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# Copyright (c) Meta Platforms, Inc. and affiliates.
# All rights reserved.
#
# This source code is licensed under the license found in the
# LICENSE file in the root directory of this source tree.
import treetable as tt
from .._base_explorers import BaseExplorer
class DiffusionExplorer(BaseExplorer):
eval_metrics = ["sisnr", "visqol"]
def stages(self):
return ["train", "valid", "valid_ema", "evaluate", "evaluate_ema"]
def get_grid_meta(self):
"""Returns the list of Meta information to display for each XP/job.
"""
return [
tt.leaf("index", align=">"),
tt.leaf("name", wrap=140),
tt.leaf("state"),
tt.leaf("sig", align=">"),
]
def get_grid_metrics(self):
"""Return the metrics that should be displayed in the tracking table.
"""
return [
tt.group(
"train",
[
tt.leaf("epoch"),
tt.leaf("loss", ".3%"),
],
align=">",
),
tt.group(
"valid",
[
tt.leaf("loss", ".3%"),
# tt.leaf("loss_0", ".3%"),
],
align=">",
),
tt.group(
"valid_ema",
[
tt.leaf("loss", ".3%"),
# tt.leaf("loss_0", ".3%"),
],
align=">",
),
tt.group(
"evaluate", [tt.leaf("rvm", ".4f"), tt.leaf("rvm_0", ".4f"),
tt.leaf("rvm_1", ".4f"), tt.leaf("rvm_2", ".4f"),
tt.leaf("rvm_3", ".4f"), ], align=">"
),
tt.group(
"evaluate_ema", [tt.leaf("rvm", ".4f"), tt.leaf("rvm_0", ".4f"),
tt.leaf("rvm_1", ".4f"), tt.leaf("rvm_2", ".4f"),
tt.leaf("rvm_3", ".4f")], align=">"
),
]
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