453e-01, -2.76044518e-01, -1.99103221e-01,
+	-1.88666344e-01, -1.37862220e-01, -2.55549923e-02, -6.98320627e-01,
+	 8.23347121e-02,  8.88133422e-02,  2.39492372e-01,  6.99104294e-02,
+	 2.77029723e-01,  1.17101498e-01, -1.30357400e-01,  1.84938967e-01,
+	 4.22685504e-01, -2.15878904e-01,  6.31250963e-02, -4.62610811e-01,
+	 3.48875016e-01, -6.49722159e-01,  3.83202285e-01, -2.14621305e-01,
+	-1.61879405e-01, -5.21908224e-01,  2.87424415e-01, -5.01513422e-01,
+	-1.70335293e-01,  5.20302296e-01,  1.07131086e-01, -1.58798948e-01,
+	-2.09380314e-02,  3.51204783e-01,  4.36178833e-01,  2.54874211e-02,
+	-4.84432690e-02, -1.02803066e-01, -6.86542451e-01,  9.77449790e-02,
+	-3.59397829e-01, -6.74659982e-02,  2.66926318e-01, -7.99416006e-02,
+	-1.18375808e-01, -4.19581115e-01, -9.45972025e-01,  4.69310164e-01,
+	-5.22936702e-01, -5.36772430e-01,  3.30661416e-01,  7.28677571e-01,
+	 2.79273301e-01, -1.62276351e+00,  2.73032337e-01, -1.25577345e-01,
+	-4.11935776e-01, -3.20647538e-01, -6.64878637e-03,  5.19602001e-01,
+	-4.12704647e-01, -6.06038421e-02, -1.20667115e-01, -3.88988763e-01,
+	 3.33572835e-01, -7.98251107e-02, -2.54545540e-01, -7.34247506e-01,
+	 5.73131502e-01,  2.21578907e-02, -4.06229228e-01, -3.15345466e-01,
+	-3.95154089e-01, -5.91075063e-01,  4.47664142e-01,  5.91508567e-01,
+	 3.03558826e-01, -9.36257318e-02, -3.53487164e-01, -9.75664239e-03,
+	 8.94740999e-01,  1.18313953e-01, -1.16540097e-01,  4.27018881e-01,
+	 3.41691636e-03,  3.72850686e-01,  8.81363034e-01,  2.77682722e-01,
+	 1.71823704e+00,  6.71613514e-01},
+ {-4.97508012e-02, -1.77405849e-01,  2.26657793e-01,  1.13004088e+00,
+	-1.42710097e-02,  4.60662320e-03, -7.96439290e-01,  2.35600352e-01,
+	-5.89315370e-02, -4.23512816e-01, -4.52666312e-01,  1.13249493e+00,
+	-1.57961756e-01, -1.98928148e-01,  3.58975679e-01, -4.90440220e-01,
+	 3.58261198e-01, -4.54496205e-01,  1.23928678e+00, -5.91432035e-01,
+	-7.82071769e-01, -2.55386293e-01, -3.06578666e-01,  6.09946430e-01,
+	-1.05639189e-01, -1.12135720e+00,  5.63612461e-01,  3.17661941e-01,
+	 2.45968938e-01, -3.28163147e-01,  2.86680490e-01, -2.54227132e-01,
+	-8.71704876e-01, -1.06603980e+00, -3.72786731e-01,  5.04247129e-01,
+	 2.64982104e-01, -1.86874315e-01,  1.97739433e-02, -4.31704015e-01,
+	-3.54754150e-01, -5.97361363e-02, -3.77056092e-01,  1.61705092e-01,
+	-3.69661033e-01,  2.90479422e-01,  2.16860980e-01,  4.78633970e-01,
+	 2.55774885e-01,  1.11045435e-01,  5.45953177e-02,  1.12429872e-01,
+	-5.25927663e-01, -2.34174117e-01,  3.10357451e-01, -2.48194620e-01,
+	-4.66530949e-01, -2.12819383e-01,  4.16852653e-01,  1.69538185e-01,
+	 4.92704213e-01, -2.95594096e-01,  2.53180861e-01,  5.52279830e-01,
+	-6.11510836e-02, -9.86654544e-04,  3.49835366e-01, -2.53509194e-01,
+	-7.36111961e-03, -3.67684454e-01, -4.51651961e-01,  1.08749196e-01,
+	 1.11174174e-01,  4.86273766e-01, -1.80751666e-01, -5.40973842e-02,
+	-2.96105534e-01, -1.22372180e-01, -1.61681294e-01,  8.99291597e-03,
+	 1.50684174e-02,  1.87431499e-01,  1.05070329e+00,  1.09207654e+00,
+	 2.30983943e-02, -5.73066831e-01,  6.54381573e-01, -6.29863381e-01,
+	 2.25060016e-01, -2.11774290e-01, -2.27845535e-01,  3.99592370e-02,
+	 1.39489025e-01, -2.67062098e-01,  3.75814617e-01, -2.73656696e-02,
+	-5.65327145e-02, -1.57604069e-01,  5.60901046e-01,  6.02497339e-01,
+	-2.67302424e-01, -4.83048223e-02, -6.89045787e-01, -1.09500829e-02,
+	 1.06619298e-01,  2.69855946e-01,  3.52855742e-01,  5.22762299e-01,
+	 1.24959135e+00, -2.03338787e-01},
+ { 8.07366073e-01,  1.54466424e-02, -3.01199779e-02,  1.88570917e-01,
+	 2.91147977e-01,  5.08795679e-01, -1.14991486e-01,  4.71425027e-01,
+	-4.55019325e-01,  1.17165104e-01,  1.13269977e-01,  2.25831449e-01,
+	-2.61712492e-01, -3.20443749e-01, -2.40957811e-01, -1.67064235e-01,
+	-2.96177655e-01, -4.15179908e-01, -1.25360876e-01, -1.42891973e-01,
+	-9.22787562e-02,  4.59067076e-01, -7.59499073e-01,  9.75116253e-01,
+	 1.26480937e-01,  1.53265685e-01, -6.06761165e-02, -8.52382779e-01,
+	-3.49394418e-02, -8.85093749e-01, -3.40414536e-03, -1.50464699e-01,
+	 2.04406545e-01, -2.29294747e-01, -1.00135553e+00, -8.71166140e-02,
+	-5.85419908e-02,  9.54704657e-02,  3.21217030e-01, -2.05311239e-01,
+	 2.39588067e-01, -4.12305206e-01, -1.78912267e-01, -4.09034580e-01,
+	 3.05660844e-01,  8.01335633e-01,  6.43447816e-01, -1.12771261e+00,
+	 5.04007101e-01,  2.45871946e-01,  1.02434695e-01,  6.99105486e-02,
+	-1.31066129e-01, -5.21581113e-01, -7.56868720e-01, -2.46530175e-01,
+	 1.88600376e-01, -4.43656072e-02, -1.39959857e-01, -1.85262576e-01,
+	 3.57368350e-01,  1.23204401e-04,  2.58713305e-01, -4.01726335e-01,
+	-7.70495310e-02, -1.52871177e-01,  9.12291884e-01,  3.06256711e-01,
+	 4.88158055e-02,  1.49135008e-01, -9.94919896e-01,  5.60268164e-01,
+	 4.21766281e-01, -1.85062125e-01, -1.15824491e-01,  1.78033523e-02,
+	-1.06798187e-01, -3.32529575e-01,  9.30125594e-01, -1.96749359e-01,
+	-1.82206422e-01, -7.47020364e-01,  1.08525991e+00, -1.12785988e-01,
+	-3.64625096e-01, -2.78363377e-01,  1.24719128e-01,  4.19646531e-01,
+	-5.09201586e-01,  5.70352256e-01,  1.09643050e-01, -2.65687764e-01,
+	 4.19999391e-01,  3.31714541e-01, -7.49212652e-02,  2.38306999e-01,
+	-2.30421945e-01, -4.10445362e-01,  3.15422863e-01,  3.85758668e-01,
+	 2.95245111e-01,  2.85367817e-01, -9.72485423e-01,  4.23224002e-01,
+	-2.46022314e-01, -1.64679512e-01, -4.33601916e-01,  4.31729853e-01,
+	 3.38295192e-01, -9.83332932e-01}};
+
+const float dense1_biases[DENSE1_NUM] =
+	{-0.00150063,  0.17043383,  0.07469349, -0.1820892,   0.3522259,  -0.01307535,
+		0.1830328,  -0.14784561, -0.11778016};
+
+const float dense2_weights[DENSE2_NUM][DENSE1_NUM] =
+	{{-0.91616356, -0.8191251,   0.2304515,  -0.46674383, -0.12716208,  0.19009136,
+	 0.9481145,   0.786934,   -0.05967447},
+ { 0.7176923,  -0.34126613, -0.18793371,  0.02908552,  0.19781275, -0.15690081,
+	 0.5066819,   0.31012172, -0.05247808},
+ {-0.90550727, -0.6736895,   0.43315464,  0.44159532, -0.4552563,  -0.20423923,
+	 0.03030953,  0.08084394,  0.10576643},
+ {-0.19233012,  0.07693521, -0.61384356,  0.5544418,   0.7325696,  -0.9080967,
+	 0.65267634,  0.20705403, -0.23490039},
+ { 0.15847632,  0.22189383,  0.9778388,  -0.51625603, -0.17450581,  0.5792787,
+	-0.52009386, -0.062342,   -0.6426366, },
+ { 0.35159343,  0.6470002,   0.03019641,  0.5698466,   0.4783126,  -0.14683609,
+	 1.0136565,   0.59326154,  0.49917307},
+ {-0.40960982, -0.5808767,  -0.7418851,   0.10186316,  0.52695566, -0.23400578,
+	 0.27793688,  0.23127404,  0.400742,  },
+ { 0.71803457, -0.08210561,  0.50707227, -0.44771287, -0.6247654,   0.7238574,
+	 0.260964,   -0.48235837, -0.6336932, }};
+
+const float dense2_biases[DENSE2_NUM] =
+	{ 0.46612826,  0.1113046,   0.23074877, -0.6863273,   0.12243648, -0.05102318,
+		-0.45171046,  0.11097905};
+
+const float output_weights[OUTPUT_NUM][DENSE2_NUM] =
+	{{ 0.57804793, -0.37943769,  0.6814687,  -0.394456,    0.14942208, -0.4691155,
+		 -1.3311554,   0.39076784},
+	 {-0.5780325,   0.37945127, -0.68145305,  0.39450976, -0.1494192,   0.46910775,
+		 1.3288169,  -0.39078313}};
+
+const float output_biases[2] = { 0.26156798, -0.26153848};
diff --git a/include/weights.h b/include/weights.h
new file mode 100644
index 0000000..3c83010
--- /dev/null
+++ b/include/weights.h
@@ -0,0 +1,18 @@
+#define KERN_NUM  12
+#define KERN_CHAN  8
+#define KERN_SIZE  3
+#define KERN_OSIZE (5-KERN_SIZE+1) // 5
+#define CONV_NUM   (KERN_NUM * KERN_OSIZE * KERN_OSIZE) // 108
+
+#define DENSE1_NUM 9
+#define DENSE2_NUM 8
+#define OUTPUT_NUM 2
+
+extern const float conv2d_weights[KERN_NUM][KERN_SIZE][KERN_SIZE][KERN_CHAN];
+extern const float conv2d_biases[KERN_NUM];
+extern const float dense1_weights[DENSE1_NUM][CONV_NUM+2];
+extern const float dense1_biases[DENSE1_NUM];
+extern const float dense2_weights[DENSE2_NUM][DENSE1_NUM];
+extern const float dense2_biases[DENSE2_NUM];
+extern const float output_weights[OUTPUT_NUM][DENSE2_NUM];
+extern const float output_biases[2];
-- 
cgit v1.3.1