Upload folder using huggingface_hub (part 2)

out/mamba/maze_12_384_100/clustering_I_wall_type_10000.txt

@@ -0,0 +1,17 @@
+CLUSTERING BY WALL_TYPE (cosine distance)
+============================================================
+Layer  | Intra-class Dist   | Inter-class Dist  
+------------------------------------------------------------
+L_1    |           0.5724 |           0.3800
+L_2    |           0.6167 |           0.4048
+L_3    |           0.6336 |           0.4940
+L_4    |           0.6479 |           0.5829
+L_5    |           0.6326 |           0.6137
+L_6    |           0.5917 |           0.5767
+L_7    |           0.5732 |           0.6345
+L_8    |           0.5337 |           0.7338
+L_9    |           0.4778 |           0.7339
+L_10   |           0.3982 |           0.6232
+L_11   |           0.2208 |           0.5941
+L_12   |           0.0400 |           0.4172
+L_Norm |           0.0393 |           0.4063

out/mamba/maze_12_384_100/compression_A1_RWs_10000_100_.txt

@@ -0,0 +1,33 @@
+============================================================
+Compression Test Results
+============================================================
+Config: 12_384
+Checkpoint iteration: 10000
+Number of nodes: 100
+Number of trials: 100
+Epsilon: 0.01
+Number of suffix samples: 30
+No task tag mode: Disabled
+Training data task configuration: A1
+Compression test task configuration: A1
+
+Mean compression precision: 0.0500
+Standard error: 0.0218
+Total valid trials: 100
+
+Task-specific statistics:
+  Task A:
+    Trials: 100
+    Precision: 0.0500
+    Suffix accuracy: 0.7797 (2339/3000)
+------------------------------------------------------------
+Overall Suffix Validation Statistics:
+  Total suffixes generated: 3000
+  Valid suffixes: 2339
+  Invalid suffixes: 661
+  Average accuracy per iteration: 0.7797
+  Final overall accuracy: 0.7797
+  Error categories:
+    incorrect target node: 376
+    illegal direction: 285
+============================================================

out/mamba/maze_12_384_100/compression_C1_RWs_10000_100_.txt

@@ -0,0 +1,33 @@
+============================================================
+Compression Test Results
+============================================================
+Config: 12_384
+Checkpoint iteration: 10000
+Number of nodes: 100
+Number of trials: 100
+Epsilon: 0.01
+Number of suffix samples: 30
+No task tag mode: Disabled
+Training data task configuration: C1
+Compression test task configuration: C1
+
+Mean compression precision: 0.9815
+Standard error: 0.0183
+Total valid trials: 54
+
+Task-specific statistics:
+  Task C:
+    Trials: 54
+    Precision: 0.9815
+    Suffix accuracy: 0.9975 (1616/1620)
+------------------------------------------------------------
+Overall Suffix Validation Statistics:
+  Total suffixes generated: 1620
+  Valid suffixes: 1616
+  Invalid suffixes: 4
+  Average accuracy per iteration: 0.9975
+  Final overall accuracy: 0.9975
+  Error categories:
+    incorrect target node: 3
+    illegal direction: 1
+============================================================

out/mamba/maze_12_384_100/compression_C1_RWs_10000_5_.txt

@@ -0,0 +1,30 @@
+============================================================
+Compression Test Results
+============================================================
+Config: 12_384
+Checkpoint iteration: 10000
+Number of nodes: 100
+Number of trials: 5
+Epsilon: 0.01
+Number of suffix samples: 30
+No task tag mode: Disabled
+Training data task configuration: C1
+Compression test task configuration: C1
+
+Mean compression precision: 1.0000
+Standard error: 0.0000
+Total valid trials: 3
+
+Task-specific statistics:
+  Task C:
+    Trials: 3
+    Precision: 1.0000
+    Suffix accuracy: 1.0000 (90/90)
+------------------------------------------------------------
+Overall Suffix Validation Statistics:
+  Total suffixes generated: 90
+  Valid suffixes: 90
+  Invalid suffixes: 0
+  Average accuracy per iteration: 1.0000
+  Final overall accuracy: 1.0000
+============================================================

out/mamba/maze_12_384_100/compression_E1_RWs_10000_100_.txt

@@ -0,0 +1,33 @@
+============================================================
+Compression Test Results
+============================================================
+Config: 12_384
+Checkpoint iteration: 10000
+Number of nodes: 100
+Number of trials: 100
+Epsilon: 0.01
+Number of suffix samples: 30
+No task tag mode: Disabled
+Training data task configuration: E1
+Compression test task configuration: E1
+
+Mean compression precision: 0.5306
+Standard error: 0.0504
+Total valid trials: 98
+
+Task-specific statistics:
+  Task E:
+    Trials: 98
+    Precision: 0.5306
+    Suffix accuracy: 0.9820 (2887/2940)
+------------------------------------------------------------
+Overall Suffix Validation Statistics:
+  Total suffixes generated: 2940
+  Valid suffixes: 2887
+  Invalid suffixes: 53
+  Average accuracy per iteration: 0.9820
+  Final overall accuracy: 0.9820
+  Error categories:
+    incorrect target node: 32
+    illegal direction: 21
+============================================================

out/mamba/maze_12_384_100/compression_I1_RWs_10000_100_.txt

@@ -0,0 +1,29 @@
+============================================================
+Compression Test Results
+============================================================
+Config: 12_384
+Checkpoint iteration: 10000
+Number of nodes: 100
+Number of trials: 100
+Epsilon: 0.01
+Number of suffix samples: 30
+No task tag mode: Disabled
+Training data task configuration: I1
+Compression test task configuration: I1
+
+Mean compression precision: 0.9200
+Standard error: 0.0271
+Total valid trials: 100
+
+Task-specific statistics:
+------------------------------------------------------------
+Overall Suffix Validation Statistics:
+  Total suffixes generated: 3000
+  Valid suffixes: 2685
+  Invalid suffixes: 315
+  Average accuracy per iteration: 0.8950
+  Final overall accuracy: 0.8950
+  Error categories:
+    incorrect target node: 276
+    illegal direction: 39
+============================================================

out/mamba/maze_12_384_100/corrects_maze.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9527f94e506e56012f54c8268e05dcd8380e7c9ca9861c4e31c5d36e967a15e4
+size 1555

out/mamba/maze_12_384_100/cpress_data_C1_RWs_10000_5_.txt

@@ -0,0 +1,403 @@
+============================================================
+Compression Test Detailed Data
+============================================================
+Config: 12_384
+Checkpoint iteration: 10000
+Number of nodes: 100
+Epsilon: 0.01
+Number of suffix samples: 30
+No task tag mode: Disabled
+Training data task configuration: C1
+Compression test task configuration: C1
+============================================================
+
+Iteration 1:
+  Task: C
+  Merge node: 23
+  Target node: 97
+  prefix1: C 35 97 : L L F
+  prefix2: C 26 97 : T F F
+  Iteration suffix accuracy: 1.0000 (30/30)
+
+  Suffix comparisons (from prefix1 vs probabilities after prefix2):
+    suffix_0: L T T R T L R L T R R T L T R R F T L L R F R T R R R T L T L L R T T R T T L L F R L
+    suffix_0_probs: [0.201, 0.581, 0.206, 0.414, 0.379, 0.577, 0.376, 0.264, 0.411, 0.208, 0.233, 0.336, 0.403, 0.206, 0.234, 0.424, 0.344, 0.470, 0.438, 0.535, 0.594, 0.585, 0.370, 0.293, 0.452, 0.346, 0.237, 0.445, 0.318, 0.354, 0.451, 0.532, 0.546, 0.208, 0.547, 0.331, 0.324, 0.351, 0.398, 0.454, 0.348, 0.451, 0.502]
+    suffix_0_validation: VALID
+
+    suffix_1: T L R F T F F L T T L T L R T L F L L F R F T T L T R L R F L T F T R F R F R L T T L F R T L R T R T F R R F F R L L L F T T F F T L R L T R F R F L
+    suffix_1_probs: [0.376, 0.260, 0.342, 0.537, 0.435, 0.437, 0.241, 0.334, 0.239, 0.333, 0.389, 0.210, 0.199, 0.407, 0.380, 0.586, 0.236, 0.237, 0.315, 0.215, 0.268, 0.258, 0.397, 0.271, 0.300, 1.000, 0.403, 0.374, 0.575, 0.357, 0.238, 0.333, 0.185, 0.636, 0.437, 0.613, 0.628, 0.629, 0.366, 0.445, 0.242, 0.449, 0.303, 0.430, 0.462, 0.346, 0.235, 0.208, 0.499, 0.347, 0.281, 0.423, 0.470, 0.667, 0.181, 0.191, 0.248, 0.369, 0.392, 0.436, 0.553, 0.177, 0.572, 0.638, 0.223, 0.702, 0.627, 0.314, 0.440, 0.250, 0.306, 0.514, 0.526, 0.521, 0.579]
+    suffix_1_validation: VALID
+
+    suffix_2: F R T L R T F R F F R R F T F L T R L T L T R F T R T T T R T F F T T T T R L L T T R L F T L T R T T T L T T F L
+    suffix_2_probs: [0.184, 0.250, 0.326, 0.310, 0.202, 0.596, 0.234, 0.420, 0.335, 0.528, 0.575, 0.452, 0.182, 0.556, 0.230, 0.269, 0.579, 0.453, 0.571, 0.188, 0.195, 0.556, 0.582, 0.578, 0.183, 0.232, 0.711, 0.235, 0.704, 0.190, 0.601, 0.597, 0.460, 0.227, 0.471, 0.227, 0.474, 0.329, 0.465, 0.545, 0.188, 0.573, 0.562, 0.476, 0.321, 1.000, 0.451, 0.246, 0.318, 1.000, 0.336, 1.000, 0.447, 0.249, 0.457, 0.469, 0.545]
+    suffix_2_validation: VALID
+
+    suffix_3: F L L T F R R F L R F T T T F L L F R F T T F L R T T R T T L T T L F T T T F F T T L L T F T L T T T R T T T T T T F T F T F R R F T T T T F F R T T F L T T T T T T T T T T T T
+    suffix_3_probs: [0.184, 0.223, 0.350, 0.422, 0.275, 0.352, 0.544, 0.319, 0.246, 0.420, 0.348, 0.450, 0.358, 0.446, 0.214, 0.346, 0.406, 0.561, 0.589, 0.582, 0.180, 0.602, 0.454, 0.420, 0.430, 0.368, 0.439, 0.630, 0.260, 0.619, 0.531, 0.211, 0.547, 0.462, 0.318, 1.000, 0.332, 1.000, 0.222, 0.316, 0.321, 0.335, 0.386, 0.462, 0.236, 0.250, 0.635, 0.272, 0.407, 0.267, 0.412, 0.255, 0.642, 0.260, 0.642, 0.261, 0.649, 0.259, 0.344, 0.455, 0.645, 0.249, 0.341, 0.361, 0.580, 0.579, 0.241, 0.626, 0.243, 0.633, 0.294, 0.516, 0.512, 0.208, 0.505, 0.552, 0.594, 0.519, 0.591, 0.511, 0.607, 0.481, 0.624, 0.460, 0.647, 0.435, 0.675, 0.407, 0.715]
+    suffix_3_validation: VALID
+
+    suffix_4: R R F T T F R L R T T F F T F T F T F L F R L R L T R L T T R T R F T F L F F R T T L T F T T T F L R T L T F L T R L L F T L R T R L
+    suffix_4_probs: [0.238, 0.414, 0.344, 0.472, 0.334, 0.530, 0.568, 0.264, 0.411, 0.251, 0.425, 0.225, 0.316, 0.713, 0.655, 0.240, 0.329, 0.715, 0.653, 0.508, 0.667, 0.189, 0.198, 0.263, 0.237, 0.428, 0.433, 0.556, 0.181, 0.567, 0.607, 0.178, 0.222, 0.244, 0.408, 0.452, 0.600, 0.619, 0.476, 0.351, 0.306, 0.353, 0.472, 0.223, 0.226, 0.463, 0.233, 0.458, 0.469, 0.575, 0.588, 0.186, 0.181, 0.624, 0.239, 0.340, 0.483, 0.676, 0.599, 0.516, 0.325, 0.995, 0.459, 0.291, 0.393, 0.496, 0.581]
+    suffix_4_validation: VALID
+
+    suffix_5: T F F L T T T T T R T T L F R F T F L T F T L F F T T F T F F T T R L F R T L F L L R L R F T F T F R T T T F T T T F T L F T T R T F F L L F T F R T T L T R T L T R L F R T T L
+    suffix_5_probs: [0.376, 0.533, 0.239, 0.280, 0.579, 0.292, 0.568, 0.289, 0.574, 0.445, 0.240, 0.466, 0.568, 0.596, 0.379, 0.284, 0.559, 0.283, 0.175, 0.606, 0.450, 0.234, 0.373, 0.286, 0.443, 0.538, 0.466, 0.457, 1.000, 0.518, 0.538, 0.285, 0.576, 0.436, 0.303, 0.418, 0.448, 0.370, 0.250, 0.332, 0.457, 0.542, 0.563, 0.467, 0.460, 0.458, 0.229, 0.229, 0.448, 0.463, 0.246, 0.406, 0.253, 0.393, 0.499, 0.621, 0.522, 0.609, 0.238, 0.425, 0.229, 0.212, 0.476, 0.230, 0.318, 1.000, 0.184, 0.284, 0.428, 0.517, 0.403, 0.277, 0.188, 0.226, 0.462, 0.230, 0.221, 0.685, 0.445, 0.213, 0.193, 0.724, 0.466, 0.662, 0.389, 0.634, 0.121, 0.654, 0.784]
+    suffix_5_validation: VALID
+
+    suffix_6: F T T T F F R F F R R R R R L L T T R L R F R F T F F T T T T T F T F T R L T T T R L T T
+    suffix_6_probs: [0.184, 0.324, 0.183, 0.322, 0.378, 0.541, 0.570, 0.586, 0.444, 0.348, 0.248, 0.283, 0.450, 0.348, 0.449, 0.499, 0.213, 0.523, 0.525, 0.449, 0.444, 0.434, 0.268, 0.316, 0.526, 0.390, 0.478, 0.677, 0.478, 0.669, 0.490, 0.669, 0.265, 0.399, 0.483, 0.660, 0.248, 0.304, 0.363, 0.306, 0.357, 0.456, 0.513, 0.647, 0.510]
+    suffix_6_validation: VALID
+
+    suffix_7: F R R R T T R F T T T F R R T T R L T T T F T T T F T T L L L T T T R T F L F T T R F F T T R R L F T T R F T R T T F L T T T T F T T T L T T R L R T L R F F T L R T L T F L
+    suffix_7_probs: [0.184, 0.250, 0.403, 0.324, 0.237, 0.339, 0.180, 0.204, 0.551, 0.211, 0.557, 0.317, 0.201, 0.397, 0.372, 0.412, 0.367, 0.201, 0.559, 0.202, 0.569, 0.319, 0.169, 0.331, 0.173, 0.209, 0.558, 0.202, 0.426, 0.391, 0.375, 0.211, 0.343, 0.217, 0.267, 0.385, 0.379, 0.614, 0.224, 0.332, 0.233, 0.428, 0.333, 0.517, 0.408, 0.530, 0.612, 0.505, 0.664, 0.648, 0.158, 0.677, 0.359, 0.246, 0.612, 0.484, 0.216, 0.500, 0.505, 0.612, 0.162, 0.655, 0.162, 0.658, 0.221, 0.700, 0.220, 0.712, 0.631, 0.170, 0.661, 0.298, 0.428, 0.214, 0.736, 0.251, 0.319, 0.548, 0.278, 1.000, 0.540, 0.240, 0.401, 0.167, 0.615, 0.626, 0.696]
+    suffix_7_validation: VALID
+
+    suffix_8: T T T T L T T R F T L R F T F R R R F T R F F L L T T F L L F F R R F L R L L T L R R T T T L T F R R T L R T L T T R T T R L L T L F L F T T T F T T T T R L L T T F T L F L T T
+    suffix_8_probs: [0.376, 0.207, 0.375, 0.217, 0.200, 0.597, 0.208, 0.399, 0.277, 0.376, 0.372, 0.320, 0.390, 0.203, 0.181, 0.236, 0.435, 0.328, 0.194, 0.616, 0.404, 0.557, 0.222, 0.262, 0.414, 0.563, 0.440, 0.466, 0.416, 0.524, 0.206, 0.253, 0.423, 0.536, 0.723, 0.617, 0.369, 0.451, 0.302, 0.349, 0.464, 0.208, 0.271, 0.578, 0.265, 0.590, 0.487, 0.211, 0.223, 0.277, 0.377, 0.391, 0.384, 0.293, 1.000, 0.273, 0.376, 0.270, 0.394, 0.371, 0.392, 0.642, 0.579, 0.190, 0.542, 0.662, 0.218, 0.280, 0.260, 1.000, 0.273, 1.000, 0.533, 0.247, 0.589, 0.230, 0.614, 0.801, 0.729, 0.614, 0.147, 0.603, 0.281, 1.000, 0.613, 0.598, 0.688, 0.429, 0.707]
+    suffix_8_validation: VALID
+
+    suffix_9: F T F T F L L L T T F T T R F F R L F F R T L F T F R T F L L L L L T T T T R R T F T R F R F T R T L R L F T F R R T F R R F L R L F L T T F L T R T T L T T T T L R F L T T T T
+    suffix_9_probs: [0.184, 0.324, 0.381, 0.205, 0.185, 0.228, 0.356, 0.587, 0.196, 0.593, 0.232, 0.333, 0.248, 0.420, 0.341, 0.525, 0.571, 0.255, 0.175, 0.230, 0.282, 0.545, 0.442, 0.518, 0.206, 0.238, 0.275, 0.538, 0.275, 0.499, 0.462, 0.232, 0.283, 0.491, 0.322, 0.480, 0.310, 0.472, 0.203, 0.305, 1.000, 0.210, 0.702, 0.515, 0.482, 0.592, 0.419, 0.249, 0.447, 0.222, 0.394, 0.255, 0.390, 0.410, 0.331, 0.566, 0.618, 0.530, 0.168, 0.215, 0.445, 0.606, 0.756, 0.676, 0.357, 0.512, 0.531, 0.647, 0.144, 0.697, 0.203, 0.264, 0.546, 0.756, 0.191, 0.768, 0.691, 0.141, 0.728, 0.121, 0.759, 0.610, 0.582, 0.592, 0.651, 0.437, 0.674, 0.400, 0.700]
+    suffix_9_validation: VALID
+
+    suffix_10: T F R L T T F L L F L F F R T F L T T T F T L F L R F F T T T L R T T R L L F R R L T T L T T T T T F R T T L R T F T T R R F F T F F L T F T L T L R T L F R R T T T R T F T T F T T
+    suffix_10_probs: [0.376, 0.533, 0.557, 0.243, 0.685, 0.247, 0.321, 0.259, 0.380, 0.434, 0.557, 0.577, 0.436, 0.347, 0.309, 0.404, 0.317, 1.000, 0.324, 1.000, 0.411, 0.378, 0.255, 0.338, 0.451, 0.229, 0.262, 0.301, 1.000, 0.318, 1.000, 0.304, 0.359, 0.429, 0.369, 0.577, 0.465, 0.231, 0.226, 0.280, 0.461, 0.439, 0.247, 0.466, 0.301, 1.000, 0.312, 1.000, 0.320, 1.000, 0.457, 0.659, 0.240, 0.664, 0.585, 0.316, 0.319, 0.472, 0.206, 0.522, 0.474, 0.291, 0.217, 0.233, 0.685, 0.500, 0.375, 0.215, 0.478, 0.511, 0.198, 0.287, 0.383, 0.202, 0.307, 0.999, 0.514, 0.533, 0.206, 0.238, 0.426, 0.209, 0.439, 0.234, 0.590, 0.546, 0.160, 0.573, 0.732, 0.355, 0.785]
+    suffix_10_validation: VALID
+
+    suffix_11: F T L R R L R F F R L T R L T L R T T R L T T L R F R T T R T R T F F T R F L T R R F T F T L L F T T T T
+    suffix_11_probs: [0.184, 0.324, 0.230, 0.404, 0.405, 0.529, 0.576, 0.579, 0.444, 0.347, 0.440, 0.261, 0.316, 0.244, 0.459, 0.418, 0.427, 0.389, 0.426, 0.616, 0.527, 0.217, 0.530, 0.450, 0.437, 0.438, 0.273, 0.404, 0.269, 0.286, 0.377, 0.324, 0.524, 0.393, 0.485, 0.659, 0.251, 0.235, 0.230, 0.497, 0.433, 0.293, 0.228, 0.475, 0.380, 0.295, 0.410, 0.399, 0.487, 0.638, 0.508, 0.621, 0.527]
+    suffix_11_validation: VALID
+
+    suffix_12: F R L R T T T L T R T L F T T R T L F T T F T L R T L L T T R R T F R R T T R R L R T T T F L R T L T T R R L L R T L L R L T L F T L T L T R F T T T T F T F T T R T R R L R R L R T F R T T F L
+    suffix_12_probs: [0.184, 0.250, 0.271, 0.296, 0.533, 0.286, 0.539, 0.398, 0.261, 0.289, 0.546, 0.402, 0.416, 0.252, 0.444, 0.342, 0.232, 0.246, 0.272, 0.415, 0.261, 0.302, 1.000, 0.287, 0.461, 1.000, 0.537, 0.409, 0.251, 0.424, 0.311, 0.209, 0.560, 0.311, 0.195, 0.383, 0.383, 0.411, 0.365, 0.364, 0.239, 0.461, 0.213, 0.372, 0.233, 0.277, 0.366, 0.194, 0.620, 0.244, 0.259, 0.242, 0.531, 0.347, 0.502, 0.219, 0.276, 0.505, 0.543, 0.683, 0.727, 0.177, 0.777, 0.671, 0.512, 0.181, 0.367, 0.292, 0.123, 0.764, 0.364, 0.191, 0.705, 0.194, 0.748, 0.173, 0.202, 0.739, 0.767, 0.122, 0.846, 0.718, 0.070, 0.159, 0.670, 0.618, 0.813, 0.923, 0.862, 0.162, 0.300, 0.776, 0.924, 0.023, 0.947, 0.971, 0.998]
+    suffix_12_validation: VALID
+
+    suffix_13: R T F T F T L L T L T T R F R T L F R T L T T F R F T R L F T F L R F T T F T T T T T F T R T T L T R T L T F R T T L F F T T L T R L R T T L L R R F T F F F T T T T T R T L T T
+    suffix_13_probs: [0.238, 0.331, 0.201, 0.584, 0.246, 0.337, 0.381, 0.258, 0.412, 0.538, 0.192, 0.556, 0.584, 0.580, 0.374, 0.301, 0.175, 0.179, 0.241, 0.456, 0.581, 0.173, 0.586, 0.603, 0.358, 0.276, 0.586, 0.445, 0.306, 0.426, 0.249, 0.323, 0.451, 0.219, 0.246, 0.403, 0.273, 0.299, 1.000, 0.314, 1.000, 0.314, 1.000, 0.398, 0.249, 0.285, 0.361, 0.287, 0.264, 0.617, 0.385, 0.268, 0.251, 0.627, 0.369, 0.611, 0.237, 0.628, 0.538, 0.616, 0.223, 0.680, 0.230, 0.312, 0.498, 0.705, 0.617, 0.308, 0.320, 0.336, 0.444, 0.554, 0.451, 0.294, 0.490, 1.000, 0.525, 0.481, 0.590, 0.511, 0.611, 0.474, 0.622, 0.452, 0.167, 0.628, 0.692, 0.398, 0.717]
+    suffix_13_validation: VALID
+
+    suffix_14: T L L T F F T F F L L F R F R F F T T T F T T T T R F L R R F F T T L R T L R F F L L F T F F L L F L L R L T F T F R F T F L T T T F T F F L L F L T F L T R T L T F T F
+    suffix_14_probs: [0.376, 0.260, 0.258, 0.406, 0.339, 0.528, 0.436, 0.447, 0.231, 0.334, 0.397, 0.544, 0.580, 0.578, 0.374, 0.286, 0.437, 0.546, 0.466, 0.550, 0.537, 0.293, 0.566, 0.295, 0.565, 0.421, 0.440, 0.522, 0.538, 0.331, 0.289, 0.448, 0.525, 0.468, 0.460, 0.247, 0.334, 0.359, 0.542, 0.524, 0.313, 0.195, 0.189, 0.201, 0.487, 0.547, 0.254, 0.355, 0.235, 0.346, 0.493, 0.570, 0.564, 0.490, 0.203, 0.282, 0.332, 0.480, 0.466, 0.481, 0.215, 0.237, 0.213, 0.538, 0.203, 0.571, 0.332, 0.998, 0.175, 0.261, 0.413, 0.507, 0.413, 0.229, 0.495, 0.494, 0.628, 0.512, 0.185, 0.579, 0.635, 0.461, 0.198, 0.564, 0.665]
+    suffix_14_validation: VALID
+
+    suffix_15: T F F T T F T T T T R T L T R R F R R T L L T R T F F R L T F R T T R L T F T L L L F R R L F T T T T T F R R T L T L L T T T L R R L R T T T F R L F
+    suffix_15_probs: [0.376, 0.533, 0.239, 0.451, 0.262, 0.271, 0.385, 0.289, 0.397, 0.281, 0.406, 0.275, 0.370, 0.279, 0.415, 0.513, 0.681, 0.183, 0.218, 0.464, 0.593, 0.229, 0.708, 0.183, 0.604, 0.593, 0.455, 0.346, 0.445, 0.247, 0.235, 0.280, 0.371, 0.287, 0.469, 0.432, 0.242, 0.324, 0.299, 0.231, 0.367, 0.445, 0.463, 0.217, 0.264, 0.410, 0.264, 0.635, 0.255, 0.622, 0.246, 0.619, 0.378, 0.607, 0.220, 0.454, 0.244, 0.628, 0.549, 0.196, 0.540, 0.182, 0.558, 0.669, 0.625, 0.304, 0.422, 0.233, 0.691, 0.225, 0.715, 0.524, 0.431, 0.474, 0.568]
+    suffix_15_validation: VALID
+
+    suffix_16: R T F T T R R F L R R T L L F F F T T F T T T T R T T T T R T L L T R L R F T L F L R L L F R T F T F T T R T T T T L L T F F T T T R T R F R R T T T T T L R T T T T T L T T R T L T R T R L
+    suffix_16_probs: [0.238, 0.331, 0.201, 0.584, 0.205, 0.405, 0.345, 0.254, 0.280, 0.296, 0.463, 1.000, 0.538, 0.408, 0.418, 0.408, 0.336, 0.471, 0.353, 0.551, 0.426, 0.587, 0.414, 0.561, 0.589, 0.287, 0.585, 0.280, 0.599, 0.463, 0.219, 0.264, 0.399, 0.579, 0.591, 0.249, 0.442, 0.200, 0.728, 0.555, 0.717, 0.622, 0.376, 0.453, 0.307, 0.435, 0.470, 0.348, 0.309, 1.000, 0.458, 0.330, 0.469, 0.663, 0.232, 0.656, 0.235, 0.666, 0.589, 0.495, 0.210, 0.306, 0.256, 0.611, 0.277, 0.616, 0.433, 0.248, 0.307, 0.517, 0.513, 0.270, 0.391, 0.276, 0.384, 0.258, 0.389, 0.200, 0.291, 1.000, 0.303, 1.000, 0.299, 1.000, 0.584, 0.148, 0.641, 0.204, 0.466, 0.126, 0.789, 0.133, 0.561, 0.946, 0.982]
+    suffix_16_validation: VALID
+
+    suffix_17: R L L T R F R T L F L F R T L R R R T L R F T T R T T F F R L T T L R R T T T F R R T L T R T T T L R T L T L R L T R T T R T L T T T L R R T R L
+    suffix_17_probs: [0.238, 0.254, 0.327, 0.243, 0.411, 0.414, 0.418, 0.261, 0.242, 0.242, 0.322, 0.224, 0.270, 0.380, 0.372, 0.330, 0.190, 0.401, 0.382, 0.592, 0.405, 0.567, 0.192, 0.550, 0.594, 0.174, 0.594, 0.600, 0.454, 0.345, 0.459, 0.248, 0.456, 0.535, 0.546, 0.335, 0.321, 0.354, 0.320, 0.452, 0.448, 0.307, 0.361, 0.238, 0.447, 0.299, 0.369, 0.303, 0.364, 0.238, 0.322, 1.000, 0.452, 0.251, 0.216, 0.185, 0.179, 0.625, 0.578, 0.172, 0.610, 0.303, 0.350, 0.176, 0.631, 0.158, 0.637, 0.554, 0.510, 0.259, 0.387, 0.513, 0.585]
+    suffix_17_validation: VALID
+
+    suffix_18: R R F F T F T T F L L F F T T F T F L L F R T L F T F T F L R L L F L T T T F R F F R L L L F T R T L F R L R T T R F T F R R F T T T T T T T F T R T L T F F T F L R T L R T F F
+    suffix_18_probs: [0.238, 0.414, 0.344, 0.528, 0.432, 0.436, 0.346, 0.462, 0.233, 0.334, 0.397, 0.537, 0.226, 0.486, 0.242, 0.254, 0.403, 0.437, 0.563, 0.230, 0.296, 0.231, 0.700, 0.527, 0.699, 0.225, 0.294, 0.533, 0.703, 0.602, 0.371, 0.429, 0.319, 0.424, 0.311, 1.000, 0.308, 1.000, 0.440, 0.646, 0.191, 0.208, 0.265, 0.402, 0.377, 0.407, 0.497, 0.205, 0.263, 0.615, 0.509, 0.590, 0.589, 0.496, 0.472, 0.232, 0.467, 0.277, 0.215, 0.501, 0.353, 0.484, 0.231, 0.307, 0.539, 0.298, 0.536, 0.291, 0.531, 0.291, 0.531, 0.452, 0.229, 0.259, 0.421, 0.484, 0.217, 0.267, 0.442, 1.000, 0.550, 0.241, 0.429, 0.228, 0.432, 0.204, 0.633, 0.605, 0.732]
+    suffix_18_validation: VALID
+
+    suffix_19: R L T R R T R T F L L T L R T L F R L L T T R F R R F F R L F F T F F R F T L T F F R F F R T L L L T T F R R T T T R T L T L F R R T F R F L
+    suffix_19_probs: [0.238, 0.254, 0.413, 0.339, 0.181, 0.323, 0.205, 0.591, 0.238, 0.251, 0.317, 0.259, 0.255, 0.290, 0.544, 0.401, 0.424, 0.345, 0.423, 0.243, 0.438, 0.242, 0.319, 0.501, 0.570, 0.465, 0.173, 0.173, 0.243, 0.232, 0.246, 0.284, 1.000, 0.427, 0.444, 0.330, 0.162, 0.644, 0.147, 0.362, 0.454, 0.616, 0.630, 0.626, 0.469, 0.347, 0.301, 0.225, 0.364, 0.472, 0.220, 0.477, 0.488, 0.191, 0.252, 0.593, 0.248, 0.608, 0.225, 0.466, 0.230, 0.629, 0.566, 0.635, 0.634, 0.321, 0.328, 0.501, 0.503, 0.505, 0.560]
+    suffix_19_validation: VALID
+
+    suffix_20: T T T T F F L R L T R L T T T T T T R F T R R R F R T T R L L L T T F T T T R L T R L L R F R F T F T F F R R R L T R F T T T F R L L T R T L T F R T T L L F T L T T T R T L F T T L
+    suffix_20_probs: [0.376, 0.207, 0.375, 0.217, 0.185, 0.210, 0.452, 0.275, 0.309, 1.000, 0.395, 0.371, 0.440, 0.361, 0.425, 0.361, 0.420, 0.362, 0.582, 0.347, 0.169, 0.246, 0.426, 0.331, 0.190, 0.379, 0.400, 0.388, 0.361, 0.188, 0.422, 0.428, 0.263, 0.405, 0.389, 0.408, 0.399, 0.371, 0.365, 0.172, 0.593, 0.207, 0.400, 0.627, 0.456, 0.631, 0.663, 0.637, 0.154, 0.142, 0.663, 0.660, 0.494, 0.362, 0.208, 0.268, 0.141, 0.709, 0.361, 0.227, 0.641, 0.230, 0.662, 0.240, 0.528, 0.442, 0.282, 1.000, 0.186, 0.514, 0.268, 1.000, 0.555, 0.767, 0.184, 0.772, 0.699, 0.578, 0.289, 1.000, 0.574, 0.177, 0.581, 0.174, 0.247, 1.000, 0.607, 0.648, 0.113, 0.746, 0.803]
+    suffix_20_validation: VALID
+
+    suffix_21: F F T F R T T T R F F T L L T L T T T F T F F R L R F F T T T F F F R R F F L L T R R T T F R L T F T L L F T T T T L T R F R L R T R L L F T T F T T T R L F R R R T L T F T F T T T T L T L
+    suffix_21_probs: [0.184, 0.203, 0.536, 0.316, 0.202, 0.600, 0.199, 0.613, 0.395, 0.550, 0.224, 0.475, 0.559, 0.233, 0.697, 0.577, 0.182, 0.596, 0.185, 0.177, 0.566, 0.585, 0.456, 0.346, 0.444, 0.232, 0.260, 0.302, 1.000, 0.316, 1.000, 0.383, 0.453, 0.525, 0.551, 0.334, 0.284, 0.442, 0.471, 0.415, 0.398, 0.359, 0.543, 0.461, 0.541, 0.545, 0.410, 0.470, 0.225, 0.247, 0.644, 0.283, 0.275, 0.396, 0.560, 0.433, 0.565, 0.422, 0.421, 0.365, 0.583, 0.581, 0.443, 0.490, 0.449, 0.272, 0.378, 0.214, 0.194, 0.298, 0.325, 0.314, 0.246, 0.664, 0.233, 0.670, 0.453, 0.577, 0.378, 0.564, 0.182, 0.241, 0.407, 0.563, 0.188, 0.226, 0.643, 0.615, 0.146, 0.656, 0.107, 0.791, 0.082, 0.929, 0.970]
+    suffix_21_validation: VALID
+
+    suffix_22: L R T T F F L T T T T T R L R F L R F T T T L R T F R F R F F T T T T F T F F R L F R T L R L L F L T T R R L L T R T L F T L R F T T T T T F T T F F
+    suffix_22_probs: [0.201, 0.419, 0.373, 0.426, 0.276, 0.273, 0.298, 1.000, 0.310, 1.000, 0.311, 1.000, 0.394, 0.369, 0.558, 0.341, 0.244, 0.423, 0.338, 0.459, 0.355, 0.450, 0.423, 0.196, 0.424, 0.581, 0.607, 0.593, 0.370, 0.276, 0.432, 0.549, 0.458, 0.554, 0.454, 0.446, 1.000, 0.528, 0.546, 0.440, 0.301, 0.416, 0.457, 0.361, 0.242, 0.211, 0.361, 0.475, 0.488, 0.564, 0.182, 0.600, 0.578, 0.332, 0.411, 0.480, 0.215, 0.255, 0.425, 0.487, 0.366, 0.301, 0.423, 0.294, 0.481, 1.000, 0.486, 1.000, 0.488, 1.000, 0.515, 0.292, 0.540, 0.461, 0.563]
+    suffix_22_validation: VALID
+
+    suffix_23: T F F T T L L T R R T F F L T R L F T T F T F L F L F L R R L L T T F T T T L R T T T L T F L
+    suffix_23_probs: [0.376, 0.533, 0.239, 0.451, 0.262, 0.276, 0.428, 0.564, 0.565, 0.443, 0.237, 0.252, 0.196, 0.225, 0.449, 0.507, 0.401, 0.216, 0.698, 0.228, 0.316, 0.726, 0.665, 0.521, 0.683, 0.580, 0.445, 0.431, 0.439, 0.632, 0.547, 0.462, 0.235, 0.483, 0.325, 1.000, 0.330, 1.000, 0.441, 0.299, 0.367, 0.301, 0.358, 0.246, 0.448, 0.461, 0.515]
+    suffix_23_validation: VALID
+
+    suffix_24: R T L L T L T T R T R L T R L F R L F L F T L T R T L L F T L T L T R T L T T R T T T L T F L L F L T F L T T
+    suffix_24_probs: [0.238, 0.331, 0.374, 0.265, 0.408, 0.528, 0.195, 0.545, 0.575, 0.190, 0.234, 0.276, 0.585, 0.465, 0.568, 0.595, 0.370, 0.414, 0.425, 0.508, 0.257, 0.613, 0.521, 0.219, 0.260, 0.619, 0.530, 0.460, 0.330, 1.000, 0.436, 0.250, 0.241, 0.478, 0.444, 0.254, 0.237, 0.484, 0.232, 0.193, 0.562, 0.198, 0.566, 0.479, 0.229, 0.319, 0.387, 0.462, 0.374, 0.240, 0.443, 0.466, 0.530, 0.625, 0.518]
+    suffix_24_validation: VALID
+
+    suffix_25: F R T L T L R R R L T L R R F T L F R T L R T F F L T L R F F L R R L L R F T L T T F R T T R T L T R T L L R R T T T T T T T L L R R F R F R F F T F T T F F
+    suffix_25_probs: [0.184, 0.250, 0.326, 0.310, 0.183, 0.228, 0.284, 0.358, 0.552, 0.234, 0.314, 0.315, 0.198, 0.405, 0.271, 0.380, 0.368, 0.249, 0.415, 0.246, 0.311, 0.201, 0.554, 0.311, 0.382, 0.259, 0.431, 0.573, 0.608, 0.591, 0.462, 0.415, 0.438, 0.640, 0.551, 0.459, 0.455, 0.452, 0.241, 0.308, 0.362, 0.307, 0.234, 0.271, 0.397, 0.282, 0.311, 0.339, 0.396, 0.269, 0.299, 0.322, 0.401, 0.489, 0.414, 0.323, 0.503, 0.312, 0.509, 0.308, 0.519, 0.307, 0.521, 0.261, 0.205, 0.248, 0.308, 0.521, 0.521, 0.530, 0.229, 0.304, 0.471, 1.000, 0.518, 0.282, 0.543, 0.492, 0.606]
+    suffix_25_validation: VALID
+
+    suffix_26: T T T F R F F T F F R L L T T F T F R R F T T R R T L R L T F L T R L F R F R T R R L R R T L T T T T L T L R L R F L T T T T T F T L T L T T
+    suffix_26_probs: [0.376, 0.207, 0.375, 0.516, 0.557, 0.561, 0.438, 0.239, 0.174, 0.183, 0.238, 0.287, 0.423, 0.553, 0.438, 0.473, 0.349, 0.517, 0.571, 0.455, 0.182, 0.556, 0.201, 0.262, 0.351, 0.459, 0.433, 0.190, 0.177, 0.618, 0.232, 0.259, 0.371, 0.337, 0.425, 0.591, 0.621, 0.604, 0.366, 0.289, 0.466, 0.349, 0.480, 0.215, 0.278, 0.577, 0.476, 0.215, 0.510, 0.216, 0.506, 0.217, 0.487, 0.602, 0.596, 0.491, 0.478, 0.483, 0.533, 0.609, 0.536, 0.605, 0.551, 0.581, 0.232, 0.437, 0.223, 0.517, 0.573, 0.564, 0.564]
+    suffix_26_validation: VALID
+
+    suffix_27: T F T T R L T R L T T T F L T T T T T T T T L T T T R T T T L T R T L F L L T T R T T L T L F R R R R L R R L T L T R T T L R R F F F R R F F F R F L
+    suffix_27_probs: [0.376, 0.533, 0.204, 0.533, 0.555, 0.239, 0.694, 0.201, 0.195, 0.540, 0.199, 0.547, 0.231, 0.270, 0.582, 0.274, 0.581, 0.286, 0.586, 0.281, 0.595, 0.278, 0.412, 0.566, 0.422, 0.563, 0.573, 0.276, 0.584, 0.275, 0.409, 0.573, 0.580, 0.268, 0.411, 0.434, 0.435, 0.559, 0.172, 0.595, 0.630, 0.169, 0.628, 0.220, 0.721, 0.620, 0.473, 0.340, 0.217, 0.269, 0.478, 0.453, 0.473, 0.676, 0.591, 0.194, 0.174, 0.636, 0.604, 0.176, 0.607, 0.514, 0.483, 0.274, 0.206, 0.223, 0.308, 0.361, 0.589, 0.575, 0.304, 0.529, 0.526, 0.537, 0.586]
+    suffix_27_validation: VALID
+
+    suffix_28: L R T L F R F F T F T T L L T T R T R F F F L L T R R F F T T F F T F T L F F L L T F T F T F R T T L R T F T T T T R F T T L T R L F R T R T L T R T F F L T R F T F R L T T
+    suffix_28_probs: [0.201, 0.419, 0.373, 0.574, 0.241, 0.414, 0.331, 0.524, 0.430, 0.434, 0.337, 0.463, 0.430, 0.535, 0.189, 0.553, 0.584, 0.188, 0.237, 0.251, 0.180, 0.234, 0.288, 0.497, 0.329, 0.511, 0.431, 0.524, 0.381, 0.279, 0.398, 0.454, 0.188, 0.579, 0.227, 0.491, 0.606, 0.624, 0.464, 0.437, 0.309, 1.000, 0.463, 0.348, 0.308, 1.000, 0.452, 0.658, 0.241, 0.650, 0.571, 0.322, 0.320, 0.461, 0.219, 0.502, 0.210, 0.518, 0.467, 0.469, 0.224, 0.481, 0.559, 0.600, 0.221, 0.282, 0.197, 0.253, 0.423, 0.228, 0.712, 0.242, 0.437, 0.208, 0.742, 0.564, 0.373, 0.186, 0.532, 0.255, 0.158, 0.598, 0.389, 0.591, 0.688, 0.443, 0.678]
+    suffix_28_validation: VALID
+
+    suffix_29: R L F T R R L T R F L L L T R T F T R L L R R R R R R L R T R F R T L T R T R L T R F F L F R L F L R L F T L F L T T T T T T T T
+    suffix_29_probs: [0.238, 0.254, 0.259, 0.408, 0.336, 0.211, 0.447, 0.354, 0.563, 0.322, 0.239, 0.239, 0.318, 0.267, 0.428, 0.250, 0.247, 0.410, 0.332, 0.336, 0.237, 0.414, 0.433, 0.195, 0.237, 0.432, 0.450, 0.554, 0.611, 0.178, 0.225, 0.251, 0.422, 0.238, 0.387, 0.260, 0.413, 0.248, 0.189, 0.196, 0.513, 0.582, 0.407, 0.509, 0.642, 0.650, 0.356, 0.458, 0.469, 0.578, 0.588, 0.498, 0.324, 1.000, 0.457, 0.471, 0.544, 0.614, 0.540, 0.604, 0.538, 0.595, 0.542, 0.596, 0.550]
+    suffix_29_validation: VALID
+
+
+Iteration 2:
+  Task: C
+  Merge node: 90
+  Target node: 29
+  prefix1: C 81 29 : R T T T T T T T T T F L T T L F T T
+  prefix2: C 81 29 : F T F R R R R L T F R R R R T T T F
+  Iteration suffix accuracy: 1.0000 (30/30)
+
+  Suffix comparisons (from prefix1 vs probabilities after prefix2):
+    suffix_0: T R R T L L T T T R L T R T R T F T F T T T R F F L L T R T T T R T T F T R L R R L F R F L R T T T L R F T F L L T F L R R T T
+    suffix_0_probs: [1.000, 0.390, 0.224, 1.000, 0.202, 0.300, 1.000, 0.310, 1.000, 0.389, 0.201, 0.563, 0.196, 0.399, 0.226, 1.000, 0.204, 0.562, 0.223, 1.000, 0.231, 1.000, 0.375, 0.385, 0.593, 0.497, 0.230, 0.663, 0.198, 0.484, 0.219, 0.483, 0.561, 0.174, 0.580, 0.194, 0.512, 0.645, 0.389, 0.561, 0.410, 0.534, 0.609, 0.471, 0.654, 0.520, 0.609, 0.176, 0.612, 0.176, 0.202, 0.216, 0.296, 0.467, 0.690, 0.552, 0.175, 0.616, 0.658, 0.314, 0.464, 0.667, 0.237, 0.650]
+    suffix_0_validation: VALID
+
+    suffix_1: T R R T T T L R R R L L T L F F T R R L R L F T T T T T F T F T R T R R F T T T F L F T R R L L L L F R F L R F R T L T R T T R T L T T T R T T T L
+    suffix_1_probs: [1.000, 0.390, 0.224, 1.000, 0.239, 1.000, 0.200, 0.310, 0.513, 0.556, 0.378, 0.433, 0.379, 0.390, 0.602, 0.270, 0.367, 0.484, 0.533, 0.608, 0.442, 0.652, 0.315, 1.000, 0.321, 1.000, 0.321, 1.000, 0.235, 0.636, 0.306, 1.000, 0.460, 0.231, 0.243, 0.355, 0.406, 0.235, 0.414, 0.236, 0.431, 0.654, 0.298, 1.000, 0.484, 0.533, 0.202, 0.233, 0.414, 0.576, 0.646, 0.481, 0.663, 0.541, 0.634, 0.522, 0.306, 0.531, 0.193, 0.532, 0.301, 0.527, 0.283, 0.471, 1.000, 0.527, 0.273, 0.531, 0.266, 0.450, 1.000, 0.444, 1.000, 0.581]
+    suffix_1_validation: VALID
+
+    suffix_2: T T T F R T T T L F T F T F T R L L T T T T T T T R L T R L T T L L T L T R F T T L R F F F R T L R L T T R R L T L T R F R F L R F R T
+    suffix_2_probs: [1.000, 0.309, 1.000, 0.303, 0.510, 0.443, 0.521, 0.441, 0.484, 0.297, 1.000, 0.301, 0.494, 0.296, 1.000, 0.395, 0.209, 0.431, 0.516, 0.433, 0.514, 0.434, 0.513, 0.430, 0.513, 0.572, 0.410, 0.179, 0.186, 0.415, 0.527, 0.416, 0.470, 0.440, 0.168, 0.266, 1.000, 0.459, 0.469, 0.140, 0.500, 0.504, 0.698, 0.670, 0.618, 0.169, 0.148, 0.599, 0.587, 0.709, 0.393, 0.226, 0.414, 0.633, 0.421, 0.579, 0.158, 0.163, 0.543, 0.648, 0.705, 0.515, 0.701, 0.595, 0.682, 0.569, 0.292, 0.559]
+    suffix_2_validation: VALID
+
+    suffix_3: T F R T T R F T L R T T R T L L L L T R F T R L R F F L R L T T F T T T R F R T T R R T L F T F L F L T F F T T F L T L
+    suffix_3_probs: [1.000, 0.301, 0.507, 0.444, 0.520, 0.558, 0.224, 1.000, 0.202, 0.311, 0.491, 0.304, 0.510, 0.439, 0.482, 0.402, 0.200, 0.433, 0.522, 0.568, 0.229, 1.000, 0.375, 0.448, 0.640, 0.628, 0.551, 0.609, 0.437, 0.655, 0.241, 0.656, 0.309, 1.000, 0.319, 1.000, 0.464, 0.265, 0.426, 0.251, 0.451, 0.491, 0.189, 0.572, 0.197, 0.249, 0.597, 0.526, 0.632, 0.371, 0.197, 0.526, 0.555, 0.593, 0.173, 0.598, 0.654, 0.321, 0.316, 0.532]
+    suffix_3_validation: VALID
+
+    suffix_4: T R R T R F T T T T F F R L L F T R T L L R L R T L T R F T T R L R F R T F R L T L T R R R R T
+    suffix_4_probs: [1.000, 0.390, 0.224, 1.000, 0.352, 0.369, 0.413, 0.384, 0.412, 0.395, 0.596, 0.285, 0.275, 0.350, 0.404, 0.474, 0.225, 0.276, 0.393, 0.477, 0.461, 0.594, 0.402, 0.537, 0.190, 0.244, 0.408, 0.549, 0.416, 0.253, 0.432, 0.479, 0.580, 0.451, 0.633, 0.240, 0.667, 0.502, 0.594, 0.325, 0.327, 0.488, 0.203, 0.328, 0.429, 0.619, 0.216, 0.505]
+    suffix_4_validation: VALID
+
+    suffix_5: T F T F T R R T L L T R T L T T T R L L T R F T R F T F L T L T L L L L R T L R T T R R L L R F F L L T R T L R T T F L T R F L F T T L L R F R F L R L T L
+    suffix_5_probs: [1.000, 0.301, 0.492, 0.298, 1.000, 0.389, 0.223, 1.000, 0.200, 0.297, 1.000, 0.395, 0.194, 0.292, 1.000, 0.307, 1.000, 0.396, 0.196, 0.427, 0.520, 0.572, 0.225, 1.000, 0.385, 0.383, 0.396, 0.165, 0.215, 1.000, 0.170, 0.428, 0.185, 0.408, 0.475, 0.458, 0.199, 1.000, 0.155, 0.273, 0.505, 0.260, 0.481, 0.628, 0.509, 0.497, 0.707, 0.689, 0.648, 0.698, 0.412, 0.234, 0.130, 0.744, 0.412, 0.655, 0.140, 0.675, 0.445, 0.200, 0.710, 0.183, 0.092, 0.174, 0.489, 0.214, 0.449, 0.788, 0.702, 0.779, 0.844, 0.606, 0.881, 0.790, 0.841, 0.171, 0.338, 0.781]
+    suffix_5_validation: VALID
+
+    suffix_6: T T T F R R R L T R F T L T F L L L T T T R R R L F F F R T R T L T L F F R R T T F F F F T F F T F R T L R L R R L T T F R T T F L R F T T R T L R F T L R R T
+    suffix_6_probs: [1.000, 0.309, 1.000, 0.303, 0.510, 0.557, 0.193, 0.297, 1.000, 0.394, 0.375, 0.203, 0.223, 1.000, 0.208, 0.440, 0.480, 0.413, 0.196, 0.405, 0.192, 0.304, 0.516, 0.573, 0.402, 0.378, 0.607, 0.266, 0.260, 0.402, 0.383, 0.249, 0.254, 0.404, 0.398, 0.210, 0.318, 0.458, 0.691, 0.339, 0.691, 0.667, 0.616, 0.177, 0.300, 1.000, 0.556, 0.147, 0.659, 0.171, 0.140, 0.617, 0.585, 0.716, 0.398, 0.628, 0.428, 0.602, 0.151, 0.627, 0.685, 0.490, 0.319, 0.434, 0.702, 0.628, 0.704, 0.598, 0.169, 0.594, 0.270, 0.548, 0.153, 0.236, 0.115, 0.779, 0.635, 0.844, 0.084, 0.897]
+    suffix_6_validation: VALID
+
+    suffix_7: T R R T F L L F T R L T L F T R T T R F F T F T R R F R R F F T T L R T T L T T L R F R F R T F R F T T T T T T T T
+    suffix_7_probs: [1.000, 0.390, 0.224, 1.000, 0.206, 0.452, 0.483, 0.299, 1.000, 0.389, 0.206, 0.559, 0.356, 0.369, 0.408, 0.419, 0.366, 0.411, 0.644, 0.617, 0.529, 0.194, 0.233, 0.665, 0.199, 0.242, 0.344, 0.461, 0.683, 0.639, 0.567, 0.176, 0.578, 0.636, 0.454, 0.337, 0.446, 0.648, 0.234, 0.666, 0.473, 0.521, 0.605, 0.471, 0.644, 0.225, 0.688, 0.536, 0.622, 0.516, 0.208, 0.507, 0.201, 0.513, 0.199, 0.517, 0.198, 0.528]
+    suffix_7_validation: VALID
+
+    suffix_8: T F T L R T F T F T R T L T T T F L L T T L F F T R R F T T F L R L L R T T F R F L R T F T F T F T F L T R T L T T F L F T F F T F T R T T L R F T
+    suffix_8_probs: [1.000, 0.301, 0.492, 0.392, 0.224, 1.000, 0.207, 0.549, 0.227, 1.000, 0.348, 0.200, 0.223, 1.000, 0.228, 1.000, 0.205, 0.435, 0.482, 0.290, 0.501, 0.412, 0.391, 0.370, 0.384, 0.436, 0.663, 0.628, 0.234, 0.679, 0.565, 0.633, 0.442, 0.662, 0.452, 0.508, 0.205, 0.549, 0.592, 0.473, 0.638, 0.513, 0.592, 0.182, 0.191, 0.577, 0.611, 0.180, 0.182, 0.593, 0.634, 0.323, 0.325, 0.158, 0.633, 0.302, 0.325, 0.328, 0.193, 0.225, 0.307, 0.709, 0.701, 0.286, 1.000, 0.186, 0.732, 0.540, 0.163, 0.546, 0.495, 0.685, 0.264, 0.597]
+    suffix_8_validation: VALID
+
+    suffix_9: T F R R R R T F T F R R L L R T T F F F R T L R L R T T R F T R F R F T T L L F T F F F R T F T
+    suffix_9_probs: [1.000, 0.301, 0.507, 0.556, 0.194, 0.308, 0.494, 0.299, 1.000, 0.299, 0.514, 0.565, 0.387, 0.427, 0.623, 0.390, 0.627, 0.615, 0.535, 0.205, 0.197, 0.495, 0.483, 0.614, 0.380, 0.538, 0.186, 0.555, 0.400, 0.225, 0.457, 0.507, 0.584, 0.472, 0.625, 0.267, 0.650, 0.506, 0.203, 0.200, 0.501, 0.540, 0.600, 0.491, 0.324, 0.515, 0.262, 0.612]
+    suffix_9_validation: VALID
+
+    suffix_10: T F T L F F T R R F F L L T R T T R F F T F F L L T T R R L T T F F R L L T T T T T R L R R T L R T L T R L R R
+    suffix_10_probs: [1.000, 0.301, 0.492, 0.392, 0.358, 0.364, 0.412, 0.412, 0.627, 0.604, 0.510, 0.570, 0.389, 0.271, 0.185, 0.586, 0.175, 0.198, 0.227, 0.331, 0.642, 0.628, 0.535, 0.609, 0.394, 0.257, 0.407, 0.541, 0.393, 0.508, 0.206, 0.517, 0.574, 0.365, 0.486, 0.247, 0.378, 0.666, 0.366, 0.664, 0.366, 0.662, 0.636, 0.564, 0.204, 0.237, 0.667, 0.534, 0.615, 0.170, 0.189, 0.578, 0.630, 0.317, 0.455, 0.643]
+    suffix_10_validation: VALID
+
+    suffix_11: T F T L L T T T L T L T T T R L T L F F F L L R L R F T T R R T F R F R T L F L T R T R T T T F T R T L T F L R T L F L L T R T T L F F L L T R F T
+    suffix_11_probs: [1.000, 0.301, 0.492, 0.392, 0.213, 0.555, 0.216, 0.556, 0.360, 0.208, 0.227, 1.000, 0.227, 1.000, 0.370, 0.428, 0.374, 0.394, 0.603, 0.268, 0.362, 0.465, 0.470, 0.601, 0.398, 0.540, 0.410, 0.260, 0.421, 0.470, 0.203, 0.531, 0.571, 0.457, 0.639, 0.242, 0.666, 0.256, 0.348, 0.166, 0.617, 0.457, 0.351, 0.406, 0.272, 0.418, 0.266, 0.163, 0.658, 0.471, 0.325, 0.153, 0.680, 0.358, 0.177, 0.297, 0.342, 0.556, 0.582, 0.202, 0.291, 0.737, 0.720, 0.197, 0.738, 0.668, 0.713, 0.579, 0.236, 0.329, 0.495, 0.732, 0.250, 0.578]
+    suffix_11_validation: VALID
+
+    suffix_12: T R L L T R T T L F F L L F T T T F R R T L R L L R F R L F R T T L T L F F L T T T F T F T F T T R T T T T T L L T L L R L T R L R T T
+    suffix_12_probs: [1.000, 0.390, 0.212, 0.444, 0.515, 0.555, 0.209, 0.562, 0.356, 0.371, 0.585, 0.468, 0.242, 0.363, 0.632, 0.366, 0.641, 0.621, 0.222, 0.254, 0.641, 0.486, 0.528, 0.602, 0.403, 0.534, 0.412, 0.470, 0.571, 0.368, 0.500, 0.226, 0.493, 0.267, 0.616, 0.525, 0.586, 0.487, 0.278, 0.596, 0.266, 0.597, 0.316, 0.504, 0.278, 0.610, 0.310, 0.509, 0.303, 0.491, 1.000, 0.496, 1.000, 0.494, 1.000, 0.505, 0.202, 0.532, 0.244, 0.365, 0.216, 0.205, 0.727, 0.517, 0.473, 0.659, 0.224, 0.673]
+    suffix_12_validation: VALID
+
+    suffix_13: T T T F T F T T T R F F T R R F F F R R F T T R L T R T R L L T R T R L L R L L T R L R F L T T T R T T T L R F T R F R T L L T T T L T R R
+    suffix_13_probs: [1.000, 0.309, 1.000, 0.303, 0.490, 0.298, 1.000, 0.306, 1.000, 0.387, 0.366, 0.367, 0.405, 0.425, 0.638, 0.609, 0.520, 0.221, 0.208, 0.275, 0.338, 0.283, 0.366, 0.474, 0.227, 0.678, 0.197, 0.480, 0.581, 0.642, 0.403, 0.257, 0.160, 0.652, 0.464, 0.664, 0.461, 0.521, 0.205, 0.230, 0.451, 0.511, 0.620, 0.463, 0.664, 0.520, 0.199, 0.551, 0.195, 0.225, 0.675, 0.247, 0.688, 0.540, 0.626, 0.512, 0.205, 0.309, 0.219, 0.307, 1.000, 0.483, 0.487, 0.335, 0.454, 0.339, 0.363, 0.276, 0.517, 0.698]
+    suffix_13_validation: VALID
+
+    suffix_14: T F T F T R R T F L L T R R F T F T L F F L R T T T F F T T L L T R R F T T T T F T T L L R F R L R F R T F R F R T
+    suffix_14_probs: [1.000, 0.301, 0.492, 0.298, 1.000, 0.389, 0.223, 1.000, 0.206, 0.448, 0.482, 0.301, 0.502, 0.556, 0.225, 1.000, 0.208, 0.560, 0.371, 0.370, 0.598, 0.487, 0.532, 0.183, 0.552, 0.184, 0.228, 0.342, 0.665, 0.358, 0.329, 0.399, 0.351, 0.454, 0.698, 0.663, 0.214, 0.700, 0.222, 0.697, 0.606, 0.157, 0.626, 0.663, 0.398, 0.588, 0.428, 0.530, 0.641, 0.464, 0.674, 0.218, 0.709, 0.556, 0.646, 0.528, 0.309, 0.524]
+    suffix_14_validation: VALID
+
+    suffix_15: T R L L T T T T L T R R L T T T R T F T T T R T F R T T R T T T T R L L R F T F T T L T R T T F F T L T R L L R R T L T F R L R T L T F T L F T T L R T F T F F L T
+    suffix_15_probs: [1.000, 0.390, 0.212, 0.444, 0.515, 0.445, 0.516, 0.445, 0.489, 0.306, 0.508, 0.555, 0.373, 0.206, 0.379, 0.205, 0.201, 0.564, 0.218, 1.000, 0.235, 1.000, 0.372, 0.181, 0.189, 0.289, 0.514, 0.286, 0.494, 0.418, 0.517, 0.420, 0.520, 0.582, 0.429, 0.459, 0.665, 0.654, 0.223, 0.298, 0.704, 0.322, 0.284, 0.448, 0.722, 0.310, 0.721, 0.696, 0.667, 0.133, 0.152, 0.575, 0.684, 0.724, 0.424, 0.639, 0.426, 0.233, 0.123, 0.697, 0.447, 0.618, 0.738, 0.507, 0.261, 0.111, 0.800, 0.342, 0.208, 0.500, 0.796, 0.145, 0.862, 0.761, 0.842, 0.085, 0.055, 0.941, 0.942, 0.892, 0.069, 0.970]
+    suffix_15_validation: VALID
+
+    suffix_16: T F R R T L T R R T R T R F T T F F F T T R L T R F L F T T L L R L F T R L L L T T T T L F T T L R L T T R T R F T F L R L F F T L F R F T F F L R T L F F R T
+    suffix_16_probs: [1.000, 0.301, 0.507, 0.556, 0.210, 0.444, 0.526, 0.557, 0.196, 0.393, 0.234, 1.000, 0.357, 0.370, 0.405, 0.386, 0.601, 0.276, 0.364, 0.281, 0.383, 0.249, 0.283, 1.000, 0.426, 0.496, 0.471, 0.178, 0.576, 0.182, 0.206, 0.285, 0.246, 0.368, 0.271, 1.000, 0.466, 0.250, 0.242, 0.375, 0.265, 0.383, 0.258, 0.393, 0.505, 0.614, 0.155, 0.614, 0.575, 0.711, 0.421, 0.232, 0.411, 0.639, 0.137, 0.147, 0.148, 0.574, 0.711, 0.718, 0.451, 0.638, 0.729, 0.383, 0.240, 0.512, 0.750, 0.162, 0.186, 0.902, 0.820, 0.710, 0.106, 0.109, 0.885, 0.859, 0.884, 0.776, 0.140, 0.838]
+    suffix_16_validation: VALID
+
+    suffix_17: T T T F R R L L R F F L R L L T L T F T L R F R F R T F R T L T R L F R T L L R R T R R T L T R T T T L T T T T F L T T R R T L L R
+    suffix_17_probs: [1.000, 0.309, 1.000, 0.303, 0.510, 0.557, 0.373, 0.419, 0.613, 0.599, 0.513, 0.579, 0.429, 0.641, 0.428, 0.248, 0.312, 1.000, 0.238, 0.637, 0.442, 0.486, 0.558, 0.450, 0.625, 0.247, 0.656, 0.489, 0.572, 0.190, 0.222, 0.522, 0.572, 0.326, 0.259, 0.316, 1.000, 0.414, 0.437, 0.607, 0.217, 0.488, 0.317, 0.485, 1.000, 0.497, 0.309, 0.492, 1.000, 0.491, 1.000, 0.509, 0.304, 0.514, 0.298, 0.516, 0.259, 0.362, 0.442, 0.334, 0.217, 0.285, 1.000, 0.515, 0.468, 0.673]
+    suffix_17_validation: VALID
+
+    suffix_18: T F R R R R T F T T T T T T T F T T T L F L T R T T T F F L R L L F R T T L L R T L T R T T T T T F F L F L F T T T F R T R L R F L R F R T T R T L
+    suffix_18_probs: [1.000, 0.301, 0.507, 0.556, 0.194, 0.308, 0.494, 0.299, 1.000, 0.306, 1.000, 0.308, 1.000, 0.305, 1.000, 0.295, 0.489, 0.298, 0.495, 0.410, 0.388, 0.445, 0.352, 0.191, 0.415, 0.183, 0.424, 0.367, 0.617, 0.503, 0.556, 0.631, 0.383, 0.192, 0.243, 0.631, 0.235, 0.362, 0.390, 0.305, 1.000, 0.253, 0.370, 0.294, 1.000, 0.278, 1.000, 0.270, 1.000, 0.503, 0.612, 0.622, 0.441, 0.218, 0.322, 0.639, 0.343, 0.641, 0.680, 0.178, 0.435, 0.644, 0.738, 0.469, 0.723, 0.622, 0.705, 0.586, 0.283, 0.570, 0.259, 0.432, 1.000, 0.596]
+    suffix_18_validation: VALID
+
+    suffix_19: T F R R L L R T L T R F R R F T F F T T F R L T F F T L T R T F T R R L T T L F L R T L L T F L R L L R F T R L T R T L L T T T T L F T T F R F F L F R T L L T T R
+    suffix_19_probs: [1.000, 0.301, 0.507, 0.556, 0.372, 0.415, 0.613, 0.402, 0.383, 0.409, 0.636, 0.612, 0.229, 0.250, 0.375, 0.391, 0.604, 0.284, 0.369, 0.278, 0.357, 0.255, 0.279, 1.000, 0.266, 0.253, 0.578, 0.397, 0.253, 0.251, 0.585, 0.340, 0.293, 0.397, 0.377, 0.535, 0.188, 0.557, 0.528, 0.161, 0.183, 0.221, 0.696, 0.559, 0.207, 0.710, 0.650, 0.693, 0.463, 0.679, 0.496, 0.551, 0.645, 0.152, 0.192, 0.188, 0.462, 0.597, 0.155, 0.170, 0.458, 0.187, 0.421, 0.197, 0.415, 0.710, 0.785, 0.104, 0.845, 0.325, 0.706, 0.776, 0.776, 0.247, 0.133, 0.156, 1.000, 0.844, 0.730, 0.057, 0.818, 0.995]
+    suffix_19_validation: VALID
+
+    suffix_20: T R F T T F T T F F T R T T R L L R F R T F F F T T T F T T T F T T T F F T T R T R T T R T T R T L F F R F T T F T F R T L T T F L R T L L R T L T L T
+    suffix_20_probs: [1.000, 0.390, 0.360, 0.213, 0.363, 0.362, 0.411, 0.389, 0.585, 0.292, 0.354, 0.466, 0.233, 0.445, 0.531, 0.587, 0.396, 0.518, 0.406, 0.451, 0.231, 0.279, 0.436, 0.446, 1.000, 0.477, 1.000, 0.525, 0.439, 0.556, 0.442, 0.442, 1.000, 0.464, 1.000, 0.534, 0.579, 0.280, 0.599, 0.251, 0.408, 0.501, 0.200, 0.526, 0.194, 0.563, 0.186, 0.225, 0.402, 0.555, 0.628, 0.355, 0.535, 0.590, 0.170, 0.602, 0.663, 0.161, 0.165, 0.202, 0.693, 0.625, 0.157, 0.641, 0.700, 0.300, 0.493, 0.298, 0.341, 0.601, 0.275, 0.576, 0.146, 0.675, 0.192, 0.766]
+    suffix_20_validation: VALID
+
+    suffix_21: T F R T L F T T T T T T T R F L T T R F T T T F L T R F T F L T R F T F T T L T R F F L L F T T F T F L F R L R F T F R R T L F T R F L L T F F L L L L
+    suffix_21_probs: [1.000, 0.301, 0.507, 0.444, 0.480, 0.301, 1.000, 0.309, 1.000, 0.311, 1.000, 0.307, 1.000, 0.395, 0.380, 0.439, 0.362, 0.407, 0.649, 0.621, 0.250, 0.667, 0.248, 0.327, 0.325, 0.416, 0.696, 0.639, 0.228, 0.319, 0.312, 0.422, 0.700, 0.651, 0.220, 0.309, 0.706, 0.334, 0.296, 0.434, 0.723, 0.651, 0.604, 0.658, 0.416, 0.158, 0.594, 0.166, 0.179, 0.545, 0.670, 0.662, 0.434, 0.580, 0.685, 0.458, 0.694, 0.228, 0.304, 0.412, 0.584, 0.165, 0.227, 0.115, 0.788, 0.530, 0.769, 0.641, 0.129, 0.744, 0.753, 0.621, 0.216, 0.277, 0.365, 0.726]
+    suffix_21_validation: VALID
+
+    suffix_22: T R L T T T F T L T R T R L R T T T T F F F T R R L L F T F T R F F L F L R F R R L L F T T T F F R T R R T R F R R T T T F F L T T T L T T T T L L L L
+    suffix_22_probs: [1.000, 0.390, 0.212, 0.556, 0.217, 0.553, 0.223, 1.000, 0.204, 0.389, 0.232, 1.000, 0.348, 0.431, 0.622, 0.388, 0.628, 0.388, 0.640, 0.619, 0.539, 0.202, 0.486, 0.615, 0.442, 0.645, 0.444, 0.272, 0.396, 0.223, 0.452, 0.510, 0.580, 0.366, 0.232, 0.197, 0.188, 0.384, 0.242, 0.356, 0.603, 0.270, 0.229, 0.268, 1.000, 0.287, 1.000, 0.456, 0.520, 0.293, 0.245, 0.545, 0.358, 0.280, 0.508, 0.707, 0.711, 0.166, 0.588, 0.174, 0.592, 0.620, 0.679, 0.310, 0.335, 0.307, 0.350, 0.575, 0.165, 0.581, 0.157, 0.605, 0.226, 0.283, 0.371, 0.724]
+    suffix_22_validation: VALID
+
+    suffix_23: T R L T F T T T R L T R L T F T R L T T T T T R T T T L T T T R F L T T T L F F F T F R L T F L R L T T L T T R F R F R T F R F T F L T T T R F T R R T R T L T T R
+    suffix_23_probs: [1.000, 0.390, 0.212, 0.556, 0.226, 1.000, 0.236, 1.000, 0.352, 0.424, 0.379, 0.209, 0.221, 1.000, 0.201, 0.564, 0.199, 0.294, 1.000, 0.308, 1.000, 0.309, 1.000, 0.414, 0.185, 0.412, 0.184, 0.288, 1.000, 0.299, 1.000, 0.435, 0.438, 0.446, 0.349, 0.435, 0.333, 0.404, 0.652, 0.234, 0.355, 0.253, 0.369, 0.567, 0.182, 0.729, 0.662, 0.707, 0.448, 0.682, 0.218, 0.693, 0.520, 0.193, 0.525, 0.591, 0.672, 0.484, 0.679, 0.196, 0.741, 0.608, 0.689, 0.566, 0.179, 0.151, 0.158, 0.691, 0.132, 0.705, 0.743, 0.622, 0.153, 0.232, 0.526, 0.205, 0.070, 0.827, 0.644, 0.044, 0.580, 0.982]
+    suffix_23_validation: VALID
+
+    suffix_24: T T T F R R L T R T F T T T F T F T R L T L F L R F F T F F T L L T T R R L F R T T F R T T T F L T F L T L L L T T T T R R T L L T L L R T T R T T T L F T
+    suffix_24_probs: [1.000, 0.309, 1.000, 0.303, 0.510, 0.557, 0.373, 0.204, 0.206, 0.560, 0.223, 1.000, 0.234, 1.000, 0.209, 0.565, 0.224, 1.000, 0.358, 0.437, 0.369, 0.388, 0.611, 0.482, 0.536, 0.209, 0.314, 1.000, 0.494, 0.176, 0.587, 0.624, 0.385, 0.264, 0.400, 0.546, 0.399, 0.509, 0.589, 0.458, 0.355, 0.451, 0.641, 0.223, 0.693, 0.227, 0.696, 0.528, 0.187, 0.579, 0.618, 0.322, 0.324, 0.508, 0.264, 0.391, 0.437, 0.357, 0.432, 0.366, 0.220, 0.286, 1.000, 0.509, 0.470, 0.332, 0.360, 0.583, 0.277, 0.562, 0.252, 0.449, 1.000, 0.419, 1.000, 0.624, 0.178, 0.866]
+    suffix_24_validation: VALID
+
+    suffix_25: T R L L T R L L T R L T F L T R F T L R R R L F T R R F T F T T T T T T T F T F T F F T T L L R R F T R F R T T F R T F R F L L L L R T T T
+    suffix_25_probs: [1.000, 0.390, 0.212, 0.444, 0.515, 0.555, 0.365, 0.418, 0.382, 0.208, 0.223, 1.000, 0.202, 0.439, 0.519, 0.561, 0.221, 1.000, 0.189, 0.302, 0.495, 0.566, 0.412, 0.381, 0.397, 0.444, 0.658, 0.636, 0.231, 0.318, 0.678, 0.348, 0.684, 0.349, 0.682, 0.347, 0.686, 0.662, 0.212, 0.303, 0.716, 0.684, 0.630, 0.148, 0.628, 0.673, 0.400, 0.599, 0.416, 0.190, 0.524, 0.589, 0.654, 0.500, 0.326, 0.460, 0.680, 0.198, 0.745, 0.599, 0.673, 0.554, 0.245, 0.360, 0.363, 0.574, 0.272, 0.558, 0.259, 0.551]
+    suffix_25_validation: VALID
+
+    suffix_26: T R L T R L T R R T T T R L R F R T T R F T F T T F R L L L F R T T R F T R L R R F T R F R F R T L F R R F F F
+    suffix_26_probs: [1.000, 0.390, 0.212, 0.556, 0.203, 0.299, 1.000, 0.392, 0.227, 1.000, 0.240, 1.000, 0.361, 0.428, 0.626, 0.614, 0.223, 0.460, 0.233, 0.247, 0.364, 0.398, 0.617, 0.244, 0.644, 0.285, 0.266, 0.356, 0.431, 0.255, 0.363, 0.505, 0.212, 0.471, 0.591, 0.186, 0.527, 0.653, 0.393, 0.571, 0.412, 0.207, 0.490, 0.548, 0.621, 0.480, 0.656, 0.224, 0.688, 0.233, 0.312, 0.381, 0.548, 0.576, 0.641, 0.512]
+    suffix_26_validation: VALID
+
+    suffix_27: T F R R R L T T T T T R L L T R L F T F F L T T T F T F T R R T R L T R T T T L T T T R T T T T T T T L R F T T F L L R F R L R F R T T T T T F R T L T T T R F
+    suffix_27_probs: [1.000, 0.301, 0.507, 0.556, 0.194, 0.298, 1.000, 0.309, 1.000, 0.307, 1.000, 0.399, 0.204, 0.431, 0.512, 0.568, 0.377, 0.382, 0.412, 0.182, 0.185, 0.294, 1.000, 0.296, 1.000, 0.281, 0.485, 0.280, 1.000, 0.440, 0.205, 1.000, 0.424, 0.458, 0.337, 0.166, 0.480, 0.156, 0.497, 0.476, 0.315, 0.454, 0.295, 0.129, 0.547, 0.126, 0.559, 0.122, 0.580, 0.115, 0.597, 0.534, 0.757, 0.700, 0.192, 0.756, 0.712, 0.764, 0.445, 0.688, 0.429, 0.646, 0.755, 0.499, 0.750, 0.176, 0.785, 0.167, 0.810, 0.157, 0.830, 0.700, 0.802, 0.107, 0.088, 0.886, 0.066, 0.929, 0.932, 0.872]
+    suffix_27_validation: VALID
+
+    suffix_28: T R F L R F F L T T L F T L F L T F L R T L R L F T R L F R F L R F L L R R T L F R T T F T F T T F R R T T T L L R T L T R T T R T T R
+    suffix_28_probs: [1.000, 0.390, 0.360, 0.425, 0.625, 0.597, 0.504, 0.569, 0.183, 0.581, 0.393, 0.223, 0.487, 0.529, 0.412, 0.288, 0.564, 0.443, 0.545, 0.440, 0.376, 0.192, 0.221, 0.263, 0.174, 0.522, 0.396, 0.501, 0.579, 0.451, 0.626, 0.495, 0.580, 0.487, 0.274, 0.409, 0.262, 0.313, 1.000, 0.425, 0.331, 0.175, 0.600, 0.186, 0.187, 0.567, 0.621, 0.180, 0.635, 0.508, 0.317, 0.482, 1.000, 0.498, 1.000, 0.506, 0.190, 0.317, 0.327, 0.521, 0.188, 0.302, 0.350, 0.319, 0.462, 0.336, 0.441, 0.653]
+    suffix_28_validation: VALID
+
+    suffix_29: T F T L T R R T L L T R R T T T T T T R T T F T F T T T T L T T T R R R R R F T R L R F T T F L R L F T R R L T T T L T T R T T F L L R T L F F L T F T L T
+    suffix_29_probs: [1.000, 0.301, 0.492, 0.392, 0.205, 0.318, 0.511, 0.444, 0.481, 0.395, 0.207, 0.315, 0.515, 0.439, 0.519, 0.435, 0.519, 0.434, 0.514, 0.566, 0.200, 0.573, 0.227, 1.000, 0.206, 0.567, 0.205, 0.568, 0.207, 0.425, 0.528, 0.427, 0.524, 0.582, 0.170, 0.297, 0.524, 0.595, 0.206, 1.000, 0.433, 0.484, 0.679, 0.673, 0.207, 0.716, 0.634, 0.690, 0.448, 0.689, 0.295, 1.000, 0.515, 0.571, 0.177, 0.582, 0.167, 0.607, 0.691, 0.135, 0.698, 0.509, 0.291, 0.472, 0.722, 0.627, 0.145, 0.174, 0.752, 0.710, 0.752, 0.628, 0.211, 0.724, 0.220, 0.632, 0.106, 0.850]
+    suffix_29_validation: VALID
+
+
+Iteration 3:
+  Task: C
+  Merge node: 94
+  Target node: 21
+  prefix1: C 82 21 : L R F F L T R T F F T L F R R L R T L T T F R R F T F T R R R R F F T
+  prefix2: C 75 21 : T L L R L L T L T R F R T T T L T T T T T R T L F R F T T F T F T F T
+  Iteration suffix accuracy: 1.0000 (30/30)
+
+  Suffix comparisons (from prefix1 vs probabilities after prefix2):
+    suffix_0: T T T T T T F F L F L T T R R T F T R R L T R L L R R L F F L R T L T R T R L T T T F T L T L R R T R R
+    suffix_0_probs: [0.471, 1.000, 0.472, 1.000, 0.469, 1.000, 0.532, 0.348, 0.408, 0.520, 0.498, 0.204, 0.519, 0.639, 0.439, 0.333, 0.411, 0.228, 0.149, 0.164, 0.174, 0.572, 0.644, 0.662, 0.414, 0.598, 0.421, 0.568, 0.646, 0.572, 0.583, 0.320, 0.324, 0.167, 0.617, 0.310, 0.327, 0.513, 0.280, 0.393, 0.301, 0.397, 0.175, 0.400, 0.136, 0.576, 0.316, 0.629, 0.347, 0.220, 0.435, 0.577]
+    suffix_0_validation: VALID
+
+    suffix_1: T T F F L F L F T L R L F T R R F F R F R T L R L F L L R T L R R T T F T F F F T R F T T T T R F T T R
+    suffix_1_probs: [0.471, 1.000, 0.528, 0.343, 0.402, 0.509, 0.485, 0.179, 0.573, 0.611, 0.452, 0.680, 0.308, 1.000, 0.473, 0.517, 0.595, 0.561, 0.264, 0.178, 0.253, 0.433, 0.573, 0.429, 0.618, 0.627, 0.333, 0.185, 0.168, 0.608, 0.583, 0.310, 0.235, 0.653, 0.247, 0.345, 0.657, 0.648, 0.413, 0.383, 0.267, 0.394, 0.297, 0.362, 0.310, 0.382, 0.309, 0.634, 0.448, 0.229, 0.453, 0.545]
+    suffix_1_validation: VALID
+
+    suffix_2: F L L R T T R T T F F T F R T L T R R T L T R T F R R T R L T T F T T T F F T T L R T R L T T F T F T F R T T R T F T R R F
+    suffix_2_probs: [0.529, 0.389, 0.358, 0.485, 0.221, 0.475, 0.564, 0.183, 0.571, 0.205, 0.320, 1.000, 0.514, 0.627, 0.158, 0.192, 0.524, 0.646, 0.458, 0.331, 0.148, 0.646, 0.456, 0.353, 0.416, 0.586, 0.428, 0.255, 0.431, 0.237, 0.641, 0.257, 0.342, 0.597, 0.356, 0.613, 0.655, 0.603, 0.159, 0.610, 0.680, 0.227, 0.652, 0.665, 0.657, 0.142, 0.701, 0.610, 0.119, 0.131, 0.755, 0.639, 0.158, 0.463, 0.126, 0.136, 0.603, 0.393, 0.131, 0.425, 0.721, 0.819]
+    suffix_2_validation: VALID
+
+    suffix_3: F L T L T T L F T T R T F R R L F T R R T R R L F F T F F F L F R L T T T T T T L F L L T F F F T T L R L T T T R F T R
+    suffix_3_probs: [0.529, 0.389, 0.267, 0.340, 0.289, 0.369, 0.418, 0.519, 0.206, 0.518, 0.299, 1.000, 0.517, 0.644, 0.450, 0.665, 0.301, 1.000, 0.476, 0.530, 0.188, 0.257, 0.424, 0.243, 0.379, 0.423, 1.000, 0.569, 0.619, 0.558, 0.652, 0.612, 0.252, 0.427, 0.382, 0.424, 0.360, 0.430, 0.351, 0.433, 0.652, 0.654, 0.346, 0.143, 0.680, 0.571, 0.398, 0.472, 0.216, 0.518, 0.281, 0.240, 0.269, 1.000, 0.273, 1.000, 0.513, 0.190, 0.514, 0.732]
+    suffix_3_validation: VALID
+
+    suffix_4: T T F F T R L F T F R T R L L R R T T T T L T T L F T L L T L R T T T R L R T R F F
+    suffix_4_probs: [0.471, 1.000, 0.528, 0.343, 0.297, 0.382, 0.357, 0.225, 0.667, 0.277, 0.251, 0.404, 0.396, 0.530, 0.515, 0.643, 0.446, 0.328, 0.442, 0.361, 0.425, 0.636, 0.229, 0.642, 0.477, 0.262, 0.410, 0.540, 0.196, 0.557, 0.638, 0.235, 0.615, 0.249, 0.635, 0.628, 0.621, 0.308, 0.325, 0.531, 0.373, 0.446]
+    suffix_4_validation: VALID
+
+    suffix_5: F L R L T T L R L F T F F L L F R L T F L R F T T L L T T R L T T F F L L T T T L R T T F F T L
+    suffix_5_probs: [0.529, 0.389, 0.375, 0.472, 0.214, 0.503, 0.497, 0.626, 0.405, 0.194, 0.542, 0.239, 0.439, 0.658, 0.457, 0.248, 0.411, 0.261, 0.601, 0.478, 0.595, 0.265, 0.390, 0.380, 0.400, 0.424, 0.574, 0.165, 0.606, 0.422, 0.623, 0.364, 0.639, 0.642, 0.405, 0.389, 0.147, 0.534, 0.138, 0.542, 0.302, 0.621, 0.259, 0.593, 0.427, 0.259, 0.416, 0.508]
+    suffix_5_validation: VALID
+
+    suffix_6: T T F F T F T L R R L T R F R T T T F R R L F T F T L F L T F R L F L F R L T R R F L T T T
+    suffix_6_probs: [0.471, 1.000, 0.528, 0.343, 0.297, 0.247, 0.567, 0.390, 0.376, 0.249, 0.285, 1.000, 0.443, 0.520, 0.301, 1.000, 0.296, 1.000, 0.529, 0.641, 0.448, 0.659, 0.301, 1.000, 0.225, 0.654, 0.477, 0.242, 0.147, 0.638, 0.436, 0.539, 0.663, 0.612, 0.599, 0.513, 0.203, 0.384, 0.270, 0.376, 0.387, 0.447, 0.338, 0.472, 0.327, 0.492]
+    suffix_6_validation: VALID
+
+    suffix_7: T T T T F F T R R L R T F T F T T T F R R T F R F R T L T R L F R T T T F F T T F T F T T T F F L T T L L L T R R R
+    suffix_7_probs: [0.471, 1.000, 0.472, 1.000, 0.531, 0.347, 0.297, 0.382, 0.383, 0.499, 0.307, 1.000, 0.517, 0.192, 0.301, 1.000, 0.305, 1.000, 0.521, 0.638, 0.441, 0.332, 0.416, 0.597, 0.421, 0.516, 0.189, 0.203, 0.422, 0.553, 0.648, 0.609, 0.239, 0.411, 0.254, 0.411, 0.590, 0.527, 0.140, 0.553, 0.386, 0.143, 0.130, 0.566, 0.112, 0.577, 0.405, 0.526, 0.292, 0.505, 0.291, 0.223, 0.316, 0.573, 0.179, 0.191, 0.505, 0.666]
+    suffix_7_validation: VALID
+
+    suffix_8: F F L T R T L F L R T R T L L F R T R R T R T F L L T T T R R T L T L L R L L T L T T F T L F L L R T R F F T T L R R R T F
+    suffix_8_probs: [0.529, 0.335, 0.403, 0.240, 0.283, 0.365, 0.430, 0.518, 0.488, 0.621, 0.149, 0.177, 0.595, 0.622, 0.382, 0.180, 0.228, 0.651, 0.242, 0.249, 0.369, 0.281, 1.000, 0.488, 0.225, 0.322, 0.421, 0.300, 0.420, 0.700, 0.159, 0.554, 0.194, 0.727, 0.681, 0.670, 0.442, 0.631, 0.161, 0.620, 0.719, 0.115, 0.718, 0.688, 0.130, 0.176, 0.282, 0.468, 0.732, 0.421, 0.318, 0.505, 0.750, 0.644, 0.087, 0.697, 0.287, 0.740, 0.407, 0.080, 0.655, 0.841]
+    suffix_8_validation: VALID
+
+    suffix_9: F L R L L F T F R F T T R F F T F L L T F R T F L R L T T R R L L T L T T R F T F R L F T T F L T L L T
+    suffix_9_probs: [0.529, 0.389, 0.375, 0.472, 0.476, 0.184, 0.564, 0.204, 0.187, 0.223, 0.457, 0.219, 0.274, 0.229, 0.413, 1.000, 0.558, 0.423, 0.384, 0.251, 0.415, 0.201, 0.489, 0.598, 0.559, 0.684, 0.416, 0.220, 0.415, 0.616, 0.431, 0.560, 0.184, 0.563, 0.652, 0.138, 0.671, 0.238, 0.347, 0.383, 0.646, 0.675, 0.641, 0.559, 0.130, 0.587, 0.402, 0.235, 0.341, 0.471, 0.292, 0.534]
+    suffix_9_validation: VALID
+
+    suffix_10: F F F T F T F T T T T T F T T R R L L T T T T R R L L R F F R T T L L F L R R R T T T L R T F T F T L L L R L L T R
+    suffix_10_probs: [0.529, 0.335, 0.299, 1.000, 0.269, 0.358, 0.291, 1.000, 0.304, 1.000, 0.298, 1.000, 0.256, 0.363, 0.287, 0.400, 0.400, 0.545, 0.523, 0.189, 0.548, 0.174, 0.535, 0.675, 0.453, 0.674, 0.474, 0.550, 0.631, 0.599, 0.253, 0.406, 0.255, 0.444, 0.617, 0.641, 0.344, 0.520, 0.194, 0.217, 0.453, 0.227, 0.489, 0.435, 0.400, 0.141, 0.126, 0.595, 0.418, 0.117, 0.171, 0.388, 0.616, 0.586, 0.274, 0.215, 0.519, 0.629]
+    suffix_10_validation: VALID
+
+    suffix_11: F T F T T T F L R T T T L L F T F T L L T R L T R F L R R T F R F R L F L R T L T F R T F R R L T T T R T T T T L L L F L T
+    suffix_11_probs: [0.529, 0.276, 0.440, 1.000, 0.469, 1.000, 0.533, 0.391, 0.375, 0.262, 0.385, 0.246, 0.247, 0.353, 0.305, 1.000, 0.246, 0.368, 0.445, 0.228, 0.392, 0.201, 0.254, 1.000, 0.508, 0.605, 0.562, 0.696, 0.459, 0.301, 0.438, 0.645, 0.428, 0.558, 0.672, 0.631, 0.611, 0.309, 0.321, 0.154, 0.655, 0.554, 0.196, 0.393, 0.283, 0.633, 0.332, 0.475, 0.229, 0.516, 0.222, 0.216, 0.332, 0.232, 0.319, 0.210, 0.196, 0.309, 0.531, 0.707, 0.174, 0.847]
+    suffix_11_validation: VALID
+
+    suffix_12: F L T R F T F L R R T L F T F L L R R L L F R R L F R L L T R T T R F F L R F F L T T T F T F T R F F T F T F T T L F T F R F R
+    suffix_12_probs: [0.529, 0.389, 0.267, 0.269, 0.430, 1.000, 0.539, 0.395, 0.375, 0.244, 0.447, 0.251, 0.345, 0.264, 0.381, 0.537, 0.530, 0.654, 0.452, 0.681, 0.464, 0.245, 0.428, 0.509, 0.613, 0.578, 0.255, 0.425, 0.616, 0.363, 0.380, 0.427, 0.359, 0.404, 0.585, 0.512, 0.297, 0.602, 0.408, 0.259, 0.299, 1.000, 0.317, 1.000, 0.291, 1.000, 0.283, 1.000, 0.411, 0.222, 0.226, 0.636, 0.450, 0.220, 0.223, 0.675, 0.183, 0.324, 0.108, 0.447, 0.200, 0.905, 0.414, 0.961]
+    suffix_12_validation: VALID
+
+    suffix_13: F F L L L L T T T T F T R T L T R F T T L R R L L R L T L T F T F F L R R T F L F R F R T T R L R T L T R T F T R T T R
+    suffix_13_probs: [0.529, 0.335, 0.403, 0.259, 0.266, 0.338, 0.282, 0.365, 0.284, 0.371, 0.288, 1.000, 0.451, 0.205, 0.271, 1.000, 0.468, 0.567, 0.179, 0.581, 0.539, 0.677, 0.444, 0.683, 0.485, 0.552, 0.190, 0.556, 0.634, 0.147, 0.151, 0.601, 0.665, 0.622, 0.603, 0.318, 0.230, 0.653, 0.403, 0.392, 0.279, 0.609, 0.408, 0.493, 0.317, 0.492, 0.247, 0.134, 0.247, 0.421, 0.596, 0.111, 0.222, 0.440, 0.128, 0.672, 0.680, 0.076, 0.761, 0.697]
+    suffix_13_validation: VALID
+
+    suffix_14: F L R T F T F R T L L L T F T F F T R L F R R L R L T T F T R R F F L R T L T T T F L T L L L T T T F R
+    suffix_14_probs: [0.529, 0.389, 0.375, 0.272, 0.338, 0.292, 0.379, 0.242, 0.448, 0.252, 0.256, 0.365, 0.276, 0.229, 0.585, 0.337, 0.287, 1.000, 0.460, 0.249, 0.362, 0.546, 0.607, 0.679, 0.449, 0.682, 0.223, 0.669, 0.293, 1.000, 0.519, 0.563, 0.649, 0.602, 0.602, 0.316, 0.322, 0.158, 0.640, 0.155, 0.651, 0.552, 0.274, 0.390, 0.392, 0.233, 0.234, 0.618, 0.239, 0.612, 0.433, 0.534]
+    suffix_14_validation: VALID
+
+    suffix_15: F L L F T T F R R F F T L R T L T L F L L R R L L R F F T L T R R L L F F F L T L T R F R T L F T R
+    suffix_15_probs: [0.529, 0.389, 0.358, 0.227, 0.654, 0.222, 0.354, 0.420, 0.665, 0.646, 0.580, 0.176, 0.201, 0.206, 0.676, 0.540, 0.192, 0.279, 0.396, 0.573, 0.551, 0.657, 0.457, 0.674, 0.464, 0.539, 0.623, 0.578, 0.170, 0.254, 0.640, 0.600, 0.238, 0.440, 0.646, 0.654, 0.424, 0.398, 0.489, 0.153, 0.242, 0.448, 0.508, 0.246, 0.444, 0.242, 0.331, 0.128, 0.604, 0.512]
+    suffix_15_validation: VALID
+
+    suffix_16: F L R R T F L F T L L R F T T L F F T F F F L R F L L T T T T F F R T L T R R T T T T T T T L R L R F R R T L T T R T T R T L L
+    suffix_16_probs: [0.529, 0.389, 0.375, 0.256, 0.430, 0.502, 0.477, 0.179, 0.572, 0.614, 0.391, 0.558, 0.412, 0.255, 0.415, 0.254, 0.394, 0.447, 1.000, 0.548, 0.584, 0.512, 0.617, 0.252, 0.404, 0.407, 0.573, 0.170, 0.612, 0.168, 0.610, 0.423, 0.584, 0.321, 0.320, 0.168, 0.639, 0.311, 0.226, 0.662, 0.236, 0.673, 0.228, 0.690, 0.222, 0.696, 0.356, 0.587, 0.289, 0.622, 0.441, 0.513, 0.224, 0.543, 0.238, 0.600, 0.234, 0.187, 0.628, 0.133, 0.080, 1.000, 0.964, 0.991]
+    suffix_16_validation: VALID
+
+    suffix_17: T T T T T T F F F T R F L R L F R T L L F R L F L R T R F T R T F T T T R F T T
+    suffix_17_probs: [0.471, 1.000, 0.472, 1.000, 0.469, 1.000, 0.532, 0.348, 0.299, 1.000, 0.438, 0.525, 0.502, 0.629, 0.406, 0.191, 0.221, 0.644, 0.550, 0.603, 0.422, 0.507, 0.612, 0.579, 0.566, 0.322, 0.325, 0.491, 0.353, 0.170, 0.292, 0.416, 0.187, 0.388, 0.195, 0.386, 0.363, 0.446, 0.258, 0.449]
+    suffix_17_validation: VALID
+
+    suffix_18: T T T T F L R R T L T L R T F R L R F R L F R L T T L F T T F L F R R T R F L T F T L L
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+    suffix_29_validation: VALID
+
+

out/mamba/maze_12_384_100/distinction_A1_RWs_10000_100_.txt

@@ -0,0 +1,23 @@
+============================================================
+Distinction Test Results
+============================================================
+Config: 12_384
+Checkpoint iteration: 10000
+Number of nodes: 100
+Number of trials: 100
+Epsilon: 0.01
+Number of suffix samples: 30
+Max suffix length: 5
+No task tag mode: Disabled
+Task configuration: A1
+Distinction task configuration: A1
+
+Task A (n=100):
+  Precision: 0.9502 (SE: 0.0143)
+  Recall:    0.8233 (SE: 0.0365)
+------------------------------
+============================================================
+OVERALL:
+  Precision: 0.9502 (SE: 0.0143)
+  Recall:    0.8233 (SE: 0.0365)
+============================================================

out/mamba/maze_12_384_100/distinction_C1_RWs_10000_100_.txt

@@ -0,0 +1,23 @@
+============================================================
+Distinction Test Results
+============================================================
+Config: 12_384
+Checkpoint iteration: 10000
+Number of nodes: 100
+Number of trials: 100
+Epsilon: 0.01
+Number of suffix samples: 30
+Max suffix length: 5
+No task tag mode: Disabled
+Task configuration: C1
+Distinction task configuration: C1
+
+Task C (n=31):
+  Precision: 0.9211 (SE: 0.0457)
+  Recall:    0.8871 (SE: 0.0545)
+------------------------------
+============================================================
+OVERALL:
+  Precision: 0.9211 (SE: 0.0457)
+  Recall:    0.8871 (SE: 0.0545)
+============================================================

out/mamba/maze_12_384_100/distinction_E1_RWs_10000_100_.txt

@@ -0,0 +1,23 @@
+============================================================
+Distinction Test Results
+============================================================
+Config: 12_384
+Checkpoint iteration: 10000
+Number of nodes: 100
+Number of trials: 100
+Epsilon: 0.01
+Number of suffix samples: 30
+Max suffix length: 5
+No task tag mode: Disabled
+Task configuration: E1
+Distinction task configuration: E1
+
+Task E (n=100):
+  Precision: 0.2561 (SE: 0.0432)
+  Recall:    0.9850 (SE: 0.0111)
+------------------------------
+============================================================
+OVERALL:
+  Precision: 0.2561 (SE: 0.0432)
+  Recall:    0.9850 (SE: 0.0111)
+============================================================

out/mamba/maze_12_384_100/distinction_I1_RWs_10000_100_.txt

@@ -0,0 +1,23 @@
+============================================================
+Distinction Test Results
+============================================================
+Config: 12_384
+Checkpoint iteration: 10000
+Number of nodes: 100
+Number of trials: 100
+Epsilon: 0.01
+Number of suffix samples: 30
+Max suffix length: 5
+No task tag mode: Disabled
+Task configuration: I1
+Distinction task configuration: I1
+
+Task I (n=100):
+  Precision: 0.9316 (SE: 0.0168)
+  Recall:    0.8000 (SE: 0.0394)
+------------------------------
+============================================================
+OVERALL:
+  Precision: 0.9316 (SE: 0.0168)
+  Recall:    0.8000 (SE: 0.0394)
+============================================================

out/mamba/maze_12_384_100/no_output_train_maze_20.log

@@ -0,0 +1,144 @@
+[2026-06-27 16:36:12,703][INFO] TRAINING CONFIG: variant=baseline, n_layer=12, n_head=12, n_embd=384, block_size=128, batch_size=128, max_iters=10000, lr=0.0005, params=11.62M
+[2026-06-27 16:37:37,221][INFO] step 0: train loss 4.5679, val loss 4.5714
+[2026-06-27 16:37:38,726][INFO] iter 0: loss 4.5585
+[2026-06-27 16:39:55,760][INFO] iter 100: loss 1.3279
+[2026-06-27 16:42:12,453][INFO] iter 200: loss 1.2618
+[2026-06-27 16:44:29,214][INFO] iter 300: loss 1.2044
+[2026-06-27 16:46:46,154][INFO] iter 400: loss 1.1180
+[2026-06-27 16:50:26,502][INFO] step 500: train loss 1.1025, val loss 1.1636
+[2026-06-27 16:50:26,503][INFO] saving checkpoint to out/mamba/maze_12_384_100/
+[2026-06-27 16:50:27,985][INFO] iter 500: loss 1.0980
+[2026-06-27 16:52:44,842][INFO] iter 600: loss 1.0798
+[2026-06-27 16:55:01,846][INFO] iter 700: loss 1.0479
+[2026-06-27 16:57:18,696][INFO] iter 800: loss 1.0338
+[2026-06-27 16:59:35,707][INFO] iter 900: loss 1.0356
+[2026-06-27 17:03:16,249][INFO] step 1000: train loss 1.0163, val loss 1.0844
+[2026-06-27 17:03:16,249][INFO] saving checkpoint to out/mamba/maze_12_384_100/
+[2026-06-27 17:03:17,721][INFO] iter 1000: loss 1.0070
+[2026-06-27 17:05:34,550][INFO] iter 1100: loss 1.0073
+[2026-06-27 17:07:51,391][INFO] iter 1200: loss 1.0002
+[2026-06-27 17:10:08,481][INFO] iter 1300: loss 1.0095
+[2026-06-27 17:12:25,403][INFO] iter 1400: loss 0.9912
+[2026-06-27 17:16:05,818][INFO] step 1500: train loss 1.0064, val loss 1.0797
+[2026-06-27 17:16:05,819][INFO] saving checkpoint to out/mamba/maze_12_384_100/
+[2026-06-27 17:16:07,310][INFO] iter 1500: loss 0.9914
+[2026-06-27 17:18:24,628][INFO] iter 1600: loss 1.0074
+[2026-06-27 17:20:41,706][INFO] iter 1700: loss 1.0018
+[2026-06-27 17:22:58,614][INFO] iter 1800: loss 1.0146
+[2026-06-27 17:25:15,693][INFO] iter 1900: loss 1.0095
+[2026-06-27 17:28:56,167][INFO] step 2000: train loss 1.0034, val loss 1.0822
+[2026-06-27 17:28:56,168][INFO] saving checkpoint to out/mamba/maze_12_384_100/
+[2026-06-27 17:28:57,652][INFO] iter 2000: loss 1.0017
+[2026-06-27 17:31:14,768][INFO] iter 2100: loss 1.0207
+[2026-06-27 17:33:31,885][INFO] iter 2200: loss 0.9772
+[2026-06-27 17:35:48,874][INFO] iter 2300: loss 1.0068
+[2026-06-27 17:38:05,875][INFO] iter 2400: loss 0.9950
+[2026-06-27 17:41:46,526][INFO] step 2500: train loss 1.0002, val loss 1.0849
+[2026-06-27 17:41:46,527][INFO] saving checkpoint to out/mamba/maze_12_384_100/
+[2026-06-27 17:41:48,000][INFO] iter 2500: loss 1.0074
+[2026-06-27 17:44:04,961][INFO] iter 2600: loss 0.9805
+[2026-06-27 17:46:21,918][INFO] iter 2700: loss 0.9874
+[2026-06-27 17:48:39,095][INFO] iter 2800: loss 1.0128
+[2026-06-27 17:50:56,074][INFO] iter 2900: loss 0.9865
+[2026-06-27 17:54:36,727][INFO] step 3000: train loss 0.9998, val loss 1.0873
+[2026-06-27 17:54:36,728][INFO] saving checkpoint to out/mamba/maze_12_384_100/
+[2026-06-27 17:54:38,211][INFO] iter 3000: loss 1.0093
+[2026-06-27 17:56:55,354][INFO] iter 3100: loss 1.0140
+[2026-06-27 17:59:12,432][INFO] iter 3200: loss 0.9975
+[2026-06-27 18:01:29,466][INFO] iter 3300: loss 1.0017
+[2026-06-27 18:03:46,553][INFO] iter 3400: loss 0.9977
+[2026-06-27 18:07:27,479][INFO] step 3500: train loss 0.9975, val loss 1.0879
+[2026-06-27 18:07:27,480][INFO] saving checkpoint to out/mamba/maze_12_384_100/
+[2026-06-27 18:07:28,954][INFO] iter 3500: loss 1.0105
+[2026-06-27 18:09:45,979][INFO] iter 3600: loss 1.0068
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+[2026-06-27 18:14:20,193][INFO] iter 3800: loss 1.0042
+[2026-06-27 18:16:37,167][INFO] iter 3900: loss 1.0158
+[2026-06-27 18:20:17,946][INFO] step 4000: train loss 0.9984, val loss 1.0898
+[2026-06-27 18:20:17,947][INFO] saving checkpoint to out/mamba/maze_12_384_100/
+[2026-06-27 18:20:19,433][INFO] iter 4000: loss 1.0092
+[2026-06-27 18:22:21,582][INFO] iter 4100: loss 1.0083
+[2026-06-27 18:24:36,102][INFO] iter 4200: loss 0.9982
+[2026-06-27 18:26:50,643][INFO] iter 4300: loss 1.0189
+[2026-06-27 18:29:05,156][INFO] iter 4400: loss 0.9767
+[2026-06-27 18:32:41,449][INFO] step 4500: train loss 0.9966, val loss 1.0901
+[2026-06-27 18:32:41,450][INFO] saving checkpoint to out/mamba/maze_12_384_100/
+[2026-06-27 18:32:42,915][INFO] iter 4500: loss 1.0008
+[2026-06-27 18:34:57,440][INFO] iter 4600: loss 0.9877
+[2026-06-27 18:37:11,965][INFO] iter 4700: loss 0.9865
+[2026-06-27 18:39:26,479][INFO] iter 4800: loss 1.0022
+[2026-06-27 18:41:41,034][INFO] iter 4900: loss 0.9893
+[2026-06-27 18:45:17,351][INFO] step 5000: train loss 0.9967, val loss 1.0914
+[2026-06-27 18:45:17,352][INFO] saving checkpoint to out/mamba/maze_12_384_100/
+[2026-06-27 18:45:19,013][INFO] iter 5000: loss 1.0007
+[2026-06-27 18:47:33,556][INFO] iter 5100: loss 1.0163
+[2026-06-27 18:49:48,092][INFO] iter 5200: loss 1.0104
+[2026-06-27 18:52:02,637][INFO] iter 5300: loss 0.9730
+[2026-06-27 18:54:17,175][INFO] iter 5400: loss 0.9858
+[2026-06-27 18:57:53,494][INFO] step 5500: train loss 0.9967, val loss 1.0927
+[2026-06-27 18:57:53,494][INFO] saving checkpoint to out/mamba/maze_12_384_100/
+[2026-06-27 18:57:54,945][INFO] iter 5500: loss 1.0050
+[2026-06-27 19:00:09,484][INFO] iter 5600: loss 1.0064
+[2026-06-27 19:02:24,026][INFO] iter 5700: loss 0.9869
+[2026-06-27 19:04:38,565][INFO] iter 5800: loss 0.9841
+[2026-06-27 19:06:53,101][INFO] iter 5900: loss 0.9801
+[2026-06-27 19:10:29,402][INFO] step 6000: train loss 0.9965, val loss 1.0938
+[2026-06-27 19:10:29,403][INFO] saving checkpoint to out/mamba/maze_12_384_100/
+[2026-06-27 19:10:30,869][INFO] iter 6000: loss 1.0186
+[2026-06-27 19:12:45,415][INFO] iter 6100: loss 0.9952
+[2026-06-27 19:14:59,968][INFO] iter 6200: loss 0.9618
+[2026-06-27 19:17:14,506][INFO] iter 6300: loss 0.9699
+[2026-06-27 19:19:29,030][INFO] iter 6400: loss 0.9973
+[2026-06-27 19:23:05,341][INFO] step 6500: train loss 0.9960, val loss 1.0948
+[2026-06-27 19:23:05,341][INFO] saving checkpoint to out/mamba/maze_12_384_100/
+[2026-06-27 19:23:06,808][INFO] iter 6500: loss 0.9795
+[2026-06-27 19:25:21,340][INFO] iter 6600: loss 0.9967
+[2026-06-27 19:27:35,867][INFO] iter 6700: loss 0.9987
+[2026-06-27 19:29:50,410][INFO] iter 6800: loss 1.0024
+[2026-06-27 19:32:04,945][INFO] iter 6900: loss 0.9907
+[2026-06-27 19:35:41,255][INFO] step 7000: train loss 0.9955, val loss 1.0949
+[2026-06-27 19:35:41,256][INFO] saving checkpoint to out/mamba/maze_12_384_100/
+[2026-06-27 19:35:42,723][INFO] iter 7000: loss 0.9889
+[2026-06-27 19:37:57,228][INFO] iter 7100: loss 0.9880
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+[2026-06-27 19:42:26,296][INFO] iter 7300: loss 1.0040
+[2026-06-27 19:44:40,823][INFO] iter 7400: loss 0.9959
+[2026-06-27 19:48:17,038][INFO] step 7500: train loss 0.9956, val loss 1.0957
+[2026-06-27 19:48:17,039][INFO] saving checkpoint to out/mamba/maze_12_384_100/
+[2026-06-27 19:48:18,496][INFO] iter 7500: loss 0.9824
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+[2026-06-27 19:52:47,530][INFO] iter 7700: loss 0.9909
+[2026-06-27 19:55:02,037][INFO] iter 7800: loss 0.9848
+[2026-06-27 19:57:16,569][INFO] iter 7900: loss 0.9970
+[2026-06-27 20:00:52,866][INFO] step 8000: train loss 0.9952, val loss 1.0956
+[2026-06-27 20:00:52,866][INFO] saving checkpoint to out/mamba/maze_12_384_100/
+[2026-06-27 20:00:54,330][INFO] iter 8000: loss 1.0166
+[2026-06-27 20:03:08,859][INFO] iter 8100: loss 1.0006
+[2026-06-27 20:05:23,378][INFO] iter 8200: loss 0.9925
+[2026-06-27 20:07:37,904][INFO] iter 8300: loss 1.0038
+[2026-06-27 20:09:52,424][INFO] iter 8400: loss 0.9691
+[2026-06-27 20:13:28,722][INFO] step 8500: train loss 0.9952, val loss 1.0960
+[2026-06-27 20:13:28,723][INFO] saving checkpoint to out/mamba/maze_12_384_100/
+[2026-06-27 20:13:30,188][INFO] iter 8500: loss 1.0087
+[2026-06-27 20:15:44,721][INFO] iter 8600: loss 0.9823
+[2026-06-27 20:17:59,258][INFO] iter 8700: loss 1.0031
+[2026-06-27 20:20:13,790][INFO] iter 8800: loss 0.9953
+[2026-06-27 20:22:28,326][INFO] iter 8900: loss 0.9828
+[2026-06-27 20:26:04,616][INFO] step 9000: train loss 0.9952, val loss 1.0960
+[2026-06-27 20:26:04,616][INFO] saving checkpoint to out/mamba/maze_12_384_100/
+[2026-06-27 20:26:06,069][INFO] iter 9000: loss 0.9962
+[2026-06-27 20:28:20,593][INFO] iter 9100: loss 0.9771
+[2026-06-27 20:30:35,121][INFO] iter 9200: loss 0.9955
+[2026-06-27 20:32:49,672][INFO] iter 9300: loss 1.0075
+[2026-06-27 20:35:04,198][INFO] iter 9400: loss 0.9904
+[2026-06-27 20:38:40,487][INFO] step 9500: train loss 0.9951, val loss 1.0957
+[2026-06-27 20:38:40,487][INFO] saving checkpoint to out/mamba/maze_12_384_100/
+[2026-06-27 20:38:41,947][INFO] iter 9500: loss 1.0175
+[2026-06-27 20:40:56,459][INFO] iter 9600: loss 0.9972
+[2026-06-27 20:43:10,980][INFO] iter 9700: loss 0.9921
+[2026-06-27 20:45:25,525][INFO] iter 9800: loss 1.0062
+[2026-06-27 20:47:40,055][INFO] iter 9900: loss 0.9721
+[2026-06-27 20:51:16,374][INFO] step 10000: train loss 0.9954, val loss 1.0973
+[2026-06-27 20:51:16,374][INFO] saving checkpoint to out/mamba/maze_12_384_100/
+[2026-06-27 20:51:17,988][INFO] iter 10000: loss 0.9905
+[2026-06-27 20:51:17,989][INFO] Total training time: 04:15:05 (15305.3s) over 10001 iters, avg 1530.38 ms/iter

out/mamba/maze_12_384_100/pred_test_C1_RWs_10000_500.txt

@@ -0,0 +1,500 @@
+C 91 96 : L F T L T T F T T T F T F F L L T T F L T R F F L T L R T R T L R F F T F F T L L L L T R L T F R R R  
+C 77 52 : T T T F R L F T T F R T R T F L L T T T R R R L T R T  
+C 21 26 : R T T R R T F T R L R F F T F T T F T R L L L L T R F F R L T R R  
+C 41 44 : F T T T T T T F F F L R T L F T F R T L F L T R L T R L T F T T T F R T T R F F T T F R R T L T R R L T T L F  
+C 13 15 : T T T F F T T T L T R T L R T T T T T T T T T L L F T T F F T L T R F T  
+C 18 45 : R R F F L L F L L F L F R L F T R F T R T T T R T L  
+C 68 27 : R T F R T L F F F L T R R R R R F T T T L L T R T R R R F F R T T T L T T F F T F T T F T F F T T T R R R R T T F F R T T T R T T L R T T F T T L F R L R R F T T R T T R F T F F  
+C 33 43 : T R F R F F T L L F T T T L F R F F F T F  
+C 97 71 : T R T R R T T L F F T F T F F L T R F T F T F T T F T F F L T T T L L T F T F T T T T T F R R R T T R R R L L T R F L T T T R R T L L T T T R T T R T F  
+C 75 73 : T L R F R R T L R L T F L T R T L T R F T R F T F L T R T L T T T T T F L T R L L R T T T L T T R L T R F F F T F T T F R R  
+C 64 55 : T F R L F T T T F F T F F L T R T T T T T L T T T R F F R T T L L R T L L R T R L F T T T F T T T F T F T F T F T F T R  
+C 2 45 : T T T T T L L R F R T T R T L F L L T L T L L T L T F F R T T R T F F T T T T T T T T T F R L F F R F F L L T R R T T T L T R  
+C 57 31 : L T L T T T R F L F R L F T L R F T T R T T R T T F T F F T F F F F F L R R T L F F L F T R T T R L R R T T T T T T T L R T T T L T R T L R T T T T T L L T F T L T T R T L L F T L F R  
+C 91 70 : L F T T T T T F T L R T T T T T L L T L F T R R F T T R T T R T F F T F F F F T T R L  
+C 59 27 : T R T T R R R F T L R R R R T F T F T L T L L T R F T R T T R T T T T T T F F  
+C 58 88 : F T L L T T T R T L T R T F T F L T R F T F T T R T T T L L T L F F T T L T R T L L F T R  
+C 36 27 : F L L T F T L T L F F T F F R R T L L T F L R R R T R T L F  
+C 3 88 : F F F F F R T L F T T T F R L R R F L R T R T F T R T T F L F R T T R R L T R T T F T T F T F F L F T L F R F T T L R F T T T T T T F L T L T R L T T T T T T T T T F R T L F T R T L T R  
+C 35 55 : L L T F F R F T T T T T F T F T T T L F L F T F T R L L F R T L T T  
+C 75 86 : T F F L L F F R L T F F T T T F L L R L F T F F F R R F R R T F T T T R L R R T T F T F L T T T R T F F T T T F R R R T L T L R T T T T T L  
+C 76 70 : R F R F T T T T F T T T F L R L L T F T T T F T R F R F F T T T F T T L R T F F F R T R F R R T L T R T  
+C 43 41 : T T T F T F F T F F T F F T T R F T F T L L F R F R T T F T F T T L F R L F T F F T F T R F F L R R F R R T R L F F T T T T T T T F T F T T T T T T T T  
+C 90 55 : L R F L R F T T R T L F T T T F R R F R R F T T T F T F T F L L T R R T T F R R T F F T T L L R L R R F T T L T R T T T L T R R L F F F T T T T T F T F T F F F R R T  
+C 41 44 : F F T T T F T F T T F R L L L L L T R  
+C 22 13 : T L R L T T T T T T T R F T F T T L T R T L T F T L T T T R T T T T T L F F L R T F T L  
+C 21 12 : R T T R T F F L R L T L T F F F L T T T R L R F R L R T T T R L T T L F L R R L T T L T L T T F T T T T T F T R T R T T T F T T F F R L T T T R T R L R T L T R T L F L  
+C 54 86 : F T L R R T L T F T T R R T L L L T L L R L T L L T T T T T F R L L F T T T L R F R R T L T L F T F F L T L R  
+C 6 32 : F T T F T T R L R F R T T T L F L T R T T R T R R T T T L L F F F F R T L T F R L L T R F T T T F L L T R L R R T T T L L R F T T  
+C 12 2 : R F R T L F L F T F T R R T L R T T T T T T T L R T L L R L L L T T F T F T T R R F T L L R R  
+C 26 19 : L L T R L T T F L F T L R T L T R R T R R T T T T T L F L L L L  
+C 4 18 : F T F T T T T T F F F F F T F F T F R T L T T F T T T T T T T F F T L T L F T T F F F T T T F F T F F T T T F F T F T F F F R  
+C 30 23 : R T F T F T R F L R R R R R F F T F  
+C 47 28 : R T F T F L F T L T T T L T R L T T T R R L T T L L F T L R F L T T T L T T R F T  
+C 58 98 : T R F T T T F L L T T T R R T L L R T T T L T T R T T R T L L T T R R T L L L L L T T L R T R F F F L L T T T T T T T R R T L T R R L T F T T T F T R L L T T T R R L T F R R R L T R L L T T T R T  
+C 86 71 : R R T F T F T F T F R L F F T T F L T T T L L T R L T F T R T F T R T F T L F T F F T R T T T T T T T R L T L T F L T F T T L L L F T R T L T T L T L T F R L T R T L T T L T R T L L T R R R F T F  
+C 77 74 : T F T R F L T R L F R T R T T T F T R L T  
+C 57 32 : L F T T F L F F T R F T F R L T T L F T T T T F F L L T F T R R R T T T L F L L F T T T R R F R T T T F T T T T T F T L L R L T F L T T L T R R R T T L L F T F R F T R L L T R R F L  
+C 97 44 : T R T R T F T T T F R L R T R F F L T R F F L R T F F L L F L R L R L F T R F L R T L T L R T T T T R T L L T F L F T F R F F T L F  
+C 84 52 : L R T F T T F T T T T L R L T L T F F T F L T R F F L R L R L L R L T R L R R F F T F T F R L T R T L L T L T T T T F T T T T L T T T R F R T  
+C 68 59 : L L R T L F T T T L L T T T T T R R L L L F T T T T F T R T R L T T T L T R R T L F L T R T L T R L T R  
+C 40 33 : L R F F T T L R T F F L L L R R  
+C 39 54 : L T R T T T L F T R T L L L L R R T L F T T T T L L T T R T F L L L L R R T T T L L T L L L R T L T T T L T F F T T F T T L F R L T T L F L T T T R R T R R L F T F R L L F R T T T R T F R T T L  
+C 94 86 : F T T L R  
+C 41 37 : F T T F T F T F F T T T T T T F T L F R F T T F T T T L R T L L L T L L F L T R L F T R L F F T T T T T T T T F T F F T T R T T T L T F L R T T F R T  
+C 33 21 : T R L L R T F F L L F  
+C 3 29 : F T T F T F T T T F T T F T F T F T T T T T F F T T T F F F T F F F T F F T F T T T T T T T F T T T F F T T T F F T F F T T T F F T F T T F T T T T T T T F T F T F F F T T F R L R T L T R  
+C 39 28 : L L F L R T T T L L T R T R T T L R T T R F T F L R T L T L T F L T T F T F R F L T T L T T T T L L L R R T T T T T T T L T T T T F L L  
+C 60 63 : L R T T F R R T F L T R T  
+C 31 23 : F L F T F T R L T T R T T F F T F F T T F T T L F R R T R T T R T T T L T T F L R  
+C 2 24 : T T T T T T T L R T T T F T F T L R T T T L R T F R L R T T T L L T R R T R L T L R T L R T L F T L L T T T T F T T R T L T T F T F R F L T R T T T T T T F T T T T F T T L F F F R T T R R  
+C 19 25 : T R L F T F R L R F T L R T T R R F R T L T R T L F L L L L T T T R R F T F R T L T R F T R F T L F R  
+C 77 6 : T L T T T R T F T T R R T T T F R F L F T T F T T T T T T T T T F F F L T F T T T T T F T T R F L L T F F L T T L T R F T T R T L T T T R T L L R R T L T T T F L F F T  
+C 63 54 : L L T R L L T L F L F T T T T T R R F R T L F R R R T F F T T T F T F T F R L L F R T L F L L T T T F R T L L R L F T R F T  
+C 60 45 : L T T T T R F R L L L L T L F L T T T R F R L F L R L T R T T R T F T F T L L L L L L F T T T R T R R T L F T  
+C 76 82 : R T L F L L R L L T R F F T F T F T T T F L R R T F L F T L R T T L F T T T F T F T R F T T L L F L T R L R F F T F R L T F T F F R R R L F F R R F T F L R R L L L F  
+C 66 74 : T T L T R T T T T F T R R  
+C 91 70 : L R T F R  
+C 44 42 : F T F F T T  
+C 66 96 : L T T F T T T F R L T R L T T T R L T T L F T L R T R T F R T L R F T F R L T F T F T T T F F T T T F L F T R T T L L F T  
+C 84 82 : T T L R L T R F F L T R T T T T F F T F F L L T R T T T T R T T T L R R L T R T L T R F T L L T T T F R T L F T T T T T T T F R R L L T L T R T T T  
+C 3 49 : F F F F T F F T T T F T F F T T T T T T T F T F T F F F F R L R R R R R R R R R F T F T T T T L R R T L F R F F L L F T T L T F F L F L L T  
+C 71 86 : R F T F L T T L T T F T T T T T T T R R T R F F L T T L T T T T T R T R T L R T F R L T T T R R  
+C 12 1 : T T T T T R T L F F R T T T T R F R L R T L F R L T F R R T F R T T  
+C 44 25 : R L T T L L T L T F T L T R R T F T R T T L T R L L T R T T F T T L T R L T T F F  
+C 36 14 : T T F T T L L F T F R F F T F T T T F T F T T L T L T T L R T T L T R T T R T L L T T F T T  
+C 31 22 : F F T T T R  
+C 12 1 : F F T L R F L T R L L F T L R T L R T L R T T T T T T T L T R T L R T T T T T T T T T L  
+C 83 95 : F F R R T L L T F L R T F F L L T T F R T T L T T T R T R  
+C 54 47 : L T F T R L F T T F L R R F R T T R L T T L T L F L T R F R T R R F T R T R L L F R F L T R F L T R F L F T L T R L T R T L L L L L T R T L T T L T T L R R T T T T  
+C 45 40 : R T T L L T R F R L T T T F R R L T T L R T R L F T R R T L R R F F T F T T F L T T L R L L L L F F L F R L L L T F L R L T R F F T T T T T F R T L F L R L T T L F L R L L F T R F T R L R L T F T F  
+C 83 75 : F F F T T T L R F T F L L T T F F F L T R L R F R R F F R L L F T F T F T T T T T T T R L T L F T F T L T T R T L R T L R F R R F F L T T T F T F T R F T T F T F R R F T F L T T T R T L L T R R F F  
+C 32 11 : T R T L L F T R T R T T R R R L L F T T T L T T R T T T L R T T T  
+C 19 13 : R R F F F T T T T F T T F R T F T F T L L R T T T F  
+C 55 44 : L T T F T F T L  
+C 94 86 : T T T T F T F T F T F T F L T L T F F T T T T T F F L F T F L T T T T T T T T T T T F R L R T T R F F T F F F T R T R F F T T T L F R T F T F R T L L T R T T R T T T T L F T L R F F T L  
+C 39 27 : T T L T R T T T T T T T L F T R R R R F R T L L T L T T T R T R T L R R T R T L R R F  
+C 96 80 : F T F F F T F L T R F T F L T T R L T R L T L F F F R T R R R T L T T F T R T L T R F L T R F R R T T T T T L L R T L L T T T T T  
+C 36 43 : F T F L R T T L T L  
+C 68 26 : L L R T T T L T R F F L F L T R F T F L L F T F T T R R  
+C 42 65 : F F R L T T T T L T R L L T T F T T L T T L R T L L T R T R R F T F L L R T R L L R R T L T T  
+C 68 26 : F T T T R L T R F T F F T L T T T T T T L L L F F T R T R L R T T T T F T T F R T T F T T R R T L L F L T R F T F L R F L T F R L L F L T R F R L T  
+C 72 81 : R L T T T F T L T T T L T T T R R F F F T R T R L T R L L T R T T L R F T L F R R T L R F T F T F F T L T R F R T F T R L T R L T F T F T F T L  
+C 90 81 : L T T F R T T R L T F R T F T F T L  
+C 53 46 : R L L T R T T F R R T F F L T R T T F R R T L T T T L L T L F F L T R F T R R T L L T F T T T T L T R L T R L T T F T T T T T T  
+C 78 99 : L T F L R R R T L  
+C 76 85 : T R T L T R T R F T R T R F R R L T R T F F F F L T T T T T T T L T T L T R R T T T R F F F F L T R  
+C 93 74 : F F T F T F T F T T T T T F F L L F F F F R T T T F T T T R T F L T F T L L T L T T L T R T T L T L R R R F T F T F T R T F L T R F L T L T T F L L F T F R T  
+C 41 59 : F F F R F T F T T R L R T R T T T L F T T R F L F L T T L L F T R L T R T L T R F T F L L L L T T  
+C 43 56 : T T T T T T T T F R L F R R T L T T T T L R T L R T  
+C 10 24 : F L R T T T T T T T T T T T L R T F R T T T L F T L T R T T T T T T T F T F T T T F R F L T T L R  
+C 58 9 : L T T R R R R R R R R R R R T T L T T T L T F L T R F R F F R L T T R R T L L R T F R T L T L L R L F F F F T T T F T T F T T F T F T F F F T F T R T R T T  
+C 39 54 : T T L L T T F T T L T L F T L L F T F T T T T T F F L F R T L R T T F R F F T T R  
+C 64 75 : F F T F F F R R R L F T T F L L F R L T T T F R L L T F T T T L R T R L L F T L L R F L T T T T T F F F T T T T T F T T T T L R L L T F T F  
+C 54 52 : F L L F T T F F T T T T T F T F T T T T T T T T T T T T T T T T T F F R F R T T R L  
+C 30 33 : R T R L T R R T T T T T F T R T R T F T F T L L R R R F R T L F F T T L F R F T L R R R R R F T R  
+C 36 12 : F T T L T R F L T F R L T T L F F F L T  
+C 52 63 : F R T L L R T F L L T T T R L T R T L L R L L L F R F F T L T R T F F L R F T T T F L R F R R R T T R R L F T F T F L T R F F T F T F R T T T L T R T T R T L T T L T R  
+C 30 23 : L T F T R F T T F L T R F R R R T R  
+C 8 4 : T F F T T F T F F F R T L F T T F F F T  
+C 83 85 : T F L T F L L T R T T T L T T L F F T R T R T F F T T F F R L T F F T L T R T T T T F T F T F T F L R L L T R F T L  
+C 15 33 : T L R L R T T R T T F R F T F L L R  
+C 3 8 : F T T F T T T T F T T T F F T T T F T T F T T T T F F F T L L R T L R R T L T  
+C 42 83 : T T F F R F T T R T L R L F T R L F L R T T T T R T T L T L T F F T F F T T F L T T R L T L T F T T F T T T F L T F T L F  
+C 91 86 : L T T R L R T L T R T L T R T T F R R T F F R R R T L T R R R L T R  
+C 95 73 : L L F T T T T F T T T T R R F F F R F L T R T L T T T T T T T F R L F T T F T T T T R R T T  
+C 40 31 : L T T T T T T T T T T R T R T T T T T T T L T R T F T F T L F T F L T T T F T L F F L L T T R L T T F T L T L R R L L F T T T T T F T T  
+C 71 85 : R T T L L T L T R R T T F R R T T F R R F R T L T F T L T R T L L F T T R R R T R F T T T F F L L  
+C 39 19 : L F T R T R T L T L  
+C 99 88 : L T R T L F T F R R R T T R T T R R T L L T R T T R T L T R  
+C 2 31 : T L R T T T T T L T R T T T L T T T L F R F T T T T R F R R T T F T F L R T  
+C 29 18 : L T T L L L T R R T L R T L  
+C 57 24 : F T T L R T L F F F F T F T L T L T F F F L R T T F T T F R T F R T R F R T T T  
+C 68 98 : R F F L T T T T L F T T T F R  
+C 6 18 : F T T F R T L F T T T T T F R F T F T F L R T T T T R T T T L L R R T  
+C 90 74 : L R F L R T L L F F F L R T L F T L T R L T R F L F T F R R L T R T L R F T F F T R R T L R F T T T T T T T F L R R R F T F T R L T T T T F T T F T F F F T F R R F T F F F L T R F  
+C 64 44 : L F R T T T T L T F L T R T R T F R T T R T T T L F T T T R R L L L T R L T T T  
+C 26 36 : T F T F L L F T F R L R T L R T L R R T R T T F L T T T T T R F L  
+C 8 5 : F T L T T L T T R R R T T R T L T T T R T R L T T T T F F  
+C 48 37 : F R T T T T R R T F T L R T T F T F T F  
+C 24 33 : L L F F R R T T T L R T F R T R F T F L R L T T T T L F  
+C 58 98 : F T R R T L R T T R T T T L L R T L F F F T T L R T L R T F L L F T T T T T T T R T T T L T R T R T T T F T R L L L F T R L T T  
+C 79 69 : R R T L T R R F R  
+C 16 24 : R R F T R F T F L T T  
+C 5 19 : T T T F T T T T T T T F T T F F F R L R T  
+C 64 62 : F F T T L T T T R T L L T R R L L T T T R T L T R L T R T R L T T L T R R L R L L F T T L T T R T T T T T L F R T F T R L L R T F F T F R R L R T F T R T L T F T F R R T T T L T L F F  
+C 40 12 : L R F L T T T L L L F L L F T T T R F L F T T T F R F T R F F R L T L T F L T T F F L R R T L F T R F  
+C 54 43 : F L T R L L F L F T T T F T F T T T R R F F T T R T T L L T T T T T R R L T R T L F R F F T T F T T T T T T T F F F L T T R T L F L L T R R L L L F R R T T F F F T F L F R T F  
+C 68 99 : F T R T L T R R T R R T L T T T R T L R T R T T F F L T R F T T R T T T L F T F R T L F F T T L T T T R F T L L T R R F R T L T R T L T T F T T F L L L R T T F T F F L L T  
+C 32 24 : T R T R R T L T L T F T L L T T R T T T T L L T F F T L R R R T T R L T F R L T R R T T T F F T T T T  
+C 5 18 : F F F F T T T T T F F F T F T T F R  
+C 3 29 : F F F T F T T T T T F F T F F F T T T T T F T T T T F F T T T F F F T T T F T F T F F T T T F T T F T F T F T T T T T F T F T T T F F F F R L R R T L L T T L L  
+C 91 71 : L L R R R R L T F T T T F T F R T T R R T T T R T T T F L T T L F T R L T R R T T T F T F T F T F T L L T T T F T R T F L T F T T R R L T R L T R F T R T R  
+C 13 45 : T T T T T T T L L R R F T L T L L R T F T F T F R L R R T L L F T L L F F F T T T L T T T T F T T T T  
+C 51 28 : T T F T T T F L T T T R F F T F F T F R L L T T T L L F L F F T F T F T F F F L R T L T R F L R F T F L T R L R R F R T T T L T T T T T R T T T L F T F T L T R T F L R T T T L R F R T T T T T L L  
+C 74 96 : T F L T T L T T F L R F R F L T T T  
+C 73 80 : T L L F L T T T R F F F L T R R T L L T  
+C 71 95 : T T R T L T T L F T R L T F T F L T R R L T R T T F L T L F F R L T  
+C 29 18 : R R T T T T T L T R T T T T T L F T R T T T T R T T T T  
+C 39 24 : T T L F T R T R T T T L F L F T L F L T T T F R L L F T T L L R F T R F R F L F L T R R R T L L T F R F F T R F T T T F T T T F R R T T T F R T R R R F F R R F R T  
+C 37 5 : L L R T L T T T T F L F L F T F T T F T F F F T F F F T F F F F F T F F T F T F T F F T T T F  
+C 78 59 : R F L L L T L T F R T T R T L L L T T R F F L T F L T R R T F F F L T R T L R R T T T T T L T T F T R T L T T T R R F R T L T F R  
+C 55 65 : L T L L T T T R T L T R R T T T R R R T T R T L L F L T T T T R T T T T T R L T R T T F T F T  
+C 94 96 : T T T T F L L T R R T L L R L F T F R L F L T T L R L F T T T T T F R L R T R T T T T T L T R T T T F R T L R F T F R T T T F R T R L R T F R R F T F L R R L T F R R R T T L T T T  
+C 46 75 : R T T T T R T L T T T R T L T T T F R F T R T L T F L F T F R L R T F T R T L T  
+C 46 85 : R T T T T R T L T F R T L T T L F R L T T T F T F T R T T L T R T L L T T L L T T F L F L F T T T F R L L F T T T F F T T F T T T R R F R T L F T F F T T T L T L F F F T F T  
+C 27 89 : R F F L T T L R R T L L L T L F F L R T F T F T F T F R T L T T F T T T T T  
+C 5 18 : F T F T F F F F T T T L  
+C 93 70 : F F T F T F F T F F T F F F T F R R T L T L R T L T R R T T T L R F F R L T R R L T T T T T F T T T T T F T R R T L L T T T R T L T F R T T T L L T L T T T F T L L L T T L F T T T T T F R T  
+C 27 45 : T R T L R R F R L F L T R F F F T R T L T F F T R F R T R L L T T T F T F T T T R F R R L T T F T T L T T T T F R L L T T R T F R T T R T L F L L T R T F R T L F R R F L L F L R F R F  
+C 38 19 : F T T L F L T R T L T T L L T T T T R R T L F  
+C 65 51 : T F T F T T T R T L T R T R R L F F T T T T L T R F R L T R T T L F L T R T L T T T T T R T T T T F F R T L L T L F L T T T T T T T T T R  
+C 94 86 : T T T T F L T R F T F L T R F T T T T T F L L T R R F T T T T T F F L  
+C 9 48 : T L L T L T F L F T F R F R L F T F T R T R F T T T T T T L F L T T L T T  
+C 86 80 : T F F F R R F T F T T T T L T R T T T L R T T L T F L L L F F T R R F R R F F L T F T F T F L L T T T R R T L T R R L T T T T T R T T L L L F T R T L T  
+C 68 99 : R F L L T F T L R F F R L L T T T T T T L T R R R T T L T R T T L L L T R R T L L T T L L T R L F T T F T T T T F T F T F L T R R R R R T L L F T F R T L F T F T T T T  
+C 57 32 : L F L F L T R F L R T F T R T R L T R F F F R T T T L T T T F F T T L T F L F T L T R T T T L R T L R T L T T T L T F T L T T R T L R T F R L T F L T T L  
+C 96 85 : T F F T T T F F F T F R  
+C 12 28 : R L L R F F T F T T F L L F F F T T R F T L F T F L T R F L F L L T T T R T R R F T F T T L F T R T T F R T F T R F T F R R T T L R F T F L T R F T T L L T F  
+C 27 44 : R F F T F T T T F L R T T T L R F L T L L F L L T R T F R  
+C 55 95 : T L T T R T T T T F T T T L T T T R R T L L T T T L F R L R R T R L T T T T T F F T F T F T L L R R F R R T T L T R R R  
+C 61 52 : F T T T T L T L L T R T L L T R R T L L F T R R T L L T T F L T T T R F R L T R R T T T L L L T T T T L  
+C 52 63 : F R L F F T F T T F R T L L T R F R R T L L T R L F L T R T L T T T R T T T L T T T R F F R L F F T F T F L F T F R T T T L F T F T F T F T T R F F R T L L T R R L L L T T F T  
+C 43 8 : F T F T T F T T T T T T T F T F T T T T T F T F T F F F T L F T F R T T R L T F T F T F R R T T L R F R T T T F R L T T F L T T F T F F T T T F F F T T T F T F T T F T T T F F T T F F T  
+C 96 70 : T T T R L F F T F F F T L T T R T F L L F T R L L T L T T T R L L L F T T T T T R T L T T T T T T T T T T T T T T T F T T R L F F R T R F L T T T R R T T T L R  
+C 55 23 : F L T R R L F T R T L T R T L F T F F L F L F  
+C 46 14 : R T T T T F R T L L R T R T F T F R L T R T L T F T T L T T F L R L F L R L R T F F T F R T R T F F T R T L T R T L L F R R R L T L L L T F T L R L L T F T T R R R R R T T R T T T L  
+C 27 14 : T F F T F F R T T T L F F F F F T T T T L L L F T F R F T L T T T R L T F T F T T T T T F T L T R T T T F T R L R T T L L F T F R L T T L R R L T R L L L T L T L R R R L T T L R F T T T F F T T T  
+C 8 4 : F T F F F F F T T T T T F T F T T T T T T T T T T T T T T T F F T F T F T F T T T T T F T F T F T T T F T T F T F F F T T T F F T F T F F T F T F T T T T T F T F T  
+C 94 86 : T T F T T L T R T T T T F T T T T T T T F L R L T F R T F T R F T R T  
+C 3 18 : F T T T T F T T T T T T F F T T F T F T F R L R T L L T R T R R T T T L F L L T R F T F T T R R T T T T T L L F T T T F T R R R F T T T T R T T T T T L F T R F L T R L F R T T T T T L  
+C 27 51 : R T L T R R T R T L F L F L L T F T T R F F R L L L T F T F F F F T T T T L T R T L T R T T F F R L T R R T L L F  
+C 50 25 : R T R F T T F R L L R T R R T F T T F F T T T F F F L F T F T R F L L T T T T F  
+C 83 86 : T R R T L L F T F R T T T T T R F L T F R T L T T T R R T T F T T T F L T T L L F L T R R L T R F T R F T T F L R F R T T F T T T T L T R L L R T T T F F T T T T T R  
+C 71 80 : R T T T L L T R T L T T L L L L L T L T  
+C 15 55 : T L R L T F T L F R T R L L T R T T L T T R R T R F T T L T R T T F L F L F R L L T F F T F L T L F L F T R R F F L F R T R R L R T T T L T T T T T R T L F R L F R F F  
+C 4 58 : F F F T T F R T R T L L T L R L F F L R L T L F F T T T F F T F F L L L T L T F R T T T L T R R T L L L T L T R R F F R T L L T L T R T R T T T T  
+C 25 29 : T F F F L T R T T T T F T F L L L R R T R L T R F R L R R T T T T T L L F R R F T L R T L T L R R T T T L L F F F T L R T F R T R F F F R T T T L R R T T R F T L F L F T F L F T F F F  
+C 28 45 : T L R F L F T  
+C 23 45 : F T F F T R L L T T R F R T T L T T T T T L T T R T R R R R T T T L F L F T T T T L L R  
+C 65 44 : F L T R F R T T R T T F R R F F F R R T F T R T T R T L T R T L L F L T T T R T T F F R R F T L T L T F T T T L R R T T T L L L F L T R R L T T F F T F R R T F F L F L T R T T T R R T L  
+C 13 18 : F F T L L F F F T L T R L  
+C 74 86 : T T R T T L R R F T T T F L L T R L L T R T L  
+C 75 44 : F T R T T T T R T T L F T R R F T T R T R T L F T T R F L L T R R T T F T T F L R T T T R F T R F F T F R T L R  
+C 10 65 : F T T F F F T T F F T T R R L F R T R T F F T T L F L R T T F R R T T L R T T F F T F L R T L L T R T R R L R F F L R R F T T F F F T T T T T F F F  
+C 73 82 : T T T L L F T T T F F L T F T T L L L R T L L T T T T T R L T R T F F T T T F L T F L L F T T T T T R T L T T T F R R T T L L T  
+C 57 89 : F L T R T F L T R F T F L T T L T T T R T T R F T F T R T F F F T F R T T T T T T T L F T T T T T T T F T T R T T T T T L F L L T T T R L T R L T  
+C 31 22 : F L L T L R R R T F L L F T T F F T F F T L T T R L R L T T T F T L T R T T T L T R T L T R T L L T L F L F L F F T L R T T T L L T T T R T L F T L L T  
+C 65 62 : T R T R F R R R L L R T L R F T F T F  
+C 60 96 : L T T R T L T T T R T L T R F R R T L L T T T T F T F R T L T R T T L F T T T F R R R T T L L T L F L F T F T T R L R T F R R L T R T F T T T T R R T L T R F F T F T T T R F L T F F F T F T T F F T  
+C 94 96 : T T F T T L L T F L R T L R L T T T L R R T T T T T F F L R T L R F R R F R R F T F L T R F R T T R F T F L T R T L T L F T L L L T  
+C 30 33 : R T R F L T L T T  
+C 64 94 : F R L R F R F  
+C 83 65 : T R R F R L F T F F T F T R R F R F R R T T T L T T T R T R F T F L T R F T F L T L F T T T T T R L T L T T L R L T R T L F R T T L F T R L T T F F T T  
+C 66 46 : T T L L T R R L R F F L T R F F F T R R L F T T T R T L T T  
+C 23 14 : L L T T T R T R F F T F  
+C 60 63 : L R T T T T T T F R T T R T L L F L T R T L T T T T T T T T T T T R T L T T T R T L T R F T T F T T R  
+C 58 98 : R F F L L T F T F T F R R F F F T F T T F T T L L T R T L T T T F T T R R R L T R R T T T T F R T T T R F R R T T T L L L T F T R T L T R F F L T R T F L L T R R R L T R R T F T R T L L T R T  
+C 88 48 : L F F L R T L T R T L L  
+C 20 21 : R T T F T T T T T F T T T T T F T R T R T T T T T F T F T L F L T T T L T T L L R T R  
+C 26 45 : F T R T T L T R R T F T R T T T T T L T F F T T R T R R R F F T T R L T R T L T F T L L T T T R T L T R R F R T L R L T L  
+C 28 57 : T F R T T L T R R F F R L L F R T F L R T F T F F R T T F R L T T L L F T R T R L L T R R T T F F R F R R T L T F T T F L F T F  
+C 20 13 : R T T T T L F F L T R F R T L T T L F L T T F T F R L T L R T T F L T F T F T F T T T F T F T T T T T F T F T L F F T T T R F R F T  
+C 58 25 : T T T R F L F L T F R F F L T T F R T T T T T T T L F L T T L L L R F T R R F R T L T R L T F L T T T R T T  
+C 76 74 : T R L T T T F T T T L R L L F T T R R R L R  
+C 50 63 : R T T T T T T T T T R F R L  
+C 4 29 : F T T T T T T T F T F F F T T T T F F T L L T R R T T T T T T T L L R  
+C 5 43 : T F T T T T T T T F F F F F T T T L F T R R T L L R L F T L T T F L R F  
+C 38 28 : F L F L R R T T T L F L R T L  
+C 97 74 : T T T F F F T T T T T F F T T F T F F F T T T T T T T F L R T L L T R T L T F T F T R T T L T T F F R R F  
+C 53 76 : R T L T R L T R T L F R L T R R T T T L T T L F T L F T F T R T R T T R R T R T F F T F T F T R F T T L F F T R T R L R L T R T T L L T T  
+C 94 71 : F T F T T T F L T L L F T T R T T T L R F T R T T L T R T T T R F T T T T T T T F F L T T F R T F R T L F T F R R T L L R R F R T R F T T T F F T F T F T F F T T F F T L T T L T T T  
+C 44 56 : F L T F T T R T F R T  
+C 93 75 : F T T T T F T T F L L T R T L T L T T R T T T T T F T F T L T R T L R F R T R F R T R R T R T F F T F R L T R R T T L T R F T T L R F F  
+C 64 86 : F F L L F T F T F R R L F T F R T T L L F R T T R L R T F F T T T L F L T T T R F L T R R T L L T R T R T F T T T T T F T L  
+C 3 37 : F F T F T T T T T T T T T T T F T T F T T T T T F T F F F R F T T R L  
+C 6 18 : T F T T T T F T F F T T T T F T T T F F T T F T T T F T T T F T T T F T F T T T T T T T T T F F T F F T F F F T F F T T F T F T T T T F F T F F F T T T T T T T F F F T F T F F R L T T T L T R R R R  
+C 44 25 : R L L F R F L L R L F L L T T R T  
+C 33 58 : T T L L L T R F T T F R L F R F T F L T R F L  
+C 36 27 : T T F L R T T F T F T F T R F R T L L R F R T L T R T L T R T T T T T T T T T T T T T L T R T T T T T L T T T R T L L T T F  
+C 54 62 : R R F F T F T F T F T T T R L F T T L T T T R F F T F T R T T T L T T F T F R  
+C 24 11 : L R T F F L T L  
+C 75 86 : F R R L L L L T L T T T  
+C 37 26 : L T R F T F T F L T T T R F T T R T L T R T F R L F L T R L T T R R F L F T T F L T T T R F T T F L  
+C 77 56 : T T T L T L F T L R L F T R T T F R T F T R T T L L F F F T F T F T T T F F T F F T F F R F L F L L T R R F F F T T R R R T T L L T R F F T T T T T T T T T F T F T F F F R T R L F T R T L T  
+C 21 12 : F T T L L T  
+C 36 13 : T R T T R F F F R R T T T T T L L R T R T T F F L L T T F T T T F T T L T F R T T F T R L F L T L T F F T T T F F L F T T T L R L F T T T F T F T L T R T T T F R L L T F T F  
+C 71 80 : T L L L T L T L T F T R R T F T T T T T T T R R T F L L L T T T  
+C 69 89 : T T T T T L T F L R T L F T L F F L R R R F T L R T F T R L L T T L F T T T  
+C 13 32 : T F F T T T L R T T T L L F R F R R F R R T R T L R T R T T R  
+C 73 80 : T L R L T T T R L R T L T T R T L R T L R L T L L T R L L T R L T T F F L T R F F T T F L T F R T T R F T F L T R F T R T L T F L L F T T T R T R R T L F T  
+C 97 72 : T F T T T L L L R F T F F L T R R T T L R L F T F T T T F L T T T T T R T  
+C 57 78 : L T T T L F T F T T T R T L T T R F T F T T T T L R F F T F T  
+C 30 23 : R T T T F T T T L F L T L T T L T R T L L F L L F L F R R T R T L R L R R T T R T R L R R T T T T T T T L R T F T T F T L T R R T R R R L T  
+C 3 18 : F F T T F T T F F R  
+C 45 56 : T F F F T T T T T F F R F T R T R T L L L L F R R T R T T T L L L R T L T T L T R L L T T T L F F T F R R L F T F T F F L T T F L R T T T L R L T L R F F L L T T T T T F T  
+C 48 57 : F T L L T R T F L T L F L R T L R T L R T L R F F L  
+C 24 33 : T F L R F R T T T F T F T L T R T L L R R L T R R R R T  
+C 91 72 : L R L T T R T L T R T T T L T T R F T L L T R F T F T F T F T T L L T T F T F T L L L T R R T F T R T T L L L F L  
+C 36 27 : T R L F L T L F L L F T T T F F T F F L T T R L R T L R T L L F T F F F R L F L F T F L T T R T L T T F T T F F F T T T R T R T L L F T T L  
+C 9 27 : T L L T R R T F F T T F T F F R T T F R  
+C 38 14 : F T T L T R T L L R F L F T F T T R L T L R T T L T L F T T T L L F F L L L  
+C 95 65 : L R T F T R R T F L L L T R L L T T R L F T T T L R T T F R R T L T T L T L T R T L T F T L F T T L L T T F L T T T T T R L T L F T L T L F T T L L F L L F L T R  
+C 30 26 : R T R T T L T L F L L R R T L F T T L L T R T L F R R T L T F T T T F L T L T R R T F T T F F L L T R L T  
+C 81 83 : F T L T L T T L T F R R T L T R R T R T F T R T F T R T T T T T F T R T T F T T T R T T R F F T L L T F T L L T F L T L F T L R F R L F L L T T T F F T L T F T R L T R F L T R R T F L T R L F F L T R  
+C 42 24 : T T T T T T F T F T F F F L F T L F R T F T T T R T T T L L R L T T T R L T R L T R L T F T F T R L T T T T F T F T T T F L R T F T T T  
+C 83 86 : F T T F R R T F L L L L F T F F T T T L R T T T T R R R T L F T R  
+C 40 31 : L T T T T R L T  
+C 98 58 : L R R T F T R T R T L L T R T L T T L L T T F T F R T T R T T T L T T L F T F R T L F T T T T T R R F T T F R L T T T R T T T T R T R R F T F T T L L T T T F T R T F R F T F L L T L T F T F L T R  
+C 30 21 : L T L F T R T R T T R T T T T T F T R F F L L L L L F T L T L T R T T L L T R R L T F T L F T R R F R R F F F R L T R R T T L L F T F F R T F T T T R L R R T T R T L L L T T T  
+C 96 85 : T R T T L R R T L L T T F T F R T T L T R T T R T T F R R T L T R F T T T T F L L T T T R L R F L T R L L L T F T T F T F F L L T R R R R T L R T L L T F R T T T L T T L T  
+C 3 37 : F F F F F R L T T R R F L  
+C 23 18 : F F T R L T T L T R T T F F T F L T L T T T R T L F T F F F R L R R F T F L R L F R T F T F T F F T T T T F F F T T T F T T F T F T T T F F F R T R T F T T T R T R T L  
+C 50 52 : F T L T R T L T T T R F F T T R T L  
+C 65 46 : R R L R F F F T R T F T L F F T T F T F F R R T L L F F R T T L F T T T R T T F T F T L F R T R F T F F T T F T T L L R L F F F T F T T F F F L T T F T F T F  
+C 39 19 : T T L L T R R T T T L L T R T T T T T T R T L L T T T L L T R R R T R F F L L F R T T F L T T L R T L L L T R T T R R R T T T T R R T R R F F L T F F L L R T L T L L R T T R T T T L L T L  
+C 58 88 : L R R R T T R T L T F T R F T R T R F R T T R T L T R T T R L F T F T F F T T L L T R L T F F T F L T L T R R R R R R R T L T R T T R T L L L R F R T R L T T T L T F F F T T F T R T L L T R F T  
+C 83 70 : F L L F L R R T R L T R F T R T R L T F T F T F  
+C 57 13 : L F T T F L T T F F R R T T T F  
+C 3 37 : F T T T T T T F T T T T T T F T F T F T F T T T F T F F T T T T T T T F F F F T T F T F F T T F T F F R F R F R T L T T F F L T R R F T F T T R T T L  
+C 74 85 : T T R L T T T T T R L T F T L R T T T F F L T F L T R L L L L L T R R R T T T L L T R R T T T L T F F T F F F T T T T T R L F R L T T F L T R T T T T T L T T L F T T L T L T T  
+C 10 23 : F T T F R R T R R R T R R T T T T T T T L F T F L T T T T T R F L T T T L L L T R R R F R F R R R R T L L L L F L R T F R T F L F T T F T F F F R L T R R F T F F L T T R R R R R R R R R T  
+C 89 57 : L T T T R T T T L T R T T R F R T T T T T T T R L  
+C 94 96 : F F L F L F L L F R L T R T L T T T R L F R T L R L T R L T F T L L  
+C 54 13 : F L F F R L L F T F T F L T R T L L T T F L L T T T T T R L R T R T F F L L T L T R F R T F L R L F T T L R F R L F T L T L T R T R T F F T T F F T T T T T T T F  
+C 32 11 : T T L R T F T F R R R L L T R F L R T T R L T F R R T L T R T F F F T  
+C 85 76 : F R L T F F F T T T F L T R F T F T T F T R R L T T T F R T T F T L L T T T F R T F T T  
+C 13 55 : R T R R L F F F L T R F R L F T T F T R L R L F T T R T L F R R F R T R T F R L T T F L L R L F T F R R L L T R R L F F T L L T L T F R  
+C 43 41 : T T T T T T T F T F F F R T F T F T L T L T F R R L F F T T T F T F T F F F T L T L F F T F T F T T T T T F F T F T T T T F T T  
+C 72 97 : F F R L R L T R T R F T T T T T F F F T T T T  
+C 60 51 : L T T R T T T T T L T T T T T T T R T T  
+C 66 63 : L T T T T T R L R L T T R F F R L T R R L T F T T T F T R L T F T F T L L T T R F R T L T F T L T R T L T T T L T T F L T T T T R T F F L R L L R F R T F T F R R R T T T T R T L F R F F T T T L R R  
+C 70 86 : F R T T R T T L T R F L R T L L T T T R R T L L T F T F F L L T T F L T R T T T L T T L F F F R T T R R L T R T T T T T T T T L L L F T F  
+C 11 23 : L T R T F R R L R L T R L R L T T L F T F R F L L F T R R R T T F F T F T R R  
+C 4 26 : F F F F F T L F L R T T R T L T R T L T R T T T T T T T T T L T T T R T L L F F R L F T F R T T T T  
+C 38 19 : F T T L L R R T L L T T L T T  
+C 72 55 : F F R T L F T T L L F L R T F F T F T F T T T T L T T L F F F R T F T T L R R L T T F T T T R R L F T R T L T T T R L L L F T F R  
+C 57 88 : F T T F L L T T T T T R R L L T R T T R L L T T T T L F F T F T T T F F L T  
+C 53 56 : T L R T L R T L R T L R R T L T R L T T T R L F F T T T F F T L R T T T L T R T F F F R R F T F T T L R L F T R T L T T T T T R F T L T T T L R T T R F T F L  
+C 5 19 : T T F T F T T T T T F T T T T F T T F F T L T R T F T F T T T T T F T R L R F R T T T L T T L F F R T T T L F T T T L T R F L T R F T F L T F R T L T R T T T L F T R T L T T T T  
+C 50 63 : F F F T T R R R T L F L T T F L T T T T F T T T F T T R L T T F L T T T T T R T T T R T L R L F T R F R  
+C 18 22 : R T T R F F F F F L T L L L L F L F T L T R T F R L R T R F F F R R T L L F T T L L T R L T R T R T F F F R T L F T F F T T T R T R R T R F T F F  
+C 71 95 : T L L T T L T F T R F T R R T L L F L L T R T R L L R T L T T F T L L F T L F L T T T F T F T T T R L L R T T T T F T T T T T T T F T T T T  
+C 21 20 : R L F T T L R T L R R L L T T R R T F T F T T T F T F T F T R F F L L R R R T T T T T R T L T R F T T T L L R T L F T T L T R T F R L F T T T L R T T T T T L R T T T F R R L T T T T R L T T T F  
+C 31 22 : L R T T F R R R R R T L F T L T T R R T L L F L L L F L L T T L R T T R R T L T T L T T  
+C 10 23 : F L T L T R R T T T T T L L R T R F R R R R R R T L L F L L T L L L F T F T F T F R T T T T F F L T T T R L R F F F T F R T T L L F L T T T T L L L R T F T R L T R L T R R L L T R  
+C 13 33 : R F T R L T L T R T T L F F F T L R T L T R T T T L T T R T L T R T L R T L R T F R T T F L  
+C 33 39 : L F R R T L L F T T T T T R F R T R F R R T T T R F T T L L T R R F L F T F L R F T F T L R T R T L T L L R R T T T T T T T T T T T T T T T T T L T T T R T  
+C 16 4 : T T R L F F R T F T T L R T T T T L F F F F T T T F T T F T T T F T F T F F T T T T T T T  
+C 18 7 : R L R R T T T L L T R R T T T L F T F T F L R T F L L L L T F R T F  
+C 7 19 : T F F F T T T T T F F F T F F T F T T F T T T T F R L T T R T T T  
+C 4 26 : F T F T T T F F F T T T F T T T F F F T T T L F T T L T R T T R T L T F T T L F F T F T T T F T T F T T F T F F T F T T T F F F R F R F R T R L T R L T  
+C 50 75 : F T L T R T L T T T T T T T T T T T T T R F R T T R T L T T R R T T T L L R T T T L R T F T F T L T R T F F T T L T R F R L T R T T R R R T F F R  
+C 30 23 : F T T T T F T F L T T T F T T T F T F T L T L T T T F T L F L L L R T T T T R T T T T T T T L F L L T F R R T L F T T T T T  
+C 61 56 : F L R R T T T L T T T R R R R R R R T T R R R R R T L T R R T L L R T L T L L L L L L L L R T T T L T L T T L T R F T F F F F L  
+C 6 19 : T T T F F T T T T T T T F T F T T T T T T T T T T T T T F F T T F T F T T T T T T F F T T T F F F F R F L R R T L F L R T L T T T T R F T F L T R T T T L R T T L T F T F F T F R L T T R T L L T T T R  
+C 49 78 : R T L T R R T L L L L L L T R T L T T L R R F L T R F T T L T T F T R R T T T L L L L L F F F F L L T T T T F T R T T R T L L T R L L T R R L T T T T T R R  
+C 60 54 : L T T R T L T T T R T L T T T T T R F T T R R T L T L T T L T L L T T T T R F T F R T T L T T T F R L R R T L F T F R T L L F  
+C 66 75 : L L F L T R L L T T F T F R L R T T R T T L R F F L L F F T F T L R T T  
+C 38 28 : F L F T F T F T R R F T F  
+C 96 71 : L F T T T R L L F T F R L T T T F L R T T T L R L L F T F T L F R T L T T T R T T T F T R F T T R F F T T T T T F L R T F F F F F L T F T L L L L F T F T F T F R R T L T T L F T T T T T F R  
+C 39 54 : T T L L R R T L T R T R R T F T T T F T L F R F F L T T F F L T T L T T T T T F R F T F T T L F T R F L L T T F L L F L T R T R T T T L L T L T T T T R R T L F T T T R F T T  
+C 96 84 : F T R L F  
+C 22 11 : F R R R F L F T T T L R T L T T R T F T R R T L T T T R T L R T  
+C 91 95 : L F T R R T T T F T F T L R T F L T R R L T T T R F L R F F F R F R T F T T T R T L T F F T  
+C 93 86 : F T T F T T L R L T  
+C 74 80 : T T F L T L F T L R T T L R F T T T F F L L F F F F R T R L T  
+C 78 89 : R F T R T R T L T T T R T F L T T T T T T L F T R L L L L L L T T L  
+C 85 45 : T R L F T T T T T F F F F T F R L R F T L L T R L T T R R L T R L F T R T L T T T R F R T T  
+C 15 23 : T F F L R T R L L T R R F T R T L T T R T T F F F T F T T F L T T F T F L T R L T  
+C 28 4 : F R T T R T T T L F L L L R T F L L R T L F L T R L T R L T R T L F F T T T F T F F F T T T T T F F T F T F F T F T T T F T F T F F R T L F F F  
+C 21 23 : R R R T T T L L R F R T L R T F L T F R T R L T T T R T R T L T L T F T T T T T L L R R T F T L F F T T T R T T L L T R T F T T T R R L L L  
+C 95 82 : F T T L F R T L T L T F T L F L T R T R R R T L T R T L T R T F T R L F T R T R R L T T F T T T T F R R T T T T F F T L T L F T F R L F R T L F T T F F F L T T T F T F T R F F T F R T  
+C 9 27 : T F F T F F T T T F F T T F T T F F T F T F T T T F F F T T T T T T T T F R F T R R F T T T L T R R T T T L F T F R T L T T T R T L L F  
+C 42 26 : T T F T F T T T T T F F T F F T T T T T T T F F T T F T L L L T L T F R T T L T R L F L T T T T T R F R R T F F T F F T T R T F F T L T R R L T  
+C 95 65 : L R T F R R L T T L T R R L T L T R T R F F T L T L F L R F T F F T T R L T F T L L R L T T T F T T L  
+C 11 21 : L R T T T L R T L T R T F F R L T L R F T F T F F L T R L R L R F T T R R T T F F L T R L T R  
+C 26 14 : L L F T T T F T F  
+C 10 28 : F T T T T F F F F T T T F L R T F T R L F T F R T R R L F L L T R T L T T F F L R L T T L L T R T L L T T T R R F F L T F T L L R F F T T L R T F L T T L T F T L T L F F L T T T L F L R R T T R  
+C 28 16 : T T T T T F R  
+C 66 44 : L F T F R T L L T L T T T R F R  
+C 5 19 : F T T F F F T T T F T T F F F F T F F T F F T T T F F F F F T F T R L  
+C 64 55 : T T T R T L F R R L T R T L R F T T F T L T T R T T F R L R L T T T T L F L R T R L R T L T T T T R L L T F T T T T L F T F T T T T R T L F T R F L R F T L T L T F F T T T F F T T L R  
+C 11 23 : L R T L T R T L L T T F R L F F L L F T F T F L T L T F F T T T F T F T F L T R F T F F F L T R T L L  
+C 90 26 : L R L T F T F L L T R T L T R T L F T R F L R F T F T F F T L R T F T F T L R F T T F T F R T L T R L T F T T T F T F L L T T R F T T R T T F L R F T F F  
+C 83 70 : T T T F L T L R R T L F T R F L T R T T T T T T L T T T L L T F  
+C 77 80 : T L T R T L R T L T R L L T R T T R T F F F F R T R L T T T T T F T L T T T R R T T R T L L F T T T T T F R R R L T T T R R T L L T F R T L L L L T R F T R T T T F R R T T R R L T F T T R T L  
+C 50 33 : F F T F T F R T L T F T T T L R T F L L T T T T L R T T T L L T F R T L T R L L R F T F R L T R T R L F R F T T F T F T R F T L T L R F L T F R T L L T L L L R T T F R L F F L T R T T R L T F L  
+C 83 76 : T T F T F R R T T T L L F T F R T T R F F T T T T F  
+C 31 23 : F F L R T F L R R T L L R T R R T T F R T L T R R F T F R T T R R F T  step 28 node 24 direction R is illegal [HIGH-CONF: conf=0.2317, top3=['T', 'L', 'R'], probs=[0.4178,0.3218,0.2317]]
+C 5 19 : F T F F T F T F T F T F T F F F T F F T F F T T T F T F T F T F T T F T F T F F T L T T F T T R L T R L R T T R T T T T T L R R T T T L L  
+C 97 84 : T F R L F T F F L T T T F T T R R T L L L T T T L T T L F L T R T F F T T T F T T R L F L R T L F R R L F T T T F R T L F F R T R F L T T T F T F T T T T T T T T T R F L R F R  
+C 26 63 : F R T R F T F T F R T T T T R T T T L L T T F F R T R L F F T L L T L T F R T T T L F T T F T F R T T L T L T T L T F R L L T L T R L T R R T L R T F T F T F  
+C 58 98 : F L T R L F T R T L F T T L T T L T F R  
+C 66 46 : T T L L R L L F R T L F T F L T F R T T T T L T T F T R L F F F L F  
+C 65 62 : F T F R T L T F R L T R L T F F T T T  
+C 93 71 : F F L R L L F F F T F T T F T F T T F L R L T L L T T T F R R F T L R R T L F T T T T T R T L T F T T T L R T F L L L L L T R L T L T F L T R F T L R R T L T R R F T T T F  
+C 98 49 : L R T T T L L T T L T T T R T L L L L T R T L L F T R R F T F T T T F R T L F F T R T T R T T R R R L T R R F F F T L L L L R T T T T T F T R T T R T T R T T R L T R L T T  
+C 5 38 : T T F T T T T T T T F T F F T T F F T F F T F T T R F L T R R T T R T T F T T R  
+C 42 11 : F F R L F L T R F R R L T T T T F R L T R F T F T F R T R T T L R R T L T T T F F R T L F F T R L T R L L T T F L L F T F L R T R T T T T T L R T L  
+C 91 54 : L R F F L L T F L L R F L T T T F L F R L L T R L F T F R L T R L R F T T F T F L F R T F F L R R T T F R F L T R T T  
+C 43 45 : T F T F T F T F T F T F T F T T T F T T F F L R T T T R T F F T L T T F T R F R F T F L T R T F F T T L F T T T T T R R T T  
+C 68 98 : R T T F F L L F T R T R T T R T T T L T R T L T T F T F T T T T R R R T L L T T T T T T L T R R T T F F F R T L L T L F F  
+C 91 80 : L L T T R T F T R R T R T T T R L L  
+C 48 59 : R L T T T R R T T R T T T T T T R R T T T L T R T T T F T L R T T T L L T R R T L T T T R T L T T T R T T F L F R R L L T T T R L T R T T T L R R T R F L F L T T T T L T R T L T R R F T F L T  
+C 51 55 : F R T R R R T F T T T R L T T T T L L L T L L F T L T T L L F F T F R L  
+C 7 4 : T T T F T F T T F F T F F T T T F F T F T F T L F L R R T T T L F L T T R L F F F T F T F T F F T F F F T F T T F T T T T T F F T F F F T F T F T F F T T  
+C 60 82 : L R T L T R T L T T T R T T F T F L T T T R F F R T T L F T F T L T L R L F T L R F F F T T  
+C 42 26 : T T T T F F F L F R L T R L T R L T  
+C 41 82 : F F F T F F T F F F L R T L F R L L R R T F F T F T R R L T R T F F T T F F T  
+C 74 85 : R T T L F R T L L T  
+C 27 38 : T T T T R T T T T R T L T F F T T L T R F F R L F L F T F F T T T L F L R T L R T T F T L R T L R T T T T R T T T T T L L R F R  
+C 98 59 : L R T L T T L L L R F F R T T  
+C 93 86 : F F L T R T T T L L T R T L T R L L T R F T F F T T T T T R T R T T R L R T R T F F T T  
+C 19 56 : T T R R R R T T T T T R T F R F R T L F T L T T T R F R T L F L T R T T T F T R R T L L T T F T F T R L F T F T T R R F T R F R F T F T F T T F F T F F T T T T R T T L L F T R T L T R L L F  
+C 43 45 : F R L L L T T F T F R L T R T T  
+C 38 28 : F T T L L F T L T L R R T L L R F T L T T R R  
+C 55 70 : F T T L T F R T T L R F T T F L T T T R T L R F L T F R T T R R T L T R R  
+C 96 64 : T T L L T R T F R T T T L T T F T L L R T F F T T T R F R T T T F R R T T L L F L  
+C 59 26 : L T R F R F F L  
+C 30 11 : F F T F L T R T R T T T L L R T T T L L L T L L R T L R R T T L T F R R T T T T R T R F R T F T T T R F L L T T L T T R T L T T R F R R R T T L T R T L T T T L L R T  
+C 16 7 : R L R T R L T R T L F L F F T T F T T F T T T T T T T T T T T F F F  
+C 61 52 : F T T F T R  
+C 32 35 : F T R F R R L F R F F R T F T R F T T T R L L F L T T T R F R R L F R T L  
+C 98 28 : L T L T R T L T T T R T T T L L L L T F F F R T T T F T L T R R F T T L T L R F T R F L F F T T T F T T F F T T T L T T T R T F T T F F F F T T T F F F F R L T T T T R R T R T L  
+C 86 14 : L T T T R L L F T R F T T L F F T F L L R T R F R L T R R T F T T T T L L T R L L F R R T F F L T F T F R R F R R F R T L T R T R T F R T L R  
+C 8 66 : T F T F R L T R R T L F R L T L T T F L L T T T L F L R R T L L F L L R L F T T T L R T L T T R T T T F F L L R T R L L F F T F L R  
+C 47 22 : R L R T F R T L T T R T F T L T F R R R T T T L L T T L T T R R F L F R L F R R T L T T F T T R R F T R T F L T F T L L T  
+C 14 55 : F F T T T F L R T T R T L T T F T F T F R T T L F R F T F L F L R L L F T T L T R  
+C 26 13 : T T T F T R T L F F T R T T T L R T F R F R T L F T R R R R F R T T T L T L T T T T T R L R F T T L  
+C 23 32 : L R F T L T L L F T L L T R F T T T L R  
+C 42 53 : F T F T F F T T F T T R R L T T R F F T L R T L R T F L L T T F T T T T T R R T L T L T R T T T R T F L  
+C 26 63 : T L F R T T T L R T T T T F R F T T L L T F L T R L T L T R R T T F F T T T R T T F L R L L L L L F R F F T F L L L T R T F F L T T T R F R T R R R R R T T R T T L L T R  
+C 40 22 : L R L T T R T L R L T R L R  
+C 59 68 : T R R R T L L L L T R L L T L F T F F F R R T L T R T T R T L L L L T F T L R T T T T T L R R F T F T F L T R T L T R F T T L T T R T L T L R T T R T L T T L R T F T R R T L F  
+C 76 70 : F T L R L R T F T T F T R L L L F T T T F R L F F T F L L F L L T F R T F T L T T R R T T R L T F L T T T F R T  
+C 22 76 : F T F L T R F R T F T L F R F T T R T T L L L T L R T T T F T T T F T F T T T T T F R F T R L  
+C 49 98 : T L L T L F F T F R T T T L F F L T T T R F T L R T F T R T L T F R R F T L L T R R T L R R R T L T R T L T R R L T T T F R R R L T T T F T T T T R T L F T F T T T L L L T  
+C 41 62 : F T T T T F T T F T F T T F T F F R L T R T F R R L T T F T F T L R T  
+C 40 22 : L F T F T R L R F R R R T R R R R R R R T L T T T R T L T T T R L T R L R L T T T R F T T L T L L T R T L T R R R L R R R L T L L L L R L L T R R F  
+C 27 39 : T F T F T T T F F T F F R F T T T T T L F R R T T L L F F L F R T L L R L T T R T R T T T T T L T R T T T F T F T F F F F F T T R R T T L T R L T L F F R  
+C 29 27 : R T L R T L L T R T T T T T L T F T F T F R T L F T R R T R L T R L T L T T L T F R T L T T F L T R T T T L R R T L F T R T L T F T L T L L T F  
+C 80 75 : F R T T T F T F T R L R F R L T R T T T T T L R R T L T L F T F F T F T T F T F F T L R T F R R L T  
+C 75 96 : L T R F T T T R T T T L T T F T T T T L T R F R L R L F T R F T F L T  
+C 38 28 : F L L F T L F R T L F T R R F T L R F R T T T T T T T T T F F F F F T F F F T T F T F F F F T F F T T F T T T T F R T R T T T F T F T F F T F F T T T F T R T T F R T L R T L L L T R  
+C 32 21 : T F L T R T T L R R R R T T R L T T T T T L R T L R T L T F L T R L T R T T  
+C 48 27 : F R R T T F R F T T F L F L L F L L T R R T R F T F L T R T L F R L T F L T T T L R T R L R R R F L R T R T F T R T T T L R F R R T T T L L F  
+C 30 23 : F F T T L F T R T T T R R R R L T F R R T R T T R T L L T T R R T T R T T R T L F T F T T R T R L T R L T T R F L R R T T R  
+C 46 14 : R F R T L L T T F L T F L T T T F R R L L T T R L T R R L F T F R L T L T T R T T R L F F L R T T  
+C 8 5 : F T F T R L T R R T L T R T T T T T L L T R L T T F T T T T F T F T F T T F T T T T F T F F T F T F T F T F F T F F T T F T F T T F T T T T T  
+C 79 25 : R T T F R R F T F L T R F F T F T F R T T T T T T T T T L F T T F T T L L T R T T T L L R F F R T R T R R T T F L T L L F F F R L L L F T T F  
+C 20 18 : R F T R T L T T T F T F T T T R F T R R F R T T T T R F F T F F L T T L T F T T F T T F L L T T F T F R L T R L T R L F F R T L R  
+C 38 7 : F L T R T L F T F T F T T T T T R R F R T F F F T T F T F T T T T T T F T T F T F F F T F T T F F T F F T F T F T F F F T L T T F T F L  
+C 45 64 : T T T F T T F F T F T T T F T T T F T F T F T F T T T T T F T T T F T F T F T T T F T T F T T T F F T T T T T T T T T F F R T L T F R R L R T L R F T F L  
+C 9 28 : T T T L F L R R T L T T F T T T T T T L L L T T L T T L L T T T T R T F T  
+C 63 82 : F T F R T L F L T R T L R T L T R F L T T T F R F R R T L T F T T T T T T L T T T F L T F L L T F R T T L L R F L T F R L T F L T R T T F R T T L F L R R L L T T L T T T L T T T F R R R R T L F  
+C 12 23 : R R T L L T R F L L L T L L L T T R T T L L L L T F T L T F T R L R T L R T T F R R F F R T L F F L T R R R T T L L F F T L R T L L T F T F T R R T L T T R T F F R  
+C 45 85 : R L T T T F R T T L T R F T F L T F R L L T F R T L T R F T R L R R F T F L L T R R T R R R L T  
+C 88 99 : L F T T T F F T R T T R T T R R R L T R R F T F L L T R T R R T L L L L T R T L L T R R F T T T F L L F T T T T T T T T T F R T  
+C 78 99 : R T T F L T T  
+C 22 13 : R L T F R R F F F T F L R F R T L F T R F R R F R T T R L T T T T L R R T L F F L F L F F T F R T R  
+C 2 11 : T L R T L R T T T T T L R T L T  
+C 16 31 : R L T F L T R T F F T L T R F T F T F L T L T T T R T T T R T L L T R L L  
+C 18 55 : F R T L L T T R L T R L F L T R F L R R T L T R T L L F L F T T F L R T L R T L L R T L R R F L F L F T T R T L L T R L R T L F T T T  
+C 72 81 : F T L L T F L T T T F L L L T T T L T R L L T R F T L L T R R T L R T T R R L F F T F T T F L T R T L T  
+C 37 59 : R T T T T T T F L R F T T T R T R R  
+C 88 59 : L T T T L R T L R F R T T T R T L T R R T L L T L T F L T T T L R R T T T T R F R T L R T T L T R R L T T L L F L T T T R T T F R R R L T F R R T T  
+C 15 26 : F T F T T F L F R R R R R T L R T F T R T L F L T R L R F R L F  
+C 72 81 : F T T T L L F L T L T F F F R L L T R R L T T T R T R T R T L R R R R T R T L T T T L L T T L F T F T L F L R T L T R F R R F F R L L T R T T R F T F L T T T R T L T R T L T T T R T T  
+C 83 65 : F L L F L R R T R T L T R L T R F F F T F F R T L F F L R F T F T F R T R T T T F F L R F T F L T R T L T L R T T L F T F T T T F T R L L R F T F T F T F L L R R L R T F R T R T F F L T R  
+C 50 53 : F T T T T T L T T T R T L T T T T T R T L T R F T T F T F T F R T L F F T F R R T T T L T R T L R  
+C 58 88 : L T F F F F T  
+C 97 84 : T F F F T T T T T T T T T F T T L R R T T T L F T T F F F F T R T F T L F T T F L T L R L T R T T L T F L T T T T T R F T R L T R L R L F L L T T F L T T R F R F R R R T F  
+C 5 18 : T F T F F T T T F F T T T T T T T F T T F F F F T F T R L T R T T L F T F F T F F F F F T F T F T T T T T F T T T F T F T T F T T F F T T R F L L T T L T R T T T L R L T R L R T L  
+C 70 96 : F T L T R R T L L L L T F T F L L L L T L F F T F F R T T L L F T F R T T R L F F F R L L F R T L F  
+C 51 76 : T L T R F F T T T L L L T R R R R T L L L L L T R L F R T T L  
+C 76 94 : R T L R T R L L F R T T T L L R T F F T T T T T F R L R L T R T R L R T L R L L T T F L T F T F L T R F L T R T L T R T R F T T  
+C 42 53 : T T T T F F T F F T F T T F T F T T T F R T L T R T T L F R T L T T T T F L T R T T F R R F F R T T L L R T F L  
+C 94 86 : T T T T F T T L L F F R R F F T F F L R L T F L L F T T T R F F F L T R T L R T F T R T R F F T T T L R T L T T R T L F R T T T F T F R L R L T T F T F R L R T T L T R T R F T F L L F T L R F R  
+C 23 32 : F L T L T T R L F L T T L T T F L F R T L T T T T R T R L F F F L R R T T T F T F T L T T L R F L T F T L L L T F F L T F T L L T T T T T L L F T R T T L L L R R T L F L T T T T L T T T T F T  
+C 25 29 : F T F R L T T L L F F F T F T T T F R R F L R L F R T L F T L L T T T L T T T F R T T R R R R R L R F L R T T F L L L L R T  
+C 4 19 : T T F F T F F T F T T T F T T T F T T T F T F F T T T T T T F F R F T R T T R F T L F T F R T F  
+C 38 14 : F T T T T L T R T L F L T T R T T R T L T R T T T L L T T T L T T R F T T R L F F T F T T F T T R L T R T T T T L F L T L L L L T T  
+C 85 45 : T T R L F T F R R L R T T T F T F T T T T T L T R T T T L T T R T L R T F R L R F T L T T T L R F R T T T R T L L T F T L R T F T F T T T L T T R T L T R R L L R L T R R R T T T F T T T T T F  
+C 38 28 : F T T T T T T T T L T R T L F L L L R T L  
+C 72 81 : R T T R T F T F F R R R F T L L T F R R F T L L T T T F R R  
+C 93 76 : F F L T L L F R T T T T T F R R L L F T T L R R L T R R R T R T F L L T R L F R L F T L T T R T L R T T T L R L T R T F R T R F T T T T T F L R L R T L T T L R F L T F T T T F T R F R T T T  
+C 27 29 : F L R T T R R F T F  
+C 74 70 : R R T L T L F R L T F T F T R F T F R T F T F R L T F R T F T R F F F R T T R F T T T F L T T R R L L T R R L T R T T L  
+C 99 58 : T T L T T T R R T T R R R R R L T T T T T R R T L T L L L L R T T T F T R T T R R R F T T T T F T T R T L F T T F L L T T T R R R T T L T T T F T F T R R F T T T F T T T F F R L L T T L R T F T  
+C 36 14 : T R L F F R R F F F R L T R T T L F L L T T T R R T T F R T T L T F L F T T R T L F L R L T  
+C 6 18 : F F T F F F F T T T F T F T F F T F F T T T T T T T F T F T F T T T F T F F F F R T T L T T T T R T L L T F T T R T L  
+C 11 23 : F T R R T T T L T T R T F R L F T L R R L L T T T T L T R R R T R F T L T F L T R L L R T F L T T T R R R L T L F T T L T T T R L R R F R R R  
+C 75 45 : L R L F T T T T T F R F R F L F F T T T T T T T T T F F T T R T L T R F T R T L R T T T F F L T T T R F R R L F F T T T F  
+C 21 23 : R R R T L L T R L T F T L L T L L F R T L L R R F F R T L F L T R R R L T L  
+C 98 69 : F T T L L T T R T L T T R T L L L T R F T T F F R L L T R T L T T L F L T T T R T L T L T R T R F T F F T R  
+C 49 58 : R R T L T R F T R F T R T T T T T T T R R T T T  
+C 52 85 : T F L T R T T F R R T F F L T T R T L L F T L R T F R R  
+C 99 68 : L F T F T T R R R R R R F F R T L T  
+C 19 25 : R F R T L T T F T F T F T T L L L L T R R R R F T L T T R T T F T L R R F F R L F F T F T F F L R T F R T F R F F R L F F L L R T L T L R F F L T  
+C 52 54 : T F T T T F R L L L T R T T T T R R R T L R T T T F L L F T T T R T T R T L T T L T R L F L  
+C 43 56 : T T F F R R R T F T R T T T R L T F R R R R R L L T T T F T F T T T T T R R T L  
+C 8 36 : T T T T F T T T L F R T T F T T T R T L R L T T F T F R L F F L T R R F R T T T F F F T T F F T F T T T F T T T T T F F T T T F T F F T T F T T F T T T F T F T T T L L T R L T T T R F R L R F T  
+C 3 58 : F T T T T T T F F F F T T R T T T T F R L T R L F R T L L T T T L T T T T L R T L R F L F T F T T F T L F T T R T L T L T F L F F T F T F L F T  
+C 28 44 : T T F L T T T F R T L F T R T T F F F L F R L T L T T T F R T F T R  
+C 32 15 : F T R F T F T T L T T T R L T L R F T L L T F T L L L F L L T T R L R T T  
+C 18 27 : L T F R T T T T  
+C 56 62 : L T F R T T F F R L F F L T R T L T R T L T T T R F R T L T T T T T R L L L T T T R L F T T T F F F T F L T T L L  
+C 40 24 : L T T R F T T F T F T F T F F T F F L T T T T R F T T R L F L T R T L T T T F T F R L T R F F L T R T L T R T F  
+C 26 32 : F T R T T T R L F T R T R T T R F T T F T T F T F F F L F R T T L T R L F R L L T R R F F T L L F F F T L R T L L T T F R F T R L T R L T T R F T T T L T T L T R  
+C 24 13 : T T F F L L T T F F T R R T L R T F L R R L F T L R T T T L R T L T T T R T T T T T F R L R R T T T L R T F R R T L F L L T T F T F R F R R R L L R L R T L L R T L F F R R  
+C 35 55 : F T T T L T F T L T T T T T L F L L T R F T L L F F F T F F R F T R  
+C 21 23 : F F F T T L L F L F L L R L R T L R  
+C 56 62 : L T R T T R L L T R T F T T F F T T T T T F F T T F L F T L T L R T T F T R T R L R T T F L R F L L L R F T F L F T T T L R T L L R F R T L T T T F L F F L R T F T R F R R T T T L F R F F T F T F T T T  
+C 95 56 : L L T R L F T R T T L L T L R R L L F T T T L R F R T  
+C 37 9 : L T R F L R L L L F R F R T F R L R R F R T L F T R T T T R R T T T L L F T F L L R R  
+C 30 14 : L T T T T T F T R F L L L T R F T F T T T R T L T F F T F R L F T T T L R T T T T T L L R L F L T R L R F R T L F L F R F F R L T R L T R R L F T F L R  
+C 5 8 : T T T F T F T F T F T F T F F T F T T T F T T F T T T F T F F R F L R R T L T R T T T T T T T T T T T T T L L T L T T T T L L T R T L L L T R R T T R T T T R T L R T L R T T R T  
+C 60 51 : L R T T F R L T T T F T T T T T F T F T T T T T T T L R R L T R L F F T F F R T T T L L L L T R T L T L T R T L F T F F T F T F R L F L T T T T T T T R T L T T T T T T T R F T  
+C 89 68 : T L L T R T T R L T R T T R F T F L R T L R F R T R T L T R F T F T F R R T L T T T R T L T T T T L F  
+C 77 55 : T F F F T F F R R F F F R T R L T R F T R R T L T R F R T T R T F T F F T T R R F R T T L F T F R T R T F F L L F T F F T F T F T F R R L T T T T F T R  
+C 43 45 : T T T T F R F R T L F R  
+C 69 89 : T L T T F L R T  
+C 48 98 : F R R T L L L R R T T F L F L F T T R R R T T L R T L T F T T R F R R T R T L T R F L T T R F F F L L L R T T T F T T T F F F L T F L L T R R L F F L R R  
+C 77 85 : T L T T F T F R T T T T T F T R R L R F T F T T L R T T T L L T F T F L T T F R T T T T T T T F F F T F L L T R R T T L T L T R T T R T L R F T T T R T L R F T L F F T F F R L T R L L T R T  
+C 48 59 : F T L R T F  
+C 68 89 : F T T T L T F T L T T T L F T F T F T T L  
+C 83 90 : T F T F F F T T T F F T F L L T F L T R F T R T L T R R F F L T L L  
+C 81 85 : R T F T L L T T R T T T T F R T R F F T T T L F T T L T R L F F F T F F T F T F R R F T T T F F T F T F T T T R  
+C 66 32 : L F T R R T R T L L T R R R T T L F F T T T F T F T F F F T T R L T R T T T R L T T R T F F L L R F T F T L F T F L F L R L L R L L T F T T T T T  
+C 84 72 : T T T F F R T R R R R T T F T F L L F T T T F R T L T R R L T F L T T T F R T T T L T R R T T R T F L R T L L F L L F T T L T R T L T R F F F F T F F L R F R R T  
+C 35 56 : R F R T L T L L T  
+C 49 47 : R T L T R R F T F T L T F T T R R R F T T T T R F T T F T F T F T F  
+C 39 27 : T T L L F T T L T R L R T L R T F L L L R  
+C 30 54 : R T F T F T T T T T T T T T T T R F L R R R R F T R L L F L L R L R T T R T L L F F R T L T F F T T T F L L F F R R F T F T T T F L T R T L R T T L  
+C 38 28 : F T T T T T T T T L L F L F F T F F T F T F T T R T T F T T L T T T T L T T T R F R T L L R R T L T F L T R F R L T R F L T T L L T R R T T T T R R T L L T F T L F T  
+C 50 25 : R T R F T F T F T T F T T T L R T L L F T T L T T T R F T T F R L F T R R F T T L T R T R T F T R R F F R T  
+C 65 80 : T T R R F T F L T R F T F F T F F T R R T T T L T L R R F T F T F T F T T T F T F L L R T L R T T R T F T T F T T T R T L T R L L L T R L F T T F T T F R T R R T T T L T  
+C 86 75 : R R R T L L F R T L T T R L L T R R R R T F T R T T T R T F T F R R R L T F T F T T T R F L  
+C 27 45 : T F T T F T R F R F T F T T T T  
+C 13 55 : F R T T R T L T T L L F R T L R T T F R T L R T R T T T L L F T T T T T F R T T R L T R F T R L F T R L T F F L L L L T F R R F T F L R L R F T T T T T F T T T T T F R T T T T R L F R L F T R F T  
+C 25 47 : F L T L T T R R T L T F  
+C 79 59 : R F T L L L T T L L R T T F F L T F L T R R R R T T T T T L T R T L T R R T T F T R L T R L T F L T  
+C 4 19 : F T F T T T F F F F F T L L R T T R T L T T T T T T  
+C 13 49 : R F T R L T T R T T T T T F F T R L F T T T R R T L T R F R T T L R R T R F L T R T T T L F T R R T L T T R R T T F L T R F T T L F T R T L L T R L T T F F T F R T T T L T R T R F R  
+C 12 23 : T F T T T T T F R R T T T T L R L T F T L F T R T R T F F L R L L F L F L T T L T T T T F L T F T T F F R R L L T R T T L F F L L T F T T R T T R L T T T T T R T L L F T L R T L R T F R F L T T L  
+C 16 6 : R L R F T F R L F R T L F T F L F F F F T T T F T F T F T T T F T F F F T F T F T  
+C 70 74 : F T L L L L L F T F R R R T F T L T R F F T T T T T T L T L R L L T T T L T T T F R L T R R T T T T F T F T F T T T T T F T F T F L L F T F T T R R T L R R R T T R L R  
+C 25 23 : R T R F T T R R T L L T T T T F F F T F F L T R L F T R T T T R L R L T R L T T F T F F R T R T  
+C 53 56 : T F T F R L T F R R R R R T T L F T T T F F T L R T L R T T T F T F T T R L L F L T T F F T T T F T T T F T T T T T F T T T F T F T T F F R T T L R T L T R T F T T T T T  
+C 36 29 : T T F R T L T R T F L R L T R L R T R F L T F T L R F L T F T L F T R R F R T T T T T T T L T T T T  
+C 30 13 : R T T T R T L T R T L T F T T T F T R T R T L L T T R R T L L L T R T T T R L T R F F T F T T R R R R F L T F T F T F T F T F T T T T T L F F T T T R R L T F R F F T L R L T R T F L  
+C 58 88 : R T R T F R F T F T T T T L L R R R F T R L T T T L F T T  
+C 96 84 : T T L F L F F T R T T  
+C 29 18 : T R R R F R T L F T R R T R L F T F R L F L T R  
+C 82 90 : T R T T L L T T F T R T R T F  
+C 35 53 : R R F F T F F R R L L T F F T T F T T T L L T F T T R T L L R T F L L T R R F T T T T T L R T T  
+C 55 37 : T L L F L T T L R F F T L T T F T T  
+C 68 99 : F T T T L F F T F F R T T T R T F F L L T T T T T T T F T F T F T F T F T L L L L T R R T L  
+C 77 44 : T L T R T T T T T T T F T T T R T L R L F R T L T T F F T F R F R R T L F F T F R T  
+C 74 85 : R T L F T T L T T L T F T L T L F L T L  

out/mamba/maze_12_384_100/totals_maze.pt

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+version https://git-lfs.github.com/spec/v1
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out/mamba/maze_12_384_100/train_maze_20.log

@@ -0,0 +1,1135 @@
+TRAINING CONFIG: variant=baseline, n_layer=12, n_head=6, n_embd=384, block_size=128, batch_size=1024, max_iters=10000, lr=0.0005, params=11.62M
+TRAINING CONFIG: variant=baseline, n_layer=12, n_head=6, n_embd=384, block_size=128, batch_size=1024, max_iters=10000, lr=0.0005, params=11.62M
+TRAINING CONFIG: variant=baseline, n_layer=12, n_head=6, n_embd=384, block_size=128, batch_size=128, max_iters=5, lr=0.0005, params=11.62M
+TRAINING CONFIG: variant=baseline, n_layer=12, n_head=6, n_embd=384, block_size=128, batch_size=1024, max_iters=10000, lr=0.0005, params=11.62M
+TRAINING CONFIG: variant=baseline, n_layer=12, n_head=6, n_embd=384, block_size=128, batch_size=128, max_iters=10000, lr=0.0005, params=11.62M
+iter 0: loss 4.3378
+TRAINING CONFIG: variant=baseline, n_layer=12, n_head=6, n_embd=384, block_size=128, batch_size=128, max_iters=10000, lr=0.0005, params=11.62M
+TRAINING CONFIG: variant=baseline, n_layer=12, n_head=6, n_embd=384, block_size=128, batch_size=128, max_iters=10000, lr=0.0005, params=11.62M
+iter 0: loss 4.3378
+TRAINING CONFIG: variant=baseline, n_layer=12, n_head=6, n_embd=384, block_size=128, batch_size=128, max_iters=10000, lr=0.0005, params=11.62M
+iter 0: loss 4.3378
+TRAINING CONFIG: variant=baseline, n_layer=12, n_head=6, n_embd=384, block_size=128, batch_size=128, max_iters=10000, lr=0.0005, params=11.62M
+iter 0: loss 4.3378
+iter 100: loss 1.4226
+TRAINING CONFIG: variant=baseline, n_layer=12, n_head=6, n_embd=384, block_size=128, batch_size=128, max_iters=100, lr=0.0005, params=11.62M
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+iter 26: loss 1.4417
+iter 27: loss 1.4216
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+iter 29: loss 1.4459
+iter 30: loss 1.4208
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+iter 32: loss 1.4307
+iter 33: loss 1.4303
+iter 34: loss 1.4322
+iter 35: loss 1.4221
+iter 36: loss 1.4397
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+iter 45: loss 1.4155
+iter 46: loss 1.4062
+iter 47: loss 1.4117
+iter 48: loss 1.3982
+iter 49: loss 1.4116
+saving checkpoint to out/mamba/maze_12_6_384_100/
+iter 50: loss 1.3855
+iter 51: loss 1.3895
+iter 52: loss 1.3932
+iter 53: loss 1.4067
+iter 54: loss 1.3784
+iter 55: loss 1.3779
+iter 56: loss 1.3886
+iter 57: loss 1.4032
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+iter 76: loss 1.3624
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+iter 83: loss 1.3642
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+iter 95: loss 1.3675
+iter 96: loss 1.4054
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+iter 99: loss 1.3660
+saving checkpoint to out/mamba/maze_12_6_384_100/
+iter 100: loss 1.3597
+Total training time: 00:01:07 (67.3s) over 101 iters, avg 666.72 ms/iter
+TRAINING CONFIG: variant=baseline, n_layer=12, n_head=6, n_embd=384, block_size=128, batch_size=1024, max_iters=10000, lr=0.0005, params=11.62M
+iter 0: loss 4.3295
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+iter 4600: loss 0.9906
+iter 4700: loss 1.0041
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+iter 4900: loss 0.9883
+saving checkpoint to out/mamba/maze_12_6_384_100/
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+iter 9900: loss 0.9807
+saving checkpoint to out/mamba/maze_12_6_384_100/
+iter 10000: loss 0.9914
+Total training time: 01:39:42 (5982.4s) over 10001 iters, avg 598.18 ms/iter
+TRAINING CONFIG: variant=baseline, n_layer=12, n_head=6, n_embd=384, block_size=128, batch_size=128, max_iters=10000, lr=0.0005, params=11.62M
+iter 0: loss 4.7790
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+iter 200: loss 1.2772
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+iter 1400: loss 1.0118
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+iter 1700: loss 0.9970
+iter 1800: loss 0.9961
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+iter 2300: loss 1.0017
+iter 2400: loss 0.9949
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+iter 4500: loss 0.9987
+iter 4600: loss 1.0032
+iter 4700: loss 0.9954
+iter 4800: loss 1.0135
+iter 4900: loss 1.0053
+saving checkpoint to out/mamba/maze_12_384_100/
+iter 5000: loss 0.9758
+iter 5100: loss 0.9959
+iter 5200: loss 1.0039
+iter 5300: loss 1.0088
+TRAINING CONFIG: variant=baseline, n_layer=12, n_head=6, n_embd=384, block_size=128, batch_size=128, max_iters=10000, lr=0.0005, params=11.62M
+iter 0: loss 4.7790
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+iter 1300: loss 0.9894
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+iter 2300: loss 1.0006
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+iter 2800: loss 1.0022
+iter 2900: loss 0.9943
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+iter 3300: loss 1.0136
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+iter 4500: loss 1.0004
+iter 4600: loss 1.0023
+iter 4700: loss 0.9945
+iter 4800: loss 1.0139
+iter 4900: loss 1.0061
+saving checkpoint to out/mamba/maze_12_384_100/
+iter 5000: loss 0.9780
+iter 5100: loss 0.9929
+iter 5200: loss 1.0066
+iter 5300: loss 1.0090
+iter 5400: loss 1.0046
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+iter 5600: loss 0.9839
+iter 5700: loss 1.0110
+iter 5800: loss 0.9886
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+iter 6000: loss 0.9984
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+iter 6400: loss 0.9693
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+iter 6600: loss 0.9599
+iter 6700: loss 0.9575
+iter 6800: loss 0.9557
+iter 6900: loss 0.9476
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+iter 7600: loss 0.9692
+iter 7700: loss 0.9568
+iter 7800: loss 0.9674
+iter 7900: loss 0.9521
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+iter 8700: loss 0.9409
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+iter 8900: loss 0.9261
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+iter 9400: loss 0.9237
+iter 9500: loss 0.9194
+iter 9600: loss 0.9086
+iter 9700: loss 0.9110
+iter 9800: loss 0.9187
+iter 9900: loss 0.9121
+saving checkpoint to out/mamba/maze_12_384_100/
+iter 10000: loss 0.9001
+Total training time: 02:21:02 (8462.3s) over 10001 iters, avg 846.14 ms/iter
+TRAINING CONFIG: variant=baseline, n_layer=12, n_head=6, n_embd=384, block_size=224, batch_size=128, max_iters=10000, lr=0.0005, params=11.62M
+iter 0: loss 5.0071
+iter 100: loss 0.8857
+iter 200: loss 0.7276
+iter 300: loss 0.7003
+iter 400: loss 0.6921
+iter 500: loss 0.6855
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+iter 800: loss 0.6727
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+iter 1300: loss 0.6318
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+iter 2300: loss 0.6326
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+iter 4500: loss 0.6309
+iter 4600: loss 0.6318
+iter 4700: loss 0.6289
+iter 4800: loss 0.6309
+iter 4900: loss 0.6340
+saving checkpoint to out/mamba/maze_12_384_100/
+iter 5000: loss 0.6226
+iter 5100: loss 0.6454
+iter 5200: loss 0.6248
+iter 5300: loss 0.6300
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+iter 6700: loss 0.6421
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+iter 9700: loss 0.6346
+iter 9800: loss 0.6331
+iter 9900: loss 0.6184
+saving checkpoint to out/mamba/maze_12_384_100/
+iter 10000: loss 0.6166
+Total training time: 06:57:24 (25044.5s) over 10001 iters, avg 2504.20 ms/iter
+TRAINING CONFIG: variant=baseline, n_layer=12, n_head=6, n_embd=384, block_size=128, batch_size=128, max_iters=10000, lr=0.0005, params=11.62M
+iter 0: loss 4.5611
+iter 100: loss 1.3262
+iter 200: loss 1.2335
+iter 300: loss 1.1739
+iter 400: loss 1.1443
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+iter 600: loss 1.0729
+iter 700: loss 1.0524
+iter 800: loss 1.0357
+iter 900: loss 1.0229
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+iter 1100: loss 1.0293
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+iter 1800: loss 0.9961
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+iter 2900: loss 1.0286
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+iter 3300: loss 1.0023
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+iter 4500: loss 0.9940
+iter 4600: loss 1.0054
+iter 4700: loss 1.0025
+iter 4800: loss 0.9910
+iter 4900: loss 1.0144
+saving checkpoint to out/mamba/maze_12_384_100/
+iter 5000: loss 1.0124
+iter 5100: loss 1.0059
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+iter 9500: loss 1.0004
+iter 9600: loss 0.9900
+iter 9700: loss 0.9923
+iter 9800: loss 0.9933
+iter 9900: loss 0.9874
+saving checkpoint to out/mamba/maze_12_384_100/
+iter 10000: loss 0.9952
+Total training time: 02:16:01 (8161.5s) over 10001 iters, avg 816.06 ms/iter
+TRAINING CONFIG: variant=baseline, n_layer=12, n_head=12, n_embd=384, block_size=128, batch_size=128, max_iters=10000, lr=0.0005, params=11.62M
+iter 0: loss 4.5611
+iter 100: loss 1.3238
+iter 200: loss 1.2335
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+iter 1200: loss 1.0009
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+iter 1500: loss 1.0013
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+iter 1700: loss 1.0054
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+iter 2600: loss 0.9994
+iter 2700: loss 0.9961
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+iter 2900: loss 1.0297
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+iter 3200: loss 0.9783
+iter 3300: loss 1.0024
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+iter 3600: loss 0.9979
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+iter 3800: loss 1.0030
+iter 3900: loss 0.9841
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+iter 4500: loss 0.9940
+iter 4600: loss 1.0047
+iter 4700: loss 1.0017
+iter 4800: loss 0.9919
+iter 4900: loss 1.0131
+saving checkpoint to out/mamba/maze_12_384_100/
+iter 5000: loss 1.0104
+iter 5100: loss 1.0064
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out/mamba/maze_24_576_100/10000_ckpt_maze_C1_RWs_10M.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:8278bdcd4b330e447678bf0088c8588925e832829df26de87cdb142d4649e3ad
+size 616842193

out/mamba/maze_24_576_100/10000_ckpt_maze_H1_RWs_10M.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:8335a0f27af1bda14dedc9a39aece6c1f78c2557de264012e6d68c17122c5813
+size 616839276

out/mamba/maze_24_576_100/accuracy_C1_RWs_10000_10000.txt

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+======================================================================
+Accuracy Test Results
+======================================================================
+Task tag: ENABLED
+Config: 24_12_576
+Checkpoint iteration: 10000
+Number of nodes: 100
+Task configuration: C1
+======================================================================
+OVERALL STATISTICS:
+  Total predictions: 1000
+  Correct (accuracy with standard error): 997 (99.70% ± 0.17%)
+  Syntax error: 1 (0.10%)
+  Illegal direction: 2 (0.20%)
+  Incorrect target: 0 (0.00%)
+    - High confidence mistakes: 2 (0.20%)
+    - Low confidence mistakes: 1 (0.10%)
+
+======================================================================
+TASK C (Turn-based pathfinding) STATISTICS:
+  Total: 1000
+  Correct (accuracy with standard error): 997 (99.70% ± 0.17%)
+  Syntax error: 1 (0.10%)
+  Illegal direction: 2 (0.20%)
+  Incorrect target: 0 (0.00%)
+  Incorrect label (CL mode): 0 (0.00%)
+    - High confidence mistakes: 2 (0.20%)
+    - Low confidence mistakes: 1 (0.10%)
+======================================================================

out/mamba/maze_24_576_100/accuracy_H1_RWs_10000_10000.txt

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+======================================================================
+Accuracy Test Results
+======================================================================
+Task tag: ENABLED
+Config: 24_576
+Checkpoint iteration: 10000
+Number of nodes: 100
+Task configuration: H1
+======================================================================
+OVERALL STATISTICS:
+  Total predictions: 1000
+  Correct (accuracy with standard error): 985 (98.50% ± 0.38%)
+  Syntax error: 0 (0.00%)
+  Illegal direction: 11 (1.10%)
+  Incorrect target: 4 (0.40%)
+    - High confidence mistakes: 13 (1.30%)
+    - Low confidence mistakes: 2 (0.20%)
+
+======================================================================
+TASK H (Relative clockwise-index path) STATISTICS:
+  Total: 1000
+  Correct (accuracy with standard error): 985 (98.50% ± 0.38%)
+  Syntax error: 0 (0.00%)
+  Illegal direction: 11 (1.10%)
+  Incorrect target: 4 (0.40%)
+    - High confidence mistakes: 13 (1.30%)
+    - Low confidence mistakes: 2 (0.20%)
+======================================================================

out/mamba/maze_24_576_100/compression_C1_RWs_10000_100_.txt

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+============================================================
+Compression Test Results
+============================================================
+Config: 24_576
+Checkpoint iteration: 10000
+Number of nodes: 100
+Number of trials: 100
+Epsilon: 0.01
+Number of suffix samples: 30
+No task tag mode: Disabled
+Training data task configuration: C1
+Compression test task configuration: C1
+
+Mean compression precision: 0.9787
+Standard error: 0.0210
+Total valid trials: 47
+
+Task-specific statistics:
+  Task C:
+    Trials: 47
+    Precision: 0.9787
+    Suffix accuracy: 0.9979 (1407/1410)
+------------------------------------------------------------
+Overall Suffix Validation Statistics:
+  Total suffixes generated: 1410
+  Valid suffixes: 1407
+  Invalid suffixes: 3
+  Average accuracy per iteration: 0.9979
+  Final overall accuracy: 0.9979
+  Error categories:
+    illegal direction: 2
+    incorrect target node: 1
+============================================================

out/mamba/maze_24_576_100/compression_H1_RWs_10000_100_.txt

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+============================================================
+Compression Test Results
+============================================================
+Config: 24_576
+Checkpoint iteration: 10000
+Number of nodes: 100
+Number of trials: 100
+Epsilon: 0.01
+Number of suffix samples: 30
+No task tag mode: Disabled
+Training data task configuration: H1
+Compression test task configuration: H1
+
+Mean compression precision: 0.8571
+Standard error: 0.0540
+Total valid trials: 42
+
+Task-specific statistics:
+  Task H:
+    Trials: 42
+    Precision: 0.8571
+    Suffix accuracy: 0.8587 (1082/1260)
+------------------------------------------------------------
+Overall Suffix Validation Statistics:
+  Total suffixes generated: 1260
+  Valid suffixes: 1082
+  Invalid suffixes: 178
+  Average accuracy per iteration: 0.8587
+  Final overall accuracy: 0.8587
+  Error categories:
+    incorrect target node: 153
+    illegal direction: 25
+============================================================

out/mamba/maze_24_576_100/corrects_maze.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9527f94e506e56012f54c8268e05dcd8380e7c9ca9861c4e31c5d36e967a15e4
+size 1555

out/mamba/maze_24_576_100/distinction_C1_RWs_10000_100_.txt

@@ -0,0 +1,23 @@
+============================================================
+Distinction Test Results
+============================================================
+Config: 24_576
+Checkpoint iteration: 10000
+Number of nodes: 100
+Number of trials: 100
+Epsilon: 0.01
+Number of suffix samples: 30
+Max suffix length: 5
+No task tag mode: Disabled
+Task configuration: C1
+Distinction task configuration: C1
+
+Task C (n=30):
+  Precision: 0.9456 (SE: 0.0362)
+  Recall:    0.8556 (SE: 0.0622)
+------------------------------
+============================================================
+OVERALL:
+  Precision: 0.9456 (SE: 0.0362)
+  Recall:    0.8556 (SE: 0.0622)
+============================================================

out/mamba/maze_24_576_100/distinction_H1_RWs_10000_100_.txt

@@ -0,0 +1,23 @@
+============================================================
+Distinction Test Results
+============================================================
+Config: 24_576
+Checkpoint iteration: 10000
+Number of nodes: 100
+Number of trials: 100
+Epsilon: 0.01
+Number of suffix samples: 30
+Max suffix length: 5
+No task tag mode: Disabled
+Task configuration: H1
+Distinction task configuration: H1
+
+Task H (n=23):
+  Precision: 0.9339 (SE: 0.0422)
+  Recall:    0.8261 (SE: 0.0790)
+------------------------------
+============================================================
+OVERALL:
+  Precision: 0.9339 (SE: 0.0422)
+  Recall:    0.8261 (SE: 0.0790)
+============================================================

out/mamba/maze_24_576_100/no_output_train_maze_20.log

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+[2026-06-23 07:06:35,427][INFO] TRAINING CONFIG: variant=baseline, n_layer=24, n_head=24, n_embd=576, block_size=128, batch_size=128, max_iters=100, lr=0.0005, params=51.38M
+[2026-06-23 07:06:39,523][INFO] step 0: train loss 4.6432, val loss 4.6424
+[2026-06-23 07:06:46,036][INFO] iter 0: loss 4.6435
+[2026-06-23 07:06:52,379][INFO] iter 1: loss 4.6181
+[2026-06-23 07:06:58,721][INFO] iter 2: loss 2.6008
+[2026-06-23 07:07:05,060][INFO] iter 3: loss 1.7496
+[2026-06-23 07:07:11,404][INFO] iter 4: loss 2.3709
+[2026-06-23 07:07:17,739][INFO] iter 5: loss 2.1249
+[2026-06-23 07:07:24,080][INFO] iter 6: loss 1.4741
+[2026-06-23 07:07:30,421][INFO] iter 7: loss 1.4811
+[2026-06-23 07:07:36,761][INFO] iter 8: loss 1.4573
+[2026-06-23 07:07:43,101][INFO] iter 9: loss 1.3582
+[2026-06-23 07:07:49,439][INFO] iter 10: loss 1.4763
+[2026-06-23 07:07:55,781][INFO] iter 11: loss 1.4691
+[2026-06-23 07:08:02,122][INFO] iter 12: loss 1.3510
+[2026-06-23 07:08:08,469][INFO] iter 13: loss 1.3259
+[2026-06-23 07:08:14,804][INFO] iter 14: loss 1.3619
+[2026-06-23 07:08:21,142][INFO] iter 15: loss 1.3266
+[2026-06-23 07:08:27,484][INFO] iter 16: loss 1.3053
+[2026-06-23 07:08:33,822][INFO] iter 17: loss 1.3188
+[2026-06-23 07:08:40,166][INFO] iter 18: loss 1.3158
+[2026-06-23 07:08:46,509][INFO] iter 19: loss 1.3153
+[2026-06-23 07:08:52,853][2026-06-23 07:11:11,586][INFO] iter 1400: loss 0.9895
+[2026-06-23 07:27:54,345][INFO] step 1500: train loss 0.9773, val loss 1.0839
+[2026-06-23 07:27:54,346][INFO] saving checkpoint to out/mamba/maze_24_576_100/
+[2026-06-23 07:28:01,078][INFO] iter 1500: loss 0.9714
+[2026-06-23 07:38:13,449][INFO] iter 1600: loss 0.9673
+[2026-06-23 07:46:27,046][INFO] iter 1700: loss 0.9622
+[2026-06-23 07:53:31,334][INFO] iter 1800: loss 0.9734
+[2026-06-23 08:01:58,306][INFO] iter 1900: loss 0.9916
+[2026-06-23 08:16:45,644][INFO] step 2000: train loss 0.9675, val loss 1.0781
+[2026-06-23 08:16:45,645][INFO] saving checkpoint to out/mamba/maze_24_576_100/
+[2026-06-23 08:16:51,993][INFO] iter 2000: loss 0.9484
+[2026-06-23 08:26:08,038][INFO] iter 2100: loss 0.9563
+[2026-06-23 08:33:41,377][INFO] iter 2200: loss 0.9637
+[2026-06-23 08:40:13,603][INFO] iter 2300: loss 0.9747
+[2026-06-23 08:47:18,687][INFO] iter 2400: loss 0.9602
+[2026-06-23 08:58:38,473][INFO] step 2500: train loss 0.9651, val loss 1.0793
+[2026-06-23 08:58:38,474][INFO] saving checkpoint to out/mamba/maze_24_576_100/
+[2026-06-23 08:58:43,024][INFO] iter 2500: loss 0.9711
+[2026-06-23 09:05:35,605][INFO] iter 2600: loss 0.9731
+[2026-06-23 09:12:40,748][INFO] iter 2700: loss 0.9540
+[2026-06-23 09:19:45,825][INFO] iter 2800: loss 0.9551
+[2026-06-23 09:26:37,510][INFO] iter 2900: loss 0.9639
+[2026-06-23 09:37:57,534][INFO] step 3000: train loss 0.9638, val loss 1.0790
+[2026-06-23 09:37:57,536][INFO] saving checkpoint to out/mamba/maze_24_576_100/
+[2026-06-23 09:38:02,182][INFO] iter 3000: loss 0.9781
+[2026-06-23 09:45:05,800][INFO] iter 3100: loss 0.9558
+[2026-06-23 09:51:57,686][INFO] iter 3200: loss 0.9507
+[2026-06-23 09:59:02,867][INFO] iter 3300: loss 0.9763
+[2026-06-23 10:06:07,986][INFO] iter 3400: loss 0.9697
+[2026-06-23 10:17:21,485][INFO] step 3500: train loss 0.9629, val loss 1.0778
+[2026-06-23 10:17:21,487][INFO] saving checkpoint to out/mamba/maze_24_576_100/
+[2026-06-23 10:17:26,145][INFO] iter 3500: loss 0.9526
+[2026-06-23 10:24:31,307][INFO] iter 3600: loss 0.9539
+[2026-06-23 10:31:34,929][INFO] iter 3700: loss 0.9823
+[2026-06-23 10:38:35,761][INFO] iter 3800: loss 0.9647
+[2026-06-23 10:45:40,824][INFO] iter 3900: loss 0.9551
+[2026-06-23 10:56:56,148][INFO] step 4000: train loss 0.9619, val loss 1.0797
+[2026-06-23 10:56:56,149][INFO] saving checkpoint to out/mamba/maze_24_576_100/
+[2026-06-23 10:57:00,776][INFO] iter 4000: loss 0.9684
+[2026-06-23 11:04:05,902][INFO] iter 4100: loss 0.9676
+[2026-06-23 11:11:11,113][INFO] iter 4200: loss 0.9671
+[2026-06-23 11:18:11,739][INFO] iter 4300: loss 0.9628
+[2026-06-23 11:25:15,061][INFO] iter 4400: loss 0.9449
+[2026-06-23 11:36:35,213][INFO] step 4500: train loss 0.9602, val loss 1.0806
+[2026-06-23 11:36:35,214][INFO] saving checkpoint to out/mamba/maze_24_576_100/
+[2026-06-23 11:36:39,894][INFO] iter 4500: loss 0.9889
+[2026-06-23 11:43:39,056][INFO] iter 4600: loss 0.9572
+[2026-06-23 11:50:44,794][INFO] iter 4700: loss 0.9812
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+[2026-06-23 12:04:50,335][INFO] iter 4900: loss 0.9153
+[2026-06-23 12:16:10,411][INFO] step 5000: train loss 0.9603, val loss 1.0811
+[2026-06-23 12:16:10,412][INFO] saving checkpoint to out/mamba/maze_24_576_100/
+[2026-06-23 12:16:15,049][INFO] iter 5000: loss 0.9373
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+[2026-06-23 12:44:29,598][INFO] iter 5400: loss 0.9482
+[2026-06-23 12:55:44,115][INFO] step 5500: train loss 0.9591, val loss 1.0804
+[2026-06-23 12:55:44,116][INFO] saving checkpoint to out/mamba/maze_24_576_100/
+[2026-06-23 12:55:48,755][INFO] iter 5500: loss 0.9405
+[2026-06-23 13:02:53,765][INFO] iter 5600: loss 0.9153
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+[2026-06-23 13:16:57,994][INFO] iter 5800: loss 0.9977
+[2026-06-23 13:25:16,567][INFO] iter 5900: loss 0.9680
+[2026-06-23 13:38:45,384][INFO] step 6000: train loss 0.9594, val loss 1.0821
+[2026-06-23 13:38:45,385][INFO] saving checkpoint to out/mamba/maze_24_576_100/
+[2026-06-23 13:38:50,590][INFO] iter 6000: loss 0.9704
+[2026-06-23 13:46:56,129][INFO] iter 6100: loss 0.9505
+[2026-06-23 13:55:00,083][INFO] iter 6200: loss 0.9437
+[2026-06-23 14:02:35,500][INFO] iter 6300: loss 0.9366
+[2026-06-23 14:10:17,275][INFO] iter 6400: loss 0.9453
+[2026-06-23 14:22:45,281][INFO] step 6500: train loss 0.9584, val loss 1.0818
+[2026-06-23 14:22:45,282][INFO] saving checkpoint to out/mamba/maze_24_576_100/
+[2026-06-23 14:22:50,210][INFO] iter 6500: loss 0.9382
+[2026-06-23 14:30:26,073][INFO] iter 6600: loss 0.9899
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+[2026-06-23 14:54:42,779][INFO] iter 6900: loss 0.9733
+[2026-06-23 15:08:10,754][INFO] step 7000: train loss 0.9578, val loss 1.0826
+[2026-06-23 15:08:10,755][INFO] saving checkpoint to out/mamba/maze_24_576_100/
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+[2026-06-23 16:23:11,054][INFO] iter 7900: loss 0.9471
+[2026-06-23 16:36:07,249][INFO] step 8000: train loss 0.9588, val loss 1.0839
+[2026-06-23 16:36:07,250][INFO] saving checkpoint to out/mamba/maze_24_576_100/
+[2026-06-23 16:36:12,556][INFO] iter 8000: loss 0.9859
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+[2026-06-23 16:50:47,084][INFO] iter 8200: loss 0.9042
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+[2026-06-23 17:04:37,853][INFO] iter 8400: loss 0.9536
+[2026-06-23 17:15:41,495][INFO] step 8500: train loss 0.9580, val loss 1.0830
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+[2026-06-23 17:22:42,334][INFO] iter 8600: loss 0.9717
+[2026-06-23 17:29:34,461][INFO] iter 8700: loss 0.9567
+[2026-06-23 17:36:29,347][INFO] iter 8800: loss 0.9173
+[2026-06-23 17:43:25,594][INFO] iter 8900: loss 0.9423
+[2026-06-23 17:54:26,655][INFO] step 9000: train loss 0.9577, val loss 1.0836
+[2026-06-23 17:54:26,656][INFO] saving checkpoint to out/mamba/maze_24_576_100/
+[2026-06-23 17:54:31,212][INFO] iter 9000: loss 0.9704
+[2026-06-23 18:01:27,438][INFO] iter 9100: loss 0.9531
+[2026-06-23 18:08:23,644][INFO] iter 9200: loss 0.9682
+[2026-06-23 18:15:17,416][INFO] iter 9300: loss 0.9287
+[2026-06-23 18:22:10,732][INFO] iter 9400: loss 0.9603
+[2026-06-23 18:33:17,661][INFO] step 9500: train loss 0.9570, val loss 1.0846
+[2026-06-23 18:33:17,662][INFO] saving checkpoint to out/mamba/maze_24_576_100/
+[2026-06-23 18:33:22,219][INFO] iter 9500: loss 0.9891
+[2026-06-23 18:40:13,979][INFO] iter 9600: loss 0.9667
+[2026-06-23 18:47:09,132][INFO] iter 9700: loss 0.9682
+[2026-06-23 18:54:05,327][INFO] iter 9800: loss 0.9620
+[2026-06-23 19:01:01,275][INFO] iter 9900: loss 0.9531
+[2026-06-23 19:12:03,324][INFO] step 10000: train loss 0.9572, val loss 1.0848
+[2026-06-23 19:12:03,325][INFO] saving checkpoint to out/mamba/maze_24_576_100/
+[2026-06-23 19:12:08,767][INFO] iter 10000: loss 0.9385
+[2026-06-23 19:12:08,768][INFO] Total training time: 13:56:20 (50180.4s) over 10001 iters, avg 5017.54 ms/iter

out/mamba/maze_24_576_100/totals_maze.pt

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+size 1541

out/mamba/maze_24_576_100/train_maze_20.log

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+iter 0: loss 4.6286
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+iter 10000: loss 0.9881
+Total training time: 05:23:31 (19411.4s) over 10001 iters, avg 1940.95 ms/iter
+TRAINING CONFIG: variant=baseline, n_layer=24, n_head=12, n_embd=576, block_size=128, batch_size=128, max_iters=10000, lr=0.0005, params=51.38M
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+iter 10000: loss 0.9570
+Total training time: 05:23:33 (19413.8s) over 10001 iters, avg 1941.19 ms/iter
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+step 100: train loss 1.2249, val loss 1.2738
+saving checkpoint to out/mamba/maze_24_576_100/
+iter 100: loss 1.2168
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+saving checkpoint to out/mamba/maze_24_576_100/
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+saving checkpoint to out/mamba/maze_24_576_100/
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+iter 7200: loss 0.9643
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+saving checkpoint to out/mamba/maze_24_576_100/
+iter 7500: loss 0.9804
+iter 7600: loss 0.9619
+iter 7700: loss 0.9363
+iter 7800: loss 0.9705
+iter 7900: loss 0.9471
+step 8000: train loss 0.9588, val loss 1.0839
+saving checkpoint to out/mamba/maze_24_576_100/
+iter 8000: loss 0.9859
+iter 8100: loss 0.9687
+iter 8200: loss 0.9042
+iter 8300: loss 0.9508
+iter 8400: loss 0.9536
+step 8500: train loss 0.9580, val loss 1.0830
+saving checkpoint to out/mamba/maze_24_576_100/
+iter 8500: loss 0.9748
+iter 8600: loss 0.9717
+iter 8700: loss 0.9567
+iter 8800: loss 0.9173
+iter 8900: loss 0.9423
+step 9000: train loss 0.9577, val loss 1.0836
+saving checkpoint to out/mamba/maze_24_576_100/
+iter 9000: loss 0.9704
+iter 9100: loss 0.9531
+iter 9200: loss 0.9682
+iter 9300: loss 0.9287
+iter 9400: loss 0.9603
+step 9500: train loss 0.9570, val loss 1.0846
+saving checkpoint to out/mamba/maze_24_576_100/
+iter 9500: loss 0.9891
+iter 9600: loss 0.9667
+iter 9700: loss 0.9682
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+iter 9900: loss 0.9531
+step 10000: train loss 0.9572, val loss 1.0848
+saving checkpoint to out/mamba/maze_24_576_100/
+iter 10000: loss 0.9385
+Total training time: 13:56:20 (50180.4s) over 10001 iters, avg 5017.54 ms/iter

out/mamba/maze_6_256_100/10000_ckpt_maze_A1_RWs_500K.pt

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out/mamba/maze_6_256_100/10000_ckpt_maze_E1_RWs_500K.pt

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out/mamba/maze_6_256_100/accuracy_A1_RWs_10000_10000.txt

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+======================================================================
+Accuracy Test Results
+======================================================================
+Task tag: ENABLED
+Config: 6_256
+Checkpoint iteration: 10000
+Number of nodes: 100
+Task configuration: A1
+======================================================================
+OVERALL STATISTICS:
+  Total predictions: 1000
+  Correct (accuracy with standard error): 986 (98.60% ± 0.37%)
+  Syntax error: 0 (0.00%)
+  Illegal direction: 9 (0.90%)
+  Incorrect target: 5 (0.50%)
+    - High confidence mistakes: 5 (0.50%)
+    - Low confidence mistakes: 9 (0.90%)
+
+======================================================================
+TASK A (Pathfinding) STATISTICS:
+  Total: 1000
+  Correct (accuracy with standard error): 986 (98.60% ± 0.37%)
+  Syntax error: 0 (0.00%)
+  Illegal direction: 9 (0.90%)
+  Incorrect target: 5 (0.50%)
+    - High confidence mistakes: 5 (0.50%)
+    - Low confidence mistakes: 9 (0.90%)
+======================================================================