bert-mini_static.yaml

#
# Copyright (c) 2021 Intel Corporation
#
# 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.

version: 1.0

model:
  name: bert
  framework: onnxrt_qlinearops 

evaluation:
  accuracy:
    metric:
      GLUE:
        task: sst-2
  performance:
    warmup: 5
    iteration: 10
    configs:
      num_of_instance: 1
      cores_per_instance: 28

quantization:
  approach: post_training_static_quant
  op_wise: {
    'Mul*?': {'activation':  {'dtype': ['fp32']}, 'weight': {'dtype': ['fp32']}},
    'Add*?': {'activation':  {'dtype': ['fp32']}, 'weight': {'dtype': ['fp32']}},
  }
  calibration:
    sampling_size: 1

tuning:
  accuracy_criterion:
    relative: 0.01
  exit_policy:
    timeout: 0
  random_seed: 9527