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config_fix.yaml
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# SPDX-FileCopyrightText: Copyright (c) 2023 - 2026 NVIDIA CORPORATION & AFFILIATES.
# SPDX-FileCopyrightText: All rights reserved.
# SPDX-License-Identifier: MIT License
#
# Permission is hereby granted, free of charge, to any person obtaining a copy
# of this software and associated documentation files (the "Software"), to deal
# in the Software without restriction, including without limitation the rights
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
# copies of the Software, and to permit persons to whom the Software is
# furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included in all
# copies or substantial portions of the Software.
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
# SOFTWARE.
output_dir: ./output/darcy_transolver_fix
run_id: bf16_dev_r85_b8_s64
data:
train_path: /user_data/datasets/darcy_fix/example_data/piececonst_r421_N1024_smooth1.npz
test_path: /user_data/datasets/darcy_fix/example_data/piececonst_r421_N1024_smooth2.npz
resolution: 85 #421, 211, 141, 106, 85 all viable
batch_size: 8 # This is the GLOBAL batch size
model:
functional_dim: 1
out_dim: 1
embedding_dim: 2
n_layers: 4
n_hidden: 128
dropout: 0.0
n_head: 4
act: gelu
mlp_ratio: 4
unified_pos: False
ref: 8
slice_num: 64
use_te: False
time_input: False
precision: bf16
normaliser:
permeability:
mean: 1.25
std_dev: .75
darcy:
mean: 4.52E-2
std_dev: 2.79E-2
scheduler:
initial_lr: 1.E-3
decay_rate: 5.E-5
weight_decay: 1.E-5
decay_pseudo_epochs: 8
training:
rec_results_freq : 100
max_pseudo_epochs: 1000
pseudo_epoch_sample_size: 1024
validation:
sample_size: 200
validation_pseudo_epochs: 1