TianChiProj ~ iEnergy UNiLAB智慧能源系统大数据分析赛
License: MIT License
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四 支
茶對酒，賦對詩，燕子對鶯兒。栽花對種竹，落絮對遊絲。四目頡，一足夔，鴝鵒對鷺鷥。半池紅菡萏，一架白荼蘼。幾陣秋風能應候，一犁春雨甚知時。智伯恩深，國士吞變形之炭；羊公德大，邑人豎墮淚之碑。
行對止，速對遲，舞劍對圍棋。花箋對草字，竹簡對毛錐。汾水鼎，峴山碑，虎豹對熊羆。花開紅錦繡，水漾碧琉璃。去婦因探鄰舍棗，出妻爲種後園葵。笛韻和諧，仙管恰從雲裏降；櫓聲咿軋，漁舟正向雪中移。
戈對甲，鼓對旗，紫燕對黃鸝。梅酸對李苦，青眼對白眉。三弄笛，一圍棋，雨打對風吹。海棠春睡早，楊柳晝眠遲。張駿曾爲槐樹賦，杜陵不作海棠詩。晉士特奇，可比一斑之豹；唐儒博識，堪爲五總之龜。
https://www.python.org/ftp/python/3.7.4/python-3.7.4-macosx10.9.pkg
pandas==1.1.5
numpy==1.19.5
scikit-learn==1.0.2
paddlets==0.2.0
https://paddlets.readthedocs.io/zh_CN/latest/source/modules/models/overview.html#a-minimal-example
从一个较高的视角来看，PaddleTS 提供了以下三个时序建模相关的特性：
标准化的接口。 这些在 PaddleBaseModel 中声明的 fit、predict 标准化接口接收、返回统一的 TSDataset 数据集，作为其输入输出，以便将一些数据集处理和样本构建的复杂细节封装起来，简化API的使用，降低学习成本。
PaddleTS 设计了 PaddleBaseModelImpl 类，该类包含一组覆盖整个建模生命周期的通用函数与组件（如 准备样本，初始化模型性能指标, 计算损失等）。这使得用户可以更关注深度网络架构本身，同时也为广大开发者基于PaddleTS构建新的时序模型提供了最大程度的便利。
开箱即用的模型。PaddleTS提供一组预定义的，开箱即用的时序深度学习模型：
Long Short-term Time-series Network
Temporal Convolution Net Regressor
https://paddlets.readthedocs.io/zh_CN/latest/source/api/paddlets.models.forecasting.dl.rnn.html
BUG
过拟合
https://paddlets.readthedocs.io/zh_CN/latest/source/modules/models/probability_forecasting.html
https://paddlets.readthedocs.io/zh_CN/latest/source/api/paddlets.models.forecasting.dl.deepar.html
[2022-10-03 04:26:58,293] [paddlets.models.common.callbacks.callbacks] [INFO] epoch 099| loss: 1584348852.014134| 0:01:40s
/Users/ivan/Library/CloudStorage/OneDrive-个人/Code/iEnergyUNiLAB/venv/lib/python3.7/site-packages/paddle/fluid/layers/tensor.py:658: UserWarning: paddle.assign doesn't support float64 input now due to current platform protobuf data limitation, we convert it to float32
"paddle.assign doesn't support float64 input now due "
[2022-10-03 04:26:58,402] [paddlets.models.utils] [WARNING] Input `Radiation` contains np.inf or np.NaN, which may lead to unexpected results from the model.
ValueError: (InvalidArgument) The fisrt matrix width should be same as second matrix height,but received fisrt matrix width 107, second matrix height 6
[Hint: Expected dim_a.width_ == dim_b.height_, but received dim_a.width_:107 != dim_b.height_:6.] (at /home/Paddle/paddle/phi/kernels/funcs/blas/blas_impl.h:2210)
[operator < rnn > error]
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