Save exact-resume scratch checkpoint probe_006 before its BigSolDB probe
Browse files- probe_006/atomic_preprocessor.pth +3 -0
- probe_006/config.json +33 -0
- probe_006/cosmo_head.pth +3 -0
- probe_006/cosmo_label_transform.json +319 -0
- probe_006/data_manifest.json +43 -0
- probe_006/denoising_decoder.pth +3 -0
- probe_006/encoder.pth +3 -0
- probe_006/geometric_preprocessor.pth +3 -0
- probe_006/manifest.json +58 -0
- probe_006/metrics.json +39 -0
- probe_006/normalization.pt +3 -0
- probe_006/post_training_architecture_config.yaml +62 -0
- probe_006/task_weighting.pth +3 -0
- probe_006/training_state.pt +3 -0
probe_006/atomic_preprocessor.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:09ee1beeb2b04754e26e52db432f690b0cc4a55b659ab6752a6d499f713d2043
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size 19537832
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probe_006/config.json
ADDED
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{
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"epochs": 10,
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"probes_per_epoch": 5,
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"seed": 42026,
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"architecture_source_commit": "20df6fe9c61154e351d677cb0f77fd716d00beae",
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"initialization": "Random learned Rem3Di weights; no published or PCQM/COSMO checkpoint loaded",
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"learning_rate_max": 0.0001,
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"weight_decay": 0.001,
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"learning_rate_uncertainty": 0.001,
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"gradient_clip": 1.0,
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"noise_sigma": 0.3,
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"denoising": "Exact author atomic embedding denoising loss and gradient paths, on PCQM",
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"uncertainty": "sum(L_t/(2*exp(s_t))+s_t/2); raw denoising loss; initial log variance ln(1088)-0.5 for denoising, -0.5 for COSMO",
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"uncertainty_initialization": "Equivalent initial precision to author-denoising per channel; no modification of raw denoising function",
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"task_order": [
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"rem3di_denoising",
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"cosmo"
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],
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"cosmo_head": "640 -> 256 SiLU -> 155",
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"pcqm_batch_size": 128,
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"pcqm_atom_cap": 5250,
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"cosmo_batch_size": 96,
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"cosmo_atom_cap": 4000,
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"epoch_definition": "Maximum of complete PCQM and COSMO loader lengths; shorter loader cycles; all retained training molecules seen each epoch",
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"scheduler": "OneCycleLR max_lr=1e-4, total optimizer steps computed from ten exact deterministic epoch plans",
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"decorrelation": false,
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"combisolv": false,
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"mace": "Frozen MACE-POLAR-1-M; raw 4096-channel float32 cache",
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"normalization": "Fresh train-only population invariant mean/std across PCQM and COSMO atoms",
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"probe": "Frozen pooled 640; solute640+solvent640+Temperature_K; exact BigSolDB rows; full75731-row Kumo Large context, 4 estimators, seed42",
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"probe_schedule": "ceil(k * epoch_steps / 5), k=1..5, each epoch; fifty test probes; no test-based selection",
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"checkpoint_policy": "All fifty probe points include all weights, optimizer, scheduler and RNG; verified Hugging Face backup before probing"
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}
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probe_006/cosmo_head.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:d4fcd02f17b24a782f1bff3e85d2b6449b28516b3a1f2bd45078688e79f85952
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size 818235
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probe_006/cosmo_label_transform.json
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{
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"sha256": "b96e193c7f2d2da8c9a60bffb2ee23b16d16afd6c00fb8067a8822b0d3afdb87"
|
| 48 |
+
},
|
| 49 |
+
"cosmo_label_transform.json": {
|
| 50 |
+
"bytes": 7849,
|
| 51 |
+
"sha256": "c65b87dd94b73a93321d91ed257a4ec5d6c133378f1fc7b8d91807d6a4db5825"
|
| 52 |
+
},
|
| 53 |
+
"data_manifest.json": {
|
| 54 |
+
"bytes": 1954,
|
| 55 |
+
"sha256": "b5836841eaafebb2eecd2404de002a074aeab3666b391781b14b844e68c23198"
|
| 56 |
+
}
|
| 57 |
+
}
|
| 58 |
+
}
|
probe_006/metrics.json
ADDED
|
@@ -0,0 +1,39 @@
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|
| 1 |
+
{
|
| 2 |
+
"point": 6,
|
| 3 |
+
"epoch": 2,
|
| 4 |
+
"fifth": 1,
|
| 5 |
+
"batch_start": 0,
|
| 6 |
+
"batch_end": 765,
|
| 7 |
+
"batches": 3825,
|
| 8 |
+
"epoch_position": 1.2,
|
| 9 |
+
"nominal_epoch": 1.2,
|
| 10 |
+
"global_step": 4590,
|
| 11 |
+
"train": {
|
| 12 |
+
"denoising_raw": 335.4945885951223,
|
| 13 |
+
"denoising_per_channel": 0.3083589968705168,
|
| 14 |
+
"descriptor_std_pcqm": 0.17670656675411986,
|
| 15 |
+
"weighted_denoising": 3.4580084267784565,
|
| 16 |
+
"cosmo": 0.19930383975501934,
|
| 17 |
+
"descriptor_std_cosmo": 0.5501785549852584,
|
| 18 |
+
"weighted_cosmo": -0.21738123036677542,
|
| 19 |
+
"cosmo_sigma": 0.43830191914746963,
|
| 20 |
+
"cosmo_area": 0.0816238478757441,
|
| 21 |
+
"cosmo_volume": 0.07798573344799818,
|
| 22 |
+
"gradient_norm": 2.999256024252266,
|
| 23 |
+
"total": 3.2406271964116815,
|
| 24 |
+
"log_variance_denoising": 6.301948267494152,
|
| 25 |
+
"log_variance_cosmo": -0.9513802801082337
|
| 26 |
+
},
|
| 27 |
+
"validation": {
|
| 28 |
+
"pcqm_rows": 10403,
|
| 29 |
+
"pcqm_loss": 223.44083747794082,
|
| 30 |
+
"pcqm_descriptor_channel_std": 0.1922706597128588,
|
| 31 |
+
"pcqm_target_batch_std": 0.9198758489114331,
|
| 32 |
+
"pcqm_loss_per_channel": 0.20536841679957796,
|
| 33 |
+
"cosmo_rows": 7082,
|
| 34 |
+
"cosmo_loss": 0.14549201687146163,
|
| 35 |
+
"cosmo_descriptor_channel_std": 0.6755814245117883
|
| 36 |
+
},
|
| 37 |
+
"seconds": 493.73204084899953,
|
| 38 |
+
"epoch_coverage": null
|
| 39 |
+
}
|
probe_006/normalization.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:b96e193c7f2d2da8c9a60bffb2ee23b16d16afd6c00fb8067a8822b0d3afdb87
|
| 3 |
+
size 21141
|
probe_006/post_training_architecture_config.yaml
ADDED
|
@@ -0,0 +1,62 @@
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
decoder_config:
|
| 2 |
+
N_layers: 4
|
| 3 |
+
attention_layer_config:
|
| 4 |
+
dim_feedforward: 4096
|
| 5 |
+
dropout: 0.3
|
| 6 |
+
embedding_dim: 1088
|
| 7 |
+
num_heads: 8
|
| 8 |
+
d_descriptor: 640
|
| 9 |
+
d_geo: 16
|
| 10 |
+
d_pair: 64
|
| 11 |
+
embedding_preprocess_config:
|
| 12 |
+
chiral_embedding_dimension: 64
|
| 13 |
+
equivariant_rms_normalization: true
|
| 14 |
+
gated: true
|
| 15 |
+
input_dimension: 4096
|
| 16 |
+
input_equivariant_dimension: 3072
|
| 17 |
+
input_invariant_dimension: 1024
|
| 18 |
+
input_irreps: 512x0e+512x1o+512x0e+512x1o
|
| 19 |
+
invariant_irreps: 512x0e+512x0e
|
| 20 |
+
invariant_normalization_config:
|
| 21 |
+
kind: precomputed_normalization
|
| 22 |
+
output_irreps: 512x0e+512x0e+64x0o
|
| 23 |
+
output_irreps_dim: 1088
|
| 24 |
+
pseudoscalar_dimension: 64
|
| 25 |
+
pseudoscalar_irrep: 64x0o
|
| 26 |
+
pseudoscalars: true
|
| 27 |
+
encoder_config:
|
| 28 |
+
N_layers: 4
|
| 29 |
+
attention_layer_config:
|
| 30 |
+
dim_feedforward: 4096
|
| 31 |
+
dropout: 0.3
|
| 32 |
+
embedding_dim: 1088
|
| 33 |
+
num_heads: 8
|
| 34 |
+
d_geo: 16
|
| 35 |
+
d_pair: 64
|
| 36 |
+
global_aggregator_config:
|
| 37 |
+
aggregator_type_config:
|
| 38 |
+
aggregator_type: pma_attention
|
| 39 |
+
attn_dropout: 0.3
|
| 40 |
+
head_dim: 320
|
| 41 |
+
num_heads: 8
|
| 42 |
+
num_seeds: 4
|
| 43 |
+
reduction: mean
|
| 44 |
+
use_mlp: true
|
| 45 |
+
global_molecular_descriptor_dropout: 0.0
|
| 46 |
+
input_dim: 1088
|
| 47 |
+
output_dim: 640
|
| 48 |
+
kind: encoder_decoder
|
| 49 |
+
mace_config:
|
| 50 |
+
compute_forces: false
|
| 51 |
+
compute_stress: false
|
| 52 |
+
device: cuda
|
| 53 |
+
dtype: float32
|
| 54 |
+
enable_cueq: true
|
| 55 |
+
model_path: /home/fb638/research/mace_models/MACE-POLAR-1-M.model
|
| 56 |
+
positional_encoding_config:
|
| 57 |
+
N_radial_basis_functions: 16
|
| 58 |
+
basis_function_config:
|
| 59 |
+
eps: 1e-08
|
| 60 |
+
kind: bessel
|
| 61 |
+
d_projection: 64
|
| 62 |
+
distance_cutoff: 32.0
|
probe_006/task_weighting.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:76fd204c2ce76557b8cbba043cc531d41dd0ece6e33974291225302248ca00c1
|
| 3 |
+
size 1690
|
probe_006/training_state.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:07ecc7037d6f7be23833e8b82422ceac52a9c42b631a2e08b9050a35bef4af25
|
| 3 |
+
size 1363636431
|