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qlib/examples/estimator/estimator_config_dnn.yaml
2020-09-22 01:43:21 +00:00

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YAML

experiment:
name: estimator_example
observer_type: file_storage
mode: train
model:
module_path: qlib.contrib.model.pytorch_nn
class: DNNModelPytorch
args:
loss: mse
input_dim: 158
output_dim: 1
lr: 0.002
lr_decay: 0.96
lr_decay_steps: 100
optimizer: 'adam'
max_steps: 8000
batch_size: 4096
GPU: '0'
data:
class: QLibDataHandlerClose
args:
dropna_label: True
dropna_feature: True
filter:
market: csi300
trainer:
class: StaticTrainer
args:
train_start_date: 2007-01-01
train_end_date: 2014-12-31
validate_start_date: 2015-01-01
validate_end_date: 2016-12-31
test_start_date: 2017-01-01
test_end_date: 2020-08-01
strategy:
class: TopkDropoutStrategy
args:
topk: 50
n_drop: 5
backtest:
normal_backtest_args:
verbose: False
limit_threshold: 0.095
account: 100000000
benchmark: SH000300
deal_price: close
open_cost: 0.0005
close_cost: 0.0015
min_cost: 5
long_short_backtest_args:
topk: 50
qlib_data:
# when testing, please modify the following parameters according to the specific environment
provider_uri: "~/.qlib/qlib_data/cn_data"
region: "cn"