config.yaml

# Copyright (c) 2020 PaddlePaddle 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.

workspace: "models/multitask/mmoe"

dataset:
- name: dataset_train
  batch_size: 5
  type: DataLoader # or QueueDataset
  data_path: "{workspace}/data/train"
  data_converter: "{workspace}/census_reader.py"
- name: dataset_infer
  batch_size: 5
  type: DataLoader # or QueueDataset
  data_path: "{workspace}/data/train"
  data_converter: "{workspace}/census_reader.py"

hyper_parameters:
  feature_size: 499
  expert_num: 8
  gate_num: 2
  expert_size: 16
  tower_size: 8
  optimizer: 
    class: adam
    learning_rate: 0.001
    strategy: async

mode: [train_runner, infer_runner]

runner:
- name: train_runner
  class: train
  device: cpu
  epochs: 3
  save_checkpoint_interval: 1
  save_inference_interval: 4
  save_checkpoint_path: "increment"
  save_inference_path: "inference"
  print_interval: 1
  phases: [train]
- name: infer_runner
  class: infer
  init_model_path: "increment/1"
  device: cpu
  phases: [infer]

phase:
- name: train
  model: "{workspace}/model.py"
  dataset_name: dataset_train
  thread_num: 1
- name: infer
  model: "{workspace}/model.py"
  dataset_name: dataset_infer
  thread_num: 1