Release 0.7.1

HISTORY.md

@@ -1,6 +1,21 @@
 History
 =======
 
+## 0.7.1 – 2025-03-14
+
+New ``timesfm`` pipeline
+
+### Issues resolved
+
+* Add Colab link to tutorials – [Issue #620](https://github.com/signals-dev/Orion/issues/620) by @sarahmish
+* pin pytorch < 2.6 – [Issue #614](https://github.com/signals-dev/Orion/issues/614) by @sarahmish
+* Throw an error if TimesFM will not work – [Issue #610](https://github.com/signals-dev/Orion/issues/610) by @sarahmish
+* Cap ``mistune`` – [Issue #605](https://github.com/signals-dev/Orion/issues/605) by @sarahmish
+* Update github actions tutorial tests – [Issue #603](https://github.com/signals-dev/Orion/issues/603) by @sarahmish
+* Modify ``units`` pipeline ``find_anomalies`` params – [Issue #602](https://github.com/signals-dev/Orion/issues/602) by @Linh-nk
+* New pipeline using TimesFM – [Issue #589](https://github.com/signals-dev/Orion/issues/589) by @Linh-nk
+
+
 ## 0.7.0 – 2024-12-18
 
 New ``units`` pipeline 

README.md

@@ -128,16 +128,17 @@ We run the benchmark on **12** datasets with their known grounth truth. We recor
 
 | Pipeline                  |  Outperforms ARIMA |
 |---------------------------|--------------------|
-| AER                       |         11         |
+| AER                       |          12        |
 | TadGAN                    |          7         |
 | LSTM Dynamic Thresholding |          9         |
-| LSTM Autoencoder          |          6         |
-| Dense Autoencoder         |          8         |
+| LSTM Autoencoder          |          7         |
+| Dense Autoencoder         |          7         |
 | VAE                       |          6         |
 | AnomalyTransformer        |          2         |
 | LNN                       |          7         |
 | Matrix Profile            |          5         |
 | UniTS                     |          6         |
+| TimesFM                   |          7         |
 | [GANF](https://arxiv.org/pdf/2202.07857.pdf)                                                  |          5         |
 | [Azure](https://azure.microsoft.com/en-us/products/cognitive-services/anomaly-detector/)      |          0         |
 

benchmark/leaderboard.md

@@ -1,14 +1,15 @@
 | Pipeline                  |  Outperforms ARIMA |
 |---------------------------|--------------------|
-| AER                       |          11        |
+| AER                       |          12        |
 | TadGAN                    |          7         |
 | LSTM Dynamic Thresholding |          9         |
-| LSTM Autoencoder          |          6         |
-| Dense Autoencoder         |          8         |
+| LSTM Autoencoder          |          7         |
+| Dense Autoencoder         |          7         |
 | VAE                       |          6         |
 | AnomalyTransformer        |          2         |
 | LNN                       |          7         |
 | Matrix Profile            |          5         |
 | UniTS                     |          6         |
+| TimesFM                   |          7         |
 | GANF                      |          5         |
 | Azure                     |          0         |