Spaces:
Sleeping
Sleeping
Commit ·
f2d37e0
1
Parent(s): 53b1581
updated param file
Browse files- hparams.yaml → params.yaml +59 -80
hparams.yaml → params.yaml
RENAMED
|
@@ -1,118 +1,97 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
|
|
|
| 6 |
job_key: ''
|
| 7 |
-
run_name: optimized_filip-model
|
| 8 |
run_details: ''
|
| 9 |
project_name: ''
|
| 10 |
-
wandb_entity_name:
|
| 11 |
no_wandb: true
|
| 12 |
seed: 0
|
| 13 |
debug: false
|
| 14 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 15 |
max_epochs: 2000
|
| 16 |
accelerator: gpu
|
| 17 |
-
devices:
|
| 18 |
-
|
|
|
|
| 19 |
log_every_n_steps: 250
|
| 20 |
val_check_interval: 1.0
|
| 21 |
-
candidates_pth: /r/hassounlab/spectra_data/msgym/molecules/MassSpecGym_retrieval_candidates_mass.json
|
| 22 |
-
dataset_pth: /r/hassounlab/spectra_data/msgym/MassSpecGym.tsv
|
| 23 |
-
subformula_dir_pth: /data/yzhouc01/MVP/data/MassSpecGym/data/subformulae_default
|
| 24 |
-
split_pth: null
|
| 25 |
-
fp_dir_pth: null
|
| 26 |
-
cons_spec_dir_pth: null
|
| 27 |
-
NL_spec_dir_pth: ''
|
| 28 |
-
partial_checkpoint: ''
|
| 29 |
-
batch_size: 64
|
| 30 |
-
contr_temp: 0.022772534845886608
|
| 31 |
early_stopping_patience: 300
|
|
|
|
| 32 |
loss_strategy: static
|
| 33 |
-
|
| 34 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 35 |
formula_source: default
|
|
|
|
|
|
|
|
|
|
|
|
|
| 36 |
max_mz: 1000
|
| 37 |
bin_width: 1
|
| 38 |
mask_peak_ratio: 0.0
|
|
|
|
| 39 |
element_list:
|
| 40 |
-
- H
|
| 41 |
-
- C
|
| 42 |
-
- O
|
| 43 |
-
-
|
| 44 |
-
- P
|
| 45 |
-
- S
|
| 46 |
-
- Cl
|
| 47 |
-
- F
|
| 48 |
-
- Br
|
| 49 |
-
- I
|
| 50 |
-
- B
|
| 51 |
-
- As
|
| 52 |
-
- Si
|
| 53 |
-
- Se
|
| 54 |
add_intensities: true
|
| 55 |
-
mask_precursor: false
|
| 56 |
-
molecule_view: MolGraph
|
| 57 |
atom_feature: full
|
| 58 |
bond_feature: full
|
| 59 |
-
|
| 60 |
-
|
| 61 |
-
contr_wt_update: {}
|
| 62 |
-
use_cons_spec: false
|
| 63 |
-
cons_spec_wt: 3
|
| 64 |
-
cons_spec_wt_update: {}
|
| 65 |
-
cons_loss_type: l2
|
| 66 |
-
pred_fp: false
|
| 67 |
-
use_fp: false
|
| 68 |
-
fp_loss_type: cosine
|
| 69 |
-
fp_wt: 3
|
| 70 |
-
fp_wt_update: {}
|
| 71 |
-
fp_size: 1024
|
| 72 |
-
fp_radius: 5
|
| 73 |
-
fp_dropout: 0.4
|
| 74 |
-
aug_cands: false
|
| 75 |
-
aug_cands_wt: 0.1
|
| 76 |
-
aug_cands_update: {}
|
| 77 |
-
aug_cands_size: 3
|
| 78 |
-
use_NL: false
|
| 79 |
task: retrieval
|
| 80 |
spec_enc: Transformer_Formula
|
| 81 |
mol_enc: GNN
|
| 82 |
model: filipContrastive
|
| 83 |
contr_views:
|
| 84 |
-
-
|
| 85 |
-
|
| 86 |
final_embedding_dim: 512
|
| 87 |
fc_dropout: 0.4
|
| 88 |
-
hidden_dims:
|
| 89 |
-
|
| 90 |
-
- 128
|
| 91 |
formula_dropout: 0.2
|
| 92 |
-
formula_dims:
|
| 93 |
-
- 512
|
| 94 |
-
- 256
|
| 95 |
-
- 512
|
| 96 |
cross_attn_heads: 2
|
| 97 |
use_cls: false
|
| 98 |
peak_dropout: 0.414425691950033
|
| 99 |
formula_attn_heads: 4
|
| 100 |
formula_transformer_layers: 2
|
| 101 |
-
attn_heads:
|
| 102 |
-
|
| 103 |
-
|
| 104 |
-
- 12
|
| 105 |
-
gnn_channels:
|
| 106 |
-
- 64
|
| 107 |
-
- 128
|
| 108 |
-
- 512
|
| 109 |
gnn_type: gcn
|
| 110 |
num_gnn_layers: 3
|
| 111 |
gnn_hidden_dim: 512
|
| 112 |
gnn_dropout: 0.23234950970370824
|
| 113 |
-
|
| 114 |
-
|
| 115 |
-
|
| 116 |
-
- 5
|
| 117 |
-
- 20
|
| 118 |
myopic_mces_kwargs: null
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# FLARE — FILIP contrastive retrieval (SpecFormula + GNN).
|
| 2 |
+
# Paths below are relative to the repository root unless absolute.
|
| 3 |
+
# Override file location: FLARE_PARAMS=/path/to/custom.yaml
|
| 4 |
+
|
| 5 |
+
# --- Run / logging ---
|
| 6 |
+
run_name: flare_filip
|
| 7 |
job_key: ''
|
|
|
|
| 8 |
run_details: ''
|
| 9 |
project_name: ''
|
| 10 |
+
wandb_entity_name: ''
|
| 11 |
no_wandb: true
|
| 12 |
seed: 0
|
| 13 |
debug: false
|
| 14 |
+
bootstrap_metrics: true
|
| 15 |
+
log_only_loss_at_stages: []
|
| 16 |
+
|
| 17 |
+
# --- Training ---
|
| 18 |
+
lr: 2.881339661302105e-05
|
| 19 |
+
weight_decay: 1.1586679936312845e-05
|
| 20 |
max_epochs: 2000
|
| 21 |
accelerator: gpu
|
| 22 |
+
devices: [1]
|
| 23 |
+
batch_size: 64
|
| 24 |
+
num_workers: 50
|
| 25 |
log_every_n_steps: 250
|
| 26 |
val_check_interval: 1.0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 27 |
early_stopping_patience: 300
|
| 28 |
+
contr_temp: 0.022772534845886608
|
| 29 |
loss_strategy: static
|
| 30 |
+
checkpoint_pth: null
|
| 31 |
+
|
| 32 |
+
# --- Data (set to your local copies) ---
|
| 33 |
+
dataset_pth: data/MassSpecGym.tsv
|
| 34 |
+
candidates_pth: data/MassSpecGym_retrieval_candidates_mass.json
|
| 35 |
+
subformula_dir_pth: data/subformulae_default
|
| 36 |
+
split_pth: null
|
| 37 |
formula_source: default
|
| 38 |
+
|
| 39 |
+
# --- Views / featurizers ---
|
| 40 |
+
spectra_view: SpecFormula
|
| 41 |
+
molecule_view: MolGraph
|
| 42 |
max_mz: 1000
|
| 43 |
bin_width: 1
|
| 44 |
mask_peak_ratio: 0.0
|
| 45 |
+
mask_precursor: false
|
| 46 |
element_list:
|
| 47 |
+
- H
|
| 48 |
+
- C
|
| 49 |
+
- O
|
| 50 |
+
- N
|
| 51 |
+
- P
|
| 52 |
+
- S
|
| 53 |
+
- Cl
|
| 54 |
+
- F
|
| 55 |
+
- Br
|
| 56 |
+
- I
|
| 57 |
+
- B
|
| 58 |
+
- As
|
| 59 |
+
- Si
|
| 60 |
+
- Se
|
| 61 |
add_intensities: true
|
|
|
|
|
|
|
| 62 |
atom_feature: full
|
| 63 |
bond_feature: full
|
| 64 |
+
|
| 65 |
+
# --- Task & model ---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 66 |
task: retrieval
|
| 67 |
spec_enc: Transformer_Formula
|
| 68 |
mol_enc: GNN
|
| 69 |
model: filipContrastive
|
| 70 |
contr_views:
|
| 71 |
+
- [spec_enc, mol_enc]
|
| 72 |
+
|
| 73 |
final_embedding_dim: 512
|
| 74 |
fc_dropout: 0.4
|
| 75 |
+
hidden_dims: [64, 128]
|
| 76 |
+
|
|
|
|
| 77 |
formula_dropout: 0.2
|
| 78 |
+
formula_dims: [512, 256, 512]
|
|
|
|
|
|
|
|
|
|
| 79 |
cross_attn_heads: 2
|
| 80 |
use_cls: false
|
| 81 |
peak_dropout: 0.414425691950033
|
| 82 |
formula_attn_heads: 4
|
| 83 |
formula_transformer_layers: 2
|
| 84 |
+
attn_heads: [12, 12, 12]
|
| 85 |
+
|
| 86 |
+
gnn_channels: [64, 128, 512]
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 87 |
gnn_type: gcn
|
| 88 |
num_gnn_layers: 3
|
| 89 |
gnn_hidden_dim: 512
|
| 90 |
gnn_dropout: 0.23234950970370824
|
| 91 |
+
|
| 92 |
+
# --- Evaluation (retrieval base class) ---
|
| 93 |
+
at_ks: [1, 5, 20]
|
|
|
|
|
|
|
| 94 |
myopic_mces_kwargs: null
|
| 95 |
+
|
| 96 |
+
# --- Outputs (optional; train/test override as needed) ---
|
| 97 |
+
df_test_path: ''
|