informer_model/configs/experiments/informer-btcusdt-5m-quantile.yaml
2024-09-15 12:10:09 +02:00

70 lines
1.5 KiB
YAML

future_window:
value: 5
past_window:
value: 22
batch_size:
value: 64
max_epochs:
value: 30
data:
value:
dataset: "btc-usdt-5m:latest"
sliding_window: 0
validation: 0.2
fields:
value:
time_index: "time_index"
target: "close_price"
group_ids: ["group_id"]
dynamic_unknown_real:
- "high_price"
- "low_price"
- "open_price"
- "close_price"
- "volume"
- "open_to_close_price"
- "high_to_close_price"
- "low_to_close_price"
- "high_to_low_price"
- "returns"
- "log_returns"
- "vol_1h"
- "macd"
- "macd_signal"
- "rsi"
- "low_bband_to_close_price"
- "up_bband_to_close_price"
- "mid_bband_to_close_price"
- "sma_1h_to_close_price"
- "sma_1d_to_close_price"
- "sma_7d_to_close_price"
- "ema_1h_to_close_price"
- "ema_1d_to_close_price"
dynamic_unknown_cat: []
dynamic_known_real:
- "effective_rates"
- "vix_close_price"
- "fear_greed_index"
- "vol_1d"
- "vol_7d"
dynamic_known_cat:
- "hour"
- "weekday"
static_real: []
static_cat: []
loss:
value:
name: "Quantile"
quantiles: [0.01, 0.02, 0.03, 0.05, 0.1, 0.25, 0.5, 0.75, 0.9, 0.95, 0.97, 0.98, 0.99]
model:
value:
name: "Informer"
d_model: 256
d_fully_connected: 512
n_attention_heads: 2
dropout: 0.05
n_encoder_layers: 1
n_decoder_layers: 1
learning_rate: 0.0001
optimizer: "Adam"