| ============================================================ |
| NETWORK V4 — Adaptive Neurogenesis |
| Trigger: 60-second mean residual > 0.15 |
| Run: until first birth + 5 minutes of observation |
| ============================================================ |
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| Generating 7200000 steps of source signals (2 hours)... |
| Signal generation: 5.0s |
| Running 7200000 steps (7200s)... |
| Neurogenesis trigger: 60s mean residual > 0.15 |
| Will run full duration to observe multiple birth cycles. |
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| t=0s | R=0.0Hz | P=0.0Hz | W_in=0.09786 | res=0.000 | 60s_mean=0.000 | neurons=24 | wall=0s |
| t=60s | R=2.6Hz | P=0.2Hz | W_in=0.09885 | res=0.051 | 60s_mean=0.075 | neurons=24 | wall=6s |
| t=120s | R=2.9Hz | P=0.7Hz | W_in=0.09888 | res=0.055 | 60s_mean=0.098 | neurons=24 | wall=12s |
| t=180s | R=3.0Hz | P=0.8Hz | W_in=0.09888 | res=0.060 | 60s_mean=0.130 | neurons=24 | wall=18s |
| t=240s | R=3.1Hz | P=0.8Hz | W_in=0.09888 | res=0.057 | 60s_mean=0.133 | neurons=24 | wall=23s |
| t=300s | R=2.9Hz | P=0.9Hz | W_in=0.09888 | res=0.052 | 60s_mean=0.130 | neurons=24 | wall=29s |
| t=360s | R=2.6Hz | P=1.1Hz | W_in=0.09888 | res=0.054 | 60s_mean=0.134 | neurons=24 | wall=35s |
| t=420s | R=2.1Hz | P=1.2Hz | W_in=0.09891 | res=0.054 | 60s_mean=0.148 | neurons=24 | wall=41s |
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| [NEUROGENESIS TRIGGER] t=426.6s |
| 60s mean residual: 0.1500 (threshold: 0.15) |
| Instantaneous residual: 1.0000 |
| Most missed input components: [1, 19, 17] |
| Missed magnitudes: ['1.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [3, 4, 8, 12, 14, 15, 17] |
| Their rates: ['2.7', '21.1', '16.8', '4.1', '3.9', '6.9', '2.5'] |
| Total excitatory neurons before birth: 24 |
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| [NEURON BORN] Index: 24 |
| Strongest initial input connections: receptors [13, 1, 12] |
| Initial weights to those: [0.13105197156597975, 0.13002719120925266, 0.1276648435888716] |
| Recurrent connections received: 5 |
| Recurrent connections sent: 2 |
| Total excitatory neurons now: 25 |
| Watching what it becomes... |
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| Birth #1 at t=426.6s |
| t=480s | R=1.9Hz | P=0.9Hz | W_in=0.09895 | res=0.050 | 60s_mean=0.168 | neurons=25 | wall=47s |
| t=540s | R=1.9Hz | P=1.0Hz | W_in=0.09895 | res=0.055 | 60s_mean=0.192 | neurons=25 | wall=53s |
| t=600s | R=1.8Hz | P=0.8Hz | W_in=0.09895 | res=0.045 | 60s_mean=0.234 | neurons=25 | wall=60s |
| t=660s | R=2.3Hz | P=1.2Hz | W_in=0.09895 | res=0.063 | 60s_mean=0.279 | neurons=25 | wall=66s |
| t=720s | R=2.5Hz | P=1.3Hz | W_in=0.09895 | res=0.071 | 60s_mean=0.299 | neurons=25 | wall=72s |
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| [NEUROGENESIS TRIGGER] t=726.6s |
| 60s mean residual: 0.3021 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [3, 4, 8, 12, 14, 15, 17, 24] |
| Their rates: ['3.0', '21.0', '16.6', '6.2', '4.0', '9.7', '6.3', '1.4'] |
| Total excitatory neurons before birth: 25 |
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| [NEURON BORN] Index: 25 |
| Strongest initial input connections: receptors [17, 0, 11] |
| Initial weights to those: [0.13103025552734665, 0.11875339351098718, 0.11513349987400463] |
| Recurrent connections received: 6 |
| Recurrent connections sent: 4 |
| Total excitatory neurons now: 26 |
| Watching what it becomes... |
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| Birth #2 at t=726.6s |
| t=780s | R=2.5Hz | P=1.3Hz | W_in=0.09850 | res=0.066 | 60s_mean=0.308 | neurons=26 | wall=78s |
| t=840s | R=2.9Hz | P=1.5Hz | W_in=0.09850 | res=0.087 | 60s_mean=0.312 | neurons=26 | wall=84s |
| t=900s | R=3.0Hz | P=1.6Hz | W_in=0.09850 | res=0.103 | 60s_mean=0.308 | neurons=26 | wall=90s |
| t=960s | R=3.1Hz | P=1.6Hz | W_in=0.09850 | res=0.091 | 60s_mean=0.318 | neurons=26 | wall=96s |
| t=1020s | R=3.0Hz | P=1.7Hz | W_in=0.09850 | res=0.129 | 60s_mean=0.326 | neurons=26 | wall=102s |
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| [NEUROGENESIS TRIGGER] t=1026.6s |
| 60s mean residual: 0.3260 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [3, 4, 8, 9, 12, 14, 15, 17, 24] |
| Their rates: ['3.2', '19.9', '16.4', '1.5', '7.2', '4.1', '11.0', '8.5', '2.1'] |
| Total excitatory neurons before birth: 26 |
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| [NEURON BORN] Index: 26 |
| Strongest initial input connections: receptors [4, 0, 12] |
| Initial weights to those: [0.1492807957270445, 0.14369072881309536, 0.14276684024542213] |
| Recurrent connections received: 4 |
| Recurrent connections sent: 5 |
| Total excitatory neurons now: 27 |
| Watching what it becomes... |
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| Birth #3 at t=1026.6s |
| t=1080s | R=2.6Hz | P=1.8Hz | W_in=0.09829 | res=0.141 | 60s_mean=0.337 | neurons=27 | wall=108s |
| t=1140s | R=2.0Hz | P=1.4Hz | W_in=0.09832 | res=0.143 | 60s_mean=0.341 | neurons=27 | wall=115s |
| t=1200s | R=1.8Hz | P=1.2Hz | W_in=0.09832 | res=0.110 | 60s_mean=0.341 | neurons=27 | wall=121s |
| t=1260s | R=1.8Hz | P=1.4Hz | W_in=0.09833 | res=0.123 | 60s_mean=0.358 | neurons=27 | wall=126s |
| t=1320s | R=1.8Hz | P=1.3Hz | W_in=0.09836 | res=0.120 | 60s_mean=0.364 | neurons=27 | wall=132s |
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| [NEUROGENESIS TRIGGER] t=1326.6s |
| 60s mean residual: 0.3672 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24] |
| Their rates: ['1.2', '3.3', '19.5', '16.3', '2.1', '7.7', '4.2', '11.7', '9.7', '2.5'] |
| Total excitatory neurons before birth: 27 |
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| [NEURON BORN] Index: 27 |
| Strongest initial input connections: receptors [12, 3, 19] |
| Initial weights to those: [0.14997653369143438, 0.14370514306705068, 0.1429632187724224] |
| Recurrent connections received: 6 |
| Recurrent connections sent: 4 |
| Total excitatory neurons now: 28 |
| Watching what it becomes... |
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| Birth #4 at t=1326.6s |
| t=1380s | R=2.1Hz | P=1.6Hz | W_in=0.09844 | res=0.148 | 60s_mean=0.366 | neurons=28 | wall=138s |
| t=1440s | R=2.5Hz | P=1.6Hz | W_in=0.09846 | res=0.157 | 60s_mean=0.368 | neurons=28 | wall=144s |
| t=1500s | R=2.6Hz | P=1.7Hz | W_in=0.09848 | res=0.168 | 60s_mean=0.375 | neurons=28 | wall=150s |
| t=1560s | R=2.8Hz | P=1.9Hz | W_in=0.09852 | res=0.178 | 60s_mean=0.387 | neurons=28 | wall=156s |
| t=1620s | R=3.0Hz | P=2.2Hz | W_in=0.09856 | res=0.248 | 60s_mean=0.414 | neurons=28 | wall=162s |
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| [NEUROGENESIS TRIGGER] t=1626.6s |
| 60s mean residual: 0.4166 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24] |
| Their rates: ['1.7', '3.4', '19.2', '16.2', '2.5', '8.0', '4.4', '12.1', '10.4', '2.7'] |
| Total excitatory neurons before birth: 28 |
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| [NEURON BORN] Index: 28 |
| Strongest initial input connections: receptors [14, 4, 13] |
| Initial weights to those: [0.14950094173238104, 0.14488737571491253, 0.13981200805010946] |
| Recurrent connections received: 9 |
| Recurrent connections sent: 6 |
| Total excitatory neurons now: 29 |
| Watching what it becomes... |
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| Birth #5 at t=1626.6s |
| t=1680s | R=3.1Hz | P=1.9Hz | W_in=0.09859 | res=0.194 | 60s_mean=0.445 | neurons=29 | wall=168s |
| t=1740s | R=3.0Hz | P=2.0Hz | W_in=0.09859 | res=0.295 | 60s_mean=0.462 | neurons=29 | wall=174s |
| t=1800s | R=2.5Hz | P=1.9Hz | W_in=0.09859 | res=0.279 | 60s_mean=0.486 | neurons=29 | wall=180s |
| t=1860s | R=2.2Hz | P=1.9Hz | W_in=0.09859 | res=0.314 | 60s_mean=0.538 | neurons=29 | wall=187s |
| t=1920s | R=1.9Hz | P=1.8Hz | W_in=0.09859 | res=0.319 | 60s_mean=0.564 | neurons=29 | wall=193s |
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| [NEUROGENESIS TRIGGER] t=1926.6s |
| 60s mean residual: 0.5674 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 27] |
| Their rates: ['2.0', '3.4', '19.1', '16.1', '2.7', '8.2', '5.2', '12.4', '11.0', '2.9', '1.2'] |
| Total excitatory neurons before birth: 29 |
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| [NEURON BORN] Index: 29 |
| Strongest initial input connections: receptors [10, 8, 18] |
| Initial weights to those: [0.14745904132511056, 0.14319443692299963, 0.14314619293088893] |
| Recurrent connections received: 5 |
| Recurrent connections sent: 5 |
| Total excitatory neurons now: 30 |
| Watching what it becomes... |
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| Birth #6 at t=1926.6s |
| t=1980s | R=1.8Hz | P=1.6Hz | W_in=0.09864 | res=0.273 | 60s_mean=0.586 | neurons=30 | wall=199s |
| t=2040s | R=1.6Hz | P=1.4Hz | W_in=0.09864 | res=0.208 | 60s_mean=0.589 | neurons=30 | wall=205s |
| t=2100s | R=2.0Hz | P=1.8Hz | W_in=0.09864 | res=0.326 | 60s_mean=0.600 | neurons=30 | wall=212s |
| t=2160s | R=2.3Hz | P=1.6Hz | W_in=0.09864 | res=0.247 | 60s_mean=0.592 | neurons=30 | wall=219s |
| t=2220s | R=2.4Hz | P=1.6Hz | W_in=0.09864 | res=0.264 | 60s_mean=0.619 | neurons=30 | wall=226s |
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| [NEUROGENESIS TRIGGER] t=2226.6s |
| 60s mean residual: 0.6289 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 27] |
| Their rates: ['2.3', '3.5', '19.0', '16.0', '2.9', '8.4', '5.9', '12.6', '11.4', '3.0', '1.7'] |
| Total excitatory neurons before birth: 30 |
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| [NEURON BORN] Index: 30 |
| Strongest initial input connections: receptors [3, 4, 12] |
| Initial weights to those: [0.14403514125381806, 0.14370627248797013, 0.13366407464065444] |
| Recurrent connections received: 4 |
| Recurrent connections sent: 8 |
| Total excitatory neurons now: 31 |
| Watching what it becomes... |
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| Birth #7 at t=2226.6s |
| t=2280s | R=2.9Hz | P=1.7Hz | W_in=0.09846 | res=0.376 | 60s_mean=0.639 | neurons=31 | wall=233s |
| t=2340s | R=2.9Hz | P=1.9Hz | W_in=0.09846 | res=0.398 | 60s_mean=0.635 | neurons=31 | wall=240s |
| t=2400s | R=3.0Hz | P=1.8Hz | W_in=0.09846 | res=0.300 | 60s_mean=0.653 | neurons=31 | wall=246s |
| t=2460s | R=3.1Hz | P=2.1Hz | W_in=0.09846 | res=0.506 | 60s_mean=0.660 | neurons=31 | wall=252s |
| t=2520s | R=2.6Hz | P=1.9Hz | W_in=0.09846 | res=0.476 | 60s_mean=0.676 | neurons=31 | wall=258s |
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| [NEUROGENESIS TRIGGER] t=2526.6s |
| 60s mean residual: 0.6772 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 27] |
| Their rates: ['2.4', '3.5', '19.0', '15.9', '3.1', '8.5', '6.4', '12.8', '11.6', '3.1', '2.1'] |
| Total excitatory neurons before birth: 31 |
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| [NEURON BORN] Index: 31 |
| Strongest initial input connections: receptors [12, 14, 10] |
| Initial weights to those: [0.1459596262059495, 0.14318242907953155, 0.14021496684090012] |
| Recurrent connections received: 3 |
| Recurrent connections sent: 2 |
| Total excitatory neurons now: 32 |
| Watching what it becomes... |
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| Birth #8 at t=2526.6s |
| t=2580s | R=2.2Hz | P=1.9Hz | W_in=0.09851 | res=0.501 | 60s_mean=0.656 | neurons=32 | wall=264s |
| t=2640s | R=1.9Hz | P=2.0Hz | W_in=0.09851 | res=0.595 | 60s_mean=0.677 | neurons=32 | wall=271s |
| t=2700s | R=1.8Hz | P=1.8Hz | W_in=0.09851 | res=0.449 | 60s_mean=0.672 | neurons=32 | wall=279s |
| t=2760s | R=1.8Hz | P=1.7Hz | W_in=0.09851 | res=0.471 | 60s_mean=0.670 | neurons=32 | wall=286s |
| t=2820s | R=2.1Hz | P=1.7Hz | W_in=0.09851 | res=0.425 | 60s_mean=0.687 | neurons=32 | wall=292s |
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| [NEUROGENESIS TRIGGER] t=2826.6s |
| 60s mean residual: 0.6854 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27] |
| Their rates: ['2.6', '3.5', '19.0', '15.8', '3.2', '8.6', '6.9', '12.9', '11.9', '3.2', '1.1', '2.4'] |
| Total excitatory neurons before birth: 32 |
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| [NEURON BORN] Index: 32 |
| Strongest initial input connections: receptors [7, 0, 19] |
| Initial weights to those: [0.14908724780022045, 0.147199434270177, 0.1392904995362683] |
| Recurrent connections received: 7 |
| Recurrent connections sent: 8 |
| Total excitatory neurons now: 33 |
| Watching what it becomes... |
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| Birth #9 at t=2826.6s |
| t=2880s | R=2.1Hz | P=1.3Hz | W_in=0.09855 | res=0.297 | 60s_mean=0.684 | neurons=33 | wall=298s |
| t=2940s | R=2.5Hz | P=1.5Hz | W_in=0.09855 | res=0.369 | 60s_mean=0.683 | neurons=33 | wall=306s |
| t=3000s | R=2.9Hz | P=1.7Hz | W_in=0.09855 | res=0.396 | 60s_mean=0.682 | neurons=33 | wall=314s |
| t=3060s | R=2.8Hz | P=2.0Hz | W_in=0.09855 | res=0.487 | 60s_mean=0.675 | neurons=33 | wall=322s |
| t=3120s | R=3.0Hz | P=1.9Hz | W_in=0.09855 | res=0.409 | 60s_mean=0.674 | neurons=33 | wall=330s |
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| [NEUROGENESIS TRIGGER] t=3126.6s |
| 60s mean residual: 0.6745 (threshold: 0.15) |
| Instantaneous residual: 1.0000 |
| Most missed input components: [4, 19, 17] |
| Missed magnitudes: ['1.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27] |
| Their rates: ['2.7', '3.6', '19.1', '15.8', '3.3', '8.7', '7.3', '13.0', '12.0', '3.2', '1.3', '2.7'] |
| Total excitatory neurons before birth: 33 |
|
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| [NEURON BORN] Index: 33 |
| Strongest initial input connections: receptors [1, 0, 10] |
| Initial weights to those: [0.1480757467908352, 0.14558605341889252, 0.1326410549972709] |
| Recurrent connections received: 6 |
| Recurrent connections sent: 10 |
| Total excitatory neurons now: 34 |
| Watching what it becomes... |
|
|
| Birth #10 at t=3126.6s |
| t=3180s | R=3.1Hz | P=2.1Hz | W_in=0.09859 | res=0.596 | 60s_mean=0.680 | neurons=34 | wall=339s |
| t=3240s | R=3.0Hz | P=2.0Hz | W_in=0.09859 | res=0.506 | 60s_mean=0.676 | neurons=34 | wall=347s |
| t=3300s | R=2.4Hz | P=2.0Hz | W_in=0.09859 | res=0.513 | 60s_mean=0.666 | neurons=34 | wall=355s |
| t=3360s | R=2.0Hz | P=2.3Hz | W_in=0.09859 | res=0.644 | 60s_mean=0.672 | neurons=34 | wall=363s |
| t=3420s | R=1.7Hz | P=1.6Hz | W_in=0.09859 | res=0.363 | 60s_mean=0.698 | neurons=34 | wall=372s |
|
|
| [NEUROGENESIS TRIGGER] t=3426.6s |
| 60s mean residual: 0.7077 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27] |
| Their rates: ['2.8', '3.6', '19.1', '15.7', '3.3', '8.7', '7.6', '13.1', '12.2', '3.3', '1.5', '3.0'] |
| Total excitatory neurons before birth: 34 |
|
|
| [NEURON BORN] Index: 34 |
| Strongest initial input connections: receptors [1, 9, 14] |
| Initial weights to those: [0.14866259175249644, 0.1457693408015423, 0.14133811065621013] |
| Recurrent connections received: 7 |
| Recurrent connections sent: 6 |
| Total excitatory neurons now: 35 |
| Watching what it becomes... |
|
|
| Birth #11 at t=3426.6s |
| t=3480s | R=1.9Hz | P=1.7Hz | W_in=0.09850 | res=0.562 | 60s_mean=0.733 | neurons=35 | wall=380s |
| t=3540s | R=2.1Hz | P=1.9Hz | W_in=0.09850 | res=0.532 | 60s_mean=0.746 | neurons=35 | wall=388s |
| t=3600s | R=2.1Hz | P=1.5Hz | W_in=0.09851 | res=0.397 | 60s_mean=0.753 | neurons=35 | wall=395s |
| t=3660s | R=2.5Hz | P=1.6Hz | W_in=0.09851 | res=0.468 | 60s_mean=0.748 | neurons=35 | wall=403s |
| t=3720s | R=2.9Hz | P=1.8Hz | W_in=0.09851 | res=0.567 | 60s_mean=0.770 | neurons=35 | wall=412s |
|
|
| [NEUROGENESIS TRIGGER] t=3726.6s |
| 60s mean residual: 0.7686 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27] |
| Their rates: ['2.9', '3.6', '19.2', '15.7', '3.4', '8.8', '7.8', '13.2', '12.3', '3.3', '1.7', '3.2'] |
| Total excitatory neurons before birth: 35 |
|
|
| [NEURON BORN] Index: 35 |
| Strongest initial input connections: receptors [17, 9, 18] |
| Initial weights to those: [0.1464013702359797, 0.138280933214458, 0.13157636115954136] |
| Recurrent connections received: 6 |
| Recurrent connections sent: 10 |
| Total excitatory neurons now: 36 |
| Watching what it becomes... |
|
|
| Birth #12 at t=3726.6s |
| t=3780s | R=2.8Hz | P=1.8Hz | W_in=0.09850 | res=0.615 | 60s_mean=0.759 | neurons=36 | wall=419s |
| t=3840s | R=3.0Hz | P=1.8Hz | W_in=0.09850 | res=0.409 | 60s_mean=0.748 | neurons=36 | wall=425s |
| t=3900s | R=3.0Hz | P=2.3Hz | W_in=0.09850 | res=0.843 | 60s_mean=0.776 | neurons=36 | wall=431s |
| t=3960s | R=2.8Hz | P=1.8Hz | W_in=0.09850 | res=0.565 | 60s_mean=0.771 | neurons=36 | wall=438s |
| t=4020s | R=2.5Hz | P=2.1Hz | W_in=0.09850 | res=0.759 | 60s_mean=0.779 | neurons=36 | wall=444s |
|
|
| [NEUROGENESIS TRIGGER] t=4026.6s |
| 60s mean residual: 0.7785 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27] |
| Their rates: ['3.0', '3.6', '19.2', '15.6', '3.4', '8.8', '8.1', '13.3', '12.4', '3.4', '1.9', '3.4'] |
| Total excitatory neurons before birth: 36 |
|
|
| [NEURON BORN] Index: 36 |
| Strongest initial input connections: receptors [6, 2, 13] |
| Initial weights to those: [0.14370150008762636, 0.13670056008565976, 0.1364074470742149] |
| Recurrent connections received: 10 |
| Recurrent connections sent: 10 |
| Total excitatory neurons now: 37 |
| Watching what it becomes... |
|
|
| Birth #13 at t=4026.6s |
| t=4080s | R=2.0Hz | P=1.9Hz | W_in=0.09827 | res=0.634 | 60s_mean=0.786 | neurons=37 | wall=451s |
| t=4140s | R=1.8Hz | P=1.6Hz | W_in=0.09827 | res=0.496 | 60s_mean=0.776 | neurons=37 | wall=457s |
| t=4200s | R=1.8Hz | P=1.7Hz | W_in=0.09828 | res=0.739 | 60s_mean=0.810 | neurons=37 | wall=464s |
| t=4260s | R=2.0Hz | P=1.8Hz | W_in=0.09830 | res=0.594 | 60s_mean=0.808 | neurons=37 | wall=470s |
| t=4320s | R=2.1Hz | P=1.6Hz | W_in=0.09832 | res=0.591 | 60s_mean=0.774 | neurons=37 | wall=477s |
|
|
| [NEUROGENESIS TRIGGER] t=4326.6s |
| 60s mean residual: 0.7657 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27] |
| Their rates: ['3.0', '3.6', '19.3', '15.6', '3.5', '8.9', '8.2', '13.3', '12.5', '3.4', '2.0', '3.6'] |
| Total excitatory neurons before birth: 37 |
|
|
| [NEURON BORN] Index: 37 |
| Strongest initial input connections: receptors [3, 0, 11] |
| Initial weights to those: [0.14994089253876713, 0.14425092633198067, 0.14369065400226777] |
| Recurrent connections received: 7 |
| Recurrent connections sent: 6 |
| Total excitatory neurons now: 38 |
| Watching what it becomes... |
|
|
| Birth #14 at t=4326.6s |
| t=4380s | R=2.5Hz | P=1.6Hz | W_in=0.09819 | res=0.553 | 60s_mean=0.756 | neurons=38 | wall=483s |
| t=4440s | R=2.6Hz | P=1.8Hz | W_in=0.09820 | res=0.534 | 60s_mean=0.784 | neurons=38 | wall=490s |
| t=4500s | R=2.9Hz | P=1.6Hz | W_in=0.09821 | res=0.497 | 60s_mean=0.767 | neurons=38 | wall=496s |
| t=4560s | R=2.9Hz | P=1.8Hz | W_in=0.09827 | res=0.504 | 60s_mean=0.765 | neurons=38 | wall=503s |
| t=4620s | R=3.1Hz | P=2.2Hz | W_in=0.09838 | res=0.674 | 60s_mean=0.791 | neurons=38 | wall=509s |
|
|
| [NEUROGENESIS TRIGGER] t=4626.6s |
| 60s mean residual: 0.7911 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27, 33] |
| Their rates: ['3.1', '3.6', '19.3', '15.6', '3.5', '8.9', '8.4', '13.4', '12.6', '3.6', '2.1', '3.7', '1.1'] |
| Total excitatory neurons before birth: 38 |
|
|
| [NEURON BORN] Index: 38 |
| Strongest initial input connections: receptors [11, 7, 6] |
| Initial weights to those: [0.148460737660093, 0.14242897594096085, 0.13784721553959878] |
| Recurrent connections received: 6 |
| Recurrent connections sent: 3 |
| Total excitatory neurons now: 39 |
| Watching what it becomes... |
|
|
| Birth #15 at t=4626.6s |
| t=4680s | R=2.8Hz | P=1.8Hz | W_in=0.09838 | res=0.594 | 60s_mean=0.801 | neurons=39 | wall=516s |
| t=4740s | R=2.6Hz | P=2.2Hz | W_in=0.09841 | res=0.906 | 60s_mean=0.810 | neurons=39 | wall=522s |
| t=4800s | R=2.0Hz | P=2.1Hz | W_in=0.09842 | res=0.745 | 60s_mean=0.805 | neurons=39 | wall=529s |
| t=4860s | R=1.8Hz | P=1.7Hz | W_in=0.09845 | res=0.655 | 60s_mean=0.806 | neurons=39 | wall=536s |
| t=4920s | R=1.8Hz | P=1.9Hz | W_in=0.09845 | res=0.876 | 60s_mean=0.827 | neurons=39 | wall=542s |
|
|
| [NEUROGENESIS TRIGGER] t=4926.6s |
| 60s mean residual: 0.8274 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27, 33] |
| Their rates: ['3.1', '3.6', '19.4', '15.6', '3.6', '8.9', '8.6', '13.4', '12.7', '3.7', '2.2', '3.9', '1.3'] |
| Total excitatory neurons before birth: 39 |
|
|
| [NEURON BORN] Index: 39 |
| Strongest initial input connections: receptors [7, 17, 0] |
| Initial weights to those: [0.14976479671837004, 0.14258421788774506, 0.13887954941814334] |
| Recurrent connections received: 5 |
| Recurrent connections sent: 8 |
| Total excitatory neurons now: 40 |
| Watching what it becomes... |
|
|
| Birth #16 at t=4926.6s |
| t=4980s | R=1.8Hz | P=1.7Hz | W_in=0.09849 | res=0.675 | 60s_mean=0.860 | neurons=40 | wall=549s |
| t=5040s | R=1.9Hz | P=1.7Hz | W_in=0.09850 | res=0.668 | 60s_mean=0.863 | neurons=40 | wall=556s |
| t=5100s | R=2.5Hz | P=1.8Hz | W_in=0.09851 | res=0.746 | 60s_mean=0.855 | neurons=40 | wall=563s |
| t=5160s | R=2.6Hz | P=1.9Hz | W_in=0.09851 | res=0.814 | 60s_mean=0.882 | neurons=40 | wall=570s |
| t=5220s | R=2.8Hz | P=1.6Hz | W_in=0.09852 | res=0.585 | 60s_mean=0.902 | neurons=40 | wall=577s |
|
|
| [NEUROGENESIS TRIGGER] t=5226.6s |
| 60s mean residual: 0.9041 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27, 33] |
| Their rates: ['3.1', '3.6', '19.4', '15.5', '3.6', '8.9', '8.7', '13.5', '12.7', '3.8', '2.3', '4.0', '1.4'] |
| Total excitatory neurons before birth: 40 |
|
|
| [NEURON BORN] Index: 40 |
| Strongest initial input connections: receptors [10, 9, 15] |
| Initial weights to those: [0.13783147308938581, 0.12906735916446094, 0.12378571813604079] |
| Recurrent connections received: 7 |
| Recurrent connections sent: 7 |
| Total excitatory neurons now: 41 |
| Watching what it becomes... |
|
|
| Birth #17 at t=5226.6s |
| t=5280s | R=2.9Hz | P=1.9Hz | W_in=0.09834 | res=0.840 | 60s_mean=0.938 | neurons=41 | wall=585s |
| t=5340s | R=3.1Hz | P=2.2Hz | W_in=0.09834 | res=1.178 | 60s_mean=1.004 | neurons=41 | wall=592s |
| t=5400s | R=2.9Hz | P=1.8Hz | W_in=0.09835 | res=0.961 | 60s_mean=1.010 | neurons=41 | wall=599s |
| t=5460s | R=2.6Hz | P=2.2Hz | W_in=0.09837 | res=1.239 | 60s_mean=1.051 | neurons=41 | wall=606s |
| t=5520s | R=2.1Hz | P=2.2Hz | W_in=0.09838 | res=1.169 | 60s_mean=1.040 | neurons=41 | wall=613s |
|
|
| [NEUROGENESIS TRIGGER] t=5526.6s |
| 60s mean residual: 1.0499 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27, 33] |
| Their rates: ['3.2', '3.6', '19.5', '15.5', '3.6', '9.0', '8.9', '13.6', '12.8', '3.9', '2.4', '4.1', '1.6'] |
| Total excitatory neurons before birth: 41 |
|
|
| [NEURON BORN] Index: 41 |
| Strongest initial input connections: receptors [15, 16, 4] |
| Initial weights to those: [0.14356836393980424, 0.12981682913973092, 0.12783604707782165] |
| Recurrent connections received: 3 |
| Recurrent connections sent: 8 |
| Total excitatory neurons now: 42 |
| Watching what it becomes... |
|
|
| Birth #18 at t=5526.6s |
| t=5580s | R=1.8Hz | P=1.6Hz | W_in=0.09828 | res=1.026 | 60s_mean=1.097 | neurons=42 | wall=622s |
| t=5640s | R=1.9Hz | P=1.7Hz | W_in=0.09828 | res=0.985 | 60s_mean=1.063 | neurons=42 | wall=629s |
| t=5700s | R=1.8Hz | P=1.8Hz | W_in=0.09830 | res=1.098 | 60s_mean=1.082 | neurons=42 | wall=636s |
| t=5760s | R=1.8Hz | P=1.5Hz | W_in=0.09832 | res=0.844 | 60s_mean=1.072 | neurons=42 | wall=643s |
| t=5820s | R=2.5Hz | P=1.9Hz | W_in=0.09835 | res=1.245 | 60s_mean=1.077 | neurons=42 | wall=650s |
|
|
| [NEUROGENESIS TRIGGER] t=5826.6s |
| 60s mean residual: 1.0692 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27, 33] |
| Their rates: ['3.2', '3.7', '19.5', '15.5', '3.6', '9.0', '9.0', '13.6', '12.8', '4.0', '2.5', '4.2', '1.7'] |
| Total excitatory neurons before birth: 42 |
|
|
| [NEURON BORN] Index: 42 |
| Strongest initial input connections: receptors [3, 9, 1] |
| Initial weights to those: [0.14229434198401747, 0.14099371729174615, 0.13668420624138758] |
| Recurrent connections received: 17 |
| Recurrent connections sent: 12 |
| Total excitatory neurons now: 43 |
| Watching what it becomes... |
|
|
| Birth #19 at t=5826.6s |
| t=5880s | R=2.7Hz | P=1.8Hz | W_in=0.09838 | res=1.085 | 60s_mean=1.059 | neurons=43 | wall=658s |
| t=5940s | R=2.8Hz | P=1.5Hz | W_in=0.09842 | res=0.774 | 60s_mean=1.059 | neurons=43 | wall=666s |
| t=6000s | R=2.8Hz | P=1.9Hz | W_in=0.09843 | res=1.059 | 60s_mean=1.081 | neurons=43 | wall=674s |
| t=6060s | R=3.1Hz | P=2.3Hz | W_in=0.09843 | res=1.311 | 60s_mean=1.090 | neurons=43 | wall=681s |
| t=6120s | R=2.8Hz | P=1.9Hz | W_in=0.09843 | res=1.140 | 60s_mean=1.145 | neurons=43 | wall=688s |
|
|
| [NEUROGENESIS TRIGGER] t=6126.6s |
| 60s mean residual: 1.1497 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27, 33] |
| Their rates: ['3.2', '3.7', '19.6', '15.5', '3.7', '9.0', '9.2', '13.7', '12.9', '4.1', '2.5', '4.3', '1.8'] |
| Total excitatory neurons before birth: 43 |
|
|
| [NEURON BORN] Index: 43 |
| Strongest initial input connections: receptors [18, 1, 15] |
| Initial weights to those: [0.14232235352696165, 0.14100896741301988, 0.12292712438603892] |
| Recurrent connections received: 6 |
| Recurrent connections sent: 6 |
| Total excitatory neurons now: 44 |
| Watching what it becomes... |
|
|
| Birth #20 at t=6126.6s |
| t=6180s | R=2.6Hz | P=2.0Hz | W_in=0.09839 | res=1.191 | 60s_mean=1.135 | neurons=44 | wall=696s |
| t=6240s | R=2.2Hz | P=1.9Hz | W_in=0.09839 | res=1.231 | 60s_mean=1.161 | neurons=44 | wall=703s |
| t=6300s | R=2.0Hz | P=2.2Hz | W_in=0.09839 | res=1.556 | 60s_mean=1.220 | neurons=44 | wall=710s |
| t=6360s | R=1.9Hz | P=1.8Hz | W_in=0.09840 | res=1.302 | 60s_mean=1.202 | neurons=44 | wall=717s |
| t=6420s | R=1.8Hz | P=1.9Hz | W_in=0.09841 | res=1.383 | 60s_mean=1.239 | neurons=44 | wall=724s |
|
|
| [NEUROGENESIS TRIGGER] t=6426.6s |
| 60s mean residual: 1.2461 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27, 33, 36] |
| Their rates: ['3.3', '3.7', '19.6', '15.5', '3.7', '9.0', '9.3', '13.8', '12.9', '4.2', '2.6', '4.4', '1.9', '1.0'] |
| Total excitatory neurons before birth: 44 |
|
|
| [NEURON BORN] Index: 44 |
| Strongest initial input connections: receptors [19, 2, 6] |
| Initial weights to those: [0.14758945922813232, 0.13062314887229814, 0.1251081160482871] |
| Recurrent connections received: 13 |
| Recurrent connections sent: 9 |
| Total excitatory neurons now: 45 |
| Watching what it becomes... |
|
|
| Birth #21 at t=6426.6s |
| t=6480s | R=2.0Hz | P=2.0Hz | W_in=0.09828 | res=1.351 | 60s_mean=1.243 | neurons=45 | wall=732s |
| t=6540s | R=2.4Hz | P=2.0Hz | W_in=0.09829 | res=1.560 | 60s_mean=1.233 | neurons=45 | wall=739s |
| t=6600s | R=2.5Hz | P=1.3Hz | W_in=0.09829 | res=0.743 | 60s_mean=1.212 | neurons=45 | wall=746s |
| t=6660s | R=2.7Hz | P=1.5Hz | W_in=0.09831 | res=0.979 | 60s_mean=1.242 | neurons=45 | wall=754s |
| t=6720s | R=3.0Hz | P=2.2Hz | W_in=0.09836 | res=1.670 | 60s_mean=1.256 | neurons=45 | wall=761s |
|
|
| [NEUROGENESIS TRIGGER] t=6726.6s |
| 60s mean residual: 1.2617 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27, 33, 36] |
| Their rates: ['3.3', '3.7', '19.7', '15.5', '3.7', '9.0', '9.4', '13.8', '13.0', '4.3', '2.6', '4.4', '2.0', '1.2'] |
| Total excitatory neurons before birth: 45 |
|
|
| [NEURON BORN] Index: 45 |
| Strongest initial input connections: receptors [13, 2, 11] |
| Initial weights to those: [0.1452200725408912, 0.144963538817675, 0.13924814191396806] |
| Recurrent connections received: 11 |
| Recurrent connections sent: 12 |
| Total excitatory neurons now: 46 |
| Watching what it becomes... |
|
|
| Birth #22 at t=6726.6s |
| t=6780s | R=3.0Hz | P=2.3Hz | W_in=0.09849 | res=1.673 | 60s_mean=1.290 | neurons=46 | wall=768s |
| t=6840s | R=2.9Hz | P=2.1Hz | W_in=0.09857 | res=1.464 | 60s_mean=1.313 | neurons=46 | wall=775s |
| t=6900s | R=2.8Hz | P=2.4Hz | W_in=0.09857 | res=1.583 | 60s_mean=1.279 | neurons=46 | wall=782s |
| t=6960s | R=2.2Hz | P=2.3Hz | W_in=0.09857 | res=1.480 | 60s_mean=1.318 | neurons=46 | wall=790s |
| t=7020s | R=2.0Hz | P=2.1Hz | W_in=0.09857 | res=1.259 | 60s_mean=1.274 | neurons=46 | wall=797s |
|
|
| [NEUROGENESIS TRIGGER] t=7026.6s |
| 60s mean residual: 1.2667 (threshold: 0.15) |
| Instantaneous residual: 0.0000 |
| Most missed input components: [19, 18, 17] |
| Missed magnitudes: ['0.0000', '0.0000', '0.0000'] |
| Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27, 33, 36, 38] |
| Their rates: ['3.3', '3.7', '19.8', '15.5', '3.7', '9.0', '9.5', '13.9', '13.0', '4.4', '2.7', '4.5', '2.0', '1.3', '1.1'] |
| Total excitatory neurons before birth: 46 |
|
|
| [NEURON BORN] Index: 46 |
| Strongest initial input connections: receptors [2, 8, 1] |
| Initial weights to those: [0.1496127257638607, 0.13561950631484165, 0.13504311844863662] |
| Recurrent connections received: 9 |
| Recurrent connections sent: 8 |
| Total excitatory neurons now: 47 |
| Watching what it becomes... |
|
|
| Birth #23 at t=7026.6s |
| t=7080s | R=2.1Hz | P=2.2Hz | W_in=0.09854 | res=1.738 | 60s_mean=1.346 | neurons=47 | wall=804s |
| t=7140s | R=1.7Hz | P=1.6Hz | W_in=0.09855 | res=1.187 | 60s_mean=1.381 | neurons=47 | wall=812s |
| Done. |
|
|
| === WHAT FORMED === |
| Duration: 7199s |
|
|
| Receptor layer (20 neurons): |
| Mean rate: 4.5 Hz |
| Rate range: 0.0 - 17.2 Hz |
| Specialization (CV): 1.144 |
|
|
| Processing layer: |
| Started with: 24 excitatory neurons |
| Ended with: 47 excitatory neurons |
| Neurogenesis events: 23 |
| First birth at: 426.6s |
|
|
| Weight evolution: |
| Input weights: 0.09786 → 0.09855 |
| Recurrent weights: 0.04047 → 0.04456 |
|
|
| Residual: |
| Instantaneous — start: 0.000, end: 0.348 |
| 60s mean — start: 0.000, end: 1.395 |
| Traceback (most recent call last): |
| File "/home/ubuntu/network_v4.py", line 732, in <module> |
| analysis = net.analyze(history) |
| ^^^^^^^^^^^^^^^^^^^^ |
| File "/home/ubuntu/network_v4.py", line 593, in analyze |
| print(f"\nNew neuron (born at t={history['new_neuron_born_at']:.1f}s):") |
| ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ |
| TypeError: unsupported format string passed to NoneType.__format__ |
|
|
