informer_model/configs/experiments/informer-btcusdt-15m-rmse.yaml
2025-01-16 12:14:59 -05:00

69 lines
1.4 KiB
YAML

future_window:
value: 2
past_window:
value: 110
batch_size:
value: 64
max_epochs:
value: 30
data:
value:
dataset: "btc-usdt-15m:latest"
sliding_window: 0
validation: 0.2
fields:
value:
time_index: "time_index"
target: "returns"
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: "RMSE"
model:
value:
name: "Informer"
d_model: 512
d_fully_connected: 256
n_attention_heads: 4
dropout: 0.1
n_encoder_layers: 3
n_decoder_layers: 2
learning_rate: 0.0005
optimizer: "Adam"