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krisrs1128 / clouds_dist

Simulation of low-clouds, from weather measures.
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Analyse expermient runs #44

Closed vict0rsch closed 4 years ago

vict0rsch commented 5 years ago

config/explore_gan_hyps.json

{
    "experiment": {
        "name": "explore-gan",
        "exp_dir": "$tmpv/clouds_runs/",
        "repeat": 20
    },
    "runs": [
        {
            "sbatch": {
                "runtime": "24:00:00",
                "message": "gan exploration",
                "conf_name": "gan_exp"
            },
            "config": {
                "model": {
                    "disc_size": 64,
                    "dropout": {
                        "sample": "range",
                        "from": [
                            0, 0.45, 0.05
                        ]
                    }
                },
                "train": {
                    "datapath": "/network/tmp1/schmidtv/clouds500",
                    "batch_size": 8,
                    "num_D_accumulations": 1,
                    "n_epochs": 500,
                    "with_stats": false,
                    "lr_d": {
                        "sample": "list",
                        "from": [
                            0.00001,
                            0.00005,
                            0.0001,
                            0.0005,
                            0.001,
                            0.005,
                            0.01
                        ]
                    },
                    "lr_g": {
                        "sample": "list",
                        "from": [
                            0.00001,
                            0.00005,
                            0.0001,
                            0.0005,
                            0.001,
                            0.005,
                            0.01
                        ]
                    },
                    "lambda_gan": {
                        "sample": "list",
                        "from": [
                            0.1,
                            1,
                            5,
                            10
                        ]
                    },
                    "lambda_L": {
                        "sample": "list",
                        "from": [
                            0,
                            0.1,
                            1,
                            5,
                            10
                        ]
                    },
                    "matching_loss": {
                        "sample": "list",
                        "from": [
                            "l1",
                            "l2",
                            "weighted"
                        ]
                    }
                }
            }
        }
    ]
}
vict0rsch commented 5 years ago 
python parallel_run.py -e explore_gan_hyps -t victor_mila
vict0rsch commented 5 years ago

see https://www.comet.ml/vict0rsch/clouds/