{ "any_explosive_synchrony": false, "any_memory_leak_suspected": false, "any_silent_run": false, "cpu_gpu_reference": { "absolute_tolerance": 1e-10, "cpu_event_count": 4, "events_exact_match": true, "gpu_event_count": 4, "induced_edges": 271, "max_abs_synaptic_state_difference": 0.0, "max_abs_voltage_difference": 0.0, "numerical_match": true, "passed": true, "seed": 41100, "selected_global_neuron_indices": [ 240, 1003, 1181, 1383, 2392, 2669, 2758, 3555, 3559, 4077, 4196, 4340, 4346, 4389, 4482, 4740, 4861, 5145, 6125, 6232, 6516, 7538, 7542, 7761, 7803, 8349, 9076, 9250, 9297, 10127, 10291, 10552, 10772, 11017, 11109, 11132, 11164, 11318, 12240, 12865, 12890, 12897, 12936, 13276, 13913, 14339, 14517, 14829, 15125, 15200, 15471, 15731, 16009, 16335, 17047, 17158, 17263, 17331, 17368, 18969, 19055, 19254, 19281, 19313, 19488, 19539, 20050, 20064, 20136, 20324, 20431, 20579, 21498, 21739, 22533, 23828, 24173, 24198, 24573, 24803, 24885, 26315, 26329, 26928, 27085, 27485, 27500, 27696, 28660, 28910, 29207, 29574, 29586, 29590, 29761, 29841, 30480, 30571, 30749, 30857, 31157, 31599, 32026, 32635, 33014, 33491, 33550, 33866, 33985, 34592, 34858, 35109, 35339, 35566, 35640, 35653, 35911, 35912, 36684, 37878, 38675, 39063, 39067, 39842, 40112, 41662, 41820, 42345, 42585, 42854, 43842, 44451, 44788, 44839, 44947, 44959, 45451, 45786, 46304, 46458, 46555, 46724, 46809, 47844, 48747, 48998, 49764, 50175, 50527, 50655, 50786, 50861, 52337, 52691, 52765, 53200, 53284, 53341, 53595, 54099, 54700, 54932, 55534, 55757, 56316, 56609, 56642, 57796, 58557, 59853, 60491, 60537, 60625, 60654, 60748, 60944, 60968, 61234, 61600, 62427, 62872, 63020, 63158, 63710, 64064, 64578, 64770, 64929, 65145, 65840, 65901, 66089, 66790, 67089, 67333, 67347, 67764, 68173, 68233, 68296, 68313, 68482, 69162, 69211, 69793, 70077, 71267, 71583, 71781, 71920, 72452, 72481, 72521, 72680, 72954, 73476, 73501, 73807, 73973, 74392, 74905, 75059, 75495, 75583, 75920, 75970, 76238, 76255, 76472, 77523, 77557, 78160, 78416, 79280, 79436, 79777, 80021, 80411, 81137, 81405, 81632, 82362, 82516, 82611, 82843, 83107, 83801, 84143, 84169, 84294, 84624, 84946, 84953, 84956, 85316, 85676, 86493, 87112, 87195, 87720, 88389, 88477, 88627, 88690, 88814, 89160, 89432, 89787, 89869, 89916, 90324, 90381, 90603, 90968, 91327, 91507, 92099, 92921, 93436, 94010, 94035, 94154, 94706, 95195, 95628, 95762, 96494, 96581, 96723, 96781, 96834, 96961, 96993, 98575, 98766, 98778, 99706, 99763, 99864, 100250, 100298, 100408, 101214, 101627, 102004, 102063, 102440, 103405, 103509, 103872, 104572, 104648, 104825, 105121, 105804, 106106, 106233, 106291, 106375, 107035, 107172, 107263, 107283, 107419, 107622, 107810, 107939, 108364, 108596, 108605, 108635, 108726, 108757, 109388, 109799, 111528, 111548, 111631, 112071, 112239, 112758, 112861, 113919, 114191, 114691, 114733, 114777, 114930, 115335, 115632, 115707, 116042, 116513, 116833, 117032, 117284, 117360, 117592, 118109, 118285, 118442, 118642, 118683, 119029, 119048, 119197, 119824, 119840, 119859, 120197, 120226, 120418, 120518, 120975, 121221, 122023, 122228, 122653, 123494, 123642, 124112, 124527, 124978, 125779, 125805, 126353, 126510, 126568, 126738, 126826, 127173, 127270, 127428, 127564, 127639, 127657, 127916, 128354, 129569, 129606, 129844, 129970, 130180, 131550, 131568, 131794, 132401, 132849, 133023, 133276, 133425, 133571, 133924, 134129, 134206, 134291, 134340, 134711, 135156, 136036, 136150, 136166, 136726, 137033, 137066, 137229, 137622, 137693, 137731, 137887, 137965, 137976, 138187, 138672, 139091, 139155, 139290, 139302, 139728, 141159, 141317, 141672, 142140, 142231, 142681, 142700, 143034, 143073, 143725, 144362, 144557, 145641, 146130, 146430, 146734, 147033, 147583, 147911, 148387, 148414, 148536, 148684, 148855, 149715, 149882, 150266, 150669, 150914, 151019, 151020, 151074, 151654, 151657, 151821, 152126, 152557, 152601, 153202, 153258, 153963, 154128, 154434, 154490, 155011, 155268, 156936, 157117, 157238, 158939, 159101, 159580, 160175, 160248, 160769, 160885, 161195, 161868, 162020, 162176, 162302, 162901, 163089, 163658, 164230, 164316, 164712, 164890, 165455, 165845, 166305, 166436, 166452 ], "selection": "uniform random without replacement, then induced edges", "steps": 100, "subgraph_neurons": 512 }, "derived_audit": { "classification_counts": { "UNCLEAR": 2999, "UNKNOWN": 178, "acetylcholine": 103720, "dopamine": 392, "gaba": 22069, "glutamate": 29302, "histamine": 7891, "octopamine": 101, "serotonin": 48 }, "directed_edges": 25582938, "effective_weight_path": "/data/digital-drosophila/experiments/phase4a-baseline/outputs/derived/effective-weights.float32.npy", "effective_weight_scale": 0.05, "effective_weight_sha256": "3529b58da27d58efdb9e56af938cda69b422008f87b94698422efae99e09e75e", "effective_weight_transform": "sqrt", "histamine_configured_sign": -1, "histamine_count": 7891, "neurons": 166700, "neurotransmitter_counts": { "UNKNOWN": 178, "acetylcholine": 103720, "dopamine": 392, "gaba": 22069, "glutamate": 29302, "histamine": 7891, "octopamine": 101, "serotonin": 48, "unclear": 2999 }, "neurotransmitter_source_field": "neurotransmitter", "raw_synaptic_contact_weight_sum": 124177617, "raw_weight_modified": false, "raw_weight_path": "/data/digital-drosophila/datasets/male-cns-v1.0/processed/neuron-only/gpu/csr-weights.int64.npy", "raw_weight_sha256": "c7ae101451dd19c47fd976bcfacbc52d67193a68ffa04c5b4d2e911cfd52d99b", "sign_counts": { "-1": 59262, "0": 3177, "1": 104261 }, "unclear_metadata_count": 2999, "unknown_metadata_count": 178 }, "device": { "mixed_multi_gpu_used": false, "name": "NVIDIA GeForce RTX 4090", "torch_visible_device_count": 1, "total_vram_bytes": 50864390144 }, "input_hashes_unchanged": true, "isolated_neurons_retained": 217, "limitations": [ "Dynamics parameters are a configurable FlyWire-inspired baseline, not MaleCNS single-cell measurements.", "Synthetic benchmark drive amplitudes are test inputs, not biological calibration.", "No training, plasticity, RL, game, web service, visual input, or 3D frontend is included." ], "model_loaded_edges": 25582938, "model_loaded_neurons": 166700, "numerical_instability_detected": false, "peak_reserved_vram_bytes_across_smoke_tests": 270532608, "peak_vram_bytes_across_smoke_tests": 246107136, "raw_synaptic_contact_weight_sum": 124177617, "self_loops_loaded": 101, "smoke_tests": [ { "active_neuron_count": 1, "all_network_silent": false, "duration_ms": 10.0, "event_file": "/data/digital-drosophila/experiments/phase4a-baseline/outputs/spikes/smoke-10ms-single-neuron.events.parquet", "explosive_synchrony": false, "final_allocated_vram_bytes": 223202304, "mean_firing_rate_hz": 0.0005998800239952009, "memory_leak_suspected": false, "name": "smoke-10ms-single-neuron", "nan_or_inf": false, "observed_allocated_growth_bytes": 7680, "peak_reserved_vram_bytes": 270532608, "peak_spikes_in_one_step": 1, "peak_synchronous_fraction": 5.99880023995201e-06, "peak_vram_bytes": 246008320, "persistent_model_vram_bytes": 222193152, "realtime_factor_wall_over_biological": 9.064520199990511, "self_loop_effective_input_sum": 0.0, "self_loop_transmission_events": 0, "spikes_per_biological_second": 100.0, "steps": 100, "steps_per_second": 1103.2023515166825, "stimulated_indices_truncated": false, "stimulated_neuron_count": 1, "stimulated_neuron_indices": [ 0 ], "stimulation": "single_neuron", "stimulation_kind": "single_neuron_pulse", "total_spikes": 1, "wall_clock_seconds": 0.09064520199990511 }, { "active_neuron_count": 12, "all_network_silent": false, "duration_ms": 100.0, "event_file": "/data/digital-drosophila/experiments/phase4a-baseline/outputs/spikes/smoke-100ms-known-type.events.parquet", "explosive_synchrony": false, "final_allocated_vram_bytes": 223215104, "mean_firing_rate_hz": 0.0007198560287942411, "memory_leak_suspected": false, "name": "smoke-100ms-known-type", "nan_or_inf": false, "observed_allocated_growth_bytes": 20480, "peak_reserved_vram_bytes": 270532608, "peak_spikes_in_one_step": 12, "peak_synchronous_fraction": 7.198560287942411e-05, "peak_vram_bytes": 246021120, "persistent_model_vram_bytes": 222193152, "realtime_factor_wall_over_biological": 5.243370829994092, "self_loop_effective_input_sum": 0.0, "self_loop_transmission_events": 0, "spikes_per_biological_second": 120.0, "steps": 1000, "steps_per_second": 1907.1700866160686, "stimulated_indices_truncated": false, "stimulated_neuron_count": 12, "stimulated_neuron_indices": [ 17519, 29114, 32797, 34059, 36206, 48678, 54913, 61816, 86531, 96556, 102634, 104438 ], "stimulation": "known_type_AMMC005", "stimulation_kind": "known_type_pulse", "total_spikes": 12, "wall_clock_seconds": 0.5243370829994092 }, { "active_neuron_count": 167, "all_network_silent": false, "duration_ms": 1000.0, "event_file": "/data/digital-drosophila/experiments/phase4a-baseline/outputs/spikes/smoke-1s-sparse-poisson.events.parquet", "explosive_synchrony": false, "final_allocated_vram_bytes": 223200256, "mean_firing_rate_hz": 0.019400119976004798, "memory_leak_suspected": false, "name": "smoke-1s-sparse-poisson", "nan_or_inf": false, "observed_allocated_growth_bytes": 104960, "peak_reserved_vram_bytes": 270532608, "peak_spikes_in_one_step": 4, "peak_synchronous_fraction": 2.399520095980804e-05, "peak_vram_bytes": 246107136, "persistent_model_vram_bytes": 222194176, "realtime_factor_wall_over_biological": 7.301688167000066, "self_loop_effective_input_sum": 0.0, "self_loop_transmission_events": 0, "spikes_per_biological_second": 3234.0, "steps": 10000, "steps_per_second": 1369.5462982375689, "stimulated_indices_truncated": true, "stimulated_neuron_count": 167, "stimulated_neuron_indices": [ 383, 1498, 1674, 2540, 3029, 3371, 4387, 5213, 7294, 7411, 7701, 8257, 8785, 9046, 9551, 14021, 14059, 14127, 16513, 20712, 21453, 22141, 23612, 23648, 24161, 24531, 24784, 24893, 25144, 27715, 30006, 30487, 33791, 34160, 35437, 37343, 38234, 38329, 41081, 42189, 43351, 44100, 44781, 45486, 46191, 46209, 47106, 47406, 47785, 48744, 50733, 51307, 51478, 53585, 53616, 55516, 55987, 56973, 57360, 57608, 57832, 61324, 64174, 64197 ], "stimulation": "sparse_poisson", "stimulation_kind": "sparse_poisson", "total_spikes": 3234, "wall_clock_seconds": 7.301688167000066 } ], "status": "PASS" }