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patchedmnist.py
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from config.templates.experiment import Experiment
from config.templates.models.simvc_comvc import SiMVC, CoMVC, CoMVCLoss
from config.templates.models.custom import CAEKM, CAEKMLoss, CAE, CAELoss
from config.templates.dataset import Dataset
from config.templates import encoder
ENCODERS = [encoder.Encoder(input_size=(1, 7, 7), layers="cnn_tiny") for _ in range(12)]
DECODERS = [encoder.Encoder(input_size=None, layers="cnn_tiny_decoder") for _ in range(12)]
class PatchedMnistExperiment(Experiment):
n_views: int = 12
n_clusters: int = 3
def _model_config(model_name, views):
encoders = [ENCODERS[v] for v in views]
decoders = [DECODERS[v] for v in views]
if model_name == "simvc":
cfg = SiMVC(encoder_configs=encoders)
elif model_name == "comvc":
cfg = CoMVC(encoder_configs=encoders)
elif model_name == "comvcnoad":
cfg = CoMVC(
encoder_configs=encoders,
loss_config=CoMVCLoss(
contrast_adaptive_weight=False
)
)
elif model_name == "saekm":
cfg = CAEKM(
encoder_configs=encoders,
decoder_configs=decoders,
loss_config=CAEKMLoss(funcs="MSE"),
projector_config=None,
)
elif model_name == "caekm":
cfg = CAEKM(
encoder_configs=encoders,
decoder_configs=decoders,
)
elif model_name == "sae":
cfg = CAE(
encoder_configs=encoders,
decoder_configs=decoders,
loss_config=CAELoss(
funcs="DDC1|DDC2|DDC3|MSE",
weights=[1, 1, 1, 0.1],
),
pre_train_loss_config=CAELoss(funcs="MSE", weights=None),
)
elif model_name == "cae":
cfg = CAE(
encoder_configs=encoders,
decoder_configs=decoders,
)
else:
raise RuntimeError()
return cfg
def _experiment(model_name, order, views):
return PatchedMnistExperiment(
dataset_config=Dataset(name="patchedmnist", select_views=views),
model_config=_model_config(model_name, views),
n_views=len(views),
wandb_tags=f"incviews,{order}"
)
# ======================================================================================================================
# simvc
# ======================================================================================================================
incviews2wb_patchedmnist_simvc = _experiment("simvc", "worst-best", [0, 1])
incviews3wb_patchedmnist_simvc = _experiment("simvc", "worst-best", [0, 1, 2])
incviews4wb_patchedmnist_simvc = _experiment("simvc", "worst-best", [0, 1, 2, 5])
incviews5wb_patchedmnist_simvc = _experiment("simvc", "worst-best", [0, 1, 2, 5, 6])
incviews6wb_patchedmnist_simvc = _experiment("simvc", "worst-best", [0, 1, 2, 5, 6, 9])
incviews7wb_patchedmnist_simvc = _experiment("simvc", "worst-best", [0, 1, 2, 5, 6, 9, 10])
incviews8wb_patchedmnist_simvc = _experiment("simvc", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11])
incviews9wb_patchedmnist_simvc = _experiment("simvc", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3])
incviews10wb_patchedmnist_simvc = _experiment("simvc", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4])
incviews11wb_patchedmnist_simvc = _experiment("simvc", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4, 7])
incviews12wb_patchedmnist_simvc = _experiment("simvc", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4, 7, 8])
incviews2bw_patchedmnist_simvc = _experiment("simvc", "best-worst", [8, 7])
incviews3bw_patchedmnist_simvc = _experiment("simvc", "best-worst", [8, 7, 4])
incviews4bw_patchedmnist_simvc = _experiment("simvc", "best-worst", [8, 7, 4, 3])
incviews5bw_patchedmnist_simvc = _experiment("simvc", "best-worst", [8, 7, 4, 3, 11])
incviews6bw_patchedmnist_simvc = _experiment("simvc", "best-worst", [8, 7, 4, 3, 11, 10])
incviews7bw_patchedmnist_simvc = _experiment("simvc", "best-worst", [8, 7, 4, 3, 11, 10, 9])
incviews8bw_patchedmnist_simvc = _experiment("simvc", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6])
incviews9bw_patchedmnist_simvc = _experiment("simvc", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5])
incviews10bw_patchedmnist_simvc = _experiment("simvc", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2])
incviews11bw_patchedmnist_simvc = _experiment("simvc", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2, 1])
incviews12bw_patchedmnist_simvc = _experiment("simvc", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2, 1, 0])
# ======================================================================================================================
# comvc
# ======================================================================================================================
incviews2wb_patchedmnist_comvc = _experiment("comvc", "worst-best", [0, 1])
incviews3wb_patchedmnist_comvc = _experiment("comvc", "worst-best", [0, 1, 2])
incviews4wb_patchedmnist_comvc = _experiment("comvc", "worst-best", [0, 1, 2, 5])
incviews5wb_patchedmnist_comvc = _experiment("comvc", "worst-best", [0, 1, 2, 5, 6])
incviews6wb_patchedmnist_comvc = _experiment("comvc", "worst-best", [0, 1, 2, 5, 6, 9])
incviews7wb_patchedmnist_comvc = _experiment("comvc", "worst-best", [0, 1, 2, 5, 6, 9, 10])
incviews8wb_patchedmnist_comvc = _experiment("comvc", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11])
incviews9wb_patchedmnist_comvc = _experiment("comvc", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3])
incviews10wb_patchedmnist_comvc = _experiment("comvc", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4])
incviews11wb_patchedmnist_comvc = _experiment("comvc", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4, 7])
incviews12wb_patchedmnist_comvc = _experiment("comvc", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4, 7, 8])
incviews2bw_patchedmnist_comvc = _experiment("comvc", "best-worst", [8, 7])
incviews3bw_patchedmnist_comvc = _experiment("comvc", "best-worst", [8, 7, 4])
incviews4bw_patchedmnist_comvc = _experiment("comvc", "best-worst", [8, 7, 4, 3])
incviews5bw_patchedmnist_comvc = _experiment("comvc", "best-worst", [8, 7, 4, 3, 11])
incviews6bw_patchedmnist_comvc = _experiment("comvc", "best-worst", [8, 7, 4, 3, 11, 10])
incviews7bw_patchedmnist_comvc = _experiment("comvc", "best-worst", [8, 7, 4, 3, 11, 10, 9])
incviews8bw_patchedmnist_comvc = _experiment("comvc", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6])
incviews9bw_patchedmnist_comvc = _experiment("comvc", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5])
incviews10bw_patchedmnist_comvc = _experiment("comvc", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2])
incviews11bw_patchedmnist_comvc = _experiment("comvc", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2, 1])
incviews12bw_patchedmnist_comvc = _experiment("comvc", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2, 1, 0])
# ======================================================================================================================
# comvcnoad
# ======================================================================================================================
incviews2wb_patchedmnist_comvcnoad = _experiment("comvcnoad", "worst-best", [0, 1])
incviews3wb_patchedmnist_comvcnoad = _experiment("comvcnoad", "worst-best", [0, 1, 2])
incviews4wb_patchedmnist_comvcnoad = _experiment("comvcnoad", "worst-best", [0, 1, 2, 5])
incviews5wb_patchedmnist_comvcnoad = _experiment("comvcnoad", "worst-best", [0, 1, 2, 5, 6])
incviews6wb_patchedmnist_comvcnoad = _experiment("comvcnoad", "worst-best", [0, 1, 2, 5, 6, 9])
incviews7wb_patchedmnist_comvcnoad = _experiment("comvcnoad", "worst-best", [0, 1, 2, 5, 6, 9, 10])
incviews8wb_patchedmnist_comvcnoad = _experiment("comvcnoad", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11])
incviews9wb_patchedmnist_comvcnoad = _experiment("comvcnoad", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3])
incviews10wb_patchedmnist_comvcnoad = _experiment("comvcnoad", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4])
incviews11wb_patchedmnist_comvcnoad = _experiment("comvcnoad", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4, 7])
incviews12wb_patchedmnist_comvcnoad = _experiment("comvcnoad", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4, 7, 8])
incviews2bw_patchedmnist_comvcnoad = _experiment("comvcnoad", "best-worst", [8, 7])
incviews3bw_patchedmnist_comvcnoad = _experiment("comvcnoad", "best-worst", [8, 7, 4])
incviews4bw_patchedmnist_comvcnoad = _experiment("comvcnoad", "best-worst", [8, 7, 4, 3])
incviews5bw_patchedmnist_comvcnoad = _experiment("comvcnoad", "best-worst", [8, 7, 4, 3, 11])
incviews6bw_patchedmnist_comvcnoad = _experiment("comvcnoad", "best-worst", [8, 7, 4, 3, 11, 10])
incviews7bw_patchedmnist_comvcnoad = _experiment("comvcnoad", "best-worst", [8, 7, 4, 3, 11, 10, 9])
incviews8bw_patchedmnist_comvcnoad = _experiment("comvcnoad", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6])
incviews9bw_patchedmnist_comvcnoad = _experiment("comvcnoad", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5])
incviews10bw_patchedmnist_comvcnoad = _experiment("comvcnoad", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2])
incviews11bw_patchedmnist_comvcnoad = _experiment("comvcnoad", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2, 1])
incviews12bw_patchedmnist_comvcnoad = _experiment("comvcnoad", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2, 1, 0])
# ======================================================================================================================
# saekm
# ======================================================================================================================
incviews2wb_patchedmnist_saekm = _experiment("saekm", "worst-best", [0, 1])
incviews3wb_patchedmnist_saekm = _experiment("saekm", "worst-best", [0, 1, 2])
incviews4wb_patchedmnist_saekm = _experiment("saekm", "worst-best", [0, 1, 2, 5])
incviews5wb_patchedmnist_saekm = _experiment("saekm", "worst-best", [0, 1, 2, 5, 6])
incviews6wb_patchedmnist_saekm = _experiment("saekm", "worst-best", [0, 1, 2, 5, 6, 9])
incviews7wb_patchedmnist_saekm = _experiment("saekm", "worst-best", [0, 1, 2, 5, 6, 9, 10])
incviews8wb_patchedmnist_saekm = _experiment("saekm", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11])
incviews9wb_patchedmnist_saekm = _experiment("saekm", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3])
incviews10wb_patchedmnist_saekm = _experiment("saekm", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4])
incviews11wb_patchedmnist_saekm = _experiment("saekm", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4, 7])
incviews12wb_patchedmnist_saekm = _experiment("saekm", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4, 7, 8])
incviews2bw_patchedmnist_saekm = _experiment("saekm", "best-worst", [8, 7])
incviews3bw_patchedmnist_saekm = _experiment("saekm", "best-worst", [8, 7, 4])
incviews4bw_patchedmnist_saekm = _experiment("saekm", "best-worst", [8, 7, 4, 3])
incviews5bw_patchedmnist_saekm = _experiment("saekm", "best-worst", [8, 7, 4, 3, 11])
incviews6bw_patchedmnist_saekm = _experiment("saekm", "best-worst", [8, 7, 4, 3, 11, 10])
incviews7bw_patchedmnist_saekm = _experiment("saekm", "best-worst", [8, 7, 4, 3, 11, 10, 9])
incviews8bw_patchedmnist_saekm = _experiment("saekm", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6])
incviews9bw_patchedmnist_saekm = _experiment("saekm", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5])
incviews10bw_patchedmnist_saekm = _experiment("saekm", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2])
incviews11bw_patchedmnist_saekm = _experiment("saekm", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2, 1])
incviews12bw_patchedmnist_saekm = _experiment("saekm", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2, 1, 0])
# ======================================================================================================================
# caekm
# ======================================================================================================================
incviews2wb_patchedmnist_caekm = _experiment("caekm", "worst-best", [0, 1])
incviews3wb_patchedmnist_caekm = _experiment("caekm", "worst-best", [0, 1, 2])
incviews4wb_patchedmnist_caekm = _experiment("caekm", "worst-best", [0, 1, 2, 5])
incviews5wb_patchedmnist_caekm = _experiment("caekm", "worst-best", [0, 1, 2, 5, 6])
incviews6wb_patchedmnist_caekm = _experiment("caekm", "worst-best", [0, 1, 2, 5, 6, 9])
incviews7wb_patchedmnist_caekm = _experiment("caekm", "worst-best", [0, 1, 2, 5, 6, 9, 10])
incviews8wb_patchedmnist_caekm = _experiment("caekm", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11])
incviews9wb_patchedmnist_caekm = _experiment("caekm", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3])
incviews10wb_patchedmnist_caekm = _experiment("caekm", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4])
incviews11wb_patchedmnist_caekm = _experiment("caekm", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4, 7])
incviews12wb_patchedmnist_caekm = _experiment("caekm", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4, 7, 8])
incviews2bw_patchedmnist_caekm = _experiment("caekm", "best-worst", [8, 7])
incviews3bw_patchedmnist_caekm = _experiment("caekm", "best-worst", [8, 7, 4])
incviews4bw_patchedmnist_caekm = _experiment("caekm", "best-worst", [8, 7, 4, 3])
incviews5bw_patchedmnist_caekm = _experiment("caekm", "best-worst", [8, 7, 4, 3, 11])
incviews6bw_patchedmnist_caekm = _experiment("caekm", "best-worst", [8, 7, 4, 3, 11, 10])
incviews7bw_patchedmnist_caekm = _experiment("caekm", "best-worst", [8, 7, 4, 3, 11, 10, 9])
incviews8bw_patchedmnist_caekm = _experiment("caekm", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6])
incviews9bw_patchedmnist_caekm = _experiment("caekm", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5])
incviews10bw_patchedmnist_caekm = _experiment("caekm", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2])
incviews11bw_patchedmnist_caekm = _experiment("caekm", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2, 1])
incviews12bw_patchedmnist_caekm = _experiment("caekm", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2, 1, 0])
# ======================================================================================================================
# sae
# ======================================================================================================================
incviews2wb_patchedmnist_sae = _experiment("sae", "worst-best", [0, 1])
incviews3wb_patchedmnist_sae = _experiment("sae", "worst-best", [0, 1, 2])
incviews4wb_patchedmnist_sae = _experiment("sae", "worst-best", [0, 1, 2, 5])
incviews5wb_patchedmnist_sae = _experiment("sae", "worst-best", [0, 1, 2, 5, 6])
incviews6wb_patchedmnist_sae = _experiment("sae", "worst-best", [0, 1, 2, 5, 6, 9])
incviews7wb_patchedmnist_sae = _experiment("sae", "worst-best", [0, 1, 2, 5, 6, 9, 10])
incviews8wb_patchedmnist_sae = _experiment("sae", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11])
incviews9wb_patchedmnist_sae = _experiment("sae", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3])
incviews10wb_patchedmnist_sae = _experiment("sae", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4])
incviews11wb_patchedmnist_sae = _experiment("sae", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4, 7])
incviews12wb_patchedmnist_sae = _experiment("sae", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4, 7, 8])
incviews2bw_patchedmnist_sae = _experiment("sae", "best-worst", [8, 7])
incviews3bw_patchedmnist_sae = _experiment("sae", "best-worst", [8, 7, 4])
incviews4bw_patchedmnist_sae = _experiment("sae", "best-worst", [8, 7, 4, 3])
incviews5bw_patchedmnist_sae = _experiment("sae", "best-worst", [8, 7, 4, 3, 11])
incviews6bw_patchedmnist_sae = _experiment("sae", "best-worst", [8, 7, 4, 3, 11, 10])
incviews7bw_patchedmnist_sae = _experiment("sae", "best-worst", [8, 7, 4, 3, 11, 10, 9])
incviews8bw_patchedmnist_sae = _experiment("sae", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6])
incviews9bw_patchedmnist_sae = _experiment("sae", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5])
incviews10bw_patchedmnist_sae = _experiment("sae", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2])
incviews11bw_patchedmnist_sae = _experiment("sae", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2, 1])
incviews12bw_patchedmnist_sae = _experiment("sae", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2, 1, 0])
# ======================================================================================================================
# cae
# ======================================================================================================================
incviews2wb_patchedmnist_cae = _experiment("cae", "worst-best", [0, 1])
incviews3wb_patchedmnist_cae = _experiment("cae", "worst-best", [0, 1, 2])
incviews4wb_patchedmnist_cae = _experiment("cae", "worst-best", [0, 1, 2, 5])
incviews5wb_patchedmnist_cae = _experiment("cae", "worst-best", [0, 1, 2, 5, 6])
incviews6wb_patchedmnist_cae = _experiment("cae", "worst-best", [0, 1, 2, 5, 6, 9])
incviews7wb_patchedmnist_cae = _experiment("cae", "worst-best", [0, 1, 2, 5, 6, 9, 10])
incviews8wb_patchedmnist_cae = _experiment("cae", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11])
incviews9wb_patchedmnist_cae = _experiment("cae", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3])
incviews10wb_patchedmnist_cae = _experiment("cae", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4])
incviews11wb_patchedmnist_cae = _experiment("cae", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4, 7])
incviews12wb_patchedmnist_cae = _experiment("cae", "worst-best", [0, 1, 2, 5, 6, 9, 10, 11, 3, 4, 7, 8])
incviews2bw_patchedmnist_cae = _experiment("cae", "best-worst", [8, 7])
incviews3bw_patchedmnist_cae = _experiment("cae", "best-worst", [8, 7, 4])
incviews4bw_patchedmnist_cae = _experiment("cae", "best-worst", [8, 7, 4, 3])
incviews5bw_patchedmnist_cae = _experiment("cae", "best-worst", [8, 7, 4, 3, 11])
incviews6bw_patchedmnist_cae = _experiment("cae", "best-worst", [8, 7, 4, 3, 11, 10])
incviews7bw_patchedmnist_cae = _experiment("cae", "best-worst", [8, 7, 4, 3, 11, 10, 9])
incviews8bw_patchedmnist_cae = _experiment("cae", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6])
incviews9bw_patchedmnist_cae = _experiment("cae", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5])
incviews10bw_patchedmnist_cae = _experiment("cae", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2])
incviews11bw_patchedmnist_cae = _experiment("cae", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2, 1])
incviews12bw_patchedmnist_cae = _experiment("cae", "best-worst", [8, 7, 4, 3, 11, 10, 9, 6, 5, 2, 1, 0])