huanz

Huanz's group workspace

Group: composer_id-ASAP-perfmidi-sequence-MIDILike-bpe4-noae

1-8

of 8

Tags

Notes

Author

huanz

State

Finished

Start time

April 3rd, 2023 4:17:09 PM

Runtime

32m 2s

Tracked hours

31m 56s

Run path

huanz/symrep/og82wtft

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-ASAP-perfmidi-sequence-fold7" 7e0c86b8c3c48706312f7f33b136109d8f244962

Command

/homes/hz009/Research/SymRep/experiments/train.py experiment.fold_idx=7 experiment.grouped=1 experiment.dataset=ASAP experiment.symrep=sequence experiment.input_format=perfmidi experiment.lr=1e-6 sequence.mid_encoding=MIDILike experiment.device=5 experiment.batch_size=2 sequence.BPE=4 sequence.max_seq_len=1000 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-ASAP-perfmidi-sequence-MIDILike-bpe4-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-ASAP-perfmidi-sequence-fold7"
- cfg/experiment/checkpoint_file:
  "checkpoints/composer_id-ASAP-perfmidi-sequence-fold7/epoch=49-step=1850.ckpt"
- cfg/experiment/data_save_dir:
  "/import/c4dm-datasets-ext/symrep_assets/sequence/ASAP/perfmidi"
- cfg/experiment/dataset:
  "ASAP"
- cfg/experiment/device:
  5
- 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-ASAP-perfmidi-sequence-fold7"
- cfg/experiment/feat_level:
  0
- cfg/experiment/fold_idx:
  7
- cfg/experiment/group_name:
  "composer_id-ASAP-perfmidi-sequence-MIDILike-bpe4-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:
  122
- lr-Adam:
  0.00000078486596331241
- test_acc:
  0.4848484992980957
- test_auroc:
  0.44286197423934937
- test_fscore:
  0.13926026225090027
- train_acc_epoch:
  0.7106918096542358
- train_acc_step:
  1
- train_auroc_epoch:
  0.908409595489502
- train_auroc_step:
  0.1666666716337204
- train_fscore_epoch:
  0.2540131211280823
- train_fscore_step:
  0.1666666716337204
- train_loss_epoch:
  1.2896804809570312
- train_loss_step:
  1.053335428237915
- trainer/global_step:
  9,760
- val_acc:
  0.5454545617103577
- val_auroc:
  0.5135704278945923
- val_fscore:
  0.15509259700775146
- val_loss:
  1.6454448699951172

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. Total: 2. Learn more

model

model-og82wtft:v6

wandb-history

run-og82wtft-history:v0