constants.py

# Copyright 2019 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ==============================================================================
"""Constants used in tf_cnn_benchmarks."""

from enum import Enum

# Results fetched with this prefix will not be reduced. Instead, they will be
# passed as matrices to model's postprocess function.
UNREDUCED_ACCURACY_OP_PREFIX = "tensor:"

# Eval result values with this name prefix will be included in summary.
SIMPLE_VALUE_RESULT_PREFIX = "simple_value:"


class BenchmarkMode(object):
  """Benchmark running mode."""
  TRAIN = "training"
  EVAL = "evaluation"
  TRAIN_AND_EVAL = "training + evaluation"
  FORWARD_ONLY = "forward only"


class NetworkTopology(str, Enum):
  """Network topology describes how multiple GPUs are inter-connected.
  """
  # DGX-1 uses hybrid cube mesh topology with the following device peer to peer
  # matrix:
  # DMA: 0 1 2 3 4 5 6 7
  # 0:   Y Y Y Y Y N N N
  # 1:   Y Y Y Y N Y N N
  # 2:   Y Y Y Y N N Y N
  # 3:   Y Y Y Y N N N Y
  # 4:   Y N N N Y Y Y Y
  # 5:   N Y N N Y Y Y Y
  # 6:   N N Y N Y Y Y Y
  # 7:   N N N Y Y Y Y Y
  DGX1 = "dgx1"

  # V100 in GCP are connected with the following device peer to peer matrix.
  # In this topology, bandwidth of the connection depends on if it uses NVLink
  # or PCIe link.
  # DMA: 0 1 2 3 4 5 6 7
  # 0:   Y Y Y Y N Y N N
  # 1:   Y Y Y Y N N N N
  # 2:   Y Y Y Y N N N Y
  # 3:   Y Y Y Y N N N N
  # 4:   N N N N Y Y Y Y
  # 5:   Y N N N Y Y Y Y
  # 6:   N N N N Y Y Y Y
  # 7:   N N Y N Y Y Y Y
  GCP_V100 = "gcp_v100"