From e267fedfb91ef638891e658661e459350fb1ce6a Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 5 Apr 2023 14:20:45 +0000
Subject: [PATCH 1/4] Update torch requirement from <1.14.0,>=1.7.0 to
 >=1.7.0,<2.1.0

Updates the requirements on [torch](https://github.com/pytorch/pytorch) to permit the latest version.
- [Release notes](https://github.com/pytorch/pytorch/releases)
- [Changelog](https://github.com/pytorch/pytorch/blob/master/RELEASE.md)
- [Commits](https://github.com/pytorch/pytorch/compare/v1.7.0...v2.0.0)

---
updated-dependencies:
- dependency-name: torch
  dependency-type: direct:development
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 setup.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/setup.py b/setup.py
index c0798db25..41f96a9a0 100644
--- a/setup.py
+++ b/setup.py
@@ -14,7 +14,7 @@ def readme():
         "prophet>=1.1.0, <2.0.0",
     ],
     "torch": [
-        "torch>=1.7.0, <1.14.0"
+        "torch>=1.7.0, <2.1.0"
     ],
     # https://github.com/SeldonIO/alibi-detect/issues/375 and 387
     "tensorflow": [
@@ -23,14 +23,14 @@ def readme():
     ],
     "keops": [
         "pykeops>=2.0.0, <2.2.0",
-        "torch>=1.7.0, <1.14.0"
+        "torch>=1.7.0, <2.1.0"
     ],
     "all": [
         "prophet>=1.1.0, <2.0.0",
         "tensorflow_probability>=0.8.0, <0.20.0",
         "tensorflow>=2.2.0, !=2.6.0, !=2.6.1, <2.12.0",  # https://github.com/SeldonIO/alibi-detect/issues/375 and 387
         "pykeops>=2.0.0, <2.2.0",
-        "torch>=1.7.0, <1.14.0"
+        "torch>=1.7.0, <2.1.0"
     ],
 }
 

From 068e351c814f5be15de2e849288f50423cb23924 Mon Sep 17 00:00:00 2001
From: Alex Athorne <alex.athorne@seldon.io>
Date: Mon, 17 Apr 2023 16:51:39 +0100
Subject: [PATCH 2/4] Remove no_grad decorator on knn methods

---
 alibi_detect/od/pytorch/knn.py | 2 --
 1 file changed, 2 deletions(-)

diff --git a/alibi_detect/od/pytorch/knn.py b/alibi_detect/od/pytorch/knn.py
index b01ad5304..b860f278c 100644
--- a/alibi_detect/od/pytorch/knn.py
+++ b/alibi_detect/od/pytorch/knn.py
@@ -42,7 +42,6 @@ def __init__(
         self.ks = torch.tensor(k) if self.ensemble else torch.tensor([k], device=self.device)
         self.ensembler = ensembler
 
-    @torch.no_grad()
     def forward(self, x: torch.Tensor) -> torch.Tensor:
         """Detect if `x` is an outlier.
 
@@ -67,7 +66,6 @@ def forward(self, x: torch.Tensor) -> torch.Tensor:
         preds = scores > self.threshold
         return preds
 
-    @torch.no_grad()
     def score(self, x: torch.Tensor) -> torch.Tensor:
         """Computes the score of `x`
 

From fb80840cb0f171a5993e904b2fd404b7ae647993 Mon Sep 17 00:00:00 2001
From: Alex Athorne <alex.athorne@seldon.io>
Date: Mon, 17 Apr 2023 16:53:49 +0100
Subject: [PATCH 3/4] Remove no_grad decorators from torch mahalanobis methods

---
 alibi_detect/od/pytorch/mahalanobis.py | 2 --
 1 file changed, 2 deletions(-)

diff --git a/alibi_detect/od/pytorch/mahalanobis.py b/alibi_detect/od/pytorch/mahalanobis.py
index bcd17af26..7754f008c 100644
--- a/alibi_detect/od/pytorch/mahalanobis.py
+++ b/alibi_detect/od/pytorch/mahalanobis.py
@@ -26,7 +26,6 @@ def __init__(
         super().__init__(device=device)
         self.min_eigenvalue = min_eigenvalue
 
-    @torch.no_grad()
     def forward(self, x: torch.Tensor) -> torch.Tensor:
         """Detect if `x` is an outlier.
 
@@ -50,7 +49,6 @@ def forward(self, x: torch.Tensor) -> torch.Tensor:
         preds = scores > self.threshold
         return preds
 
-    @torch.no_grad()
     def score(self, x: torch.Tensor) -> torch.Tensor:
         """Computes the score of `x`
 

From 5a8e2edb8e16b75b30629e5b09526de2c9bae0d0 Mon Sep 17 00:00:00 2001
From: Alex Athorne <alex.athorne@seldon.io>
Date: Tue, 18 Apr 2023 09:55:55 +0100
Subject: [PATCH 4/4] Increase torch upper bound to 3.0.0

---
 setup.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/setup.py b/setup.py
index 42653a3f5..14558bf01 100644
--- a/setup.py
+++ b/setup.py
@@ -14,7 +14,7 @@ def readme():
         "prophet>=1.1.0, <2.0.0",
     ],
     "torch": [
-        "torch>=1.7.0, <2.1.0"
+        "torch>=1.7.0, <3.0.0"
     ],
     # https://github.com/SeldonIO/alibi-detect/issues/375 and 387
     "tensorflow": [
@@ -23,14 +23,14 @@ def readme():
     ],
     "keops": [
         "pykeops>=2.0.0, <2.2.0",
-        "torch>=1.7.0, <2.1.0"
+        "torch>=1.7.0, <3.0.0"
     ],
     "all": [
         "prophet>=1.1.0, <2.0.0",
         "tensorflow_probability>=0.8.0, <0.20.0",
         "tensorflow>=2.2.0, !=2.6.0, !=2.6.1, <2.13.0",  # https://github.com/SeldonIO/alibi-detect/issues/375 and 387
         "pykeops>=2.0.0, <2.2.0",
-        "torch>=1.7.0, <2.1.0"
+        "torch>=1.7.0, <3.0.0"
     ],
 }