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digital-drosophila/models/male-cns-lif/frozen-interface-v1/phase4g.yaml
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YAML

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