ea-encoder-unit / config.json
AlonSaguy's picture
Publish 2026_W41_unit
afe0db2 verified
Raw History Blame Contribute Delete
3.14 kB
{
"seed": 0,
"project": "ibl_neuropixel_brainwide_01_2026_W41",
"vintage": "2026_W41",
"channel_model": "int-brain-lab/ea-encoder-channel",
"force_reprepare_data": false,
"prepare_data_if_missing": true,
"use_acg": true,
"use_stpc": true,
"modality_latent_dim": 20,
"waveform_shape": [
20,
128
],
"acg_shape": [
10,
201
],
"stpc_shape": [
161
],
"ae_batch_size": 512,
"eval_batch_size": 1024,
"ae_epochs": 60,
"ae_learning_rate": 0.0002,
"ae_weight_decay": 0.0001,
"ae_patience": 8,
"ae_min_delta": 1e-05,
"grad_clip": 5.0,
"num_workers": 0,
"latent_std_target": 0.5,
"lambda_latent_variance": 0.05,
"lambda_latent_covariance": 0.002,
"feature_fidelity": false,
"feature_fidelity_hidden_dim": 128,
"lambda_feature_continuous": 0.25,
"lambda_feature_polarity": 0.1,
"gmm_components": 25,
"gmm_covariance_type": "full",
"gmm_reg_covar": 0.0001,
"gmm_n_init": 10,
"gmm_max_iter": 500,
"gmm_min_component_fraction": 0.001,
"n_cell_pcs": 50,
"n_gene_pcs": 50,
"context_atlas_subdir": "context_atlas",
"context_hidden_dim": 128,
"context_layers": 2,
"context_dropout": 0.1,
"context_weight_epochs": 80,
"context_weight_batch_size": 2048,
"context_weight_lr": 0.0003,
"context_weight_decay": 0.0001,
"context_weight_patience": 10,
"rare_component_power": 0.5,
"rare_component_weight_cap": 10.0,
"knn_decoder_k": 20,
"readout_key_dim": 3,
"readout_key_alphas": [
100.0,
1000.0,
10000.0,
30000.0,
100000.0
],
"readout_neighbours": 4096,
"readout_shrinkage": 10.0,
"readout_off_data_quantile": 0.99,
"mirror_x_to_single_hemisphere": true,
"mirror_x_sign": -1.0,
"region_gaussian_variance_floor": 0.001,
"kde_neighbors": 128,
"kde_spatial_bandwidth_um": 350.0,
"kde_latent_bandwidth": 0.55,
"kde_chunk_size": 256,
"waveform_sampling_rate_hz": 30000.0,
"diagnostic_examples": 16,
"diagnostic_hist_bins": 40,
"diagnostic_samples_per_region": 3000,
"diagnostic_slice_quantiles": [
0.2,
0.5,
0.8
],
"diagnostic_spatial_pcs": 3,
"diagnostic_voxel_size_um": 100.0,
"diagnostic_slice_cmap": "seismic",
"diagnostic_feature_slice_cmap": "seismic",
"diagnostic_save_voxel_predictions": false,
"max_regions_in_distribution_plot": 16,
"feature_slice_count": 5,
"feature_slice_seed": 20260831,
"feature_slice_reference_max_units": 20000,
"feature_slice_component_mc_samples": 128,
"feature_slice_regional_mc_samples": 128,
"feature_slice_display_quantiles": [
0.02,
0.98
],
"feature_slice_display_padding_fraction": 0.03,
"feature_slice_center": "median",
"feature_nll_samples_per_test_unit": 4,
"feature_nll_min_bandwidth_fraction": 0.02,
"feature_categorical_alpha": 1.0,
"latent_fidelity_test_units": 8000,
"latent_fidelity_sliced_wasserstein_projections": 128,
"merfish_correlation_voxel_um": 200,
"merfish_correlation_cmap": "inferno",
"merfish_correlation_vmin": 0.0,
"merfish_correlation_vmax": 0.5
}