huanz

Huanz's group workspace

Group: composer_id-ATEPP-perfmidi-sequence-REMI-bpe0-noae

1-8

of 8

Tags

Notes

Author

huanz

State

Finished

Start time

April 5th, 2023 1:15:42 PM

Runtime

2h 14m 12s

Tracked hours

2h 14m 5s

Run path

huanz/symrep/ukrjj507

Linux-3.10.0-1160.53.1.el7.x86_64-x86_64-with-glibc2.17

Python version

3.9.7

Git repository

git clone https://github.com/anusfoil/SymRep.git

Git state

git checkout -b "composer_id-ATEPP-perfmidi-sequence-fold7" 7e0c86b8c3c48706312f7f33b136109d8f244962

Command

/homes/hz009/Research/SymRep/experiments/train.py experiment.fold_idx=7 experiment.grouped=1 experiment.dataset=ATEPP experiment.symrep=sequence experiment.input_format=perfmidi experiment.lr=1e-6 sequence.mid_encoding=REMI experiment.device=4 experiment.batch_size=2 sequence.BPE=0 sequence.max_seq_len=1600 experiment.no_ae_run=True

System Hardware

CPU count	48
Logical CPU count	96
GPU count	8
GPU type	NVIDIA RTX A5000

W&B CLI Version

0.13.10

Group

composer_id-ATEPP-perfmidi-sequence-REMI-bpe0-noae

Config parameters are your model's inputs. Learn more

▶
Config parameters:{} 75 keys
- cfg/dataset/ASAP/dataset_dir:
  "/homes/hz009/Research/Datasets/asap-dataset/"
- cfg/dataset/ASAP/metadata_file:
  "/homes/hz009/Research/Datasets/asap-dataset/metadata-v1.3.csv"
- cfg/dataset/ATEPP/dataset_dir:
  "/homes/hz009/Research/Datasets/ATEPP-1.1/"
- cfg/dataset/ATEPP/metadata_file:
  "/homes/hz009/Research/Datasets/ATEPP-1.1/ATEPP-metadata-1.5.csv"
- cfg/dataset/PD/dataset_dir:
  "/homes/hz009/Research/Datasets/piano_difficulty/"
- cfg/dataset/PD/metadata_file:
  "/homes/hz009/Research/Datasets/piano_difficulty/labels.csv"
- cfg/experiment/artifact_dir:
  "huanz/symrep/model-pp1a2z10:v13"
- cfg/experiment/batch_size:
  2
- cfg/experiment/checkpoint_dir:
  "checkpoints/composer_id-ATEPP-perfmidi-sequence-fold7"
- cfg/experiment/checkpoint_file:
  "checkpoints/composer_id-ATEPP-perfmidi-sequence-fold7/epoch=49-step=1850.ckpt"
- cfg/experiment/data_save_dir:
  "/import/c4dm-datasets-ext/symrep_assets/sequence/ATEPP/perfmidi"
- cfg/experiment/dataset:
  "ATEPP"
- cfg/experiment/device:
  4
- cfg/experiment/emb_dim:
  32
- cfg/experiment/epoch:
  500
- cfg/experiment/es_patience:
  60
- cfg/experiment/es_threshold:
  0.005
- cfg/experiment/exp_name:
  "composer_id-ATEPP-perfmidi-sequence-fold7"
- cfg/experiment/feat_level:
  0
- cfg/experiment/fold_idx:
  7
- cfg/experiment/group_name:
  "composer_id-ATEPP-perfmidi-sequence-REMI-bpe0-noae"
- cfg/experiment/grouped:
  1
- cfg/experiment/input_format:
  "perfmidi"
- cfg/experiment/load_data:
  true
- cfg/experiment/load_model:
  false
- cfg/experiment/lr:
  0.000001
- cfg/experiment/lr_gamma:
  0.998
- cfg/experiment/no_ae_run:
  true
- cfg/experiment/random_seed:
  13
- cfg/experiment/restore_training:
  false
- cfg/experiment/symrep:
  "sequence"
- cfg/experiment/task:
  "composer_id"
- cfg/experiment/testing_only:
  false
- cfg/experiment/tmp:
  false
- ▶
  cfg/graph/basic_edges:[] 7 items
- cfg/graph/bi_dir:
  false
- cfg/graph/conv_type:
  "SAGEConv"
- cfg/graph/dropout:
  0
- cfg/graph/edge_agg:
  "sum"
- cfg/graph/hid_dim:
  64
- cfg/graph/homo:
  0
- cfg/graph/mid_window:
  0.03
- cfg/graph/n_layers:
  4
- cfg/graph/sage_agg:
  "lstm"
- cfg/matrix/bins:
  131
- cfg/matrix/n_channels:
  1
- model_backend:
  null
- model_frontend:
  null
- ▶
  segmentation:{} 5 keys
- ▶
  sequence:{} 13 keys

Summary metrics are your model's outputs. Learn more

▶
Summary metrics:{} 18 keys
- epoch:
  142
- lr-Adam:
  0.0000007540607253898
- test_acc:
  0.203125
- test_auroc:
  0.4797338843345642
- test_fscore:
  0.09802956134080888
- train_acc_epoch:
  0.8242811560630798
- train_acc_step:
  1
- train_auroc_epoch:
  0.8847808241844177
- train_auroc_step:
  0.1818181872367859
- train_fscore_epoch:
  0.4901854991912842
- train_fscore_step:
  0.1818181872367859
- train_loss_epoch:
  1.0118523836135864
- train_loss_step:
  0.5246641039848328
- trainer/global_step:
  22,294
- val_acc:
  0.5227272510528564
- val_auroc:
  0.6863327622413635
- val_fscore:
  0.22180327773094177
- val_loss:
  1.680384397506714

This run consumed these artifacts as inputs. Learn more

job

job-https___github.com_anusfoil_SymRep.git_experiments_train.py:v184

This run produced these artifacts as outputs. Learn more

wandb-history

run-ukrjj507-history:v0