diff --git a/c_reference/src/dscnn.c b/c_reference/src/dscnn.c
index 57398e54d..da09dd462 100644
--- a/c_reference/src/dscnn.c
+++ b/c_reference/src/dscnn.c
@@ -9,19 +9,28 @@
int DSCNN_LR(float* output_signal, float* input_signal, unsigned in_T, unsigned in_channels, float* mean, float* var,
unsigned affine, float* gamma, float* beta, unsigned in_place, unsigned cnn_hidden, int cnn_padding, unsigned cnn_kernel_size,
const void* cnn_params, int cnn_activations){
- unsigned out_T;
- // BatchNorm
- float* norm_out = (float*)malloc(in_T*in_channels*sizeof(float));
- BatchNorm1d(norm_out, input_signal, in_T, in_channels,
- mean, var, affine, gamma, beta, in_place, 0.00001);
-
- // CNN
- out_T = in_T - cnn_kernel_size + 2*cnn_padding + 1;
- Conv1D_LR(output_signal, out_T, cnn_hidden, norm_out,
- in_T, in_channels, cnn_padding, cnn_kernel_size,
- cnn_params, cnn_activations);
- free(norm_out);
-
+
+ unsigned out_T = in_T - cnn_kernel_size + 2*cnn_padding + 1;
+ if(in_place){
+ // BatchNorm
+ BatchNorm1d(0, input_signal, in_T, in_channels,
+ mean, var, affine, gamma, beta, in_place, 0.00001);
+ // CNN
+ Conv1D_LR(output_signal, out_T, cnn_hidden, input_signal,
+ in_T, in_channels, cnn_padding, cnn_kernel_size,
+ cnn_params, cnn_activations);
+ }
+ else{
+ // BatchNorm
+ float* norm_out = (float*)malloc(in_T*in_channels*sizeof(float));
+ BatchNorm1d(norm_out, input_signal, in_T, in_channels,
+ mean, var, affine, gamma, beta, in_place, 0.00001);
+ // CNN
+ Conv1D_LR(output_signal, out_T, cnn_hidden, norm_out,
+ in_T, in_channels, cnn_padding, cnn_kernel_size,
+ cnn_params, cnn_activations);
+ free(norm_out);
+ }
return 0;
}
@@ -36,33 +45,49 @@ int DSCNN_LR_Point_Depth(float* output_signal, float* input_signal, unsigned in_
float* act_out= (float*)malloc(in_T * (in_channels>>1) * sizeof(float));
TanhGate(act_out, input_signal, in_T, in_channels);
- // Norm
in_channels >>= 1;
- BatchNorm1d(0, act_out, in_T, in_channels,
- mean, var, affine, gamma, beta, in_place, 0.00001);
-
- // Depth CNN
- out_T = in_T - depth_cnn_kernel_size + 2*depth_cnn_padding + 1;
- float* depth_out = (float*)malloc(out_T * depth_cnn_hidden * sizeof(float));
- Conv1D_Depth(depth_out, out_T, act_out,
- in_T, in_channels, depth_cnn_padding, depth_cnn_kernel_size,
- depth_cnn_params, depth_cnn_activations);
- free(act_out);
+ float* depth_out;
+ if(in_place){
+ // Norm
+ BatchNorm1d(0, act_out, in_T, in_channels,
+ mean, var, affine, gamma, beta, in_place, 0.00001);
+ // Depth CNN
+ out_T = in_T - depth_cnn_kernel_size + 2*depth_cnn_padding + 1;
+ depth_out = (float*)malloc(out_T * depth_cnn_hidden * sizeof(float));
+ Conv1D_Depth(depth_out, out_T, act_out,
+ in_T, in_channels, depth_cnn_padding, depth_cnn_kernel_size,
+ depth_cnn_params, depth_cnn_activations);
+ free(act_out);
+ }
+ else{
+ // Norm
+ float* norm_out = (float*)malloc(in_T * in_channels * sizeof(float));
+ BatchNorm1d(norm_out, act_out, in_T, in_channels,
+ mean, var, affine, gamma, beta, in_place, 0.00001);
+ free(act_out);
+ // Depth CNN
+ out_T = in_T - depth_cnn_kernel_size + 2*depth_cnn_padding + 1;
+ depth_out = (float*)malloc(out_T * depth_cnn_hidden * sizeof(float));
+ Conv1D_Depth(depth_out, out_T, norm_out,
+ in_T, in_channels, depth_cnn_padding, depth_cnn_kernel_size,
+ depth_cnn_params, depth_cnn_activations);
+ free(norm_out);
+ }
// Point CNN
in_T = out_T;
out_T = in_T - point_cnn_kernel_size + 2*point_cnn_padding + 1;
float* point_out = (float*)malloc(out_T * point_cnn_hidden * sizeof(float));
Conv1D_LR(point_out, out_T, point_cnn_hidden, depth_out,
- in_T, depth_cnn_hidden, point_cnn_padding, point_cnn_kernel_size,
- point_cnn_params, point_cnn_activations);
+ in_T, depth_cnn_hidden, point_cnn_padding, point_cnn_kernel_size,
+ point_cnn_params, point_cnn_activations);
free(depth_out);
// Pool
in_T = out_T;
out_T = in_T - pool_kernel_size + 2*pool_padding + 1;
AvgPool1D(output_signal, out_T, point_out, in_T, point_cnn_hidden,
- pool_padding, pool_kernel_size, pool_activation);
+ pool_padding, pool_kernel_size, pool_activation);
free(point_out);
return 0;
diff --git a/c_reference/tests/Makefile b/c_reference/tests/Makefile
index 6dd997811..b49b13d46 100644
--- a/c_reference/tests/Makefile
+++ b/c_reference/tests/Makefile
@@ -8,12 +8,10 @@ MODEL_DIR=../models
SRC_DIR=../src
IFLAGS = -I $(INCLUDE_DIR) -I $(MODEL_DIR)
-all: test_rnn test_postcnn test_avg_pool test_conv1d test_conv1d_depth test_conv1d_lr test_conv1d_lr_depth test_dscnn_lr test_dscnn_lr_depth_point test_fastgrnn_lr test_rnnpool test_quantized_utils test_quantized_fastgrnn test_quantized_rnnpool test_quantized_mbconv test_quantized_face_detection test_quantized_face_detection_fast
+all: test_avg_pool test_conv1d test_conv1d_depth test_conv1d_lr test_conv1d_lr_depth test_dscnn_lr test_dscnn_lr_depth_point test_fastgrnn_lr test_rnnpool test_quantized_utils test_quantized_fastgrnn test_quantized_rnnpool test_quantized_mbconv test_quantized_face_detection test_quantized_face_detection_fast test_keyword_spotting
KWS_DIR=kws
-test_postcnn: $(KWS_DIR)/test_postcnn.c $(SRC_DIR)/conv_utils.o $(SRC_DIR)/utils.o $(SRC_DIR)/conv1d.o $(SRC_DIR)/dscnn.o
- $(CC) -o $@ $^ $(IFLAGS) $(CFLAGS) -lm
-test_rnn: $(KWS_DIR)/test_rnn.c $(SRC_DIR)/fastgrnn.o $(SRC_DIR)/utils.o
+test_keyword_spotting: $(KWS_DIR)/test_keyword_spotting.c $(SRC_DIR)/conv_utils.o $(SRC_DIR)/utils.o $(SRC_DIR)/conv1d.o $(SRC_DIR)/dscnn.o $(SRC_DIR)/fastgrnn.o
$(CC) -o $@ $^ $(IFLAGS) $(CFLAGS) -lm
DSCNN_DIR=dscnn
@@ -63,7 +61,7 @@ test_quantized_face_detection_fast: $(FACE_DETECTION_DIR)/test_quantized_face_de
.PHONY: clean cleanest
clean:
- rm -f *.o *.gch test_rnn test_postcnn test_avg_pool test_conv1d test_conv1d_depth test_conv1d_lr test_conv1d_lr_depth test_dscnn_lr test_dscnn_lr_depth_point test_fastgrnn_lr test_rnnpool test_quantized_utils test_quantized_fastgrnn test_quantized_rnnpool test_quantized_mbconv test_quantized_face_detection test_quantized_face_detection_fast
+ rm -f *.o *.gch test_avg_pool test_conv1d test_conv1d_depth test_conv1d_lr test_conv1d_lr_depth test_dscnn_lr test_dscnn_lr_depth_point test_fastgrnn_lr test_rnnpool test_quantized_utils test_quantized_fastgrnn test_quantized_rnnpool test_quantized_mbconv test_quantized_face_detection test_quantized_face_detection_fast test_keyword_spotting
cleanest: clean
rm *~
diff --git a/c_reference/tests/kws/keyword_spotting_io_1.h b/c_reference/tests/kws/keyword_spotting_io_1.h
new file mode 100644
index 000000000..08a72cdc7
--- /dev/null
+++ b/c_reference/tests/kws/keyword_spotting_io_1.h
@@ -0,0 +1,14 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT license.
+
+#define I_T 300
+#define O_T 97
+#define IN_F 80
+#define O_F 41
+
+static float INPUT[I_T * IN_F] = {0.093663216, 0.5286306, 0.8990261, 0.49407083, 0.6071502, 0.2612232, 0.5351643, 0.47635204, 0.28132063, 0.2368133, 0.33124566, 0.41132534, 0.16802001, 0.37508637, 0.93988967, 0.21578479, 0.84551406, 0.49091107, 0.23977798, 0.76679957, 0.47782248, 0.15149468, 0.33614272, 0.43241483, 0.8912367, 0.9514759, 0.5133573, 0.06656098, 0.7175035, 0.98554283, 0.91010135, 0.24762863, 0.79183984, 0.52598625, 0.18231994, 0.3288644, 0.33273643, 0.52117974, 0.42995536, 0.6223558, 0.8803821, 0.08956665, 0.1763094, 0.44644588, 0.954783, 0.86782867, 0.146474, 0.41283643, 0.46024173, 0.894674, 0.8239698, 0.49514902, 0.50764096, 0.25741136, 0.7627041, 0.6909453, 0.19340318, 0.77072483, 0.1903454, 0.9836722, 0.617616, 0.2316742, 0.76603925, 0.22330421, 0.70023453, 0.9405357, 0.075333, 0.3808065, 0.66032815, 0.008547068, 0.23325104, 0.20039183, 0.5620545, 0.0524292, 0.07557541, 0.72925717, 0.6388841, 0.16504157, 0.5923824, 0.64035934, 0.7558448, 0.7539501, 0.02304691, 0.81434864, 0.09502256, 0.5422717, 0.68323475, 0.26582605, 0.09423727, 0.13301492, 0.7622771, 0.065381944, 0.4447537, 0.21749252, 0.7769801, 0.5807661, 0.9555919, 0.087280095, 0.087478876, 0.52700806, 0.39920217, 0.3106292, 0.5891774, 0.08266693, 0.471475, 0.41440886, 0.6387587, 0.3541178, 0.89718467, 0.34930968, 0.70716125, 0.49025726, 0.36255485, 0.29591662, 0.22848457, 0.5331002, 0.2719713, 0.88222617, 0.58322203, 0.6905357, 0.70240754, 0.20459133, 0.40925765, 0.23989218, 0.46760118, 0.47801763, 0.7473029, 0.64931893, 0.6741351, 0.117804825, 0.3968457, 0.89478683, 0.59748614, 0.476614, 0.45499873, 0.41703987, 0.43204236, 0.06171447, 0.5328543, 0.4710381, 0.39304018, 0.4047103, 0.55772465, 0.62945116, 0.92248636, 0.7573261, 0.48407447, 0.91904134, 0.86340046, 0.96346426, 0.6297746, 0.82137316, 0.28013492, 0.39770842, 0.6064169, 0.5957439, 0.08901346, 0.08554274, 0.27482283, 0.42502016, 0.98120767, 0.8513769, 0.6362353, 0.72862685, 0.51951194, 0.95739126, 0.6935725, 0.85385895, 0.1797781, 0.68288195, 0.42193192, 0.096443, 0.68684405, 0.2496584, 0.90767163, 0.18547213, 0.27660823, 0.27027875, 0.17190003, 0.07521486, 0.1528964, 0.028999627, 0.75020856, 0.78877205, 0.09852189, 0.89126426, 0.37683868, 0.48604673, 0.2045759, 0.7437077, 0.5560401, 0.88747644, 0.55980754, 0.04418218, 0.29720587, 0.05342561, 0.4394502, 0.5399659, 0.27235383, 0.43163723, 0.31846404, 0.78770226, 0.75469863, 0.57090193, 0.9305608, 0.5541885, 0.26979125, 0.60876197, 0.064103186, 0.4254344, 0.10066092, 0.0041308403, 0.025492609, 0.52136123, 0.69446146, 0.8939693, 0.2879687, 0.7701306, 0.27504194, 0.7199536, 0.48007458, 0.8412742, 0.19844759, 0.47929776, 0.26915616, 0.021514237, 0.8955487, 0.2839074, 0.2466985, 0.1175701, 0.41088074, 0.57971436, 0.63883626, 0.0731774, 0.24963474, 0.4083451, 0.08151305, 0.06905043, 0.29125243, 0.66740006, 0.8478377, 0.8991726, 0.35188037, 0.6194666, 0.37633747, 0.5051534, 0.5186531, 0.90512323, 0.32634026, 0.013281465, 0.078312516, 0.4013325, 0.8010067, 0.08688176, 0.41453826, 0.70036733, 0.7623199, 0.7815531, 0.72412825, 0.2555889, 0.37534213, 0.22444224, 0.18061364, 0.9212967, 0.4749391, 0.16224629, 0.8466865, 0.17601913, 0.6553857, 0.58581114, 0.5504344, 0.09930581, 0.0836063, 0.44137108, 0.0759173, 0.4394588, 0.49310988, 0.010884702, 0.66026396, 0.3627643, 0.7956933, 0.3360762, 0.729837, 0.6176411, 0.28238988, 0.5900983, 0.8829603, 0.053835273, 0.76886195, 0.9833417, 0.6971134, 0.45759135, 0.55332017, 0.72949845, 0.4427868, 0.5841097, 0.87162656, 0.021074235, 0.31323242, 0.6920429, 0.48438203, 0.07823044, 0.46339267, 0.07678658, 0.12685639, 0.081695735, 0.7247007, 0.87879926, 0.13115561, 0.083624005, 0.05658704, 0.20956689, 0.2615208, 0.55281484, 0.44856745, 0.70386064, 0.08226055, 0.28597236, 0.5903408, 0.52366287, 0.74901885, 0.015604913, 0.23924929, 0.63164717, 0.17579848, 0.020841777, 0.0961898, 0.7356648, 0.6808272, 0.88511825, 0.18922538, 0.5192988, 0.18223757, 0.6987522, 0.9105681, 0.08214122, 0.7491212, 0.9990295, 0.7874454, 0.90407366, 0.48218453, 0.061296463, 0.09939808, 0.83096874, 0.103497446, 0.21428263, 0.038957357, 0.16308975, 0.7561601, 0.043551385, 0.9539579, 0.40755403, 0.38753295, 0.64078283, 0.25883865, 0.21602046, 0.7665229, 0.729729, 0.7351484, 0.13007605, 0.7360165, 0.35534573, 0.34763718, 0.8179223, 0.41154343, 0.28264683, 0.50727016, 0.5427385, 0.82832617, 0.17077804, 0.37063044, 0.102954865, 0.5605476, 0.04220146, 0.3839336, 0.5616287, 0.3206098, 0.61364675, 0.05597794, 0.24848384, 0.2775125, 0.14865535, 0.6451159, 0.65408033, 0.6805947, 0.32130307, 0.03460759, 0.49020034, 0.2538625, 0.007773161, 0.97364575, 0.5972002, 0.10429758, 0.3787411, 0.31824702, 0.985521, 0.079111755, 0.97617453, 0.22839779, 0.96933275, 0.300295, 0.024986744, 0.809729, 0.035271466, 0.5811123, 0.81695294, 0.6791574, 0.059404135, 0.048097968, 0.65131336, 0.8391847, 0.62881124, 0.8378275, 0.7028648, 0.8687083, 0.4189185, 0.6427848, 0.2809044, 0.63197434, 0.9586222, 0.4657315, 0.36422235, 0.42600012, 0.32107282, 0.23911738, 0.7437715, 0.9181906, 0.188703, 0.388458, 0.14669609, 0.7901423, 0.12780142, 0.06554717, 0.8041561, 0.74588645, 0.6719408, 0.9721527, 0.66051, 0.9073114, 0.7791587, 0.7425037, 0.92392427, 0.78961957, 0.25947624, 0.80584186, 0.7371627, 0.22410482, 0.29170853, 0.49740165, 0.7898513, 0.49050504, 0.7363786, 0.45423847, 0.007050395, 0.8586368, 0.80631495, 0.34688038, 0.7402686, 0.7267621, 0.55925953, 0.93527824, 0.43126208, 0.26662225, 0.069396555, 0.25317776, 0.44983327, 0.06423545, 0.8597538, 0.3137923, 0.59375, 0.22827333, 0.54971325, 0.5704935, 0.23791003, 0.28919256, 0.6873768, 0.7844103, 0.51680416, 0.042669237, 0.42276084, 0.7454859, 0.21872836, 0.55673295, 0.5118107, 0.58008534, 0.0006482601, 0.95421004, 0.81821847, 0.22908747, 0.9757556, 0.6235336, 0.23113203, 0.46290725, 0.11343068, 0.08600539, 0.90674096, 0.08677876, 0.35283703, 0.96352774, 0.9168348, 0.2775612, 0.6088144, 0.22542489, 0.7194611, 0.58970475, 0.010961294, 0.86396664, 0.47103214, 0.46498436, 0.37668782, 0.55180913, 0.9622019, 0.26055622, 0.020143926, 0.73921466, 0.10107434, 0.8546377, 0.5666193, 0.8039853, 0.23076987, 0.07805139, 0.43869102, 0.7659691, 0.27952158, 0.16055042, 0.46699739, 0.13037682, 0.38855326, 0.51307696, 0.41406876, 0.19795567, 0.8679187, 0.57070404, 0.7895489, 0.13744801, 0.11289561, 0.58675927, 0.11759639, 0.9372849, 0.9488243, 0.088856995, 0.07840389, 0.7606554, 0.23049939, 0.8386435, 0.051050484, 0.51940936, 0.6059485, 0.16638017, 0.025895178, 0.5880429, 0.25635982, 0.5417386, 0.6584493, 0.3071186, 0.22386646, 0.71262777, 0.8327255, 0.37412202, 0.27577883, 0.8432044, 0.8082865, 0.19607449, 0.084209144, 0.68010086, 0.90268546, 0.5537021, 0.8803611, 0.38860118, 0.19214386, 0.8653714, 0.39395183, 0.6217579, 0.6577494, 0.94493395, 0.4657669, 0.9728365, 0.89135146, 0.7245753, 0.518732, 0.30916214, 0.17482352, 0.39040107, 0.90058935, 0.8508315, 0.22337973, 0.89940715, 0.029477954, 0.71135414, 0.23791212, 0.6869353, 0.06369656, 0.25582653, 0.17950243, 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+
+static float OUTPUT[O_T * O_F] = {4.840804, 0.032373667, 0.1876837, -2.2870016, 0.37015986, 0.6098268, -0.4181583, -3.1365824, -1.0486568, -1.4186635, -3.449739, 1.5487044, 1.586688, -1.6738276, -1.5375626, -1.6791395, -0.5712704, -1.0149382, -1.3414557, -1.9939675, -2.1459675, -3.3329263, -1.4024651, -1.3443296, -4.601097, -1.1835883, -0.42307407, 1.2449138, -0.65239596, 1.7386111, -1.777251, 1.0911801, -2.0535853, -0.2555651, -1.0317985, -0.6721569, 0.6118868, -3.8637352, -0.9252878, -0.96926683, -1.4349183, 5.337482, 0.064135104, -0.075384736, -2.2296436, 0.20503806, 0.3422734, -0.63958746, -2.9606247, -0.9456688, -1.1390226, -3.4045434, 1.775506, 1.780587, -1.3698349, -1.0649226, -1.7400801, -0.8050615, -1.0399076, -1.5608737, -1.6184049, -2.2506413, -3.4147778, -1.4594026, -1.5076762, -4.0729465, -1.3173747, -0.24858764, 1.5103068, -0.56706107, 1.7140864, -1.5136882, 0.97052115, -2.0580814, -0.21533507, -0.9545058, -0.78912634, 0.3473455, -3.9138098, -1.0653689, -1.2798412, 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+
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+
diff --git a/c_reference/tests/kws/keyword_spotting_io_2.h b/c_reference/tests/kws/keyword_spotting_io_2.h
new file mode 100644
index 000000000..d1e9962e5
--- /dev/null
+++ b/c_reference/tests/kws/keyword_spotting_io_2.h
@@ -0,0 +1,14 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT license.
+
+#define I_T 300
+#define O_T 97
+#define IN_F 80
+#define O_F 41
+
+static float INPUT[I_T * IN_F] = {-69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, 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+
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+
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+
diff --git a/c_reference/tests/kws/keyword_spotting_io_3.h b/c_reference/tests/kws/keyword_spotting_io_3.h
new file mode 100644
index 000000000..8fa932798
--- /dev/null
+++ b/c_reference/tests/kws/keyword_spotting_io_3.h
@@ -0,0 +1,14 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT license.
+
+#define I_T 300
+#define O_T 97
+#define IN_F 80
+#define O_F 41
+
+static float INPUT[I_T * IN_F] = {-69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, -69.07755, 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+
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+
diff --git a/c_reference/tests/kws/postcnn_io.h b/c_reference/tests/kws/postcnn_io.h
deleted file mode 100644
index bf0dd48b6..000000000
--- a/c_reference/tests/kws/postcnn_io.h
+++ /dev/null
@@ -1,12 +0,0 @@
-// Copyright (c) Microsoft Corporation. All rights reserved.
-// Licensed under the MIT license.
-
-#define I_T 101
-#define O_T 97
-#define I_F 400
-#define O_F 41
-
-static float INPUT[I_T * I_F] = {-0.23262405, 0.021073507, 0.006058515, 0.15350382, 0.013292464, 0.44841343, -0.11522867, 0.26178837, -0.008307272, 0.064421915, 0.31667084, -0.5686861, 0.11658848, 0.5149483, 0.086653, -0.30876383, 0.16964002, 0.15076421, 0.1392404, 0.20128167, -0.5749458, -0.04845414, 0.07953432, -0.20597965, 0.018087957, 0.2547313, 0.3385827, 0.018351464, -0.037856918, 0.0061308793, 0.06552455, -0.1349196, -0.015241128, 0.0048829536, 0.13460277, 0.014670824, 0.10605109, 0.57191515, 0.52975434, 0.24273509, 0.005741897, 0.33316085, 0.07830798, 0.003481722, -0.025866143, 0.035066865, 0.0012482493, 0.05218655, 0.18149653, 0.083923526, 0.006272531, 0.32511264, 0.43128878, 0.035121936, 0.050529007, 0.02102791, 0.53437644, 0.0059199827, 0.09732896, -0.47517633, 0.44411334, 0.0033269804, -0.010821553, 0.1489774, 0.010148776, 0.009278973, 0.08619924, 0.017735098, 0.14219998, 0.520531, 0.0070409738, 0.060517624, 0.106298655, 0.3289997, 0.005868687, -0.1624396, 0.16633005, 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-0.40417686, 0.23061524, 0.45689783, 1.3373196, 1.5388886, -3.0221527, -2.204202, -0.19400004, -0.46431667, 2.7536018, 0.0715013, 0.3230115, -2.5198386, 2.3139503, -0.6811111, -0.6972681, -3.3946915, 0.8531512, -1.3747753, -6.17663, 1.6482964, 0.1195681, -0.025438406, -0.6172169, -1.6773809, -1.0387338, 1.2808956, -0.85687405, -3.0192218, 0.3902576, -5.929723, -1.5547234, -2.935276, -5.568336, -1.1366943, 0.35804847, 2.4751034, 1.5589957, 2.7927513, -2.6892357, 0.631597, -1.3707373, 1.1293398, 0.9683777, 0.25572282, 1.4683089, -3.1614754, -1.9378244, -0.79945153, 0.22917512, 3.0752602, -0.12502006, 0.14045438, -2.3328815, 2.6038733, -0.94999176, -0.9899872, -2.5458517, 1.6216073, -1.3557602, -6.2513623, 1.543248, 0.51005715, 0.50247747, 0.19440287, -1.9733291, -1.586597, 1.9028974, -1.1550708, -2.805989, 0.7189312, -5.3246346, -0.82434237, -2.9491696, -5.5370197, -1.1160802, 0.84244716, 1.8035662, 1.0232301, 1.6117625, -1.4988047, 1.3899678, -1.734134, 1.7056108, 1.0033324, -0.4919212, 0.6674769, -3.4141262, -2.35079, -1.2205303, 0.4143388, 2.7816234, 0.035564497, 1.1536863, -1.9077173, 2.3447661, -0.58018273, -1.0529243, -1.8874696, 1.0007336, -1.2927729, -5.939298, 1.2921658, 0.48155597, 0.076716304, 0.46613938, -1.8998525, -1.8858137, 1.5592912, -0.9286827, -2.921043, 0.36687616, -4.0041947, -0.8129478, -1.7365317, -5.559828, -1.0749941, 0.4742708, 0.58505476, 0.3092358, 0.7107349, -1.6179023, 1.2521572, -0.90243757, 0.7056264, 0.3464136, 0.029820204, 0.007692665, -2.5297344, -2.1685631, -1.6157476, 0.008369505, 2.1833146, 0.46748143, 1.8649592, -1.8794749, 1.7943273, 0.17803234, -0.77157164, -1.9743712, 0.12262976, -2.0248475, -5.164584, 0.734861, 0.1969327, -0.56072325, 0.22535346, -1.447959, -1.5078917, 0.85876083, -0.64745265, -3.2464366, -0.67819256, -3.6703572, -1.5253577, -0.7985518, -6.5407887, -0.86854357, 0.10871087, 0.21883756, -0.014473498, 0.7485461, -2.4957047, 1.0129678, -0.44695115, -0.3001538, -0.47629583, 0.654762, 0.16033334, -1.7938564, -1.8039368, -1.4462955, -0.42822987, 2.1649168, 0.64623255, 1.9484516, -2.017934, 1.4339094, 0.5752218, -0.4926685, -2.3412557, -0.3952272, -2.2088041, -4.315727, 0.222517, -0.19538572, -0.5338917, -0.053631783, -1.3894317, -0.87855625, 0.42851764, -0.7906002, -3.1004708, -1.1078067, -3.649538, -1.9967479, -0.5544466, -6.7118025, -0.8592724, -0.39824998, 0.13471353, 0.02997297, 1.1624516, -2.7937164, 1.1920269, -0.5601455, -0.44303346, -0.68943727, 0.9187759, 0.33157218, -1.8747512, -1.6795616, -1.1027645, -0.93580097};
-
diff --git a/c_reference/tests/kws/postcnn_params.h b/c_reference/tests/kws/postcnn_params.h
index ef3560b11..e79f519c3 100644
--- a/c_reference/tests/kws/postcnn_params.h
+++ b/c_reference/tests/kws/postcnn_params.h
@@ -1,13 +1,17 @@
// Copyright (c) Microsoft Corporation. All rights reserved.
// Licensed under the MIT license.
-#define I_T 101
-#define O_T 97
-#define I_F 400
-#define O_F 41
-#define DEPTH_FILT 5
-#define POOL_FILT 2
-#define POINT_FILT 1
+#define POST_CNN_I_F 400
+#define POST_CNN_O_F 41
+#define POST_CNN_DEPTH_FILT 5
+#define POST_CNN_DEPTH_PAD 2
+#define POST_CNN_DEPTH_ACT 0
+#define POST_CNN_POOL 2
+#define POST_CNN_POOL_PAD 0
+#define POST_CNN_POOL_ACT 0
+#define POST_CNN_POINT_FILT 1
+#define POST_CNN_POINT_PAD 0
+#define POST_CNN_POINT_ACT 0
#define LOW_RANK 50
static float CNN2_BNORM_MEAN[200] = {0.015971357, 6.501892e-05, 0.038588, 0.097353816, 0.015376935, 0.015602097, 0.036061652, 0.03898482, 0.039924037, 0.006442192, 0.03593987, 0.04222, 0.07892465, 0.040109057, 0.04670995, 0.034607653, 0.08764101, 0.0654985, 0.05729792, 0.016125392, 0.04164587, 0.067503765, -0.028087385, -0.015071113, -0.059104428, 0.016970858, 0.066376075, 0.08096571, 0.07588531, -0.052501034, 0.059453476, 0.051389035, 0.068797044, 0.07448322, -0.039696753, 0.035946004, -0.0014653725, 0.088247605, 0.041575737, 0.10277397, 0.0526724, -0.036430024, 0.045154247, 0.025572386, -0.03798233, -0.03787984, 0.038794607, 0.069571935, 0.04857156, -0.0071943738, -0.032641422, 0.09272896, 0.051213413, 0.027016614, 0.016180614, 0.06295424, 0.037129566, 0.032467406, -0.025120424, 0.030453552, 0.06195704, -0.018342853, 0.01071218, 0.08289012, -0.0020247104, -0.025325423, 0.09067498, 0.08771331, -0.00087628997, 0.058319252, -0.008090766, 0.017746149, 0.018517531, 0.086093254, -0.027057227, -0.016622052, 0.046957616, 0.09430719, 0.034838118, -0.012873425, 0.037685357, 0.06542477, 0.019381318, 0.056773286, 0.013210703, 0.061603934, 0.058845002, 0.038058348, 0.059714716, 0.08331196, 0.07923841, 0.062044818, 0.0026301693, 0.06795837, -0.0030768516, 0.06081296, 0.007542504, 0.023446025, 0.029961232, 0.036956295, 0.038154498, 0.0475312, -0.002375686, 0.06024979, 0.008005025, 0.077196926, 0.0789222, 0.08032208, -0.017859492, 0.09035916, 0.0018038531, 0.09352108, 0.01635931, 0.019340234, 0.08410177, 0.039363027, 0.072246365, 0.014267202, 0.09342878, 0.035540942, -0.024538206, -0.029167939, 0.022879561, 0.038776945, -0.008962599, 0.028289083, 0.07435437, 0.033813186, 0.03850727, 0.029347735, -0.0625054, -0.040992733, 0.07381808, 0.066816054, 0.0124026975, 0.071189724, 0.030857489, 0.0691046, 0.0816209, 0.055097148, 0.0014903225, 0.03434464, -0.0059871743, 0.056997567, 0.03338638, 0.006343891, -0.012877238, -0.06268586, -0.021703077, 0.04223155, -0.0071792454, 0.042931616, 0.07306048, 0.069892146, 0.04687559, 0.070037335, 0.04052685, 0.014894321, 0.0052992613, 0.095167615, -0.013672871, 0.041835114, 0.029129915, 0.044560347, 0.050107688, 0.053555574, 0.072749875, 0.078805596, 0.010685162, 0.0071339705, 0.064971276, 0.00079534744, -0.017808538, 0.03917341, 0.08676169, 0.07253845, -0.05193372, -0.019195765, 0.0065121413, 0.03828087, -0.0030095147, 0.04439866, 0.077847764, 0.033887736, -0.0059973625, 0.031676162, -0.06647171, 0.044209484, 0.053383026, -0.009077284, -0.046332154, -0.0028125723, 0.09074347, 0.08587855, -0.0076064896, 0.0626982, -0.021182764, 0.064857244, 0.02505869, -0.017837577};
diff --git a/c_reference/tests/kws/precnn_params.h b/c_reference/tests/kws/precnn_params.h
new file mode 100644
index 000000000..dcb9d885f
--- /dev/null
+++ b/c_reference/tests/kws/precnn_params.h
@@ -0,0 +1,23 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT license.
+
+#define I_F 80
+#define PRE_CNN_O_F 400
+#define PRE_CNN_FILT 5
+#define PRE_CNN_FILT_PAD 2
+#define PRE_CNN_FILT_ACT 2
+#define PRE_CNN_POOL 2
+#define PRE_CNN_POOL_PAD 0
+#define PRE_CNN_POOL_ACT 0
+#define LOW_RANK 50
+
+static float BNORM_CNN1_MEAN[I_F] = {10.719894, 11.277293, 11.355163, 11.932443, 12.354103, 12.917164, 13.324238, 13.575673, 13.637483, 13.515657, 13.448936, 13.534993, 13.772815, 14.070428, 14.2041855, 14.314233, 14.354123, 14.344929, 14.278268, 14.370038, 14.091814, 13.935598, 14.095416, 13.853564, 13.965211, 13.873084, 13.962391, 13.873242, 13.977497, 13.9614935, 14.016155, 14.080242, 14.141294, 14.232999, 14.415869, 14.547782, 14.620865, 14.728154, 14.8032675, 14.938353, 14.91555, 14.998761, 14.988357, 15.069421, 15.058382, 15.12057, 15.198176, 15.287275, 15.387576, 15.469517, 15.51293, 15.572873, 15.56175, 15.640288, 15.65414, 15.677645, 15.692691, 15.711035, 15.720091, 15.719153, 15.7531595, 15.746176, 15.745342, 15.679322, 15.626492, 15.573947, 15.527088, 15.491109, 15.432482, 15.394985, 15.371318, 15.341917, 15.331801, 15.335991, 15.337822, 15.325554, 15.294515, 15.265457, 15.205703, 15.127973};
+
+static float BNORM_CNN1_VAR[I_F] = {20.676882, 20.414438, 21.339178, 23.554377, 24.701517, 26.168814, 27.535915, 28.564592, 28.969957, 28.859362, 28.364, 28.106115, 28.451006, 29.011675, 29.317871, 29.283287, 29.086376, 28.775879, 28.478878, 28.178596, 27.520367, 27.02571, 26.705261, 26.066133, 25.702063, 25.294205, 24.99427, 24.72525, 24.640686, 24.572824, 24.549019, 24.534306, 24.495142, 24.296028, 23.391523, 23.53733, 24.648394, 24.782791, 24.837341, 24.872974, 24.787487, 24.739609, 24.640944, 24.550161, 24.56518, 24.665766, 24.818687, 25.024239, 25.244087, 25.361431, 25.36517, 25.276, 25.320591, 25.33135, 25.398449, 25.40862, 25.353382, 25.344984, 25.372326, 25.441729, 25.504103, 25.42918, 25.153177, 25.618937, 25.690516, 25.687012, 25.684065, 25.624876, 25.630314, 25.655672, 25.612, 25.64374, 25.61967, 25.579008, 25.566566, 25.550398, 25.508354, 25.44107, 25.65704, 25.880789};
+
+static float CNN1_BIAS[PRE_CNN_O_F] = {1.300191, -0.779042, 0.12877105, -2.037354, -0.9435298, -2.5254133, -1.5369109, 1.0702158, 3.0273507, -0.7386386, 1.7626207, -0.58604527, 2.106561, -1.5296501, -1.2816843, -0.6733964, -0.7367651, 1.7345444, -0.05970213, 1.3843738, 1.6244868, 1.8320789, 0.5069751, 0.62708217, 2.003625, 0.6377755, -1.9624366, 0.63646936, 2.0180166, -0.25709784, 2.255273, 0.38705197, 2.169011, 1.1031395, -1.5280739, -0.76651794, -1.082367, 1.9920447, -2.0233238, 1.6334648, 0.8347151, -1.0188212, -1.0827045, -1.7733161, -0.45355535, 1.0320476, -2.4755456, 0.56821054, 0.75964713, 0.06325834, -1.3351326, 0.947213, -2.7096841, -0.2805782, 0.5053991, 0.33857206, -1.5643214, -1.9894447, -1.7913662, 1.914957, 2.0200634, 1.3860161, -1.8900268, -1.3497273, 1.0761157, 1.7763672, -0.65279585, 1.9923992, -0.5291019, 1.5516317, 1.676236, -2.257369, 2.3529193, 1.0615077, 0.51217747, -2.0283973, -1.3906946, -0.005759739, -1.014273, -1.7721412, -1.7974949, -1.7176688, -2.0392191, 0.87384427, 0.7713191, -0.21536666, 1.7571598, -1.9713863, -1.7524513, 2.239532, -2.0877903, 0.67606, -1.2471493, -1.3209369, -1.5323899, -0.86020976, -0.19431618, -0.29289863, -1.1362463, -0.27989164, 0.9613982, -0.9303186, 0.80145055, -1.5114999, -0.53770745, -1.0007375, 1.2348008, -0.7031456, 1.9639963, -1.8767631, 0.54409057, 1.5087916, -1.4712379, -0.93829006, -1.3319114, -2.3127968, -1.7907258, -0.407395, 0.6168143, 0.82548475, 0.8482644, -0.8501224, 1.6107091, 2.134612, -1.0925547, 1.7021487, -2.1517541, 1.1478122, -1.8185, -0.60170245, -1.5785563, -1.4434805, -0.84806854, 2.124417, -1.7992799, 1.0451778, 2.0745783, -0.49988687, 0.44799557, -2.2847998, 1.6671776, 0.2003777, 0.40834093, 1.8844966, -1.5649115, -2.078135, 1.4730648, 2.2270346, 1.5995127, 0.3647449, 1.0695671, -1.8636547, -1.0998644, -2.5635734, 0.017660717, -1.9947071, 1.5408367, 0.90499216, 0.91611373, 1.8415768, -0.934941, 0.99624336, -1.7224451, -2.117806, -1.8641261, -0.27287853, -1.3290448, 0.68198127, 1.0655302, 1.3089589, 1.5892235, 1.9483236, 2.671394, 2.0462663, 1.0995138, -0.8231849, 0.43930018, 1.6719505, -1.0527816, -0.652467, 1.2310717, 1.6923088, -0.35652065, -1.027436, -0.22795796, 0.109296955, -0.6748324, 0.5586138, -1.180884, -2.18752, 1.1215136, 1.6672724, -1.4353535, 2.0336459, -2.7333302, -1.4794307, -1.70236, -0.1282032, 1.5664086, -2.98293, -2.2209318, 0.8168484, -0.78808755, -1.5923033, 0.96671927, -1.9981681, -1.8891708, -0.71883076, 0.9872053, 1.8431993, 1.4599383, 1.461618, -2.6698012, 1.7014012, -0.90234613, -3.1844337, -2.0179415, 1.091565, -1.1652547, -1.0443002, -0.048881833, -1.5857307, 1.8649789, 1.9054865, 0.9829317, -0.8272472, 2.2824135, 0.95920223, -1.2486432, -0.44787234, -1.4609123, 1.9108136, 1.3920923, 1.0286125, 1.6861342, 1.452765, 1.1245193, -1.054227, 0.6595548, 1.0182625, -1.7440542, 0.9177331, -0.3515849, -1.4495276, 2.107017, 1.6213392, -1.5320052, -0.80822104, -2.0555818, -1.9608325, -1.7011721, -1.877503, -0.7057842, -2.0763748, -1.5858908, 1.2160226, -2.4326186, 1.6956238, -1.5471596, -1.7387867, 2.1300697, 0.18794368, -0.4583019, -3.1489387, 1.6009101, 2.1964102, -0.6978634, 1.2681695, 0.4626042, -1.461521, -0.14139582, 1.1862375, 1.5006682, -1.5338326, 1.7466931, -1.3882873, 0.36158136, 0.11920393, -1.525045, 0.9772708, 2.0064225, 0.35159564, -0.9488687, 1.5600407, 1.3372803, -2.4081395, 1.7896626, 0.001687233, 1.5024955, 1.0004863, 1.2808807, -0.23564178, 1.6312653, -1.4802891, 2.3526027, -2.7684214, 1.371979, 0.967034, 1.6903735, -1.7038316, 1.52379, -1.1193563, -2.096888, 2.0172017, 1.8445942, 0.56659895, 1.669906, -1.4930186, 2.149227, 1.5583338, -2.212712, -1.1139998, -1.9200424, -1.4756505, 0.29662177, 1.1342987, -1.1442064, -1.3027734, 1.4665192, 1.3889705, 0.76326215, -1.6858389, -2.646514, 1.2635381, 1.2053379, -0.15261778, 1.3416804, -0.57838917, -0.14112566, -2.0271254, 0.36985314, -1.3416636, 1.1499223, -1.9333936, 0.9676799, 1.846942, -1.823447, -0.44626495, -0.8492061, -0.94446206, 2.1404736, -0.58360445, 2.5060663, -1.4616301, -2.201911, -2.0038357, 1.6050764, -0.68346953, -0.048071913, 1.2584175, 1.2293136, 0.7809569, 1.0426509, -2.1945558, -0.80175585, -2.3009183, -0.6103452, -0.2072521, -0.21979602, 1.4457221, 0.12900288, -0.6473033, 1.5531462, -0.5543701, -0.8842336, 0.6678211, 0.33419546, 1.430383, 1.8887885, -3.1204836, 0.9718442, 1.9787605, -2.7728877, -1.8637267, -1.8636626, -0.34137356, -2.4106872, -1.9265975, -1.6192602, 1.2435093, -1.6963999, 1.5720334, -2.2001069, -0.8705381, 0.937398, -2.1680825, 0.34210345, 0.5386563, 1.7298652, 1.496569, -0.34388074, -2.686154, -2.1040716, 1.0595173, -1.2657964, 0.68641293, 0.40762904, 0.88818675, 1.066454, -0.6460059};
+
+static float CNN1_W1[PRE_CNN_O_F * LOW_RANK] = {0.26530734, -0.036786173, -0.06395045, 0.09773697, 0.08084253, -0.017247748, 0.07001986, -0.099073775, -0.058794513, -0.023463419, 0.021373486, 0.14204037, -0.09638156, 0.045384407, -0.01468435, 0.08087281, -0.15833771, 0.11691094, 0.17127356, -0.097326025, 0.31943423, -0.009757005, 0.043572232, -0.17620675, 0.067762814, 0.070877, 0.049525492, -0.009653109, 0.09394597, 0.0017307707, -0.11305898, -0.09052386, -0.0018259048, -0.048795342, -0.24523042, 0.19700143, 0.12408792, -0.002526499, -0.11115794, 0.039125208, 0.1091806, 0.044987757, 0.06758316, -0.14822486, 0.0021783954, 0.07560217, 0.04108365, 0.067905955, -0.0116297845, -0.08092823, -0.03154765, -0.06346546, 0.095621206, 0.06728688, 0.10217731, -0.24520648, 0.0027832384, 0.13619998, 0.0035043312, -0.09558796, 0.0426423, -0.060595028, 0.0094713215, -0.0077556227, 0.027446706, 0.11611642, 0.108423024, -0.10725606, -0.15737121, 0.10583636, 0.06843396, 0.07004042, 0.23172182, 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+
+static float CNN1_W2[LOW_RANK * I_F * PRE_CNN_FILT] = {0.27229047, 0.12825976, 0.14576301, 0.15871899, 0.26643023, -0.5240006, -0.19523512, -0.29264662, -0.1008132, 0.02564955, 0.13523918, 0.09433272, 0.0877101, 0.19861849, 0.21470858, -0.14094141, -0.10934482, -0.15342464, 0.07459354, 0.09676417, -0.23895895, -0.21342552, -0.352419, 0.171942, 0.33226782, -0.00742546, -0.2904217, -0.48175433, 0.38685367, 0.18311371, 0.17616156, -0.115538664, -0.32349902, 0.71033597, -0.15752949, -0.050267957, -0.06951034, -0.2770531, 0.3385607, 0.077704936, -0.062146198, -0.24577644, -0.44392094, 0.16844542, 0.013935905, -0.051663417, -0.18769318, -0.21367994, 0.11839342, 0.02870515, 0.14169794, 0.09850915, 0.21477485, -0.31686494, -0.11633931, 0.15378273, 0.19665825, 0.48759001, -0.16054948, -0.17090298, 0.0440911, 0.040946674, 0.21907151, 0.049789373, -0.19793192, 0.077553794, 0.008669732, 0.062666304, 0.026579564, -0.26880336, 0.11286067, 0.031448033, 0.18115444, 0.13197434, -0.09255748, 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0.03517793, 0.005178534, 0.034758538, -0.11303181, 0.004300278, 0.0065447856, 0.0566165, 0.06271457};
+
diff --git a/c_reference/tests/kws/rnn_io.h b/c_reference/tests/kws/rnn_io.h
deleted file mode 100644
index 32ebd0a84..000000000
--- a/c_reference/tests/kws/rnn_io.h
+++ /dev/null
@@ -1,12 +0,0 @@
-// Copyright (c) Microsoft Corporation. All rights reserved.
-// Licensed under the MIT license.
-
-#define I_T 60
-#define O_T 60
-#define I_F 400
-#define O_F 200
-
-static float INPUT[I_T * I_F] = {-1.9863997, 0.9213184, -0.38033977, -0.5242573, -0.9468658, -0.642692, 3.3430295, 0.8725305, 0.46025792, -0.82799876, 0.7066789, 1.3966402, 0.40482002, -0.6221343, -0.7492323, -0.9559577, -1.0496091, 0.58424056, 1.2357723, -2.433481, 0.5211437, 0.57968193, 0.9787165, -1.6575031, 0.5015143, 1.0876825, -0.5030111, 0.8752734, 0.5196419, 1.323596, 0.44202024, -1.2800261, -3.7776139, -0.42521808, -0.6669767, -1.0216136, -0.79256016, 0.5327154, -0.5265961, 0.6011149, 0.8536836, 3.4721193, -0.95214134, -0.5802904, -1.0580537, 0.8259526, -0.57854337, -1.7089088, 0.8977645, 1.2517083, 1.4810065, -1.624462, -0.3075258, -1.2025644, -1.8836629, 1.0568894, -0.63114285, -0.5155616, -0.55710304, 0.47801313, 0.5350901, 0.7039166, -0.5233737, -0.72122616, 0.7933272, 0.5728335, -0.90005195, 0.517763, -1.0190893, 0.64032286, 0.6016588, -0.42425272, 0.40916386, 0.9192364, -1.4439263, -0.46163923, -0.6347377, 1.2845631, -1.0318359, -0.5657055, -0.6928071, -0.5383724, 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-
diff --git a/c_reference/tests/kws/rnn_params.h b/c_reference/tests/kws/rnn_params.h
index 400eda2ee..a79fa32c8 100644
--- a/c_reference/tests/kws/rnn_params.h
+++ b/c_reference/tests/kws/rnn_params.h
@@ -1,10 +1,30 @@
// Copyright (c) Microsoft Corporation. All rights reserved.
// Licensed under the MIT license.
-#define I_F 400
-#define O_F 200
+#define RNN_I_F 400
+#define RNN_O_F 400
#define LOW_RANK 50
+static float BNORM_RNN_MEAN[400] = {0.6407931, -0.35244486, 0.030216545, -0.81999534, -0.3091207, -0.549469, -0.7362031, 0.48502508, 0.75331384, -0.32191217, 0.48170966, -0.2752513, 0.86553276, -0.65129936, -0.547439, -0.30731004, -0.056911383, 0.8383127, 0.03373998, 0.6118797, 0.81866914, 0.84518725, 0.16873346, 0.22436783, 0.87048125, 0.2024081, -0.86452943, 0.19601457, 0.86864483, -0.052346334, 0.9434122, 0.20109785, 0.76223856, 0.40471166, -0.63935643, -0.19079153, -0.39908814, 0.82104486, -0.85589826, 0.72746104, 0.38398245, -0.6250187, -0.15935087, -0.7956726, -0.16568746, 0.3152414, -0.64249015, 0.2914893, 0.3014869, 0.07612099, -0.5683857, 0.31694475, -0.95210457, -0.16557178, 0.3106247, 0.06396951, -0.7293599, -0.8227257, -0.7849723, 0.88260424, 0.8377326, 0.6614898, -0.8726852, -0.6130257, 0.48228592, 0.7220888, -0.29928488, 0.87473977, -0.236925, 0.7837441, 0.8363951, -0.89623755, 0.867078, 0.16982013, 0.19802643, -0.8851982, -0.7456913, 0.0051886495, -0.62825125, -0.8294542, -0.8678159, -0.81477135, -0.88346475, 0.35173777, 0.24181761, -0.02669237, 0.7734321, -0.81518894, -0.8020896, 0.90654373, -0.8501096, 0.21581595, -0.5924014, -0.46473974, -0.6604367, -0.4317708, -0.14330594, -0.10703351, -0.5395671, -0.05965784, 0.34747392, -0.47915712, 0.2920527, -0.55655694, -0.28173906, -0.3910672, 0.64822567, -0.32903782, 0.83874494, -0.874685, 0.12251923, 0.72030896, -0.5874445, -0.38601953, -0.60366607, -0.9393074, -0.82132876, -0.16620477, 0.27644825, 0.40611318, 0.27457374, -0.3151125, 0.7413404, 0.84133786, -0.49035874, 0.7575662, -0.8989563, 0.6074598, -0.87114644, -0.21127547, -0.79567885, -0.5863003, -0.3107002, 0.9142051, -0.86508334, 0.4834828, 0.9134851, -0.2313091, 0.07402879, -0.8790939, 0.82774514, 0.106752336, 0.11927966, 0.8650857, -0.71768093, -0.82921094, 0.716452, 0.8614091, 0.68946564, 0.1835506, 0.37798, -0.77706474, -0.41815555, -0.9620578, -0.06990809, -0.8770253, 0.61138463, 0.29889867, 0.27213508, 0.82466185, -0.334935, 0.52705896, -0.773556, -0.90773207, -0.82913756, -0.07923128, -0.45779368, 0.101272255, 0.48867854, 0.4739608, 0.6412532, 0.8138557, 0.5876224, 0.86880577, 0.5855534, -0.23658416, 0.12425033, 0.83363026, -0.42378, -0.37251693, 0.4906245, 0.62429476, -0.10519086, -0.4072269, -0.14469986, -0.021839082, -0.3208464, 0.19898692, -0.39809802, -0.7983705, 0.3696889, 0.82955855, -0.7128457, 0.8447134, -0.94280523, -0.52414805, -0.8481726, -0.05047867, 0.647712, -0.97416556, -0.91140115, 0.35504994, -0.32389128, -0.8240286, 0.32763278, -0.87888056, -0.8865641, -0.28086042, 0.4363825, 0.7706367, 0.7923125, 0.6005245, -0.60592216, 0.6967883, -0.33975157, -0.9811091, -0.8927247, 0.2190641, -0.507786, -0.60006535, 0.017911073, -0.7150123, 0.7804585, 0.81605697, 0.53768593, -0.40561888, 0.88931894, 0.37195414, -0.44310603, -0.1978834, -0.65289193, 0.84120756, 0.377217, 0.32861176, 0.830742, 0.602457, 0.4149358, -0.4543377, 0.23333766, 0.43189713, -0.7335778, 0.37642834, -0.1879873, -0.75305784, 0.78538513, 0.7608163, -0.7189144, -0.27569953, -0.89581066, -0.88798463, -0.83698684, -0.8201823, -0.310109, -0.83951783, -0.33442083, 0.54602075, -0.94626224, 0.77901137, -0.57302916, -0.7605212, 0.8990494, 0.036422487, -0.21188393, -0.9577235, 0.7075142, 0.5018615, -0.310129, 0.47049353, 0.14407837, -0.67276424, -0.061004814, 0.5043951, 0.49337223, -0.27399996, 0.7939799, -0.72597945, 0.21596129, 0.019922612, -0.68008447, 0.430125, 0.81136173, 0.16240461, -0.34101364, 0.3293398, 0.61407715, -0.9515877, 0.8291927, -0.023134883, 0.6766861, 0.3655587, 0.47014552, -0.09274036, 0.7584873, -0.63324827, 0.896071, -0.852297, 0.6617745, 0.2791758, 0.3937473, -0.86266726, 0.6733181, -0.4239686, -0.8658504, 0.86396486, 0.6050595, 0.24987252, 0.7734644, -0.7873621, 0.8794648, 0.42641398, -0.8592585, -0.43200412, -0.8910071, -0.33162993, 0.14024183, 0.5121086, -0.5462518, -0.6076213, 0.5750187, 0.6221899, 0.306523, -0.8160596, -0.92540485, 0.3980939, 0.5353607, -0.13989358, 0.6536005, -0.18414816, -0.0032264849, -0.8874878, 0.18688282, -0.703049, 0.55373126, -0.85696185, 0.37272593, 0.87156695, -0.85731876, -0.19614182, -0.3021583, -0.48278728, 0.89583063, -0.021923339, 0.9334063, -0.59997344, -0.91987705, -0.8606315, 0.7265214, -0.2924593, 0.008561432, 0.6941524, 0.36095858, 0.25405914, 0.43551126, -0.83721775, -0.36942688, -0.9239018, -0.28183854, -0.035001498, -0.11609214, 0.70802784, -0.048417665, -0.34919778, 0.7431942, -0.3206293, -0.12524657, 0.2445286, 0.08582959, 0.6760714, 0.865314, -0.9309622, 0.36510327, 0.8335535, -0.93309486, -0.80915755, -0.8522115, -0.17654651, -0.93246686, -0.85165226, -0.7802007, 0.65170693, -0.7378636, 0.37774998, -0.82667124, -0.49062422, 0.43310606, -0.87884223, 0.12989503, 0.07385234, 0.8364909, 0.66499794, -0.061525762, -0.9582818, -0.9047348, 0.5870371, -0.5832229, 0.34875393, 0.15939584, 0.40974876, 0.33096522, -0.144087};
+
+static float BNORM_RNN_VAR[400] = {0.24067709, 0.41732132, 0.62952524, 0.117880404, 0.53237706, 0.4913995, 0.16033174, 0.3483361, 0.28725785, 0.5472615, 0.53789043, 0.6671222, 0.11032344, 0.31414002, 0.36484542, 0.5250396, 0.8073176, 0.07621322, 0.6113698, 0.26654983, 0.09327808, 0.0713137, 0.58564585, 0.54439116, 0.066474445, 0.5377112, 0.072522596, 0.7195914, 0.06388394, 0.63212, 0.016379341, 0.7295287, 0.21760772, 0.49138469, 0.29235715, 0.6273943, 0.57483315, 0.11283904, 0.074872546, 0.2055045, 0.5206947, 0.21903202, 0.7795088, 0.123973094, 0.62177765, 0.6873191, 0.38184997, 0.571131, 0.6053647, 0.5447734, 0.34116954, 0.58311135, 0.024246326, 0.48144713, 0.48410702, 0.66793793, 0.1838676, 0.11768659, 0.14896476, 0.06011667, 0.09195205, 0.23124175, 0.059142537, 0.28783605, 0.42585686, 0.23536223, 0.5745587, 0.05851264, 0.55800134, 0.11394704, 0.07392288, 0.059794024, 0.10552564, 0.81561327, 0.58542085, 0.05995313, 0.13625973, 0.5986617, 0.1297909, 0.09087291, 0.03639271, 0.11756644, 0.05717596, 0.48837224, 0.72837585, 0.47919145, 0.15963337, 0.14356671, 0.11850081, 0.04787837, 0.09245314, 0.70987165, 0.28864026, 0.5189268, 0.29086277, 0.40188947, 0.7521913, 0.5064451, 0.30666554, 0.5963074, 0.5442833, 0.31046107, 0.4870904, 0.45100123, 0.59015256, 0.53745246, 0.20886, 0.4168032, 0.10535731, 0.04745492, 0.70340514, 0.19763964, 0.2950093, 0.5448658, 0.29629824, 0.023883242, 0.09068519, 0.57440263, 0.5883051, 0.4504262, 0.56081885, 0.65849864, 0.15851729, 0.16734546, 0.43856376, 0.16461618, 0.05933819, 0.23187567, 0.056295753, 0.6654438, 0.10728446, 0.35849565, 0.55313015, 0.03425665, 0.052861217, 0.3716969, 0.035875853, 0.59377193, 0.6750548, 0.07404189, 0.08051755, 0.70145255, 0.5658436, 0.06734494, 0.1882932, 0.15830882, 0.17078973, 0.09458759, 0.22578903, 0.39330375, 0.5566131, 0.17024435, 0.46323362, 0.0145441415, 0.73136675, 0.06101416, 0.36653724, 0.63051933, 0.60347897, 0.1045593, 0.55156857, 0.2712629, 0.1522999, 0.043222982, 0.09178304, 0.4957281, 0.45204443, 0.8011608, 0.4057446, 0.45904577, 0.24754627, 0.13817587, 0.5443634, 0.07535142, 0.22580726, 0.6006044, 0.5413205, 0.078755505, 0.5688484, 0.41352436, 0.43673098, 0.22573052, 0.6546499, 0.5520683, 0.58701986, 0.68761325, 0.46608156, 0.6026549, 0.55380416, 0.20343448, 0.58000135, 0.06782897, 0.18119237, 0.10386489, 0.043060623, 0.46472144, 0.06557262, 0.48306316, 0.28110373, 0.0082796775, 0.042863604, 0.46960178, 0.54763484, 0.06907572, 0.64590174, 0.06362079, 0.04829593, 0.5526471, 0.4451301, 0.1700463, 0.07747003, 0.34864825, 0.42143732, 0.25616628, 0.46259716, 0.0064947237, 0.061435148, 0.67565507, 0.4120493, 0.20718691, 0.59336036, 0.19817723, 0.1780194, 0.1315814, 0.26492187, 0.43145692, 0.06003447, 0.5584923, 0.48263186, 0.45537212, 0.3173816, 0.100082204, 0.60711896, 0.56313, 0.07838449, 0.30586845, 0.47581637, 0.34692806, 0.68200684, 0.44580176, 0.19529384, 0.5030603, 0.5602096, 0.13395251, 0.16939107, 0.17311281, 0.17704855, 0.65016246, 0.0456641, 0.04388014, 0.07448521, 0.1336512, 0.5725689, 0.111665, 0.6487141, 0.39282265, 0.020969398, 0.13670465, 0.4077529, 0.1819129, 0.05583142, 0.58371544, 0.58228827, 0.024861438, 0.19620451, 0.52129334, 0.53534144, 0.5041175, 0.6386671, 0.21210486, 0.76096356, 0.3709945, 0.50904685, 0.76202965, 0.1294176, 0.15607566, 0.4096466, 0.6101187, 0.23628873, 0.46705997, 0.1815878, 0.5690439, 0.5832114, 0.6084061, 0.28304338, 0.016901344, 0.09447862, 0.5102045, 0.23573717, 0.5918592, 0.5024761, 0.54961634, 0.15271156, 0.28042176, 0.0637814, 0.14416204, 0.24266286, 0.67582214, 0.6327572, 0.05504144, 0.2284425, 0.49970093, 0.07500342, 0.07952555, 0.35603207, 0.51982826, 0.13702826, 0.0923805, 0.07908362, 0.5474094, 0.09224107, 0.5165588, 0.047832847, 0.6515069, 0.566084, 0.37045604, 0.3262877, 0.1948339, 0.3383096, 0.24791934, 0.4862283, 0.08023044, 0.061953582, 0.5362911, 0.3185931, 0.6711208, 0.23572524, 0.547068, 0.6690061, 0.05912816, 0.7052401, 0.16833258, 0.30919954, 0.07304114, 0.5532256, 0.057242446, 0.065330334, 0.5118909, 0.58224297, 0.3220544, 0.052317075, 0.771063, 0.034683358, 0.30811453, 0.033023857, 0.080145516, 0.17301309, 0.55170465, 0.57985336, 0.14548536, 0.6120823, 0.6249956, 0.49752048, 0.10720355, 0.39512217, 0.048133526, 0.5927893, 0.60595024, 0.4151683, 0.17124403, 0.6989219, 0.3542251, 0.17220126, 0.38148388, 0.7764066, 0.479265, 0.65620154, 0.22739673, 0.059849616, 0.029526666, 0.47462988, 0.11377587, 0.057477042, 0.13199095, 0.078592554, 0.5746102, 0.035999913, 0.08952151, 0.115713954, 0.18921646, 0.18607193, 0.6278126, 0.1465011, 0.26760933, 0.38204023, 0.0717377, 0.5367378, 0.8027037, 0.086511396, 0.27277002, 0.66254044, 0.022340113, 0.03911465, 0.20852536, 0.27589944, 0.453355, 0.66475666, 0.37456635, 0.52567667, 0.70939183};
+
+static float B_BIAS_GATE[200] = {1.4337088, 0.9098733, 1.8729801, 1.3038396, 2.0304239, 1.6833048, 2.5641904, 1.3676709, 1.6076629, 3.2309318, 0.7231712, 1.5215243, 0.12684472, 0.8390741, 0.899586, 1.140574, 0.7364306, 0.052965477, 0.94168276, 2.9504375, -0.28751212, 0.22652392, 2.9226353, 1.8097558, 1.4273093, 0.31505933, 0.31447688, 0.5889352, 0.8798427, 3.3047905, 0.5865858, 2.2967384, 1.1268951, 1.5017205, 1.6176863, 1.5528703, 0.37852785, 0.20384304, 1.8802983, 0.6399023, 0.6118525, 3.2835703, 1.2022895, 1.7470528, 4.107573, 1.4188251, 1.2887828, 1.1196656, 1.3053951, 3.2593267, 3.0856862, 0.29149628, 1.7940558, 1.3133203, 0.6494367, 0.5220492, 1.9148092, 2.0899303, 2.3524165, 0.69676596, 1.2522608, 4.846266, 3.6953244, -0.91036856, 1.2918248, 0.8027912, 0.25172094, -0.21984018, 1.3570933, 1.0006579, 1.6612345, 0.8470854, 1.872758, -0.27232477, 1.297547, 2.8563297, 2.740631, -0.650191, -0.06846422, 4.109871, 0.9525945, 0.36890474, 1.6138593, 1.4521459, 3.1035695, 0.64388174, 1.5010952, 1.3118231, -0.8308356, 0.21727212, -0.64074427, 1.22176, 2.267112, 1.1412166, 2.6047976, 0.88260436, 2.1750994, 1.7555782, 2.0343988, 0.8099252, -0.37294137, 1.8193555, 4.8867025, 1.5336865, 2.6291754, 1.3394216, 0.29390675, -0.13158748, 1.4668237, 0.31917703, 3.921408, 0.9569334, 2.8848183, 1.9452164, -1.1382989, 0.26875418, 0.66365564, 2.9413662, -0.40847853, 2.2905428, 0.46013737, 3.6933765, 0.42214894, 2.4888573, 0.5257132, 1.568372, -0.9190876, 2.405353, 1.0572511, 1.7776619, 1.3065082, 2.4999177, 0.80564183, 0.58665574, 0.9574411, 1.3040154, 1.141226, 1.079539, 0.73926073, -0.38215187, 0.55673033, 1.6210872, 2.2091043, 1.1987339, 0.2909893, 3.4819288, 2.079766, 2.757969, 3.590835, 1.7209867, 1.5940244, 1.5494344, 1.4396853, 1.6989003, 0.89178133, 1.7567475, 1.7091506, 0.82684326, 2.1035233, -1.0362287, 1.8805307, 0.44867313, 1.3116342, -1.1052705, 0.70113444, 1.4933188, 0.1768872, 0.81597453, 2.971437, 1.6148138, -0.060280275, 1.0779507, -0.1267068, 0.5032666, 0.38721353, -0.6112842, 4.058862, 1.1269847, 1.7995268, 2.0372314, 1.706104, -3.7359562, -0.40870994, 1.5447605, 2.8179803, 0.671705, -1.3736868, 1.8165928, 1.7065704, 0.6542358, 0.62770194, 1.7753388, 1.1509656, 0.04426328, 2.7380023, 1.395038, 3.9879522, 1.1429642, 4.9602523, 1.3232033};
+
+static float B_BIAS_UPDATE[200] = {0.96611893, -0.028040703, 0.80693567, 2.8052478, 0.1794785, 0.7260744, 1.6803492, 1.143478, 0.5282937, 0.52143085, 0.91703427, 0.5614486, 1.0456134, 0.5481358, 1.0876597, -0.0074838344, 1.122233, 1.2804099, 1.075182, 0.43838933, 1.033413, 0.92184716, 0.024458881, -0.12928349, -0.4241328, 0.13447487, 1.4783111, 0.9503089, 1.4980283, -0.5536237, 0.94798225, 1.1965824, 1.5099938, 1.8067611, 0.63553625, 0.8210375, 0.32152888, 0.9255659, 0.7054471, 2.3793046, 0.60374814, -1.0835652, 1.1556787, 0.84331954, -0.35403696, -0.1284484, 0.79358023, 0.95459586, 0.67921114, -0.15003544, -0.5819213, 1.2442508, 0.52287024, 0.16444446, 0.8176201, 0.75608873, 0.7031348, 0.5628905, -0.44504446, 0.17881018, 0.5905876, 0.30626988, 0.052507244, 1.2783116, -0.3341732, 0.0015532294, 1.2713268, 1.0878531, 0.026034633, 0.7287343, 0.203795, 0.7067218, 0.39818838, 0.6530847, 0.22163399, 0.28599608, 1.0573316, 1.1144463, 1.0944686, -0.15409325, 0.16870591, 0.7962598, 1.1198784, 1.5365425, 0.077744864, 0.90600836, 0.97866845, 1.3515239, 1.156757, 1.9864056, 1.0249299, 1.8295559, 0.23510928, 0.75522155, 0.25321928, 0.6494111, 0.88311213, 0.8892561, 0.86041635, 0.36615592, 1.093908, 0.1989295, -0.01277643, 0.80175, 0.6219194, 1.2871138, 1.9578091, 0.8618792, -2.4454086, 0.8424629, 0.15396746, 1.7939204, 1.1136051, 0.50759566, 2.6879897, 0.6397875, 0.7393052, 0.5895572, 2.0299907, 1.0257024, -0.574186, -0.4757899, 0.3942002, 1.2212754, 0.24720804, 0.34962252, 0.627338, 1.0847238, 0.32798827, 1.0858965, -0.27670622, -0.8711756, 1.226281, 0.52694166, -0.36926618, 1.8743756, 1.1270407, 0.9812471, 0.623015, 1.3400947, 0.33969444, 0.64424723, -0.6034222, 0.7906977, 1.1481365, -0.6888971, 0.3192306, -0.6908879, -0.28451392, 0.75174034, -0.23151498, 0.9676509, 1.083164, 1.1367477, 0.46880075, 1.2815318, 0.405368, 0.22794476, 0.49941513, 1.834666, 0.54674906, 0.62107635, 0.80870825, 1.05508, 0.5147125, 0.73150355, 0.77328783, 1.2568778, 0.6725039, 0.18527533, 1.0915108, 0.099507645, 0.05348212, 0.37786356, 1.0384535, 1.0002809, -0.36178386, -0.28191724, 0.44690496, 0.91854405, 0.09482381, 0.92616, 2.0597703, 1.0825104, 0.4353881, 1.0493473, -1.2997571, 1.0612144, 0.66761255, 0.76433617, -0.60471386, 0.63311946, 1.9647276, 0.8846025, -0.46984115, 0.44718394, 0.19074781, 0.67838264, 1.9293479, -0.19461374};
+
+static float B_NU = -5.6433873;
+
+static float B_U1[10000] = {-0.04041717, 0.23430713, 0.096053906, -0.9861429, 0.1713645, 1.0926405, 0.3338646, 0.12062746, -0.0033848488, 0.21950875, -0.44373786, -0.38367835, 0.78281105, 0.30238572, 0.1387405, 0.063940726, 0.28464445, -0.050354984, 0.04506116, 0.077756815, 0.08214942, 0.6951035, -0.5498429, -0.26500177, 0.2858917, 0.19499205, -0.74733335, -0.9125607, 0.6292535, 0.82296926, -0.276414, -0.087744445, 0.30208382, -0.33834696, 0.05274256, 0.026315605, -0.042624924, 0.66487384, -0.14376399, 0.28987283, 0.033949796, 0.64093316, -0.24761145, -0.16424093, 0.35700357, 0.084127, -0.8871851, 0.144514, 0.2125596, -0.071959846, 0.068358205, 0.33820814, 0.34198695, 0.32758713, -0.15640728, -0.0586108, -0.79942167, 0.51929206, -0.38042554, -0.11512578, -0.5322195, 0.39318395, 0.01640342, 0.13263097, 0.20089519, 0.15615472, 0.55813843, -0.734693, 0.4825146, -0.01832386, -0.031360876, -0.2761371, -0.018569741, -0.98213506, 0.15463491, -0.26973525, 0.27706856, 0.66760975, -0.008628521, 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+
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+
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+
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+
+static float B_ZETA = -1.6184969;
+
static float F_BIAS_GATE[200] = {-0.12609659, 1.484735, 2.561867, 0.79797757, 2.6345835, -1.7182776, 0.41681826, -0.40345252, 5.080637, 1.6810919, -1.9138418, -0.8668881, -0.30736852, -3.556622, -2.2513065, 0.49159193, 0.58476657, 0.58531815, -0.44245347, -0.3192264, 2.7903693, 0.6172379, 1.5800549, 0.6516169, 2.8033812, -0.066976994, -1.5059289, 2.481403, 5.3298125, 4.298373, -0.58371276, 5.261997, 2.80953, 6.678673, 1.2174025, 1.7692559, 0.99975085, -7.807722, -3.2781293, -0.074710764, 6.2753386, -0.6826546, 1.1043311, 5.4107265, 1.0744239, 1.9044383, 5.359056, 0.9142282, 0.25245112, 0.57459855, 4.241204, -0.5285145, -2.1799555, 1.2892805, 1.6281887, -0.9301326, -3.8688912, 5.4652467, 0.5741202, -0.87823796, -2.8183055, 3.0569088, 5.5194335, 1.0690556, 1.2901323, 4.0012865, 1.1171893, 0.040142443, -1.101052, -2.893918, 4.074176, 1.8425456, 0.35327974, -1.1351005, 4.9134684, 3.5628135, 0.15375455, -11.574319, 0.3464503, 4.6844335, 4.9006724, -0.034891635, 1.7475767, 0.4763516, 0.0040384773, -1.6756719, 5.6533294, -0.055462647, 4.8346715, 5.044796, 4.3550663, -0.03449039, 0.02567142, 2.1287618, -0.35009667, -12.554105, -1.1363827, 4.5012217, 1.4185973, -2.0026765, 2.1740644, 5.350412, 4.655963, 4.4550114, 1.0901184, -0.57309294, 3.7166686, -0.36521843, 4.759956, -3.2870953, -1.9482259, 0.15756464, 3.6704276, 3.1337743, 0.43386132, 4.6868105, 4.4580812, 3.6058369, -1.0153068, -9.465781, -4.592244, 2.9332018, 5.0323534, 1.6311687, -0.5860234, 4.9545765, 2.2862, 0.51492465, -3.0193367, 1.4889327, 3.6632192, 1.4880104, 5.747049, -0.69380003, 4.049369, 3.4503062, 0.7520722, 0.14543158, -1.9836398, -1.2471538, 1.9428036, 5.3907447, 3.8068037, 4.1257353, 2.0656092, 4.6065545, 2.9205363, 0.2952215, 0.27674744, 4.1272254, -1.2762716, 2.5553622, 2.3738542, 0.4957544, -5.1144185, 4.2234354, 3.10219, -0.616122, 2.8100493, 0.44889763, -0.9439144, 0.94998974, 4.0171776, 1.7104033, -1.9789519, -0.44852844, -0.8941955, -1.2340056, 4.422524, 3.3565474, -0.9199889, 4.459917, 0.6954827, -0.6959668, 1.7599323, -1.1890457, 5.436349, -2.8423722, 4.5858383, 4.823134, 4.0015097, 4.122871, 1.0590211, 2.1127915, 4.412186, 5.817216, 3.981601, 5.2322116, 4.9115286, -0.6068855, -1.0993214, 5.222972, 0.6777402, 0.1359046, -0.8162969, -1.2454765, -0.37744564, 4.781588, 4.6258545, -0.7033028};
static float F_BIAS_UPDATE[200] = {0.17053784, 0.26340473, -0.50728685, 1.4292669, 0.07873415, 1.6499332, -0.52400076, 1.0429232, 0.7463281, 0.8892013, 0.23102032, 0.78462553, 0.39435124, 2.2627256, 0.14614372, -1.2247889, 1.2892307, 0.90108526, 0.7107624, 1.2149053, 0.17041229, 0.074036814, 1.1573894, 0.2848087, 0.36614472, 1.2172645, 0.7961352, 0.68965703, -0.42255548, 0.04075011, 1.3858113, -0.61960584, 0.27515885, 0.8028876, 1.4485375, 0.8496857, 0.83682823, 2.2842116, 1.6240108, 1.1140022, -0.13645017, 1.4261059, 0.5332099, 0.29040956, 0.7339211, 0.800365, -0.0636463, 1.792621, 1.092695, 0.17255646, -0.3149071, 1.5432926, 0.8581304, 0.84677905, 0.74838513, 1.6527859, 1.1774246, -0.09899522, 7.114365, 0.56287384, 2.1604676, -0.07902598, -0.50168097, 1.4800143, 0.37901232, 0.5468344, 0.8311258, 0.28061852, -0.31921542, 1.8121746, 0.32165933, 1.187415, 0.14767419, 0.9084797, -0.7894952, 0.5942828, 0.70594513, 1.7790942, 1.4592545, 0.016050342, -0.097101085, 1.1691017, 0.3595804, 0.77167743, 1.8289508, -0.18625692, -0.53485286, 1.3714533, -0.7086577, -0.7841027, 0.040923763, 0.37380615, 0.7950696, 0.36376992, 1.2151431, 1.4032921, 0.75653386, -0.5516165, 1.0648365, 0.6092919, 0.31128874, -0.28750554, -0.9917668, -0.94879425, 1.3828175, 8.883027, -1.2516363, 1.0174507, 0.70768225, 1.2966876, 0.034883257, 0.958448, -0.45467085, -1.9237485, 0.28471926, -0.7303931, -0.41986704, 0.54454243, 0.83595407, 1.3749483, 0.526298, -0.61559224, -0.22980638, -0.11344763, 0.75788075, -0.66353166, 0.3484841, 1.4921014, 0.24835171, 1.0092559, 0.87072015, -0.07548442, -0.49039045, 1.5980799, -0.0066673015, -0.3700121, 0.24898222, 0.8247319, 1.7644516, 0.9702203, 0.43516576, -0.3897101, 0.27454746, -0.5251481, 0.12511168, 2.622877, 0.4965991, 1.0438446, 1.4343933, 0.041229762, 0.3971659, 0.42784908, 1.4077237, 1.7464867, 1.2236978, -1.37336, 0.08261265, 0.60635066, 0.42564484, 0.9523072, 1.446416, 0.731738, -0.8633926, 0.3163547, 0.21316645, 1.7801887, 1.5483919, 1.0437572, -0.33465856, 0.6500125, 0.8701544, -0.15981592, 1.4683257, 1.6431903, 0.6776517, 0.6111957, 0.52718496, 0.5690422, -0.018801818, 0.16143577, 0.15916863, 0.34503648, 1.0964148, 0.67367256, -1.2485542, -0.23881572, -0.13684294, -0.9799047, 0.2882617, 1.4538044, 0.20136401, -0.17031637, 0.82767004, 1.4033527, 0.07902591, 0.93034977, -0.4001215, -0.680304, 0.614261, -0.46216148};
diff --git a/c_reference/tests/kws/test_keyword_spotting.c b/c_reference/tests/kws/test_keyword_spotting.c
new file mode 100644
index 000000000..62d8c4520
--- /dev/null
+++ b/c_reference/tests/kws/test_keyword_spotting.c
@@ -0,0 +1,265 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT license.
+
+#include<stdio.h>
+#include<stdlib.h>
+#include<string.h>
+
+#include"keyword_spotting_io_2.h"
+#include"precnn_params.h"
+#include"rnn_params.h"
+#include"postcnn_params.h"
+
+#include"conv1d.h"
+#include"dscnn.h"
+#include"fastgrnn.h"
+#include"utils.h"
+
+
+// Check out time with GD
+int checkTime(unsigned out_T){
+ if(out_T != O_T){
+ printf("Error, Estimated Output and Actual ouput time axis mis-match");
+ return 1;
+ }
+ return 0;
+}
+// Error Check
+void checkError(float* pred, float* label){
+ float error = 0, denom = 0;
+ for(int t = 0 ; t < O_T ; t++){
+ for(int d = 0 ; d < POST_CNN_O_F ; d++){
+ error += ((pred[t * POST_CNN_O_F + d] - label[t * POST_CNN_O_F + d]) * (pred[t * POST_CNN_O_F + d] - label[t * POST_CNN_O_F + d]));
+ denom += label[t * POST_CNN_O_F + d] * label[t * POST_CNN_O_F + d];
+ }
+ }
+ float avg_error = error/(O_T*POST_CNN_O_F);
+ printf("Full Network\n");
+ printf("Aggregate Squared Error : %f ; Mean Sqaured Error : %f \n", error, avg_error);
+ printf("Denominator for RMSE : %f \n", denom);
+ printf("RMSE : %f \n", error/denom);
+}
+void key_word_spotting(float* mem_buf){
+
+ ConvLayers_LR_Params conv_params = {
+ .W1 = CNN1_W1,
+ .W2 = CNN1_W2,
+ .B = CNN1_BIAS,
+ .rank = LOW_RANK
+ };
+
+ ConvLayers_Params depth_param_2 = {
+ .W = CNN2_DEPTH_W,
+ .B = CNN2_DEPTH_BIAS,
+ };
+
+ ConvLayers_LR_Params point_param_2 = {
+ .W1 = CNN2_POINT_W1,
+ .W2 = CNN2_POINT_W2,
+ .B = CNN2_POINT_BIAS,
+ .rank = LOW_RANK
+ };
+
+ ConvLayers_Params depth_param_3 = {
+ .W = CNN3_DEPTH_W,
+ .B = CNN3_DEPTH_BIAS,
+ };
+
+ ConvLayers_LR_Params point_param_3 = {
+ .W1 = CNN3_POINT_W1,
+ .W2 = CNN3_POINT_W2,
+ .B = CNN3_POINT_BIAS,
+ .rank = LOW_RANK
+ };
+
+ ConvLayers_Params depth_param_4 = {
+ .W = CNN4_DEPTH_W,
+ .B = CNN4_DEPTH_BIAS,
+ };
+
+ ConvLayers_LR_Params point_param_4 = {
+ .W1 = CNN4_POINT_W1,
+ .W2 = CNN4_POINT_W2,
+ .B = CNN4_POINT_BIAS,
+ .rank = LOW_RANK
+ };
+
+ ConvLayers_Params depth_param_5 = {
+ .W = CNN5_DEPTH_W,
+ .B = CNN5_DEPTH_BIAS,
+ };
+
+ ConvLayers_LR_Params point_param_5 = {
+ .W1 = CNN5_POINT_W1,
+ .W2 = CNN5_POINT_W2,
+ .B = CNN5_POINT_BIAS,
+ .rank = LOW_RANK
+ };
+
+ FastGRNN_LR_Params bwd_RNN_params = {
+ .mean = 0,
+ .stdDev = 0,
+ .W1 = B_W1,
+ .W2 = B_W2,
+ .wRank = LOW_RANK,
+ .U1 = B_U1,
+ .U2 = B_U2,
+ .uRank = LOW_RANK,
+ .Bg = B_BIAS_GATE,
+ .Bh = B_BIAS_UPDATE,
+ .sigmoid_zeta = sigmoid(B_ZETA),
+ .sigmoid_nu = sigmoid(B_NU)
+ };
+
+ FastGRNN_LR_Params fwd_RNN_params = {
+ .mean = 0,
+ .stdDev = 0,
+ .W1 = F_W1,
+ .W2 = F_W2,
+ .wRank = LOW_RANK,
+ .U1 = F_U1,
+ .U2 = F_U2,
+ .uRank = LOW_RANK,
+ .Bg = F_BIAS_GATE,
+ .Bh = F_BIAS_UPDATE,
+ .sigmoid_zeta = sigmoid(F_ZETA),
+ .sigmoid_nu = sigmoid(F_NU)
+ };
+
+ float preComp[RNN_I_F] = { 0.0 };
+ float tempLRW[LOW_RANK] = { 0.0 };
+ float tempLRU[LOW_RANK] = { 0.0 };
+ float normFeatures[RNN_I_F] = { 0.0 };
+ FastGRNN_LR_Buffers buffers = {
+ .preComp = preComp,
+ .tempLRW = tempLRW,
+ .tempLRU = tempLRU,
+ .normFeatures = normFeatures
+ };
+
+ unsigned in_T, out_T;
+
+ /* Pre-CNN */
+ in_T = I_T;
+ out_T = in_T - PRE_CNN_FILT + (PRE_CNN_FILT_PAD<<1) + 1; // Depth pad = 2 for kernel size =5. SAME PAD
+ float* cnn1_out = (float*)malloc(out_T * PRE_CNN_O_F * sizeof(float));
+ DSCNN_LR(cnn1_out, mem_buf, in_T, I_F, BNORM_CNN1_MEAN, BNORM_CNN1_VAR,
+ 0, 0, 0, 0, PRE_CNN_O_F, PRE_CNN_FILT_PAD, PRE_CNN_FILT,
+ &conv_params, PRE_CNN_FILT_ACT); // regular tanh activation
+
+ BatchNorm1d(0, cnn1_out, in_T, PRE_CNN_O_F,
+ BNORM_RNN_MEAN, BNORM_RNN_VAR, 0, 0, 0, 1, 0.00001); // Inplace activation
+
+ /* Bricked Bi-FastGRNN Block */
+ int fwd_window = 60, hop = 3, bwd_window = 15, rnn_hidden = RNN_O_F>>1, out_index = 0;
+
+ out_T = in_T/hop + 1;
+ float* temp_hiddenstate = (float*)calloc(rnn_hidden, sizeof(float));
+ float* rnn_out = (float*)malloc(out_T * RNN_O_F * sizeof(float));
+ // Forward Pass
+ for(int t = 0 ; t < fwd_window ; t++){
+ fastgrnn_lr(temp_hiddenstate, rnn_hidden,
+ cnn1_out + (t * RNN_I_F) , RNN_I_F, 1,
+ &fwd_RNN_params, &buffers, 0, 0);
+ if(t % hop==0){
+ memcpy(rnn_out + ((out_index++)*RNN_O_F), temp_hiddenstate, rnn_hidden*sizeof(float));
+ }
+ }
+ memcpy(rnn_out + ((out_index++)*RNN_O_F), temp_hiddenstate, rnn_hidden*sizeof(float));
+ for(int t = hop ; t <= in_T - fwd_window ; t += hop ){
+ memset(temp_hiddenstate, 0, rnn_hidden*sizeof(float));
+ fastgrnn_lr(temp_hiddenstate, rnn_hidden,
+ cnn1_out + (t * RNN_I_F) , RNN_I_F, fwd_window,
+ &fwd_RNN_params, &buffers, 0, 0);
+ memcpy(rnn_out + ((out_index++)*RNN_O_F), temp_hiddenstate, rnn_hidden*sizeof(float));
+ }
+
+ // Backward Pass
+ out_index = 0;
+ for(int t = 0 ; t < in_T - bwd_window ; t += hop ){
+ memset(temp_hiddenstate, 0, rnn_hidden*sizeof(float));
+ fastgrnn_lr(temp_hiddenstate, rnn_hidden,
+ cnn1_out + (t * RNN_I_F) , RNN_I_F, bwd_window,
+ &bwd_RNN_params, &buffers, 1, 0);
+ memcpy(rnn_out + ((out_index++)*RNN_O_F + rnn_hidden), temp_hiddenstate, rnn_hidden*sizeof(float));
+ }
+ out_index += bwd_window/hop;
+ memset(temp_hiddenstate, 0, rnn_hidden*sizeof(float));
+ for(int t = in_T - 1 ; t >= in_T - bwd_window; t--){
+ fastgrnn_lr(temp_hiddenstate, rnn_hidden,
+ cnn1_out + (t * RNN_I_F) , RNN_I_F, 1,
+ &bwd_RNN_params, &buffers, 0, 0);
+ if((in_T - 1 - t) % hop == 0){
+ memcpy(rnn_out + ((out_index--)*RNN_O_F + rnn_hidden), temp_hiddenstate, rnn_hidden*sizeof(float));
+ }
+ }
+ memcpy(rnn_out + ((out_index)*RNN_O_F + rnn_hidden), temp_hiddenstate, rnn_hidden*sizeof(float));
+ free(temp_hiddenstate);
+
+ free(cnn1_out);
+
+ /* Post-CNN */
+ // CNN2
+ in_T = out_T;
+ out_T = in_T - POST_CNN_DEPTH_FILT + (POST_CNN_DEPTH_PAD<<1) + 1;
+ out_T = out_T - POST_CNN_POOL + (POST_CNN_POOL_PAD<<1) + 1;
+ float* cnn2_out = (float*)malloc(out_T * POST_CNN_I_F * sizeof(float));
+ DSCNN_LR_Point_Depth(cnn2_out, rnn_out, in_T, POST_CNN_I_F, CNN2_BNORM_MEAN, CNN2_BNORM_VAR,
+ 0, 0, 0, 1, POST_CNN_I_F>>1, POST_CNN_DEPTH_PAD,
+ POST_CNN_DEPTH_FILT, &depth_param_2, POST_CNN_DEPTH_ACT, POST_CNN_I_F,
+ POST_CNN_POINT_PAD, POST_CNN_POINT_FILT, &point_param_2, POST_CNN_POINT_ACT,
+ POST_CNN_POOL_PAD, POST_CNN_POOL, POST_CNN_POOL_ACT);
+ free(rnn_out);
+
+ // CNN3
+ in_T = out_T;
+ out_T = in_T - POST_CNN_DEPTH_FILT + (POST_CNN_DEPTH_PAD<<1) + 1;
+ out_T = out_T - POST_CNN_POOL + (POST_CNN_POOL_PAD<<1) + 1;
+ float* cnn3_out = (float*)malloc(out_T * POST_CNN_I_F * sizeof(float));
+ DSCNN_LR_Point_Depth(cnn3_out, cnn2_out, in_T, POST_CNN_I_F, CNN3_BNORM_MEAN, CNN3_BNORM_VAR,
+ 0, 0, 0, 1, POST_CNN_I_F>>1, POST_CNN_DEPTH_PAD,
+ POST_CNN_DEPTH_FILT, &depth_param_3, POST_CNN_DEPTH_ACT, POST_CNN_I_F,
+ POST_CNN_POINT_PAD, POST_CNN_POINT_FILT, &point_param_3, POST_CNN_POINT_ACT,
+ POST_CNN_POOL_PAD, POST_CNN_POOL, POST_CNN_POOL_ACT);
+ free(cnn2_out);
+
+ // CNN4
+ in_T = out_T;
+ out_T = in_T - POST_CNN_DEPTH_FILT + (POST_CNN_DEPTH_PAD<<1) + 1;
+ out_T = out_T - POST_CNN_POOL + (POST_CNN_POOL_PAD<<1) + 1;
+ float* cnn4_out = (float*)malloc(out_T * POST_CNN_I_F * sizeof(float));
+ DSCNN_LR_Point_Depth(cnn4_out, cnn3_out, in_T, POST_CNN_I_F, CNN4_BNORM_MEAN, CNN4_BNORM_VAR,
+ 0, 0, 0, 1, POST_CNN_I_F>>1, POST_CNN_DEPTH_PAD,
+ POST_CNN_DEPTH_FILT, &depth_param_4, POST_CNN_DEPTH_ACT, POST_CNN_I_F,
+ POST_CNN_POINT_PAD, POST_CNN_POINT_FILT, &point_param_4, POST_CNN_POINT_ACT,
+ POST_CNN_POOL_PAD, POST_CNN_POOL, POST_CNN_POOL_ACT);
+ free(cnn3_out);
+
+ // CNN5
+ in_T = out_T;
+ out_T = in_T - POST_CNN_DEPTH_FILT + (POST_CNN_DEPTH_PAD<<1) + 1;
+ out_T = out_T - POST_CNN_POOL + (POST_CNN_POOL_PAD<<1) + 1;
+ float* pred = (float*)malloc(out_T * POST_CNN_O_F * sizeof(float));
+ DSCNN_LR_Point_Depth(pred, cnn4_out, in_T, POST_CNN_I_F, CNN5_BNORM_MEAN, CNN5_BNORM_VAR,
+ 0, 0, 0, 1, POST_CNN_I_F>>1, POST_CNN_DEPTH_PAD,
+ POST_CNN_DEPTH_FILT, &depth_param_5, POST_CNN_DEPTH_ACT, POST_CNN_O_F,
+ POST_CNN_POINT_PAD, POST_CNN_POINT_FILT, &point_param_5, POST_CNN_POINT_ACT,
+ POST_CNN_POOL_PAD, POST_CNN_POOL, POST_CNN_POOL_ACT);
+ free(cnn4_out);
+
+ // Check
+ if(checkTime(out_T)){
+ return;
+ }
+ else{
+ checkError(pred, OUTPUT);
+ }
+ free(pred);
+}
+
+int main(){
+
+ key_word_spotting(INPUT);
+
+ return 0 ;
+}
\ No newline at end of file
diff --git a/c_reference/tests/kws/test_postcnn.c b/c_reference/tests/kws/test_postcnn.c
deleted file mode 100644
index da1e15807..000000000
--- a/c_reference/tests/kws/test_postcnn.c
+++ /dev/null
@@ -1,135 +0,0 @@
-// Copyright (c) Microsoft Corporation. All rights reserved.
-// Licensed under the MIT license.
-
-#include<stdio.h>
-#include<stdlib.h>
-
-#include"postcnn_params.h"
-#include"postcnn_io.h"
-#include"conv1d.h"
-#include"dscnn.h"
-
-ConvLayers_Params depth_param_2 = {
- .W = CNN2_DEPTH_W,
- .B = CNN2_DEPTH_BIAS,
- };
-
-ConvLayers_LR_Params point_param_2 = {
- .W1 = CNN2_POINT_W1,
- .W2 = CNN2_POINT_W2,
- .B = CNN2_POINT_BIAS,
- .rank = LOW_RANK
-};
-
-ConvLayers_Params depth_param_3 = {
- .W = CNN3_DEPTH_W,
- .B = CNN3_DEPTH_BIAS,
- };
-
-ConvLayers_LR_Params point_param_3 = {
- .W1 = CNN3_POINT_W1,
- .W2 = CNN3_POINT_W2,
- .B = CNN3_POINT_BIAS,
- .rank = LOW_RANK
-};
-
-ConvLayers_Params depth_param_4 = {
- .W = CNN4_DEPTH_W,
- .B = CNN4_DEPTH_BIAS,
- };
-
-ConvLayers_LR_Params point_param_4 = {
- .W1 = CNN4_POINT_W1,
- .W2 = CNN4_POINT_W2,
- .B = CNN4_POINT_BIAS,
- .rank = LOW_RANK
-};
-
-ConvLayers_Params depth_param_5 = {
- .W = CNN5_DEPTH_W,
- .B = CNN5_DEPTH_BIAS,
- };
-
-ConvLayers_LR_Params point_param_5 = {
- .W1 = CNN5_POINT_W1,
- .W2 = CNN5_POINT_W2,
- .B = CNN5_POINT_BIAS,
- .rank = LOW_RANK
-};
-
-int main(){
- unsigned out_T, in_T;
-
- float pred[O_T * O_F] = {};
-
-
- // DSCNN LR Point Depth(float* output_signal, float* input_signal, unsigned in_T, unsigned in_channels, float* mean, float* var,
- // unsigned affine, float* gamma, float* beta, unsigned in_place, unsigned depth_cnn_hidden, int depth_cnn_padding,
- // unsigned depth_cnn_kernel_size, const void* depth_cnn_params, int depth_cnn_activations, unsigned point_cnn_hidden,
- // int point_cnn_padding, unsigned point_cnn_kernel_size, const void* point_cnn_params, int point_cnn_activations,
- // int pool_padding, unsigned pool_kernel_size, int pool_activation)
- in_T = I_T;
- out_T = in_T - DEPTH_FILT + 2*(DEPTH_FILT>>1) + 1; // Depth pad = 2 for kernel size =5. SAME PAD
- out_T = out_T - POOL_FILT + 2*(0) + 1; // Pool pad = none/0
- float* cnn2_out = (float*)malloc(out_T * I_F * sizeof(float));
- DSCNN_LR_Point_Depth(cnn2_out, INPUT, in_T, I_F, CNN2_BNORM_MEAN, CNN2_BNORM_VAR,
- 0, 0, 0, 1, I_F>>1, DEPTH_FILT>>1,
- DEPTH_FILT, &depth_param_2, 0, I_F,
- 0, POINT_FILT, &point_param_2, 0,
- 0, POOL_FILT, 0);
- // free(cnn1_out);
-
- in_T = out_T;
- out_T = in_T - DEPTH_FILT + 2*(DEPTH_FILT>>1) + 1; // Depth pad = 2 for kernel size =5. SAME PAD
- out_T = out_T - POOL_FILT + 2*(0) + 1; // Pool pad = none/0
- float* cnn3_out = (float*)malloc(out_T * I_F * sizeof(float));
- DSCNN_LR_Point_Depth(cnn3_out, cnn2_out, in_T, I_F, CNN3_BNORM_MEAN, CNN3_BNORM_VAR,
- 0, 0, 0, 1, I_F>>1, DEPTH_FILT>>1,
- DEPTH_FILT, &depth_param_3, 0, I_F,
- 0, POINT_FILT, &point_param_3, 0,
- 0, POOL_FILT, 0);
- free(cnn2_out);
-
- in_T = out_T;
- out_T = in_T - DEPTH_FILT + 2*(DEPTH_FILT>>1) + 1; // Depth pad = 2 for kernel size =5. SAME PAD
- out_T = out_T - POOL_FILT + 2*(0) + 1; // Pool pad = none/0
- float* cnn4_out = (float*)malloc(out_T * I_F * sizeof(float));
- DSCNN_LR_Point_Depth(cnn4_out, cnn3_out, in_T, I_F, CNN4_BNORM_MEAN, CNN4_BNORM_VAR,
- 0, 0, 0, 1, I_F>>1, DEPTH_FILT>>1,
- DEPTH_FILT, &depth_param_4, 0, I_F,
- 0, POINT_FILT, &point_param_4, 0,
- 0, POOL_FILT, 0);
- free(cnn3_out);
-
- in_T = out_T;
- out_T = in_T - DEPTH_FILT + 2*(DEPTH_FILT>>1) + 1; // Depth pad = 2 for kernel size =5. SAME PAD
- out_T = out_T - POOL_FILT + 2*(0) + 1; // Pool pad = none/0
- // float* cnn5_out = (float*)malloc(out_T * I_F * sizeof(float));
- DSCNN_LR_Point_Depth(pred, cnn4_out, in_T, I_F, CNN5_BNORM_MEAN, CNN5_BNORM_VAR,
- 0, 0, 0, 1, I_F>>1, DEPTH_FILT>>1,
- DEPTH_FILT, &depth_param_5, 0, O_F,
- 0, POINT_FILT, &point_param_5, 0,
- 0, POOL_FILT, 0);
- free(cnn4_out);
-
- if(out_T != O_T){
- printf("Error, Estimatd Output and Actual ouput teim axis mis-match");
- return 0;
- }
-
- // Calculate Error(Aggregate Squared and Mean Squared)
- float error = 0;
- float denom = 0;
- for(int t = 0 ; t < O_T ; t++){
- for(int d = 0 ; d < O_F ; d++){
- error += ((pred[t * O_F + d] - OUTPUT[t * O_F + d]) * (pred[t * O_F + d] - OUTPUT[t * O_F + d]));
- denom += (OUTPUT[t * O_F + d] * OUTPUT[t * O_F + d]);
- }
- }
- float avg_error = error/(O_T*O_F);
- printf("Post-RNN CNN Block\n");
- printf("Aggregate Squared Error : %f ; Mean Sqaured Error : %f \n", error, avg_error);
- printf("RMS : %f \n", error/denom);
-
- return 0 ;
-}
\ No newline at end of file
diff --git a/c_reference/tests/kws/test_rnn.c b/c_reference/tests/kws/test_rnn.c
deleted file mode 100644
index 05746a4bc..000000000
--- a/c_reference/tests/kws/test_rnn.c
+++ /dev/null
@@ -1,67 +0,0 @@
-// Copyright (c) Microsoft Corporation. All rights reserved.
-// Licensed under the MIT license.
-
-#include<stdio.h>
-#include<stdlib.h>
-#include<string.h>
-#include"rnn_io.h"
-#include"rnn_params.h"
-#include"fastgrnn.h"
-#include"utils.h"
-
-int main(){
-
- FastGRNN_LR_Params RNN_params = {
- .mean = 0,
- .stdDev = 0,
- .W1 = F_W1,
- .W2 = F_W2,
- .wRank = LOW_RANK,
- .U1 = F_U1,
- .U2 = F_U2,
- .uRank = LOW_RANK,
- .Bg = F_BIAS_GATE,
- .Bh = F_BIAS_UPDATE,
- .sigmoid_zeta = sigmoid(F_ZETA),
- .sigmoid_nu = sigmoid(F_NU)
- };
-
- float preComp[O_F] = { 0.0 };
- float tempLRW[LOW_RANK] = { 0.0 };
- float tempLRU[LOW_RANK] = { 0.0 };
- float normFeatures[I_F] = { 0.0 };
- FastGRNN_LR_Buffers buffers = {
- .preComp = preComp,
- .tempLRW = tempLRW,
- .tempLRU = tempLRU,
- .normFeatures = normFeatures
- };
-
- float pred[O_T * O_F] = {0.0};
- // float pred[O_F] = {0.0};
- // int fastgrnn_lr(float* const hiddenState, unsigned hiddenDims,
- // const float* const input, unsigned inputDims, unsigned steps,
- // const void* params, void* buffers, int backward, int normalize);
-
- float* temp_hiddenstate = (float*)malloc(O_F*sizeof(float));
- for(int t = 0 ; t < I_T ; t++){
- fastgrnn_lr(temp_hiddenstate, O_F,
- INPUT + (t * I_F) , I_F, 1,
- &RNN_params, &buffers, 0, 0);
- memcpy(pred + (t * O_F), temp_hiddenstate, O_F*sizeof(float));
- }
- free(temp_hiddenstate);
- float error = 0, denom = 0;
- for(int t = 0 ; t < O_T ; t++){
- for(int d = 0 ; d < O_F ; d++){
- error += ((pred[t * O_F + d] - OUTPUT[t * O_F + d]) * (pred[t * O_F + d] - OUTPUT[t * O_F + d]));
- denom += OUTPUT[t * O_F + d] * OUTPUT[t * O_F + d];
- }
- }
- float avg_error = error/(O_T*O_F);
- printf("RNN Block\n");
- printf("Aggregate Squared Error : %f ; Mean Sqaured Error : %f \n", error, avg_error);
- printf("RMS : %f \n", error/denom);
-
- return 0 ;
-}
\ No newline at end of file