2046 lines
66 KiB
Python
2046 lines
66 KiB
Python
# Copyright (c) 2022 PaddlePaddle Authors. 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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import json
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import os
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import tempfile
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import unittest
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from paddle.distributed.auto_parallel.static.cluster import (
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Cluster,
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get_default_cluster,
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)
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cluster_json = """
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{
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"alpha_latency": {"inter": {"ring": "NET", "tree": "NET"},
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"intra": {"ring": "NVL", "tree": "PHB"},
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"base": {"ring": 8.4, "tree": 0},
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"switch": 10.0},
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"machines": [
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{
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"hostname": "yq01-sys-hic-v100-box-a225-0266",
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"addr": "10.127.9.147",
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"port": "60009",
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"devices": [
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{
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"global_id": 0,
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"local_id": 0,
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"type": "GPU",
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"model": " Tesla V100-SXM2-32GB",
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"memory": "32",
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"sp_gflops": "15700",
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"dp_gflops": "7800"
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},
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{
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"global_id": 1,
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"local_id": 1,
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"type": "GPU",
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"model": " Tesla V100-SXM2-32GB",
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"memory": "32",
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"sp_gflops": "15700",
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"dp_gflops": "7800"
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},
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{
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"global_id": 2,
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"local_id": 2,
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"type": "GPU",
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"model": " Tesla V100-SXM2-32GB",
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"memory": "32",
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"sp_gflops": "15700",
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"dp_gflops": "7800"
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},
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{
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"global_id": 3,
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"local_id": 3,
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"type": "GPU",
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"model": " Tesla V100-SXM2-32GB",
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"memory": "32",
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"sp_gflops": "15700",
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"dp_gflops": "7800"
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},
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{
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"global_id": 4,
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"local_id": 4,
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"type": "GPU",
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"model": " Tesla V100-SXM2-32GB",
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"memory": "32",
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"sp_gflops": "15700",
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"dp_gflops": "7800"
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},
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{
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"global_id": 5,
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"local_id": 5,
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"type": "GPU",
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"model": " Tesla V100-SXM2-32GB",
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"memory": "32",
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"sp_gflops": "15700",
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"dp_gflops": "7800"
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},
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{
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"global_id": 6,
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"local_id": 6,
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"type": "GPU",
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"model": " Tesla V100-SXM2-32GB",
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"memory": "32",
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"sp_gflops": "15700",
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"dp_gflops": "7800"
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},
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{
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"global_id": 7,
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"local_id": 7,
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"type": "GPU",
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"model": " Tesla V100-SXM2-32GB",
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"memory": "32",
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"sp_gflops": "15700",
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"dp_gflops": "7800"
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},
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{
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"global_id": 8,
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"local_id": 0,
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"type": "CPU",
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"arch": "x86_64",
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"vendor": "GenuineIntel",
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"model": "Intel(R) Xeon(R) Gold 6148 CPU @ 2.40GH",
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"memory": "502",
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"sp_gflops": "150",
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"dp_gflops": "75"
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},
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{
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"global_id": 9,
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"local_id": 0,
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"type": "NIC",
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"width": 12.5,
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"ip": "10.127.9.147"
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}
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],
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"links": [
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{
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"source_global_id": 0,
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"target_global_id": 1,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 0,
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"target_global_id": 2,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 0,
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"target_global_id": 3,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 0,
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"target_global_id": 4,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 0,
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"target_global_id": 5,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 0,
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"target_global_id": 6,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 0,
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"target_global_id": 7,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 0,
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"target_global_id": 8,
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"type": "PHB",
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"bandwidth": 24.0
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},
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{
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"source_global_id": 0,
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"target_global_id": 9,
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"type": "PHB",
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"bandwidth": 24.0
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},
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{
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"source_global_id": 1,
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"target_global_id": 0,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 1,
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"target_global_id": 2,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 1,
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"target_global_id": 3,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 1,
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"target_global_id": 4,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 1,
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"target_global_id": 5,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 1,
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"target_global_id": 6,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 1,
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"target_global_id": 7,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 1,
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"target_global_id": 8,
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"type": "PHB",
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"bandwidth": 24.0
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},
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{
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"source_global_id": 1,
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"target_global_id": 9,
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"type": "PHB",
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"bandwidth": 24.0
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},
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{
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"source_global_id": 2,
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"target_global_id": 0,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 2,
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"target_global_id": 1,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 2,
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"target_global_id": 3,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 2,
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"target_global_id": 4,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 2,
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"target_global_id": 5,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 2,
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"target_global_id": 6,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 2,
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"target_global_id": 7,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 2,
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"target_global_id": 8,
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"type": "PHB",
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"bandwidth": 24.0
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},
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{
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"source_global_id": 2,
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"target_global_id": 9,
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"type": "PHB",
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"bandwidth": 24.0
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},
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{
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"source_global_id": 3,
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"target_global_id": 0,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 3,
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"target_global_id": 1,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 3,
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"target_global_id": 2,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 3,
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"target_global_id": 4,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 3,
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"target_global_id": 5,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 3,
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"target_global_id": 6,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 3,
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"target_global_id": 7,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 3,
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"target_global_id": 8,
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"type": "PHB",
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"bandwidth": 24.0
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},
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{
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"source_global_id": 3,
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"target_global_id": 9,
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"type": "PHB",
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"bandwidth": 24.0
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},
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{
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"source_global_id": 4,
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"target_global_id": 0,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 4,
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"target_global_id": 1,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 4,
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"target_global_id": 2,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 4,
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"target_global_id": 3,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 4,
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"target_global_id": 5,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 4,
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"target_global_id": 6,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 4,
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"target_global_id": 7,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 4,
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"target_global_id": 8,
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"type": "PHB",
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"bandwidth": 24.0
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},
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{
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"source_global_id": 4,
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"target_global_id": 9,
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"type": "PHB",
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"bandwidth": 24.0
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},
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{
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"source_global_id": 5,
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"target_global_id": 0,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 5,
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"target_global_id": 1,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 5,
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"target_global_id": 2,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 5,
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"target_global_id": 3,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 5,
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"target_global_id": 4,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 5,
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"target_global_id": 6,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 5,
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"target_global_id": 7,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 5,
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"target_global_id": 8,
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"type": "PHB",
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"bandwidth": 24.0
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},
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{
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"source_global_id": 5,
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"target_global_id": 9,
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"type": "PHB",
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"bandwidth": 24.0
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},
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{
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"source_global_id": 6,
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"target_global_id": 0,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 6,
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"target_global_id": 1,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 6,
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"target_global_id": 2,
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
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"source_global_id": 6,
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"target_global_id": 3,
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"type": "NVB",
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"bandwidth": 235.0
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},
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{
|
|
"source_global_id": 6,
|
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"target_global_id": 4,
|
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"type": "NVL",
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"bandwidth": 235.0
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},
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{
|
|
"source_global_id": 6,
|
|
"target_global_id": 5,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
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|
},
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|
{
|
|
"source_global_id": 6,
|
|
"target_global_id": 7,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
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|
},
|
|
{
|
|
"source_global_id": 6,
|
|
"target_global_id": 8,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
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|
},
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|
{
|
|
"source_global_id": 6,
|
|
"target_global_id": 9,
|
|
"type": "PHB",
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|
"bandwidth": 24.0
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|
},
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|
{
|
|
"source_global_id": 7,
|
|
"target_global_id": 0,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
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|
},
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|
{
|
|
"source_global_id": 7,
|
|
"target_global_id": 1,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
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|
},
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|
{
|
|
"source_global_id": 7,
|
|
"target_global_id": 2,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
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|
},
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|
{
|
|
"source_global_id": 7,
|
|
"target_global_id": 3,
|
|
"type": "NVL",
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"bandwidth": 235.0
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},
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|
{
|
|
"source_global_id": 7,
|
|
"target_global_id": 4,
|
|
"type": "NVL",
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"bandwidth": 235.0
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},
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{
|
|
"source_global_id": 7,
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|
"target_global_id": 5,
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|
"type": "NVL",
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"bandwidth": 235.0
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},
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{
|
|
"source_global_id": 7,
|
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"target_global_id": 6,
|
|
"type": "NVL",
|
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"bandwidth": 235.0
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},
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{
|
|
"source_global_id": 7,
|
|
"target_global_id": 8,
|
|
"type": "PHB",
|
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"bandwidth": 24.0
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},
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{
|
|
"source_global_id": 7,
|
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"target_global_id": 9,
|
|
"type": "PHB",
|
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"bandwidth": 24.0
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},
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{
|
|
"source_global_id": 8,
|
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"target_global_id": 0,
|
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"type": "PHB",
|
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"bandwidth": 24.0
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},
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{
|
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"source_global_id": 8,
|
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"target_global_id": 1,
|
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"type": "PHB",
|
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"bandwidth": 24.0
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},
|
|
{
|
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"source_global_id": 8,
|
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"target_global_id": 2,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
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|
},
|
|
{
|
|
"source_global_id": 8,
|
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"target_global_id": 3,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 8,
|
|
"target_global_id": 4,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 8,
|
|
"target_global_id": 5,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 8,
|
|
"target_global_id": 6,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 8,
|
|
"target_global_id": 7,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 8,
|
|
"target_global_id": 9,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 9,
|
|
"target_global_id": 0,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 9,
|
|
"target_global_id": 1,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 9,
|
|
"target_global_id": 2,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 9,
|
|
"target_global_id": 3,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 9,
|
|
"target_global_id": 4,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 9,
|
|
"target_global_id": 5,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 9,
|
|
"target_global_id": 6,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 9,
|
|
"target_global_id": 7,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 9,
|
|
"target_global_id": 8,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
}
|
|
"""
|
|
|
|
multi_cluster_json = """{
|
|
"machines": [
|
|
{
|
|
"hostname": "yq01-sys-hic-v100-box-a225-0266",
|
|
"addr": "10.127.9.147",
|
|
"port": "60009",
|
|
"devices": [
|
|
{
|
|
"global_id": 0,
|
|
"local_id": 0,
|
|
"type": "GPU",
|
|
"model": " Tesla V100-SXM2-32GB",
|
|
"memory": "32",
|
|
"sp_gflops": "15700",
|
|
"dp_gflops": "7800"
|
|
},
|
|
{
|
|
"global_id": 1,
|
|
"local_id": 1,
|
|
"type": "GPU",
|
|
"model": " Tesla V100-SXM2-32GB",
|
|
"memory": "32",
|
|
"sp_gflops": "15700",
|
|
"dp_gflops": "7800"
|
|
},
|
|
{
|
|
"global_id": 2,
|
|
"local_id": 2,
|
|
"type": "GPU",
|
|
"model": " Tesla V100-SXM2-32GB",
|
|
"memory": "32",
|
|
"sp_gflops": "15700",
|
|
"dp_gflops": "7800"
|
|
},
|
|
{
|
|
"global_id": 3,
|
|
"local_id": 3,
|
|
"type": "GPU",
|
|
"model": " Tesla V100-SXM2-32GB",
|
|
"memory": "32",
|
|
"sp_gflops": "15700",
|
|
"dp_gflops": "7800"
|
|
},
|
|
{
|
|
"global_id": 4,
|
|
"local_id": 4,
|
|
"type": "GPU",
|
|
"model": " Tesla V100-SXM2-32GB",
|
|
"memory": "32",
|
|
"sp_gflops": "15700",
|
|
"dp_gflops": "7800"
|
|
},
|
|
{
|
|
"global_id": 5,
|
|
"local_id": 5,
|
|
"type": "GPU",
|
|
"model": " Tesla V100-SXM2-32GB",
|
|
"memory": "32",
|
|
"sp_gflops": "15700",
|
|
"dp_gflops": "7800"
|
|
},
|
|
{
|
|
"global_id": 6,
|
|
"local_id": 6,
|
|
"type": "GPU",
|
|
"model": " Tesla V100-SXM2-32GB",
|
|
"memory": "32",
|
|
"sp_gflops": "15700",
|
|
"dp_gflops": "7800"
|
|
},
|
|
{
|
|
"global_id": 7,
|
|
"local_id": 7,
|
|
"type": "GPU",
|
|
"model": " Tesla V100-SXM2-32GB",
|
|
"memory": "32",
|
|
"sp_gflops": "15700",
|
|
"dp_gflops": "7800"
|
|
},
|
|
{
|
|
"global_id": 8,
|
|
"local_id": 0,
|
|
"type": "CPU",
|
|
"arch": "x86_64",
|
|
"vendor": "GenuineIntel",
|
|
"model": "Intel(R) Xeon(R) Gold 6148 CPU @ 2.40GH",
|
|
"memory": "502",
|
|
"sp_gflops": "150",
|
|
"dp_gflops": "75"
|
|
},
|
|
{
|
|
"global_id": 9,
|
|
"local_id": 0,
|
|
"type": "NIC",
|
|
"width": 12.5,
|
|
"ip": "10.127.9.147"
|
|
}
|
|
],
|
|
"links": [
|
|
{
|
|
"source_global_id": 0,
|
|
"target_global_id": 1,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 0,
|
|
"target_global_id": 2,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 0,
|
|
"target_global_id": 3,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 0,
|
|
"target_global_id": 4,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 0,
|
|
"target_global_id": 5,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 0,
|
|
"target_global_id": 6,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 0,
|
|
"target_global_id": 7,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 0,
|
|
"target_global_id": 8,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 0,
|
|
"target_global_id": 9,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 1,
|
|
"target_global_id": 0,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 1,
|
|
"target_global_id": 2,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 1,
|
|
"target_global_id": 3,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 1,
|
|
"target_global_id": 4,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 1,
|
|
"target_global_id": 5,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 1,
|
|
"target_global_id": 6,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 1,
|
|
"target_global_id": 7,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 1,
|
|
"target_global_id": 8,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 1,
|
|
"target_global_id": 9,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 2,
|
|
"target_global_id": 0,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 2,
|
|
"target_global_id": 1,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 2,
|
|
"target_global_id": 3,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 2,
|
|
"target_global_id": 4,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 2,
|
|
"target_global_id": 5,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 2,
|
|
"target_global_id": 6,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 2,
|
|
"target_global_id": 7,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 2,
|
|
"target_global_id": 8,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 2,
|
|
"target_global_id": 9,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 3,
|
|
"target_global_id": 0,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 3,
|
|
"target_global_id": 1,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 3,
|
|
"target_global_id": 2,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 3,
|
|
"target_global_id": 4,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 3,
|
|
"target_global_id": 5,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 3,
|
|
"target_global_id": 6,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 3,
|
|
"target_global_id": 7,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 3,
|
|
"target_global_id": 8,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 3,
|
|
"target_global_id": 9,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 4,
|
|
"target_global_id": 0,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 4,
|
|
"target_global_id": 1,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 4,
|
|
"target_global_id": 2,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 4,
|
|
"target_global_id": 3,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 4,
|
|
"target_global_id": 5,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 4,
|
|
"target_global_id": 6,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 4,
|
|
"target_global_id": 7,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 4,
|
|
"target_global_id": 8,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 4,
|
|
"target_global_id": 9,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 5,
|
|
"target_global_id": 0,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 5,
|
|
"target_global_id": 1,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 5,
|
|
"target_global_id": 2,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 5,
|
|
"target_global_id": 3,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 5,
|
|
"target_global_id": 4,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 5,
|
|
"target_global_id": 6,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 5,
|
|
"target_global_id": 7,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 5,
|
|
"target_global_id": 8,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 5,
|
|
"target_global_id": 9,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 6,
|
|
"target_global_id": 0,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 6,
|
|
"target_global_id": 1,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 6,
|
|
"target_global_id": 2,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 6,
|
|
"target_global_id": 3,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 6,
|
|
"target_global_id": 4,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 6,
|
|
"target_global_id": 5,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 6,
|
|
"target_global_id": 7,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 6,
|
|
"target_global_id": 8,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 6,
|
|
"target_global_id": 9,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 7,
|
|
"target_global_id": 0,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 7,
|
|
"target_global_id": 1,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 7,
|
|
"target_global_id": 2,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
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|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 16,
|
|
"target_global_id": 13,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 16,
|
|
"target_global_id": 14,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 16,
|
|
"target_global_id": 15,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 16,
|
|
"target_global_id": 17,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 16,
|
|
"target_global_id": 18,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 16,
|
|
"target_global_id": 19,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 17,
|
|
"target_global_id": 10,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 17,
|
|
"target_global_id": 11,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 17,
|
|
"target_global_id": 12,
|
|
"type": "NVB",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 17,
|
|
"target_global_id": 13,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 17,
|
|
"target_global_id": 14,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 17,
|
|
"target_global_id": 15,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 17,
|
|
"target_global_id": 16,
|
|
"type": "NVL",
|
|
"bandwidth": 235.0
|
|
},
|
|
{
|
|
"source_global_id": 17,
|
|
"target_global_id": 18,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 17,
|
|
"target_global_id": 19,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 18,
|
|
"target_global_id": 10,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 18,
|
|
"target_global_id": 11,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 18,
|
|
"target_global_id": 12,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 18,
|
|
"target_global_id": 13,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 18,
|
|
"target_global_id": 14,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 18,
|
|
"target_global_id": 15,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 18,
|
|
"target_global_id": 16,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 18,
|
|
"target_global_id": 17,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 18,
|
|
"target_global_id": 19,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 19,
|
|
"target_global_id": 10,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 19,
|
|
"target_global_id": 11,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 19,
|
|
"target_global_id": 12,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 19,
|
|
"target_global_id": 13,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 19,
|
|
"target_global_id": 14,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 19,
|
|
"target_global_id": 15,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 19,
|
|
"target_global_id": 16,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 19,
|
|
"target_global_id": 17,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 19,
|
|
"target_global_id": 18,
|
|
"type": "PHB",
|
|
"bandwidth": 24.0
|
|
},
|
|
{
|
|
"source_global_id": 19,
|
|
"target_global_id": 9,
|
|
"type": "NET",
|
|
"bandwidth": 24.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
}
|
|
"""
|
|
|
|
|
|
class TestCluster(unittest.TestCase):
|
|
def setUp(self):
|
|
self.temp_dir = tempfile.TemporaryDirectory()
|
|
|
|
def tearDown(self):
|
|
self.temp_dir.cleanup()
|
|
|
|
def test_single_machine(self):
|
|
# Build cluster
|
|
cluster_json_path = os.path.join(
|
|
self.temp_dir.name, "auto_parallel_cluster_single.json"
|
|
)
|
|
|
|
cluster_json_object = json.loads(cluster_json)
|
|
with open(cluster_json_path, "w") as cluster_json_file:
|
|
json.dump(cluster_json_object, cluster_json_file)
|
|
cluster = Cluster()
|
|
cluster.build_from_file(cluster_json_path)
|
|
|
|
beta = cluster.get_beta(0, 1)
|
|
hop = cluster.get_hop(0, 1)
|
|
cross_machine = cluster.cross_machine([0, 1])
|
|
devices = cluster.convert_rank_to_device_id([0, 1, 2, 3])
|
|
involved_machine_count = cluster.get_involved_machine_count(devices)
|
|
self.assertTrue(beta > 0)
|
|
self.assertTrue(hop == 0)
|
|
self.assertTrue(not cross_machine)
|
|
self.assertTrue(devices == [0, 1, 2, 3])
|
|
self.assertTrue(involved_machine_count == 1)
|
|
|
|
# Remove unnecessary files
|
|
if os.path.exists(cluster_json_path):
|
|
os.remove(cluster_json_path)
|
|
|
|
def test_multi_machine(self):
|
|
# Build cluster
|
|
cluster_json_path = os.path.join(
|
|
self.temp_dir.name, "auto_parallel_cluster_multi.json"
|
|
)
|
|
cluster_json_object = json.loads(multi_cluster_json)
|
|
with open(cluster_json_path, "w") as cluster_json_file:
|
|
json.dump(cluster_json_object, cluster_json_file)
|
|
cluster = Cluster()
|
|
cluster.build_from_file(cluster_json_path)
|
|
|
|
beta = cluster.get_beta(0, 11)
|
|
hop = cluster.get_hop(0, 11)
|
|
cross_machine = cluster.cross_machine([0, 11])
|
|
devices = cluster.convert_rank_to_device_id([5, 6, 7, 8])
|
|
involved_machine_count = cluster.get_involved_machine_count(devices)
|
|
self.assertTrue(beta > 0)
|
|
self.assertTrue(hop >= 0)
|
|
self.assertTrue(cross_machine)
|
|
self.assertTrue(devices == [5, 6, 7, 10])
|
|
self.assertTrue(involved_machine_count == 2)
|
|
|
|
# Remove unnecessary files
|
|
if os.path.exists(cluster_json_path):
|
|
os.remove(cluster_json_path)
|
|
|
|
def test_default_config_cluster(self):
|
|
cluster = Cluster()
|
|
cluster.gen_default_config_cluster(device_count=8)
|
|
# check machines and devices
|
|
self.assertTrue(cluster.get_num_machines() == 1)
|
|
self.assertTrue(cluster.get_num_devices_per_machine() == 8)
|
|
|
|
def test_default_cluster(self):
|
|
cluster = get_default_cluster()
|
|
self.assertTrue(isinstance(cluster, Cluster))
|
|
|
|
|
|
if __name__ == "__main__":
|
|
unittest.main()
|