generate_parameters.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import itertools\n",
    "import pandas as pd\n",
    "\n",
    "from utils import vae_default_args, hmm_default_args, rnn_default_args\n",
    "from utils import get_all_dataset_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'synthetic_unimodal_data_length_50_uniform': 50, 'synthetic_unimodal_data_length_20_skewed_gaussian': 20, 'synthetic_unimodal_data_length_50_gaussian': 50, 'synthetic_unimodal_data_length_20_gaussian': 20, 'synthetic_unimodal_data_length_50_skewed_gaussian': 50, 'synthetic_multimodal_data_modes_2_length_51_uniform': 51, 'synthetic_unimodal_data_length_20_uniform': 20, 'synthetic_multimodal_data_modes_5_length_51_uniform': 51, 'synthetic_unimodal_data_length_100_gaussian': 100, 'gfp': 238, 'synthetic_unimodal_data_length_100_uniform': 100, 'synthetic_multimodal_data_modes_3_length_51_uniform': 51, 'synthetic_unimodal_data_length_100_skewed_gaussian': 100}\n"
     ]
    }
   ],
   "source": [
    "dataset_names_lst = get_all_dataset_names()\n",
    "seq_length_lst = [100, 100, 100, 20, 20, 20, 50, 50, 50, 238, 51, 51, 51]\n",
    "commands_lst = []\n",
    "logger = open(\"./scripts/grid_search_datasets.sh\", 'w')\n",
    "dataset_length_map = dict(zip(dataset_names_lst, seq_length_lst))\n",
    "print(dataset_length_map)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10']\n"
     ]
    }
   ],
   "source": [
    "# vae commands\n",
    "hidden_size_lst = [100, 200]\n",
    "batch_size_lst = [10, 20]\n",
    "learning_rate_lst = [0.003, 0.001, 0.0003]\n",
    "model = 'vae'\n",
    "for i, (dataset, hidden_size, batch_size, learning_rate) in enumerate(itertools.product(dataset_names_lst, hidden_size_lst, batch_size_lst, learning_rate_lst)):\n",
    "    name = \"{0}_hidden_size_{1}_batch_size_{2}_lr_{3}\".format(model, hidden_size, batch_size, learning_rate)\n",
    "    seq_length = dataset_length_map[dataset]\n",
    "    input_size = seq_length * 21 if dataset == 'gfp' else seq_length * 20\n",
    "    command = 'python3 run_model.py --model_type {0} --base_log logs/{1}/{2}/ --name {3} --input {4} --hidden_size {5} --latent_dim 20 --seq_length {6} --pseudo_count 1 --n_jobs 5 --device cuda:{7} --learning_rate {8} --epochs 100 --batch_size {9} --layers 1 --dataset {10} --num_data 1000 --early_stopping True --patience 10'.format(model, dataset, model, name, input_size, hidden_size, seq_length, i % 4, learning_rate, batch_size, dataset)\n",
    "    print(command, file=logger)\n",
    "    commands_lst.append(command)\n",
    "print(commands_lst)\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10']\n"
     ]
    }
   ],
   "source": [
    "# rnn commands\n",
    "hidden_size_lst = [100, 200]\n",
    "learning_rate_lst = [0.003, 0.001, 0.0003, 0.0001]\n",
    "model = 'rnn'\n",
    "for i, (dataset, hidden_size, learning_rate) in enumerate(itertools.product(dataset_names_lst, hidden_size_lst, learning_rate_lst)):\n",
    "    name = \"{0}_hidden_size_{1}_lr_{2}\".format(model, hidden_size, learning_rate)\n",
    "    seq_length = dataset_length_map[dataset]\n",
    "    input_size = seq_length * 21 if dataset == 'gfp' else seq_length * 20\n",
    "    command = 'python3 run_model.py --model_type {0} --base_log logs/{1}/{2}/ --name {3} --input {4} --hidden_size {5} --latent_dim 20 --seq_length {6} --pseudo_count 1 --n_jobs 5 --device cuda:{7} --learning_rate {8} --epochs 100 --batch_size 10 --layers 1 --dataset {9} --num_data 1000 --early_stopping True --patience 10'.format(model, dataset, model, name, input_size, hidden_size, seq_length, i % 4, learning_rate, dataset)\n",
    "    print(command, file=logger)\n",
    "    commands_lst.append(command)\n",
    "print(commands_lst)\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_gaussian/hmm/ --name hmm_hidden_size_20 --input 2000 --hidden_size 20 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_gaussian/hmm/ --name hmm_hidden_size_30 --input 2000 --hidden_size 30 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_gaussian/hmm/ --name hmm_hidden_size_40 --input 2000 --hidden_size 40 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_gaussian/hmm/ --name hmm_hidden_size_50 --input 2000 --hidden_size 50 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/hmm/ --name hmm_hidden_size_20 --input 2000 --hidden_size 20 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/hmm/ --name hmm_hidden_size_30 --input 2000 --hidden_size 30 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/hmm/ --name hmm_hidden_size_40 --input 2000 --hidden_size 40 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/hmm/ --name hmm_hidden_size_50 --input 2000 --hidden_size 50 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_uniform/hmm/ --name hmm_hidden_size_20 --input 2000 --hidden_size 20 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_uniform/hmm/ --name hmm_hidden_size_30 --input 2000 --hidden_size 30 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_uniform/hmm/ --name hmm_hidden_size_40 --input 2000 --hidden_size 40 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_uniform/hmm/ --name hmm_hidden_size_50 --input 2000 --hidden_size 50 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_gaussian/hmm/ --name hmm_hidden_size_20 --input 400 --hidden_size 20 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_gaussian/hmm/ --name hmm_hidden_size_30 --input 400 --hidden_size 30 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_gaussian/hmm/ --name hmm_hidden_size_40 --input 400 --hidden_size 40 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_gaussian/hmm/ --name hmm_hidden_size_50 --input 400 --hidden_size 50 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/hmm/ --name hmm_hidden_size_20 --input 400 --hidden_size 20 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/hmm/ --name hmm_hidden_size_30 --input 400 --hidden_size 30 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/hmm/ --name hmm_hidden_size_40 --input 400 --hidden_size 40 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/hmm/ --name hmm_hidden_size_50 --input 400 --hidden_size 50 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_uniform/hmm/ --name hmm_hidden_size_20 --input 400 --hidden_size 20 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_uniform/hmm/ --name hmm_hidden_size_30 --input 400 --hidden_size 30 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_uniform/hmm/ --name hmm_hidden_size_40 --input 400 --hidden_size 40 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_uniform/hmm/ --name hmm_hidden_size_50 --input 400 --hidden_size 50 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_gaussian/hmm/ --name hmm_hidden_size_20 --input 1000 --hidden_size 20 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_gaussian/hmm/ --name hmm_hidden_size_30 --input 1000 --hidden_size 30 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_gaussian/hmm/ --name hmm_hidden_size_40 --input 1000 --hidden_size 40 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_gaussian/hmm/ --name hmm_hidden_size_50 --input 1000 --hidden_size 50 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/hmm/ --name hmm_hidden_size_20 --input 1000 --hidden_size 20 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/hmm/ --name hmm_hidden_size_30 --input 1000 --hidden_size 30 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/hmm/ --name hmm_hidden_size_40 --input 1000 --hidden_size 40 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/hmm/ --name hmm_hidden_size_50 --input 1000 --hidden_size 50 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_uniform/hmm/ --name hmm_hidden_size_20 --input 1000 --hidden_size 20 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_uniform/hmm/ --name hmm_hidden_size_30 --input 1000 --hidden_size 30 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_uniform/hmm/ --name hmm_hidden_size_40 --input 1000 --hidden_size 40 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_uniform/hmm/ --name hmm_hidden_size_50 --input 1000 --hidden_size 50 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/gfp/hmm/ --name hmm_hidden_size_20 --input 4998 --hidden_size 20 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/gfp/hmm/ --name hmm_hidden_size_30 --input 4998 --hidden_size 30 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/gfp/hmm/ --name hmm_hidden_size_40 --input 4998 --hidden_size 40 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/gfp/hmm/ --name hmm_hidden_size_50 --input 4998 --hidden_size 50 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/hmm/ --name hmm_hidden_size_20 --input 1020 --hidden_size 20 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/hmm/ --name hmm_hidden_size_30 --input 1020 --hidden_size 30 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/hmm/ --name hmm_hidden_size_40 --input 1020 --hidden_size 40 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/hmm/ --name hmm_hidden_size_50 --input 1020 --hidden_size 50 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/hmm/ --name hmm_hidden_size_20 --input 1020 --hidden_size 20 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/hmm/ --name hmm_hidden_size_30 --input 1020 --hidden_size 30 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/hmm/ --name hmm_hidden_size_40 --input 1020 --hidden_size 40 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/hmm/ --name hmm_hidden_size_50 --input 1020 --hidden_size 50 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/hmm/ --name hmm_hidden_size_20 --input 1020 --hidden_size 20 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/hmm/ --name hmm_hidden_size_30 --input 1020 --hidden_size 30 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/hmm/ --name hmm_hidden_size_40 --input 1020 --hidden_size 40 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10', 'python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/hmm/ --name hmm_hidden_size_50 --input 1020 --hidden_size 50 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10']\n"
     ]
    }
   ],
   "source": [
    "# hmm commands\n",
    "hidden_size_lst = [20, 30, 40, 50]\n",
    "model = 'hmm'\n",
    "for i, (dataset, hidden_size) in enumerate(itertools.product(dataset_names_lst, hidden_size_lst)):\n",
    "    name = \"{0}_hidden_size_{1}\".format(model, hidden_size)\n",
    "    seq_length = dataset_length_map[dataset]\n",
    "    input_size = seq_length * 21 if dataset == 'gfp' else seq_length * 20\n",
    "    command = 'python3 run_model.py --model_type {0} --base_log logs/{1}/{2}/ --name {3} --input {4} --hidden_size {5} --latent_dim 20 --seq_length {6} --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset {7} --num_data 1000 --early_stopping True --patience 10'.format(model, dataset, model, name, input_size, hidden_size, seq_length, dataset)\n",
    "    print(command, file=logger)\n",
    "    commands_lst.append(command)\n",
    "print(commands_lst)\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "logger.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_100_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_20_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_unimodal_data_length_50_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/gfp/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_10_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_100_batch_size_20_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_10_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.001 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type vae --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/vae/ --name vae_hidden_size_200_batch_size_20_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0003 --epochs 100 --batch_size 20 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 2000 --hidden_size 100 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_100_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 2000 --hidden_size 200 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 400 --hidden_size 100 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_20_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 400 --hidden_size 200 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 1000 --hidden_size 100 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_unimodal_data_length_50_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 1000 --hidden_size 200 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 4998 --hidden_size 100 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/gfp/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 4998 --hidden_size 200 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0003 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_100_lr_0.0001 --input 1020 --hidden_size 100 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:0 --learning_rate 0.003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:1 --learning_rate 0.001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0003 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:2 --learning_rate 0.0003 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type rnn --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/rnn/ --name rnn_hidden_size_200_lr_0.0001 --input 1020 --hidden_size 200 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cuda:3 --learning_rate 0.0001 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_gaussian/hmm/ --name hmm_hidden_size_20 --input 2000 --hidden_size 20 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_gaussian/hmm/ --name hmm_hidden_size_30 --input 2000 --hidden_size 30 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_gaussian/hmm/ --name hmm_hidden_size_40 --input 2000 --hidden_size 40 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_gaussian/hmm/ --name hmm_hidden_size_50 --input 2000 --hidden_size 50 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/hmm/ --name hmm_hidden_size_20 --input 2000 --hidden_size 20 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/hmm/ --name hmm_hidden_size_30 --input 2000 --hidden_size 30 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/hmm/ --name hmm_hidden_size_40 --input 2000 --hidden_size 40 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_skewed_gaussian/hmm/ --name hmm_hidden_size_50 --input 2000 --hidden_size 50 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_uniform/hmm/ --name hmm_hidden_size_20 --input 2000 --hidden_size 20 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_uniform/hmm/ --name hmm_hidden_size_30 --input 2000 --hidden_size 30 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_uniform/hmm/ --name hmm_hidden_size_40 --input 2000 --hidden_size 40 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_100_uniform/hmm/ --name hmm_hidden_size_50 --input 2000 --hidden_size 50 --latent_dim 20 --seq_length 100 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_100_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_gaussian/hmm/ --name hmm_hidden_size_20 --input 400 --hidden_size 20 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_gaussian/hmm/ --name hmm_hidden_size_30 --input 400 --hidden_size 30 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_gaussian/hmm/ --name hmm_hidden_size_40 --input 400 --hidden_size 40 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_gaussian/hmm/ --name hmm_hidden_size_50 --input 400 --hidden_size 50 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/hmm/ --name hmm_hidden_size_20 --input 400 --hidden_size 20 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/hmm/ --name hmm_hidden_size_30 --input 400 --hidden_size 30 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/hmm/ --name hmm_hidden_size_40 --input 400 --hidden_size 40 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_skewed_gaussian/hmm/ --name hmm_hidden_size_50 --input 400 --hidden_size 50 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_uniform/hmm/ --name hmm_hidden_size_20 --input 400 --hidden_size 20 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_uniform/hmm/ --name hmm_hidden_size_30 --input 400 --hidden_size 30 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_uniform/hmm/ --name hmm_hidden_size_40 --input 400 --hidden_size 40 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_20_uniform/hmm/ --name hmm_hidden_size_50 --input 400 --hidden_size 50 --latent_dim 20 --seq_length 20 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_20_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_gaussian/hmm/ --name hmm_hidden_size_20 --input 1000 --hidden_size 20 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_gaussian/hmm/ --name hmm_hidden_size_30 --input 1000 --hidden_size 30 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_gaussian/hmm/ --name hmm_hidden_size_40 --input 1000 --hidden_size 40 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_gaussian/hmm/ --name hmm_hidden_size_50 --input 1000 --hidden_size 50 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/hmm/ --name hmm_hidden_size_20 --input 1000 --hidden_size 20 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/hmm/ --name hmm_hidden_size_30 --input 1000 --hidden_size 30 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/hmm/ --name hmm_hidden_size_40 --input 1000 --hidden_size 40 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_skewed_gaussian/hmm/ --name hmm_hidden_size_50 --input 1000 --hidden_size 50 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_skewed_gaussian --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_uniform/hmm/ --name hmm_hidden_size_20 --input 1000 --hidden_size 20 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_uniform/hmm/ --name hmm_hidden_size_30 --input 1000 --hidden_size 30 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_uniform/hmm/ --name hmm_hidden_size_40 --input 1000 --hidden_size 40 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_unimodal_data_length_50_uniform/hmm/ --name hmm_hidden_size_50 --input 1000 --hidden_size 50 --latent_dim 20 --seq_length 50 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_unimodal_data_length_50_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/gfp/hmm/ --name hmm_hidden_size_20 --input 4998 --hidden_size 20 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/gfp/hmm/ --name hmm_hidden_size_30 --input 4998 --hidden_size 30 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/gfp/hmm/ --name hmm_hidden_size_40 --input 4998 --hidden_size 40 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/gfp/hmm/ --name hmm_hidden_size_50 --input 4998 --hidden_size 50 --latent_dim 20 --seq_length 238 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset gfp --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/hmm/ --name hmm_hidden_size_20 --input 1020 --hidden_size 20 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/hmm/ --name hmm_hidden_size_30 --input 1020 --hidden_size 30 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/hmm/ --name hmm_hidden_size_40 --input 1020 --hidden_size 40 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_2_length_51_uniform/hmm/ --name hmm_hidden_size_50 --input 1020 --hidden_size 50 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_2_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/hmm/ --name hmm_hidden_size_20 --input 1020 --hidden_size 20 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/hmm/ --name hmm_hidden_size_30 --input 1020 --hidden_size 30 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/hmm/ --name hmm_hidden_size_40 --input 1020 --hidden_size 40 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_3_length_51_uniform/hmm/ --name hmm_hidden_size_50 --input 1020 --hidden_size 50 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_3_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/hmm/ --name hmm_hidden_size_20 --input 1020 --hidden_size 20 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/hmm/ --name hmm_hidden_size_30 --input 1020 --hidden_size 30 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/hmm/ --name hmm_hidden_size_40 --input 1020 --hidden_size 40 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n",
      "python3 run_model.py --model_type hmm --base_log logs/synthetic_multimodal_data_modes_5_length_51_uniform/hmm/ --name hmm_hidden_size_50 --input 1020 --hidden_size 50 --latent_dim 20 --seq_length 51 --pseudo_count 1 --n_jobs 5 --device cpu --learning_rate -1 --epochs 100 --batch_size 10 --layers 1 --dataset synthetic_multimodal_data_modes_5_length_51_uniform --num_data 1000 --early_stopping True --patience 10\n",
      "\n"
     ]
    }
   ],
   "source": [
    "f = open(\"./scripts/grid_search_datasets.sh\", 'r')\n",
    "commands_cnt = 0\n",
    "for line in f.readlines():\n",
    "    print(line)\n",
    "    commands_cnt += 1\n",
    "assert(commands_cnt == 312)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.5",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}