Archive MaleCNS research sources, provenance, bibliography and immutable data inventory
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"sha256": "ccdb85c5f4902ee50cfdaef1fc6d8d59e194ab0571f38e9427d4d2135c32d25f"
|
||||
},
|
||||
{
|
||||
"bytes": 4795,
|
||||
"path": "training/phase4g.yaml",
|
||||
"sha256": "678798511cc14181d22a2085dedb412b44a96a966398678c12c27a8c561be042"
|
||||
}
|
||||
],
|
||||
"root": "/data/digital-drosophila/experiments/phase4g-frozen-interface",
|
||||
"total_bytes": 209515958
|
||||
}
|
||||
+12
@@ -0,0 +1,12 @@
|
||||
{
|
||||
"event_count": 2321846,
|
||||
"final_g_max_abs_error": 0.0009765625,
|
||||
"final_g_mean_abs_error": 5.1895060693141204e-08,
|
||||
"final_voltage_max_abs_error": 6.103515625e-05,
|
||||
"final_voltage_mean_abs_error": 6.0412723712488514e-09,
|
||||
"passed": true,
|
||||
"spike_counts_exact": true,
|
||||
"spike_sequence_exact": true,
|
||||
"state_within_phase4c_tolerance": true,
|
||||
"wall_seconds": 10.58967199298786
|
||||
}
|
||||
+12
@@ -0,0 +1,12 @@
|
||||
{
|
||||
"event_count": 609920,
|
||||
"final_g_max_abs_error": 0.00048828125,
|
||||
"final_g_mean_abs_error": 3.7311242095938724e-08,
|
||||
"final_voltage_max_abs_error": 3.0517578125e-05,
|
||||
"final_voltage_mean_abs_error": 5.67513458449298e-09,
|
||||
"passed": true,
|
||||
"spike_counts_exact": true,
|
||||
"spike_sequence_exact": true,
|
||||
"state_within_phase4c_tolerance": true,
|
||||
"wall_seconds": 8.326087503999588
|
||||
}
|
||||
+12
@@ -0,0 +1,12 @@
|
||||
{
|
||||
"event_count": 2451263,
|
||||
"final_g_max_abs_error": 0.001953125,
|
||||
"final_g_mean_abs_error": 5.794453272756073e-08,
|
||||
"final_voltage_max_abs_error": 6.103515625e-05,
|
||||
"final_voltage_mean_abs_error": 5.789552393054009e-09,
|
||||
"passed": true,
|
||||
"spike_counts_exact": true,
|
||||
"spike_sequence_exact": true,
|
||||
"state_within_phase4c_tolerance": true,
|
||||
"wall_seconds": 10.874435828009155
|
||||
}
|
||||
+12
@@ -0,0 +1,12 @@
|
||||
{
|
||||
"event_count": 2410387,
|
||||
"final_g_max_abs_error": 0.001953125,
|
||||
"final_g_mean_abs_error": 7.048553385402556e-08,
|
||||
"final_voltage_max_abs_error": 6.103515625e-05,
|
||||
"final_voltage_mean_abs_error": 8.787305105784071e-09,
|
||||
"passed": true,
|
||||
"spike_counts_exact": true,
|
||||
"spike_sequence_exact": true,
|
||||
"state_within_phase4c_tolerance": true,
|
||||
"wall_seconds": 10.946551653003553
|
||||
}
|
||||
+12
@@ -0,0 +1,12 @@
|
||||
{
|
||||
"event_count": 2806702,
|
||||
"final_g_max_abs_error": 0.0009765625,
|
||||
"final_g_mean_abs_error": 6.158300180914011e-08,
|
||||
"final_voltage_max_abs_error": 6.103515625e-05,
|
||||
"final_voltage_mean_abs_error": 7.620241326833366e-09,
|
||||
"passed": true,
|
||||
"spike_counts_exact": true,
|
||||
"spike_sequence_exact": true,
|
||||
"state_within_phase4c_tolerance": true,
|
||||
"wall_seconds": 10.940780463002739
|
||||
}
|
||||
@@ -0,0 +1,8 @@
|
||||
{
|
||||
"activity_stream": true,
|
||||
"all_passed": true,
|
||||
"phase4c_trials": true,
|
||||
"phase4d_brainio": true,
|
||||
"phase4e_checksum": true,
|
||||
"phase4f_checksum": true
|
||||
}
|
||||
@@ -0,0 +1,58 @@
|
||||
{
|
||||
"brain-bypass": {
|
||||
"accuracy": {
|
||||
"adapter-noise": 0.4166666666666667,
|
||||
"clean": 0.4166666666666667,
|
||||
"event-dropout": 0.25,
|
||||
"input-noise": 0.4166666666666667,
|
||||
"neuron-dropout": 0.25,
|
||||
"partial-occlusion": 0.25,
|
||||
"temporal-jitter": 0.4166666666666667
|
||||
},
|
||||
"method_note": "feature-domain stress of frozen neural readout; temporal jitter uses adjacent earlier biological window; no brain retraining",
|
||||
"readout": "descending",
|
||||
"window_ms": 10
|
||||
},
|
||||
"degree-preserving": {
|
||||
"accuracy": {
|
||||
"adapter-noise": 0.25,
|
||||
"clean": 0.25,
|
||||
"event-dropout": 0.25,
|
||||
"input-noise": 0.3333333333333333,
|
||||
"neuron-dropout": 0.25,
|
||||
"partial-occlusion": 0.25,
|
||||
"temporal-jitter": 0.25
|
||||
},
|
||||
"method_note": "feature-domain stress of frozen neural readout; temporal jitter uses adjacent earlier biological window; no brain retraining",
|
||||
"readout": "descending",
|
||||
"window_ms": 10
|
||||
},
|
||||
"real-malecns": {
|
||||
"accuracy": {
|
||||
"adapter-noise": 0.25,
|
||||
"clean": 0.25,
|
||||
"event-dropout": 0.25,
|
||||
"input-noise": 0.3333333333333333,
|
||||
"neuron-dropout": 0.25,
|
||||
"partial-occlusion": 0.25,
|
||||
"temporal-jitter": 0.25
|
||||
},
|
||||
"method_note": "feature-domain stress of frozen neural readout; temporal jitter uses adjacent earlier biological window; no brain retraining",
|
||||
"readout": "descending",
|
||||
"window_ms": 10
|
||||
},
|
||||
"shuffled-edges": {
|
||||
"accuracy": {
|
||||
"adapter-noise": 0.25,
|
||||
"clean": 0.25,
|
||||
"event-dropout": 0.25,
|
||||
"input-noise": 0.3333333333333333,
|
||||
"neuron-dropout": 0.25,
|
||||
"partial-occlusion": 0.25,
|
||||
"temporal-jitter": 0.25
|
||||
},
|
||||
"method_note": "feature-domain stress of frozen neural readout; temporal jitter uses adjacent earlier biological window; no brain retraining",
|
||||
"readout": "descending",
|
||||
"window_ms": 10
|
||||
}
|
||||
}
|
||||
+1450
File diff suppressed because it is too large
Load Diff
@@ -0,0 +1,114 @@
|
||||
phase: 4G
|
||||
names:
|
||||
reference: MaleCNS-LIF-reference-v1
|
||||
runtime: MaleCNS-LIF-runtime-v1
|
||||
io_api: MaleCNS-BrainIO-v1
|
||||
activity_stream: MaleCNS-ActivityStream-v1
|
||||
interface: MaleCNS-FrozenInterface-v1
|
||||
candidate: MaleCNS-FrozenInterface-v1-candidate
|
||||
|
||||
paths:
|
||||
connectome_root: /data/digital-drosophila/datasets/male-cns-v1.0/processed/neuron-only
|
||||
model_root: /data/digital-drosophila/models/male-cns-lif
|
||||
reference_root: /data/digital-drosophila/models/male-cns-lif/reference-v1
|
||||
runtime_root: /data/digital-drosophila/models/male-cns-lif/runtime-v1
|
||||
io_root: /data/digital-drosophila/models/male-cns-lif/io-v1
|
||||
phase4c_root: /data/digital-drosophila/experiments/phase4c-runtime
|
||||
phase4d_root: /data/digital-drosophila/experiments/phase4d-io
|
||||
phase4e_root: /data/digital-drosophila/experiments/phase4e-visual-calibration
|
||||
phase4f_root: /data/digital-drosophila/experiments/phase4f-retinotopic-vision
|
||||
phase4f_model_root: /data/digital-drosophila/models/male-cns-lif/visual-encoder-v1
|
||||
interface_root: /data/digital-drosophila/models/male-cns-lif/frozen-interface-v1
|
||||
learned_root: /data/digital-drosophila/models/learned/phase4g
|
||||
experiment_root: /data/digital-drosophila/experiments/phase4g-frozen-interface
|
||||
|
||||
device:
|
||||
required_name_substring: RTX 4090
|
||||
launcher_visible_gpu_uuid: GPU-79f3a85d-adce-7833-7003-6488140ca596
|
||||
|
||||
model:
|
||||
dt_ms: 0.1
|
||||
membrane_tau_ms: 20.0
|
||||
synaptic_tau_ms: 5.0
|
||||
refractory_ms: 2.2
|
||||
resting_potential_mv: -52.0
|
||||
reset_potential_mv: -52.0
|
||||
threshold_mv: -45.0
|
||||
synaptic_delay_ms: 1.8
|
||||
w_syn_mv_per_anatomical_synapse: 0.275
|
||||
|
||||
sign_policy:
|
||||
neurotransmitter_sign: {acetylcholine: 1, gaba: -1, glutamate: -1, dopamine: 1, octopamine: 1, serotonin: 1, histamine: -1}
|
||||
unknown_sign: 0
|
||||
unclear_sign: 0
|
||||
|
||||
dataset:
|
||||
patterns: [left-spot, right-spot, upper-spot, lower-spot, left-to-right, right-to-left, up-to-down, down-to-up, looming, sparse-moving-object, static-object, full-field]
|
||||
train_stimulus_seeds: [47001, 47002, 47003, 47004, 47005]
|
||||
evaluation_stimulus_seeds: [47101, 47102, 47103]
|
||||
biological_windows_ms: [10, 20, 30, 50, 100]
|
||||
temporal_segments: 5
|
||||
targets_per_segment: 460
|
||||
poisson_rate_hz: 50.0
|
||||
external_drive_mv: 8.8
|
||||
tasks:
|
||||
left-right: {patterns: [left-spot, right-spot], labels: [0, 1], classes: 2}
|
||||
up-down: {patterns: [upper-spot, lower-spot], labels: [0, 1], classes: 2}
|
||||
moving-static: {patterns: [sparse-moving-object, static-object], labels: [0, 1], classes: 2}
|
||||
looming-translation: {patterns: [looming, left-to-right], labels: [0, 1], classes: 2}
|
||||
spatial-4way: {patterns: [left-spot, right-spot, upper-spot, lower-spot], labels: [0, 1, 2, 3], classes: 4}
|
||||
motion-4way: {patterns: [left-to-right, right-to-left, up-to-down, down-to-up], labels: [0, 1, 2, 3], classes: 4}
|
||||
|
||||
training:
|
||||
model_seeds: [47201, 47202, 47203, 47204, 47205]
|
||||
evaluation_seeds: [47101, 47102, 47103]
|
||||
epochs: 120
|
||||
learning_rate: 0.02
|
||||
capacities:
|
||||
Tiny: {feature_bins: 32, decoder: linear, encoder_parameters: 2}
|
||||
Small: {feature_bins: 128, decoder: mlp, hidden: 16, encoder_parameters: 24}
|
||||
abstract_actions: 4
|
||||
|
||||
controls:
|
||||
graph_seed: 47300
|
||||
graphs: [real-malecns, shuffled-edges, degree-preserving, brain-bypass]
|
||||
shuffled_definition: independent uniform target per existing CSR edge slot; source degrees and edge count preserved
|
||||
degree_preserving_definition: global permutation of original target array; exact source out-degree and target in-degree preserved
|
||||
|
||||
robustness:
|
||||
task: spatial-4way
|
||||
conditions: [input-noise, event-dropout, neuron-dropout, adapter-noise, partial-occlusion, temporal-jitter]
|
||||
perturbation_fraction: 0.15
|
||||
|
||||
readout:
|
||||
bins_ms: [1, 5, 10, 20, 50]
|
||||
|
||||
regression:
|
||||
float_absolute_tolerance: 0.00390625
|
||||
reference_trials:
|
||||
- {name: auditory-10hz, population: auditory, rate_hz: 10, seed: 42001, duration_ms: 1000.0}
|
||||
- {name: auditory-100hz, population: auditory, rate_hz: 100, seed: 42001, duration_ms: 1000.0}
|
||||
- {name: olfactory-50hz, population: olfactory, rate_hz: 50, seed: 42003, duration_ms: 1000.0}
|
||||
- {name: mechanosensory-50hz, population: mechanosensory, rate_hz: 50, seed: 42003, duration_ms: 1000.0}
|
||||
- {name: gustatory-50hz, population: gustatory, rate_hz: 50, seed: 42003, duration_ms: 1000.0}
|
||||
|
||||
success_gate:
|
||||
stable_accuracy_margin_over_chance: 0.10
|
||||
successful_model_seed_majority: 3
|
||||
require_descending_or_motor_information: true
|
||||
require_control_difference: true
|
||||
bypass_too_easy_accuracy: 0.95
|
||||
|
||||
prohibitions:
|
||||
brain_backpropagation: false
|
||||
connectome_changes: false
|
||||
transmitter_sign_changes: false
|
||||
brain_gain_changes: false
|
||||
internal_weight_changes: false
|
||||
lif_parameter_changes: false
|
||||
game_rom: false
|
||||
stable_retro: false
|
||||
reinforcement_learning: false
|
||||
dopamine_stdp: false
|
||||
web_server: false
|
||||
three_d_frontend: false
|
||||
Reference in New Issue
Block a user