function runq () {
  dataset=$1
  sample_rate=$2
  duration=$3
  let sample_length=$2*$3
  qs=$4

  exp_name="space_qs$dim"

  echo "__________________________________________"
  echo "__________________________________________"
  echo "__________________________________________"
  echo ""
  echo ">> running $exp_name"
  echo ""
  echo "__________________________________________"
  echo "__________________________________________"
  echo "__________________________________________"

  python train.py \
    --exp $exp_name --dataset $dataset  \
    --frame_sizes 8 2                   \
    --n_rnn 2 --dim 1024 --q_levels $qs \
    --seq_len 1024 --batch_size 128     \
    --val_frac 0.1 --test_frac 0.1      \
    --sample_rate $sample_rate          \
    --sample_length $sample_length      \
    --keep_old_checkpoints False        \
    --epoch_limit 4                     \
    --resume True
}

function rundim () {
  dataset=$1
  sample_rate=$2
  duration=$3
  let sample_length=$2*$3
  dim=$4

  exp_name="space_dim$dim"

  echo "__________________________________________"
  echo "__________________________________________"
  echo "__________________________________________"
  echo ""
  echo ">> running $exp_name"
  echo ""
  echo "__________________________________________"
  echo "__________________________________________"
  echo "__________________________________________"

  python train.py \
    --exp $exp_name --dataset $dataset  \
    --frame_sizes 8 2                   \
    --n_rnn 2 --dim $dim --q_levels 256 \
    --seq_len 1024 --batch_size 128     \
    --val_frac 0.1 --test_frac 0.1      \
    --sample_rate $sample_rate          \
    --sample_length $sample_length      \
    --keep_old_checkpoints False        \
    --epoch_limit 8                     \
    --resume True
}

function runseq () {
  dataset=$1
  sample_rate=$2
  duration=$3
  let sample_length=$2*$3
  seq=$4

  exp_name="space_seq$seq"

  echo "__________________________________________"
  echo "__________________________________________"
  echo "__________________________________________"
  echo ""
  echo ">> running $exp_name"
  echo ""
  echo "__________________________________________"
  echo "__________________________________________"
  echo "__________________________________________"

  python train.py \
    --exp $exp_name --dataset $dataset  \
    --frame_sizes 8 2                   \
    --n_rnn 2 --dim 1024 --q_levels 256 \
    --seq_len $seq --batch_size 128     \
    --val_frac 0.1 --test_frac 0.1      \
    --sample_rate $sample_rate          \
    --sample_length $sample_length      \
    --keep_old_checkpoints False        \
    --epoch_limit 4                     \
    --resume True
}

#rundim 44k_glass_space1 44100 5 4096
runseq 44k_glass_space1 44100 5 512
rundim 44k_glass_space1 44100 5 512
#rundim 44k_glass_space1 44100 5 256
#rundim 44k_glass_space1 44100 5 128
#rundim 44k_glass_space1 44100 5 64
#rundim 44k_glass_space1 44100 5 32
#rundim 44k_glass_space1 44100 5 16
#rundim 44k_glass_space1 44100 5 8
#rundim 44k_glass_space1 44100 5 4
#rundim 44k_glass_space1 44100 5 2
#rundim 44k_glass_space1 44100 5 1

runq 44k_glass_space1 44100 5 1024
runq 44k_glass_space1 44100 5 128