ribesstefano's picture
Training in progress, step 5000, checkpoint
c8330f0 verified
raw
history blame
4.92 kB
{
"best_metric": 0.3802916482545294,
"best_model_checkpoint": "/mimer/NOBACKUP/groups/naiss2023-6-290/stefano/models//PROTAC-Splitter-EncoderDecoder-lr_cosine-opt25/trial-number=14-learning_rate=3.5e-05-warmup_ratio=0.040-num_cycles=1.000/checkpoint-5000",
"epoch": 0.49319392385085814,
"eval_steps": 2500,
"global_step": 5000,
"is_hyper_param_search": true,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 0.049319392385085814,
"grad_norm": 1.0934492349624634,
"learning_rate": 2.5209540295945244e-05,
"loss": 2.6469,
"step": 500
},
{
"epoch": 0.09863878477017163,
"grad_norm": 0.8319031000137329,
"learning_rate": 3.487990219078287e-05,
"loss": 0.4237,
"step": 1000
},
{
"epoch": 0.14795817715525744,
"grad_norm": 0.5890763998031616,
"learning_rate": 3.272552148958062e-05,
"loss": 0.1634,
"step": 1500
},
{
"epoch": 0.19727756954034326,
"grad_norm": 0.4209933280944824,
"learning_rate": 2.8864268479814478e-05,
"loss": 0.0896,
"step": 2000
},
{
"epoch": 0.24659696192542907,
"grad_norm": 0.297393798828125,
"learning_rate": 2.3732493981763435e-05,
"loss": 0.0571,
"step": 2500
},
{
"epoch": 0.2959163543105149,
"grad_norm": 0.27099844813346863,
"learning_rate": 1.7910127361891612e-05,
"loss": 0.0419,
"step": 3000
},
{
"epoch": 0.3452357466956007,
"grad_norm": 0.2135707437992096,
"learning_rate": 1.20551401242989e-05,
"loss": 0.0323,
"step": 3500
},
{
"epoch": 0.3945551390806865,
"grad_norm": 0.22257240116596222,
"learning_rate": 6.829190149829874e-06,
"loss": 0.0274,
"step": 4000
},
{
"epoch": 0.4438745314657723,
"grad_norm": 0.23932363092899323,
"learning_rate": 2.822849346704189e-06,
"loss": 0.0242,
"step": 4500
},
{
"epoch": 0.49319392385085814,
"grad_norm": 0.1828487515449524,
"learning_rate": 4.888645541834838e-07,
"loss": 0.023,
"step": 5000
},
{
"epoch": 0.49319392385085814,
"eval_all_ligands_equal": 0.3802916482545294,
"eval_e3_equal": 0.7616438356164383,
"eval_e3_graph_edit_distance": 9.999999999999999e+63,
"eval_e3_graph_edit_distance_norm": 1.0,
"eval_e3_has_attachment_point(s)": 0.993194874060981,
"eval_e3_heavy_atoms_difference": 0.16783031374281926,
"eval_e3_heavy_atoms_difference_norm": -0.0030251272862322418,
"eval_e3_tanimoto_similarity": 0.0,
"eval_e3_valid": 0.993194874060981,
"eval_has_all_attachment_points": 0.9793194874060981,
"eval_has_three_substructures": 0.9988510826336722,
"eval_heavy_atoms_difference": 7.607865665046399,
"eval_heavy_atoms_difference_norm": 0.1017810445617049,
"eval_linker_equal": 0.5477684489615554,
"eval_linker_graph_edit_distance": 9.999999999999999e+63,
"eval_linker_graph_edit_distance_norm": 1.0,
"eval_linker_has_attachment_point(s)": 0.9951391957578436,
"eval_linker_heavy_atoms_difference": 0.5447635881573133,
"eval_linker_heavy_atoms_difference_norm": 0.0015117630138471627,
"eval_linker_tanimoto_similarity": 0.0,
"eval_linker_valid": 0.9951391957578436,
"eval_loss": 0.2833138108253479,
"eval_num_fragments": 3.000353513035793,
"eval_poi_equal": 0.7028722934158197,
"eval_poi_graph_edit_distance": 9.999999999999999e+63,
"eval_poi_graph_edit_distance_norm": 1.0,
"eval_poi_has_attachment_point(s)": 0.9144498453380469,
"eval_poi_heavy_atoms_difference": 2.439946973044631,
"eval_poi_heavy_atoms_difference_norm": 0.0796284265989636,
"eval_poi_tanimoto_similarity": 0.0,
"eval_poi_valid": 0.9144498453380469,
"eval_reassembly": 0.3852408307556341,
"eval_reassembly_nostereo": 0.4114891736632788,
"eval_runtime": 1513.2312,
"eval_samples_per_second": 7.477,
"eval_steps_per_second": 0.117,
"eval_tanimoto_similarity": 0.0,
"eval_valid": 0.9066725585505966,
"step": 5000
}
],
"logging_steps": 500,
"max_steps": 10000,
"num_input_tokens_seen": 0,
"num_train_epochs": 1,
"save_steps": 5000,
"stateful_callbacks": {
"TrainerControl": {
"args": {
"should_epoch_stop": false,
"should_evaluate": false,
"should_log": false,
"should_save": true,
"should_training_stop": false
},
"attributes": {}
}
},
"total_flos": 4.33139477262336e+16,
"train_batch_size": 128,
"trial_name": "trial-number=14-learning_rate=3.5e-05-warmup_ratio=0.040-num_cycles=1.000",
"trial_params": {
"learning_rate": 3.524293733373145e-05,
"num_cycles": 1.0,
"warmup_ratio": 0.04
}
}