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timesfm/peft/dora.sh
T
2024-07-16 19:20:04 +00:00

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#!/bin/bash
export TF_CPP_MIN_LOG_LEVEL=2 XLA_PYTHON_CLIENT_PREALLOCATE=false
python3 finetune.py \
--model-name="google/timesfm-1.0-200m" \
--backend="gpu" \
--horizon-len=128 \
--context-len=512 \
--freq="15min" \
--data-path="../datasets/ETT-small/ETTm1.csv" \
--num-epochs=100 \
--learning-rate=1e-3 \
--adam-epsilon=1e-7 \
--adam-clip-threshold=1e2 \
--early-stop-patience=10 \
--datetime-col="date" \
--boundaries=34560 46080 57600 \
--use-lora \
--lora-rank=1 \
--lora-target-modules="all" \
--use-dora \
--cos-initial-decay-value=1e-4 \
--cos-decay-steps=40000 \
--cos-final-decay-value=1e-5 \
--ema-decay=0.9999