diff options
Diffstat (limited to 'workspaces')
| -rw-r--r-- | workspaces/main/shaders/cnn/cnn_conv3x3.wgsl | 2 | ||||
| -rw-r--r-- | workspaces/main/shaders/cnn/cnn_conv5x5.wgsl | 2 | ||||
| -rw-r--r-- | workspaces/main/shaders/cnn/cnn_layer.wgsl | 2 | ||||
| -rw-r--r-- | workspaces/main/shaders/cnn/cnn_weights_generated.wgsl | 324 |
4 files changed, 165 insertions, 165 deletions
diff --git a/workspaces/main/shaders/cnn/cnn_conv3x3.wgsl b/workspaces/main/shaders/cnn/cnn_conv3x3.wgsl index 1a5a3e1..d680840 100644 --- a/workspaces/main/shaders/cnn/cnn_conv3x3.wgsl +++ b/workspaces/main/shaders/cnn/cnn_conv3x3.wgsl @@ -108,5 +108,5 @@ fn cnn_conv3x3_7to1( } } - return clamp(sum, 0.0, 1.0); + return 1.0 / (1.0 + exp(-sum)); } diff --git a/workspaces/main/shaders/cnn/cnn_conv5x5.wgsl b/workspaces/main/shaders/cnn/cnn_conv5x5.wgsl index ba2a4b7..e39f6ef 100644 --- a/workspaces/main/shaders/cnn/cnn_conv5x5.wgsl +++ b/workspaces/main/shaders/cnn/cnn_conv5x5.wgsl @@ -62,7 +62,7 @@ fn cnn_conv5x5_7to1( } } - return clamp(sum, 0.0, 1.0); + return 1.0 / (1.0 + exp(-sum)); } // Source layer: 7→4 channels (vec4-optimized) diff --git a/workspaces/main/shaders/cnn/cnn_layer.wgsl b/workspaces/main/shaders/cnn/cnn_layer.wgsl index c5abddb..c5f45ec 100644 --- a/workspaces/main/shaders/cnn/cnn_layer.wgsl +++ b/workspaces/main/shaders/cnn/cnn_layer.wgsl @@ -46,7 +46,7 @@ struct CNNLayerParams { } else if (params.layer_index == 2) { let gray_out = cnn_conv3x3_7to1(txt, smplr, uv, uniforms.resolution, gray, weights_layer2); - // gray_out in [0,1] (clamped to match PyTorch training) + // gray_out in [0,1] (sigmoid activation) result = vec4<f32>(gray_out, gray_out, gray_out, 1.0); return mix(original_raw, result, params.blend_amount); // [0,1] } diff --git a/workspaces/main/shaders/cnn/cnn_weights_generated.wgsl b/workspaces/main/shaders/cnn/cnn_weights_generated.wgsl index 5c4f7e8..b0ea94a 100644 --- a/workspaces/main/shaders/cnn/cnn_weights_generated.wgsl +++ b/workspaces/main/shaders/cnn/cnn_weights_generated.wgsl @@ -2,173 +2,173 @@ // DO NOT EDIT - Generated by train_cnn.py const weights_layer0: array<vec4<f32>, 72> = array( - vec4<f32>(0.013057, 0.091010, -0.020521, 0.097297), - vec4<f32>(-0.029054, 0.124230, 0.044095, 0.059571), - vec4<f32>(0.055287, 0.100492, -0.025584, -0.081975), - vec4<f32>(-0.041715, -0.076914, 0.030613, -0.000734), - vec4<f32>(-0.140791, 0.005771, 0.103271, -0.069582), - vec4<f32>(0.086297, -0.098729, -0.137075, 0.024210), - vec4<f32>(-0.091273, -0.051287, 0.051963, -0.067116), - vec4<f32>(-0.048723, 0.074143, 0.000149, 0.077241), - vec4<f32>(-0.064517, -0.016655, 0.099827, 0.083382), - vec4<f32>(-0.114703, 0.066741, 0.029920, 0.059571), - vec4<f32>(-0.089285, -0.080612, 0.093376, -0.094668), - vec4<f32>(0.060678, -0.054284, 0.004094, -0.000734), - vec4<f32>(0.104950, -0.111418, -0.023617, -0.001249), - vec4<f32>(0.045406, 0.018525, 0.050410, 0.024210), - vec4<f32>(0.094147, -0.032297, -0.053399, 0.045038), - vec4<f32>(0.047416, 0.112103, -0.070384, 0.077241), - vec4<f32>(0.042625, -0.003942, 0.038102, 0.030402), - vec4<f32>(0.051977, -0.090898, 0.061446, 0.059571), - vec4<f32>(0.098248, 0.098151, 0.040897, -0.135215), - vec4<f32>(0.157596, 0.097708, -0.118325, -0.000734), - vec4<f32>(0.070973, 0.004033, -0.106415, -0.156394), - vec4<f32>(0.069689, 0.052844, -0.018874, 0.024210), - vec4<f32>(0.088509, 0.042469, -0.096740, -0.011135), - vec4<f32>(-0.043383, -0.112692, -0.029770, 0.077241), - vec4<f32>(-0.012461, 0.028427, 0.069968, 0.167407), - vec4<f32>(0.044808, -0.037140, -0.079771, 0.059571), - vec4<f32>(0.104130, -0.103594, 0.079486, -0.049069), - vec4<f32>(-0.061184, 0.027825, 0.031035, -0.000734), - vec4<f32>(-0.122562, 0.093583, 0.106365, -0.081687), - vec4<f32>(0.055568, 0.024258, 0.027711, 0.024210), - vec4<f32>(-0.102342, 0.110343, 0.041091, 0.125157), - vec4<f32>(0.040770, -0.007601, -0.119737, 0.077241), - vec4<f32>(-0.082931, 0.043336, -0.028729, -0.047665), - vec4<f32>(-0.022744, -0.096471, 0.065173, 0.059571), - vec4<f32>(0.080843, 0.090332, 0.057689, -0.093070), - vec4<f32>(0.046291, 0.079974, 0.049042, -0.000734), - vec4<f32>(0.050903, -0.117489, -0.038203, -0.146123), - vec4<f32>(0.034620, 0.096279, 0.022901, 0.024210), - vec4<f32>(0.099504, 0.062769, 0.054824, 0.139820), - vec4<f32>(0.076821, -0.085630, 0.040587, 0.077241), - vec4<f32>(0.045568, 0.001985, -0.119377, 0.105032), - vec4<f32>(-0.072221, 0.094078, -0.119024, 0.059571), - vec4<f32>(-0.081034, 0.093337, 0.114971, -0.047549), - vec4<f32>(-0.061584, -0.063251, -0.115461, -0.000734), - vec4<f32>(-0.103306, -0.020124, -0.066700, -0.114074), - vec4<f32>(-0.023693, -0.017622, 0.068282, 0.024210), - vec4<f32>(-0.034047, 0.103619, -0.081685, 0.127054), - vec4<f32>(0.078580, -0.010039, -0.054318, 0.077241), - vec4<f32>(0.058299, 0.049289, -0.041575, 0.147881), - vec4<f32>(-0.066298, -0.096494, -0.127674, 0.059571), - vec4<f32>(-0.028787, -0.025987, -0.057840, -0.087544), - vec4<f32>(0.008087, 0.104567, 0.041339, -0.000734), - vec4<f32>(-0.103972, -0.118774, 0.001689, 0.001796), - vec4<f32>(-0.072846, -0.045116, -0.046378, 0.024210), - vec4<f32>(-0.040064, 0.085558, -0.019755, 0.142148), - vec4<f32>(0.027950, -0.026014, 0.031742, 0.077241), - vec4<f32>(0.095209, 0.109657, -0.124861, 0.103122), - vec4<f32>(0.117914, -0.107201, 0.011043, 0.059571), - vec4<f32>(-0.068692, -0.128890, 0.044350, -0.011994), - vec4<f32>(0.031138, -0.037501, 0.000130, -0.000734), - vec4<f32>(-0.075877, -0.128913, -0.017626, -0.046799), - vec4<f32>(-0.075932, 0.012114, 0.072465, 0.024210), - vec4<f32>(-0.013538, 0.063170, -0.024016, 0.082384), - vec4<f32>(0.021795, 0.046341, 0.056800, 0.077241), - vec4<f32>(-0.091662, 0.009166, 0.043816, 0.019393), - vec4<f32>(-0.072194, 0.108636, -0.130691, 0.059571), - vec4<f32>(0.092635, -0.126737, 0.040620, -0.169889), - vec4<f32>(-0.005766, -0.113955, -0.131685, -0.000734), - vec4<f32>(0.091766, 0.064234, 0.014512, -0.141023), - vec4<f32>(-0.006420, 0.070582, 0.068967, 0.024210), - vec4<f32>(0.078459, 0.014530, 0.013963, 0.049099), - vec4<f32>(-0.133387, 0.019406, -0.089873, 0.077241) + vec4<f32>(-0.044026, 0.047628, -0.063265, 0.218504), + vec4<f32>(-0.190022, -0.135119, -0.081008, 0.099647), + vec4<f32>(-0.283728, -0.120157, -0.016922, 0.053865), + vec4<f32>(0.086367, -0.126319, -0.150105, 0.182299), + vec4<f32>(0.202147, 0.136897, 0.107852, -0.172833), + vec4<f32>(0.064442, -0.233385, -0.018957, -0.228280), + vec4<f32>(0.071521, 0.098132, -0.040425, -0.063967), + vec4<f32>(0.165120, 0.211831, 0.059642, -0.057744), + vec4<f32>(0.274886, 0.228993, 0.188158, 0.205993), + vec4<f32>(0.075958, 0.041069, 0.387262, 0.099647), + vec4<f32>(0.147526, 0.113838, 0.063860, 0.094863), + vec4<f32>(0.019145, -0.029763, 0.182342, 0.182299), + vec4<f32>(-0.043916, 0.052574, 0.111200, -0.222292), + vec4<f32>(-0.105018, -0.183294, -0.101293, -0.228280), + vec4<f32>(-0.226260, -0.126595, -0.194007, -0.232597), + vec4<f32>(-0.046487, 0.081828, -0.265402, -0.057744), + vec4<f32>(0.157029, 0.267859, 0.601152, 0.075284), + vec4<f32>(-0.020990, -0.051241, 0.225214, 0.099647), + vec4<f32>(0.063772, 0.069126, 0.113609, 0.160308), + vec4<f32>(0.028664, -0.008940, 0.121347, 0.182299), + vec4<f32>(-0.011553, 0.015435, 0.024504, -0.185267), + vec4<f32>(-0.204193, -0.133882, -0.136576, -0.228280), + vec4<f32>(-0.129196, 0.035281, -0.257606, -0.228596), + vec4<f32>(-0.208470, 0.177381, -0.007807, -0.057744), + vec4<f32>(-0.167317, -0.116130, -0.294129, 0.148693), + vec4<f32>(-0.034772, -0.031158, -0.007236, 0.099647), + vec4<f32>(-0.027831, 0.042411, -0.088279, 0.096020), + vec4<f32>(0.057835, 0.021072, 0.016300, 0.182299), + vec4<f32>(0.023852, 0.054272, 0.095647, -0.064063), + vec4<f32>(-0.092098, -0.274072, 0.102436, -0.228280), + vec4<f32>(-0.062181, -0.175155, -0.084286, -0.254635), + vec4<f32>(-0.021370, -0.054084, -0.094507, -0.057744), + vec4<f32>(0.163740, 0.418951, 0.236017, 0.168628), + vec4<f32>(-0.072125, -0.004540, 0.243056, 0.099647), + vec4<f32>(0.137025, 0.252152, 0.089128, 0.212421), + vec4<f32>(-0.111771, -0.086444, 0.200819, 0.182299), + vec4<f32>(-0.111774, -0.136604, 0.106531, -0.035990), + vec4<f32>(-0.104085, -0.185459, -0.028727, -0.228280), + vec4<f32>(-0.195858, -0.185688, -0.057940, -0.110030), + vec4<f32>(0.119684, 0.015679, -0.282928, -0.057744), + vec4<f32>(0.182249, 0.183774, 0.485198, 0.283122), + vec4<f32>(0.073703, -0.066022, 0.369654, 0.099647), + vec4<f32>(0.153869, 0.214244, 0.123994, 0.015235), + vec4<f32>(-0.032879, -0.127768, 0.153828, 0.182299), + vec4<f32>(0.020066, -0.187911, -0.002227, -0.188773), + vec4<f32>(-0.018035, -0.176750, 0.025871, -0.228280), + vec4<f32>(0.003240, -0.110074, -0.137812, -0.099725), + vec4<f32>(-0.030633, -0.135231, 0.025956, -0.057744), + vec4<f32>(-0.362614, -0.213325, -0.263322, 0.096670), + vec4<f32>(-0.032143, 0.081475, -0.343777, 0.099647), + vec4<f32>(-0.297917, -0.083748, -0.133821, 0.091547), + vec4<f32>(-0.037656, 0.022276, -0.011297, 0.182299), + vec4<f32>(0.161341, 0.086857, 0.165727, -0.090049), + vec4<f32>(-0.081491, -0.282614, 0.025270, -0.228280), + vec4<f32>(0.090399, 0.050758, 0.107328, -0.038184), + vec4<f32>(0.070251, 0.011528, -0.091525, -0.057744), + vec4<f32>(-0.056355, -0.009971, -0.150000, 0.235577), + vec4<f32>(-0.095561, -0.065592, -0.089876, 0.099647), + vec4<f32>(0.091840, 0.128219, -0.083141, 0.169319), + vec4<f32>(-0.046781, 0.121648, 0.103069, 0.182299), + vec4<f32>(-0.096114, -0.144242, 0.084139, -0.106471), + vec4<f32>(-0.027582, -0.292333, 0.076865, -0.228280), + vec4<f32>(0.075125, 0.031164, 0.130597, -0.157298), + vec4<f32>(-0.056810, -0.046527, 0.091355, -0.057744), + vec4<f32>(-0.187192, -0.008480, -0.099564, 0.320084), + vec4<f32>(-0.023413, 0.142330, -0.207555, 0.099647), + vec4<f32>(0.060672, -0.047472, 0.057659, 0.195330), + vec4<f32>(0.092087, 0.119028, -0.038835, 0.182299), + vec4<f32>(-0.008512, 0.075632, 0.019646, -0.134091), + vec4<f32>(0.017238, -0.226524, -0.049809, -0.228280), + vec4<f32>(0.026540, 0.106392, 0.130047, -0.184493), + vec4<f32>(-0.176890, -0.118572, 0.130286, -0.057744) ); const weights_layer1: array<vec4<f32>, 72> = array( - vec4<f32>(0.048173, -0.065642, -0.034278, -0.026027), - vec4<f32>(0.077402, -0.086582, -0.094621, 0.127738), - vec4<f32>(-0.094215, -0.037865, -0.005068, -0.013874), - vec4<f32>(-0.068818, 0.017880, -0.081089, -0.108306), - vec4<f32>(0.136930, 0.037674, 0.097742, 0.119608), - vec4<f32>(-0.067940, -0.116937, 0.031585, 0.113755), - vec4<f32>(-0.045158, 0.032340, -0.073822, -0.097214), - vec4<f32>(-0.016219, 0.014040, 0.068693, -0.008265), - vec4<f32>(0.062967, -0.153733, -0.043713, 0.091250), - vec4<f32>(0.044176, 0.136244, 0.060546, 0.127738), - vec4<f32>(-0.137965, -0.070741, 0.069827, 0.011978), - vec4<f32>(0.049375, 0.112041, -0.007593, -0.108306), - vec4<f32>(0.154764, -0.132314, 0.039775, -0.051606), - vec4<f32>(0.055938, 0.026396, 0.016009, 0.113755), - vec4<f32>(0.112447, -0.003851, -0.123415, 0.037036), - vec4<f32>(-0.028223, -0.029677, -0.049681, -0.008265), - vec4<f32>(-0.002032, -0.116316, 0.028513, -0.009756), - vec4<f32>(0.098529, 0.127566, -0.102644, 0.127738), - vec4<f32>(-0.068311, 0.056082, -0.056659, 0.054638), - vec4<f32>(0.021853, -0.102546, -0.083224, -0.108306), - vec4<f32>(-0.019776, -0.104836, -0.083498, -0.000891), - vec4<f32>(0.061537, -0.038569, -0.001332, 0.113755), - vec4<f32>(0.151830, -0.137091, -0.000175, 0.031123), - vec4<f32>(0.015875, 0.020171, -0.116908, -0.008265), - vec4<f32>(0.034898, 0.034463, -0.159582, 0.083607), - vec4<f32>(0.044649, 0.036989, 0.055336, 0.127738), - vec4<f32>(-0.176148, 0.069343, 0.055262, -0.130171), - vec4<f32>(-0.047839, 0.112419, -0.068936, -0.108306), - vec4<f32>(0.145005, 0.004265, -0.137725, 0.059456), - vec4<f32>(-0.066953, 0.080507, -0.106070, 0.113755), - vec4<f32>(-0.086432, -0.072977, 0.010788, 0.102892), - vec4<f32>(0.048373, 0.033857, 0.035324, -0.008265), - vec4<f32>(0.095565, 0.035848, 0.029681, 0.169176), - vec4<f32>(-0.034392, -0.085321, -0.128057, 0.127738), - vec4<f32>(0.049806, 0.122955, -0.009334, -0.056148), - vec4<f32>(-0.071187, 0.001108, 0.141741, -0.108306), - vec4<f32>(0.097716, 0.083945, 0.068721, 0.081663), - vec4<f32>(0.002392, -0.059039, 0.023408, 0.113755), - vec4<f32>(0.020487, -0.009256, 0.098715, -0.061935), - vec4<f32>(0.026119, 0.181192, 0.057406, -0.008265), - vec4<f32>(0.159641, 0.049487, -0.113416, -0.016158), - vec4<f32>(0.019353, -0.108494, -0.085306, 0.127738), - vec4<f32>(-0.037388, 0.139173, 0.078710, -0.091751), - vec4<f32>(-0.097794, -0.044623, 0.107558, -0.108306), - vec4<f32>(0.128197, -0.055452, -0.079860, 0.086585), - vec4<f32>(0.114634, -0.075619, 0.132276, 0.113755), - vec4<f32>(-0.083815, 0.066680, -0.031161, -0.001262), - vec4<f32>(-0.071790, 0.177984, -0.026294, -0.008265), - vec4<f32>(-0.030661, 0.055054, -0.096725, 0.169739), - vec4<f32>(-0.077683, 0.005429, -0.078740, 0.127738), - vec4<f32>(-0.042692, 0.089453, 0.005309, -0.041402), - vec4<f32>(-0.036617, -0.031664, 0.016100, -0.108306), - vec4<f32>(0.093954, 0.062157, -0.018615, 0.144988), - vec4<f32>(-0.069365, 0.008779, 0.115859, 0.113755), - vec4<f32>(0.147664, -0.103392, -0.030668, -0.032603), - vec4<f32>(0.020301, 0.214626, -0.085712, -0.008265), - vec4<f32>(0.069737, -0.006901, -0.124122, 0.102855), - vec4<f32>(-0.098352, 0.076014, 0.084904, 0.127738), - vec4<f32>(-0.043872, 0.121011, 0.039012, -0.051163), - vec4<f32>(-0.004592, 0.038752, 0.040498, -0.108306), - vec4<f32>(0.063463, -0.055603, -0.142556, -0.028587), - vec4<f32>(0.071560, 0.017913, 0.038295, 0.113755), - vec4<f32>(-0.047607, 0.051639, 0.084159, 0.003572), - vec4<f32>(-0.080929, 0.063023, -0.042706, -0.008265), - vec4<f32>(0.121177, -0.115405, 0.039683, 0.046168), - vec4<f32>(-0.103616, -0.063224, 0.036054, 0.127738), - vec4<f32>(-0.106721, 0.051045, 0.134816, -0.125579), - vec4<f32>(-0.006236, -0.097486, -0.073610, -0.108306), - vec4<f32>(-0.021213, -0.122573, 0.050690, 0.015823), - vec4<f32>(-0.058025, 0.025541, 0.024037, 0.113755), - vec4<f32>(0.008251, 0.046881, -0.029930, 0.112835), - vec4<f32>(-0.046819, 0.194048, 0.004072, -0.008265) + vec4<f32>(-0.550220, -0.217290, 0.172294, 0.131499), + vec4<f32>(0.087800, -0.013060, -0.012493, -0.118784), + vec4<f32>(0.414634, 0.110057, -0.148279, -0.164066), + vec4<f32>(-0.067937, 0.015316, 0.110874, 0.170621), + vec4<f32>(0.202338, 0.237349, -0.198003, -0.018883), + vec4<f32>(0.096353, -0.033149, -0.075566, -0.012686), + vec4<f32>(0.540664, -0.019039, -0.187934, -0.017433), + vec4<f32>(-0.093819, -0.032389, -0.075676, -0.045023), + vec4<f32>(-0.454297, -0.094218, 0.153827, 0.131527), + vec4<f32>(-0.075634, 0.034528, -0.179401, -0.118784), + vec4<f32>(0.250372, 0.110398, -0.088627, -0.247025), + vec4<f32>(-0.017120, -0.036461, 0.085890, 0.170621), + vec4<f32>(0.157555, 0.055556, -0.209897, -0.072719), + vec4<f32>(0.009895, 0.007367, -0.068084, -0.012686), + vec4<f32>(0.470887, -0.026009, -0.130709, -0.190289), + vec4<f32>(0.042477, 0.099113, 0.024500, -0.045023), + vec4<f32>(0.004836, -0.032572, 0.196070, 0.127080), + vec4<f32>(-0.094058, -0.110672, -0.099101, -0.118784), + vec4<f32>(0.251474, 0.026879, -0.072475, -0.221995), + vec4<f32>(0.004570, 0.095751, 0.241107, 0.170621), + vec4<f32>(-0.039411, 0.212567, -0.146248, -0.181935), + vec4<f32>(-0.048444, -0.100834, -0.040524, -0.012686), + vec4<f32>(0.279418, 0.027548, -0.172508, -0.243648), + vec4<f32>(-0.072080, 0.084367, -0.125451, -0.045023), + vec4<f32>(-0.762915, -0.254977, 0.125205, 0.235909), + vec4<f32>(-0.038104, -0.075417, -0.146520, -0.118784), + vec4<f32>(0.339557, 0.229433, -0.050644, -0.131365), + vec4<f32>(-0.129065, -0.050450, 0.095530, 0.170621), + vec4<f32>(0.256145, 0.078530, -0.183619, -0.206955), + vec4<f32>(-0.050830, -0.048353, 0.147183, -0.012686), + vec4<f32>(0.581766, -0.000920, -0.038922, -0.233026), + vec4<f32>(0.054928, 0.125764, 0.045640, -0.045023), + vec4<f32>(-0.656914, -0.193329, 0.142118, 0.112047), + vec4<f32>(0.055497, -0.066662, -0.127356, -0.118784), + vec4<f32>(0.381869, 0.121043, -0.193973, -0.053474), + vec4<f32>(-0.135338, 0.102084, 0.047766, 0.170621), + vec4<f32>(0.157373, 0.108581, -0.056749, -0.190385), + vec4<f32>(0.059588, -0.079601, 0.116529, -0.012686), + vec4<f32>(0.615891, -0.003999, -0.044733, -0.233113), + vec4<f32>(-0.013833, 0.158467, 0.069948, -0.045023), + vec4<f32>(-0.370423, -0.001432, 0.188960, 0.234769), + vec4<f32>(-0.067498, 0.029365, -0.139773, -0.118784), + vec4<f32>(0.397838, 0.223050, -0.266812, -0.218634), + vec4<f32>(0.026448, -0.063605, 0.172133, 0.170621), + vec4<f32>(0.091567, 0.082715, -0.157309, -0.080454), + vec4<f32>(0.164888, -0.075561, 0.031425, -0.012686), + vec4<f32>(0.211481, 0.062354, -0.139909, -0.166563), + vec4<f32>(-0.052356, 0.195890, 0.002621, -0.045023), + vec4<f32>(-0.722615, -0.098662, 0.050131, 0.208800), + vec4<f32>(0.015331, 0.048369, 0.020104, -0.118784), + vec4<f32>(0.510514, 0.267948, -0.167085, -0.073239), + vec4<f32>(0.013588, 0.029198, 0.011374, 0.170621), + vec4<f32>(0.434384, 0.234026, -0.016845, -0.053492), + vec4<f32>(0.048535, -0.021576, 0.119118, -0.012686), + vec4<f32>(0.504202, 0.059151, -0.076747, -0.100093), + vec4<f32>(0.065644, 0.111175, 0.023457, -0.045023), + vec4<f32>(-0.589185, -0.167617, 0.017656, 0.154815), + vec4<f32>(-0.068627, 0.014695, -0.001009, -0.118784), + vec4<f32>(0.477531, 0.147435, -0.190240, -0.063934), + vec4<f32>(0.092949, 0.164573, 0.090508, 0.170621), + vec4<f32>(0.216511, 0.208554, -0.094266, -0.180448), + vec4<f32>(0.027521, -0.009373, 0.038030, -0.012686), + vec4<f32>(0.373956, 0.047154, 0.029470, -0.198022), + vec4<f32>(0.054003, 0.064209, 0.009144, -0.045023), + vec4<f32>(-0.357275, -0.065495, 0.150350, 0.111417), + vec4<f32>(0.071622, -0.082439, -0.197320, -0.118784), + vec4<f32>(0.422302, 0.061022, -0.108647, -0.244366), + vec4<f32>(-0.058943, 0.114681, -0.041863, 0.170621), + vec4<f32>(0.238027, -0.022158, 0.021928, -0.176080), + vec4<f32>(-0.059569, 0.164817, 0.009572, -0.012686), + vec4<f32>(0.285508, -0.027414, -0.011562, -0.042465), + vec4<f32>(0.125779, 0.231493, -0.069255, -0.045023) ); const weights_layer2: array<vec4<f32>, 18> = array( - vec4<f32>(-0.069937, -0.172919, 0.054314, 0.129364), - vec4<f32>(0.132589, 0.002788, -0.048841, 0.148129), - vec4<f32>(0.114120, 0.067315, 0.033916, 0.067351), - vec4<f32>(-0.054135, -0.050209, 0.050729, 0.148129), - vec4<f32>(0.160005, -0.110698, -0.014659, 0.062470), - vec4<f32>(0.098416, 0.107277, 0.044296, 0.148129), - vec4<f32>(0.011437, -0.088030, 0.153631, -0.021281), - vec4<f32>(0.026535, 0.107090, 0.057034, 0.148129), - vec4<f32>(0.101698, -0.007920, -0.038980, -0.013662), - vec4<f32>(-0.092071, -0.057762, 0.059635, 0.148129), - vec4<f32>(0.156469, -0.082609, 0.045747, -0.086353), - vec4<f32>(-0.033189, -0.005524, 0.006464, 0.148129), - vec4<f32>(0.067959, -0.087502, 0.001335, -0.086015), - vec4<f32>(0.060598, 0.075698, -0.123415, 0.148129), - vec4<f32>(0.048222, -0.172326, 0.134549, -0.011404), - vec4<f32>(-0.004470, -0.035421, -0.149749, 0.148129), - vec4<f32>(0.006417, -0.001507, -0.029776, 0.060640), - vec4<f32>(-0.104807, -0.112568, -0.103018, 0.148129) + vec4<f32>(-0.005880, 0.219661, 0.076830, 0.031369), + vec4<f32>(0.019447, -0.157183, -0.072867, 0.019890), + vec4<f32>(-0.190992, 0.094952, 0.243652, 0.101839), + vec4<f32>(-0.073730, -0.097028, 0.130087, 0.019890), + vec4<f32>(-0.048538, 0.255178, 0.072403, 0.162183), + vec4<f32>(0.068563, -0.177353, -0.031857, 0.019890), + vec4<f32>(-0.075366, 0.082456, 0.196628, 0.101995), + vec4<f32>(-0.061104, -0.091889, -0.083985, 0.019890), + vec4<f32>(-0.249014, 0.051544, 0.211691, -0.042091), + vec4<f32>(0.002831, 0.053599, 0.029920, 0.019890), + vec4<f32>(-0.048174, 0.040130, 0.219902, 0.065074), + vec4<f32>(0.034129, -0.058673, -0.094574, 0.019890), + vec4<f32>(-0.249925, 0.243446, 0.268119, 0.031839), + vec4<f32>(-0.151316, 0.014516, -0.058603, 0.019890), + vec4<f32>(-0.207769, 0.219873, 0.041389, 0.142059), + vec4<f32>(0.036077, 0.056158, -0.059980, 0.019890), + vec4<f32>(-0.100513, 0.210483, 0.012164, 0.071910), + vec4<f32>(0.130846, 0.074247, -0.018889, 0.019890) ); |
