218 lines
4.2 KiB
YAML
218 lines
4.2 KiB
YAML
# Copyright (c) 2018-2019, NVIDIA CORPORATION. All rights reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#1 DGX1 phase1
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bert--DGX1:
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<<: *BERT_ON_CLUSTER
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<<: *DGX1
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variables:
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<<: *DGX1_VARS
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NNODES: "1"
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BATCHSIZE: "8"
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LEARNING_RATE: "7.5e-4"
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NUM_ACCUMULATION_STEPS: "1024"
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PHASE: "1"
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#4 DGX1 phase1
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bert--DGX1_n4:
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<<: *BERT_ON_CLUSTER
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<<: *DGX1
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variables:
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<<: *DGX1_VARS
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NNODES: "4"
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BATCHSIZE: "8"
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LEARNING_RATE: "1.875e-4"
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NUM_ACCUMULATION_STEPS: "256"
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PHASE: "1"
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#16 DGX1 phase1
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bert--DGX1_n16:
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<<: *BERT_ON_CLUSTER
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<<: *DGX1
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variables:
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<<: *DGX1_VARS
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NNODES: "16"
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BATCHSIZE: "8"
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LEARNING_RATE: "4.6875e-5"
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NUM_ACCUMULATION_STEPS: "64"
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PHASE: "1"
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#32 DGX1 phase1
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bert--DGX1_n32:
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<<: *BERT_ON_CLUSTER
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<<: *DGX1
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variables:
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<<: *DGX1_VARS
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NNODES: "32"
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BATCHSIZE: "8"
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LEARNING_RATE: "2.34375e-5"
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NUM_ACCUMULATION_STEPS: "32"
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PHASE: "1"
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#1 DGX2 phase1
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bert--DGX2:
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<<: *BERT_ON_CLUSTER
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<<: *DGX2
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variables:
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<<: *DGX2_VARS
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NNODES: "1"
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BATCHSIZE: "32"
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LEARNING_RATE: "3.75e-4"
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NUM_ACCUMULATION_STEPS: "128"
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PHASE: "1"
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#4 DGX2 phase1
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bert--DGX2_n4:
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<<: *BERT_ON_CLUSTER
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<<: *DGX2
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variables:
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<<: *DGX2_VARS
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NNODES: "4"
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BATCHSIZE: "32"
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LEARNING_RATE: "9.375e-5"
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NUM_ACCUMULATION_STEPS: "32"
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PHASE: "1"
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#16 DGX2 phase1
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bert--DGX2_n16:
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<<: *BERT_ON_CLUSTER
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<<: *DGX2
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variables:
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<<: *DGX2_VARS
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NNODES: "16"
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BATCHSIZE: "256"
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LEARNING_RATE: "3.75e-4"
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NUM_ACCUMULATION_STEPS: "4"
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PHASE: "1"
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#32 DGX2 phase1
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bert--DGX2_n32:
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<<: *BERT_ON_CLUSTER
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<<: *DGX2
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variables:
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<<: *DGX2_VARS
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NNODES: "32"
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BATCHSIZE: "32"
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LEARNING_RATE: "2.34375e-5"
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NUM_ACCUMULATION_STEPS: "8"
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PHASE: "1"
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#64 DGX2 phase1
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bert--DGX2_n64:
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<<: *BERT_ON_CLUSTER
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<<: *DGX2
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variables:
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<<: *DGX2_VARS
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NNODES: "32"
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BATCHSIZE: "32"
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LEARNING_RATE: "1.171875e-5"
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NUM_ACCUMULATION_STEPS: "4"
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PHASE: "1"
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#1 DGX1 phase2
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bert--DGX1_n1p2:
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<<: *BERT_ON_CLUSTER
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<<: *DGX1
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variables:
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<<: *DGX1_VARS
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NNODES: "1"
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BATCHSIZE: "2"
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LEARNING_RATE: "5e-4"
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NUM_ACCUMULATION_STEPS: "4096"
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PHASE: "2"
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#4 DGX1 phase2
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bert--DGX1_n4p2:
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<<: *BERT_ON_CLUSTER
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<<: *DGX1
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variables:
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<<: *DGX1_VARS
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NNODES: "4"
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BATCHSIZE: "2"
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LEARNING_RATE: "1.25e-4"
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NUM_ACCUMULATION_STEPS: "512"
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PHASE: "2"
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#16 DGX1 phase2
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bert--DGX1_n16p2:
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<<: *BERT_ON_CLUSTER
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<<: *DGX1
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variables:
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<<: *DGX1_VARS
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NNODES: "16"
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BATCHSIZE: "2"
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LEARNING_RATE: "1.5625e-5"
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NUM_ACCUMULATION_STEPS: "128"
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PHASE: "2"
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#32 DGX1 phase2
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bert--DGX1_n32p2:
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<<: *BERT_ON_CLUSTER
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<<: *DGX1
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variables:
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<<: *DGX1_VARS
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NNODES: "32"
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BATCHSIZE: "2"
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LEARNING_RATE: "1.5625e-5"
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NUM_ACCUMULATION_STEPS: "64"
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PHASE: "2"
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#1 DGX2 phase2
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bert--DGX2_n1p2:
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<<: *BERT_ON_CLUSTER
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<<: *DGX2
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variables:
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<<: *DGX2_VARS
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NNODES: "1"
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BATCHSIZE: "8"
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LEARNING_RATE: "2.5e-5"
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NUM_ACCUMULATION_STEPS: "256"
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PHASE: "2"
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#4 DGX2 phase2
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bert--DGX2_n4p2:
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<<: *BERT_ON_CLUSTER
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<<: *DGX2
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variables:
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<<: *DGX2_VARS
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NNODES: "4"
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BATCHSIZE: "8"
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LEARNING_RATE: "6.25e-5"
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NUM_ACCUMULATION_STEPS: "64"
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PHASE: "2"
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#16 DGX2 phase2
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bert--DGX2_n16p2:
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<<: *BERT_ON_CLUSTER
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<<: *DGX2
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variables:
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<<: *DGX2_VARS
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NNODES: "16"
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BATCHSIZE: "8"
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LEARNING_RATE: "1.5625e-5"
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NUM_ACCUMULATION_STEPS: "16"
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PHASE: "2"
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#32 DGX2 phase2
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bert--DGX2_n32p2:
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<<: *BERT_ON_CLUSTER
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<<: *DGX2
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variables:
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<<: *DGX2_VARS
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NNODES: "32"
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BATCHSIZE: "8"
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LEARNING_RATE: "7.8125e-6"
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NUM_ACCUMULATION_STEPS: "8"
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PHASE: "2"
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