From 5e76af4f1c999ccb1b66a4011cefc4db20421998 Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Sun, 19 Dec 2021 22:14:13 +0100
Subject: [PATCH 01/26] CI: add py3.10 & default py3.8

---
 .github/workflows/ci_install-pkg.yml | 4 ++--
 .github/workflows/ci_test-base.yml   | 2 +-
 .github/workflows/ci_test-full.yml   | 6 +++---
 .github/workflows/code-format.yml    | 2 +-
 .github/workflows/release-pypi.yml   | 2 +-
 5 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/ci_install-pkg.yml b/.github/workflows/ci_install-pkg.yml
index 2d791ec9e5c..71152ad3d3d 100644
--- a/.github/workflows/ci_install-pkg.yml
+++ b/.github/workflows/ci_install-pkg.yml
@@ -16,7 +16,7 @@ jobs:
       - uses: actions/checkout@master
       - uses: actions/setup-python@v2
         with:
-          python-version: 3.7
+          python-version: 3.8
 
       - name: Check package
         run: |
@@ -41,7 +41,7 @@ jobs:
       fail-fast: false
       matrix:
         os: [ubuntu-20.04, macOS-10.15 , windows-2019]
-        python-version: [3.7]
+        python-version: [3.8]
     timeout-minutes: 10
 
     steps:
diff --git a/.github/workflows/ci_test-base.yml b/.github/workflows/ci_test-base.yml
index 43a0ad05021..576028889c9 100644
--- a/.github/workflows/ci_test-base.yml
+++ b/.github/workflows/ci_test-base.yml
@@ -19,7 +19,7 @@ jobs:
       fail-fast: false
       matrix:
         os: [ubuntu-20.04, windows-2019, macOS-10.15]
-        python-version: [3.7]
+        python-version: [3.8]
     env:
       PYTEST_ARTEFACT: pytest-results-${{ matrix.os }}-${{ matrix.python-version }}
       PYTORCH_URL: https://download.pytorch.org/whl/cpu/torch_stable.html
diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index 6106cc0449d..4f5a605ed87 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -28,11 +28,11 @@ jobs:
       fail-fast: false
       matrix:
         os: [ubuntu-20.04, macOS-10.15, windows-2019]
-        python-version: [3.6, 3.8, 3.9]
+        python-version: ["3.6", "3.8", "3.10"]
         requires: ['oldest', 'latest']
         exclude:
-          - {python-version: 3.6, requires: 'latest'}
-          - {python-version: 3.9, requires: 'oldest'}
+          - {python-version: "3.6", requires: 'latest'}
+          - {python-version: "3.10", requires: 'oldest'}
     env:
       PYTEST_ARTEFACT: test-results-${{ matrix.os }}-py${{ matrix.python-version }}-${{ matrix.requires }}.xml
       PYTORCH_URL: https://download.pytorch.org/whl/cpu/torch_stable.html
diff --git a/.github/workflows/code-format.yml b/.github/workflows/code-format.yml
index 077c0beecff..e9b92741b69 100644
--- a/.github/workflows/code-format.yml
+++ b/.github/workflows/code-format.yml
@@ -15,7 +15,7 @@ jobs:
       - uses: actions/checkout@master
       - uses: actions/setup-python@v2
         with:
-          python-version: 3.7
+          python-version: 3.8
       - name: Install dependencies
         run: |
           pip install flake8
diff --git a/.github/workflows/release-pypi.yml b/.github/workflows/release-pypi.yml
index 03af9e75ccb..a1038203424 100644
--- a/.github/workflows/release-pypi.yml
+++ b/.github/workflows/release-pypi.yml
@@ -17,7 +17,7 @@ jobs:
     - uses: actions/checkout@v2
     - uses: actions/setup-python@v2
       with:
-        python-version: 3.7
+        python-version: 3.8
 
     - name: Install dependencies
       run: >-

From c88bb0b1a793f4ed53e968fb4bbe79a0943d6a9b Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Fri, 11 Mar 2022 15:45:26 +0100
Subject: [PATCH 02/26] np 1.21

---
 .github/workflows/ci_test-full.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index 4f5a605ed87..ddb0baba0a0 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -77,7 +77,7 @@ jobs:
     - name: Freeze Numpy (hotfix)
       if: matrix.requires == 'latest'
       run: |
-        pip install -q "numpy==1.20.0"  # temp fix for cypesq
+        pip install -q "numpy==1.21.0"  # temp fix for cypesq
         # import of PILLOW_VERSION which they recently removed in v9.0 in favor of __version__
         pip install -q "Pillow<9.0"  # It messes with torchvision
 

From 65f36531b6993669321d8c8da3ff51427154e2d1 Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Fri, 11 Mar 2022 16:41:23 +0100
Subject: [PATCH 03/26] openblas

---
 .github/workflows/ci_test-full.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index ddb0baba0a0..75f28fd3506 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -52,7 +52,8 @@ jobs:
     - name: Setup macOS
       if: runner.os == 'macOS'
       run: |
-        brew install gcc libomp ffmpeg # https://github.com/pytorch/pytorch/issues/20030
+        # https://github.com/pytorch/pytorch/issues/20030
+        brew install gcc libomp ffmpeg openblas
     - name: Setup Linux
       if: runner.os == 'Linux'
       run: |

From d9faf737ebdc6b95e11f75679a9f16be4dc92b52 Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Fri, 11 Mar 2022 17:12:38 +0100
Subject: [PATCH 04/26] :all:

---
 .github/workflows/ci_test-full.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index 75f28fd3506..244fab39daf 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -78,7 +78,7 @@ jobs:
     - name: Freeze Numpy (hotfix)
       if: matrix.requires == 'latest'
       run: |
-        pip install -q "numpy==1.21.0"  # temp fix for cypesq
+        pip install -q "numpy==1.21.0" --only-binary :all: # temp fix for cypesq
         # import of PILLOW_VERSION which they recently removed in v9.0 in favor of __version__
         pip install -q "Pillow<9.0"  # It messes with torchvision
 

From 0bb07b8202f579b61ccb3cc18db9b81d1dc7d7c2 Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Fri, 11 Mar 2022 17:19:00 +0100
Subject: [PATCH 05/26] rev

---
 .github/workflows/ci_test-full.yml | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index 244fab39daf..0a4e0f8ab44 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -64,6 +64,13 @@ jobs:
       run: |
         choco install ffmpeg
 
+    - name: Freeze Numpy (hotfix)
+      if: matrix.requires == 'latest'
+      run: |
+        pip install -q "numpy==1.21.0" # temp fix for cypesq
+        # import of PILLOW_VERSION which they recently removed in v9.0 in favor of __version__
+        pip install -q "Pillow<9.0"  # It messes with torchvision
+
     - uses: ./.github/actions/caching
       with:
         os: ${{ runner.os }}
@@ -75,13 +82,6 @@ jobs:
         pip --version
         pip install --requirement requirements.txt --upgrade --find-links $PYTORCH_URL
 
-    - name: Freeze Numpy (hotfix)
-      if: matrix.requires == 'latest'
-      run: |
-        pip install -q "numpy==1.21.0" --only-binary :all: # temp fix for cypesq
-        # import of PILLOW_VERSION which they recently removed in v9.0 in favor of __version__
-        pip install -q "Pillow<9.0"  # It messes with torchvision
-
     - name: Install all dependencies
       run: |
         python ./requirements/adjust-versions.py requirements.txt

From 09288918cc564f3273705cc1163af533f3c78836 Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Fri, 11 Mar 2022 17:27:43 +0100
Subject: [PATCH 06/26] *

---
 .github/workflows/ci_test-full.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index 0a4e0f8ab44..c190c26292e 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -67,7 +67,7 @@ jobs:
     - name: Freeze Numpy (hotfix)
       if: matrix.requires == 'latest'
       run: |
-        pip install -q "numpy==1.21.0" # temp fix for cypesq
+        pip install -q "numpy==1.21.*" # temp fix for cypesq
         # import of PILLOW_VERSION which they recently removed in v9.0 in favor of __version__
         pip install -q "Pillow<9.0"  # It messes with torchvision
 

From 88fcaaa7014685bc087e27f417cd0e7e02e43ec4 Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Fri, 11 Mar 2022 17:45:31 +0100
Subject: [PATCH 07/26] reinstall

---
 .github/workflows/ci_test-full.yml | 5 +++--
 requirements/audio_test.txt        | 2 +-
 torchmetrics/utilities/imports.py  | 1 -
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index c190c26292e..04906860858 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -64,10 +64,10 @@ jobs:
       run: |
         choco install ffmpeg
 
-    - name: Freeze Numpy (hotfix)
+    - name: Freeze Numpy/PIL (hotfix)
       if: matrix.requires == 'latest'
       run: |
-        pip install -q "numpy==1.21.*" # temp fix for cypesq
+        # pip install -q "numpy==1.20.0" # temp fix for cypesq
         # import of PILLOW_VERSION which they recently removed in v9.0 in favor of __version__
         pip install -q "Pillow<9.0"  # It messes with torchvision
 
@@ -87,6 +87,7 @@ jobs:
         python ./requirements/adjust-versions.py requirements.txt
         python ./requirements/adjust-versions.py requirements/image.txt
         pip install --requirement requirements/devel.txt --upgrade --find-links $PYTORCH_URL
+        pip install --force-reinstall pypesq
         pip list
 
     - name: Pull testing data from S3
diff --git a/requirements/audio_test.txt b/requirements/audio_test.txt
index 8b9fa30e394..e743a3b43c1 100644
--- a/requirements/audio_test.txt
+++ b/requirements/audio_test.txt
@@ -1,3 +1,3 @@
-pypesq
+pypesq>=1.2
 mir_eval>=0.6
 speechmetrics @ https://github.com/aliutkus/speechmetrics/archive/refs/heads/master.zip
diff --git a/torchmetrics/utilities/imports.py b/torchmetrics/utilities/imports.py
index 29e596717d6..3c6e4b32c88 100644
--- a/torchmetrics/utilities/imports.py
+++ b/torchmetrics/utilities/imports.py
@@ -107,7 +107,6 @@ def _compare_version(package: str, op: Callable, version: str) -> Optional[bool]
 _SCIPY_AVAILABLE: bool = _package_available("scipy")
 _TORCH_FIDELITY_AVAILABLE: bool = _package_available("torch_fidelity")
 _LPIPS_AVAILABLE: bool = _package_available("lpips")
-_PYCOCOTOOLS_AVAILABLE: bool = _package_available("pycocotools")
 _TORCHVISION_AVAILABLE: bool = _package_available("torchvision")
 _TORCHVISION_GREATER_EQUAL_0_8: Optional[bool] = _compare_version("torchvision", operator.ge, "0.8.0")
 _TQDM_AVAILABLE: bool = _package_available("tqdm")

From 47ca0a375dd24958d00d8623a83ef62284d3b8b9 Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Fri, 11 Mar 2022 17:51:03 +0100
Subject: [PATCH 08/26] >

---
 requirements/audio_test.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements/audio_test.txt b/requirements/audio_test.txt
index e743a3b43c1..acb3429375f 100644
--- a/requirements/audio_test.txt
+++ b/requirements/audio_test.txt
@@ -1,3 +1,3 @@
-pypesq>=1.2
+pypesq>1.2
 mir_eval>=0.6
 speechmetrics @ https://github.com/aliutkus/speechmetrics/archive/refs/heads/master.zip

From fca29b99869d089d621e2a75d8f2d56375623a33 Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Fri, 11 Mar 2022 18:08:26 +0100
Subject: [PATCH 09/26] pil

---
 .github/workflows/ci_test-full.yml | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index 04906860858..d3d051e467a 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -64,10 +64,9 @@ jobs:
       run: |
         choco install ffmpeg
 
-    - name: Freeze Numpy/PIL (hotfix)
+    - name: Freeze PIL (hotfix)
       if: matrix.requires == 'latest'
       run: |
-        # pip install -q "numpy==1.20.0" # temp fix for cypesq
         # import of PILLOW_VERSION which they recently removed in v9.0 in favor of __version__
         pip install -q "Pillow<9.0"  # It messes with torchvision
 

From 7e74a3645b19fb78e7375037052d6a57c23a850b Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Fri, 11 Mar 2022 18:32:26 +0100
Subject: [PATCH 10/26] 3.7

---
 .github/workflows/ci_test-full.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index d3d051e467a..11ba1df5979 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -28,10 +28,10 @@ jobs:
       fail-fast: false
       matrix:
         os: [ubuntu-20.04, macOS-10.15, windows-2019]
-        python-version: ["3.6", "3.8", "3.10"]
+        python-version: ["3.7", "3.8", "3.10"]
         requires: ['oldest', 'latest']
         exclude:
-          - {python-version: "3.6", requires: 'latest'}
+          - {python-version: "3.7", requires: 'latest'}
           - {python-version: "3.10", requires: 'oldest'}
     env:
       PYTEST_ARTEFACT: test-results-${{ matrix.os }}-py${{ matrix.python-version }}-${{ matrix.requires }}.xml

From d3f97ca7fc33654e5dbf26166ed1ac435c33f8a2 Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Fri, 11 Mar 2022 18:35:13 +0100
Subject: [PATCH 11/26] 3.9

---
 .github/workflows/ci_test-base.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci_test-base.yml b/.github/workflows/ci_test-base.yml
index 576028889c9..b932f251177 100644
--- a/.github/workflows/ci_test-base.yml
+++ b/.github/workflows/ci_test-base.yml
@@ -19,7 +19,7 @@ jobs:
       fail-fast: false
       matrix:
         os: [ubuntu-20.04, windows-2019, macOS-10.15]
-        python-version: [3.8]
+        python-version: [3.9]
     env:
       PYTEST_ARTEFACT: pytest-results-${{ matrix.os }}-${{ matrix.python-version }}
       PYTORCH_URL: https://download.pytorch.org/whl/cpu/torch_stable.html

From abb2b2ade67f1334387b0936daa918e3ac9dca76 Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Fri, 11 Mar 2022 19:12:41 +0100
Subject: [PATCH 12/26] pil

---
 .github/workflows/ci_test-full.yml | 11 +++++------
 1 file changed, 5 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index 11ba1df5979..45be7e398c1 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -64,18 +64,17 @@ jobs:
       run: |
         choco install ffmpeg
 
-    - name: Freeze PIL (hotfix)
-      if: matrix.requires == 'latest'
-      run: |
-        # import of PILLOW_VERSION which they recently removed in v9.0 in favor of __version__
-        pip install -q "Pillow<9.0"  # It messes with torchvision
-
     - uses: ./.github/actions/caching
       with:
         os: ${{ runner.os }}
         requires: ${{ matrix.requires }}
         python-version: ${{ matrix.python-version }}
 
+    - name: Freeze PIL (hotfix)
+      run: |
+        # import of PILLOW_VERSION which they recently removed in v9.0 in favor of __version__
+        pip install -q "Pillow<9.0"  # It messes with torchvision
+
     - name: Install base dependencies
       run: |
         pip --version

From f1570cf0aba96a63a16f5f199d5a4657c3af9dea Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Fri, 11 Mar 2022 19:52:22 +0100
Subject: [PATCH 13/26] numba

---
 .github/workflows/ci_test-full.yml | 10 +++++++---
 1 file changed, 7 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index 45be7e398c1..ad556b16886 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -70,10 +70,14 @@ jobs:
         requires: ${{ matrix.requires }}
         python-version: ${{ matrix.python-version }}
 
+    - name: Freeze NumPY (hotfix)
+      if: matrix.requires == 'latest'
+      # ImportError: Numba needs NumPy 1.21 or less
+      run: pip install -q "numpy==1.21.*"
+
     - name: Freeze PIL (hotfix)
-      run: |
-        # import of PILLOW_VERSION which they recently removed in v9.0 in favor of __version__
-        pip install -q "Pillow<9.0"  # It messes with torchvision
+      # import of PILLOW_VERSION which they recently removed in v9.0 in favor of __version__
+      run: pip install -q "Pillow<9.0"  # It messes with torchvision
 
     - name: Install base dependencies
       run: |

From 75da83795ad58e303f33bd925b66421f1e3ecab1 Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Fri, 11 Mar 2022 21:05:30 +0100
Subject: [PATCH 14/26] np

---
 .github/workflows/ci_test-full.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index ad556b16886..984d087d8b8 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -73,7 +73,7 @@ jobs:
     - name: Freeze NumPY (hotfix)
       if: matrix.requires == 'latest'
       # ImportError: Numba needs NumPy 1.21 or less
-      run: pip install -q "numpy==1.21.*"
+      run: echo "PIP_NUMPY=numpy==1.21.*" >> $GITHUB_ENV
 
     - name: Freeze PIL (hotfix)
       # import of PILLOW_VERSION which they recently removed in v9.0 in favor of __version__
@@ -88,7 +88,7 @@ jobs:
       run: |
         python ./requirements/adjust-versions.py requirements.txt
         python ./requirements/adjust-versions.py requirements/image.txt
-        pip install --requirement requirements/devel.txt --upgrade --find-links $PYTORCH_URL
+        pip install --requirement requirements/devel.txt "$PIP_NUMPY" --upgrade --find-links $PYTORCH_URL
         pip install --force-reinstall pypesq
         pip list
 

From 7cf8f309b17e8c8636e6f10da327315b9330f89f Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Fri, 11 Mar 2022 21:12:45 +0100
Subject: [PATCH 15/26] env

---
 .github/workflows/ci_test-full.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index 984d087d8b8..ac7552cf8b7 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -88,7 +88,7 @@ jobs:
       run: |
         python ./requirements/adjust-versions.py requirements.txt
         python ./requirements/adjust-versions.py requirements/image.txt
-        pip install --requirement requirements/devel.txt "$PIP_NUMPY" --upgrade --find-links $PYTORCH_URL
+        pip install --requirement requirements/devel.txt $PIP_NUMPY --upgrade --find-links $PYTORCH_URL
         pip install --force-reinstall pypesq
         pip list
 

From 8b0c58b7b880490551aa1c2f1e8680802f855d33 Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Fri, 11 Mar 2022 21:56:14 +0100
Subject: [PATCH 16/26] numba

---
 .github/workflows/ci_test-full.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index ac7552cf8b7..225a9a3ca88 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -70,10 +70,10 @@ jobs:
         requires: ${{ matrix.requires }}
         python-version: ${{ matrix.python-version }}
 
-    - name: Freeze NumPY (hotfix)
+    - name: Freeze Numba (hotfix)
       if: matrix.requires == 'latest'
       # ImportError: Numba needs NumPy 1.21 or less
-      run: echo "PIP_NUMPY=numpy==1.21.*" >> $GITHUB_ENV
+      run: echo "PIP_NUMBA=numpy==1.21.* numba==0.55.*" >> $GITHUB_ENV
 
     - name: Freeze PIL (hotfix)
       # import of PILLOW_VERSION which they recently removed in v9.0 in favor of __version__
@@ -88,7 +88,7 @@ jobs:
       run: |
         python ./requirements/adjust-versions.py requirements.txt
         python ./requirements/adjust-versions.py requirements/image.txt
-        pip install --requirement requirements/devel.txt $PIP_NUMPY --upgrade --find-links $PYTORCH_URL
+        pip install --requirement requirements/devel.txt $PIP_NUMBA --upgrade --find-links $PYTORCH_URL
         pip install --force-reinstall pypesq
         pip list
 

From 1e54df8db92813ece0fe86af8e05bb1bc109d905 Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Fri, 11 Mar 2022 23:26:48 +0100
Subject: [PATCH 17/26] force

---
 .github/workflows/ci_test-full.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index 225a9a3ca88..e26ab9f826d 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -89,7 +89,7 @@ jobs:
         python ./requirements/adjust-versions.py requirements.txt
         python ./requirements/adjust-versions.py requirements/image.txt
         pip install --requirement requirements/devel.txt $PIP_NUMBA --upgrade --find-links $PYTORCH_URL
-        pip install --force-reinstall pypesq
+        pip install --force-reinstall pypesq $PIP_NUMBA -r requirements.txt
         pip list
 
     - name: Pull testing data from S3

From 702072e48e5ff07131fe65d79c73796492755e84 Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Fri, 11 Mar 2022 23:52:01 +0100
Subject: [PATCH 18/26] upgrade

---
 .github/workflows/ci_test-full.yml | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index e26ab9f826d..6dacafed896 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -31,8 +31,9 @@ jobs:
         python-version: ["3.7", "3.8", "3.10"]
         requires: ['oldest', 'latest']
         exclude:
-          - {python-version: "3.7", requires: 'latest'}
+          - {python-version: "3.8", requires: 'oldest'}
           - {python-version: "3.10", requires: 'oldest'}
+          - {python-version: "3.7", requires: 'latest'}
     env:
       PYTEST_ARTEFACT: test-results-${{ matrix.os }}-py${{ matrix.python-version }}-${{ matrix.requires }}.xml
       PYTORCH_URL: https://download.pytorch.org/whl/cpu/torch_stable.html
@@ -89,7 +90,7 @@ jobs:
         python ./requirements/adjust-versions.py requirements.txt
         python ./requirements/adjust-versions.py requirements/image.txt
         pip install --requirement requirements/devel.txt $PIP_NUMBA --upgrade --find-links $PYTORCH_URL
-        pip install --force-reinstall pypesq $PIP_NUMBA -r requirements.txt
+        pip install --force-reinstall pypesq  --upgrade-strategy only-if-needed
         pip list
 
     - name: Pull testing data from S3

From cbd22126730650558923e86e058d529fbdd39d78 Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Sat, 12 Mar 2022 07:34:00 +0100
Subject: [PATCH 19/26] resampy

---
 .github/workflows/ci_test-full.yml | 16 +++++++---------
 1 file changed, 7 insertions(+), 9 deletions(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index 6dacafed896..cba463be036 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -71,14 +71,12 @@ jobs:
         requires: ${{ matrix.requires }}
         python-version: ${{ matrix.python-version }}
 
-    - name: Freeze Numba (hotfix)
-      if: matrix.requires == 'latest'
-      # ImportError: Numba needs NumPy 1.21 or less
-      run: echo "PIP_NUMBA=numpy==1.21.* numba==0.55.*" >> $GITHUB_ENV
-
-    - name: Freeze PIL (hotfix)
-      # import of PILLOW_VERSION which they recently removed in v9.0 in favor of __version__
-      run: pip install -q "Pillow<9.0"  # It messes with torchvision
+    - name: Freeze Numba/PIL (hotfix)
+      run: |
+        # import of PILLOW_VERSION which they recently removed in v9.0 in favor of __version__
+        pip install -q "Pillow<9.0"  # It messes with torchvision
+        # ImportError: Numba needs NumPy 1.21 or less
+        [[ ${{ matrix.requires }} == 'latest' ]] && echo "PIP_NUMBA=numpy==1.21.* numba==0.55.*" || echo "PIP_NUMBA=numpy==1.20.*" >> $GITHUB_ENV
 
     - name: Install base dependencies
       run: |
@@ -90,7 +88,7 @@ jobs:
         python ./requirements/adjust-versions.py requirements.txt
         python ./requirements/adjust-versions.py requirements/image.txt
         pip install --requirement requirements/devel.txt $PIP_NUMBA --upgrade --find-links $PYTORCH_URL
-        pip install --force-reinstall pypesq  --upgrade-strategy only-if-needed
+        pip install --force-reinstall pypesq resampy $PIP_NUMBA --upgrade-strategy only-if-needed
         pip list
 
     - name: Pull testing data from S3

From 934fd39ee719d17e6b5049ea33659ee27efeba69 Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Sat, 12 Mar 2022 09:12:04 +0100
Subject: [PATCH 20/26] src

---
 .github/workflows/ci_test-full.yml | 9 ++++++---
 requirements.txt                   | 2 +-
 2 files changed, 7 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index cba463be036..ce0c545c650 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -76,7 +76,10 @@ jobs:
         # import of PILLOW_VERSION which they recently removed in v9.0 in favor of __version__
         pip install -q "Pillow<9.0"  # It messes with torchvision
         # ImportError: Numba needs NumPy 1.21 or less
-        [[ ${{ matrix.requires }} == 'latest' ]] && echo "PIP_NUMBA=numpy==1.21.* numba==0.55.*" || echo "PIP_NUMBA=numpy==1.20.*" >> $GITHUB_ENV
+        if [[ ${{ matrix.python-version }} == '3.10' ]]; then
+          pip install -U "numpy==1.20.0" --no-cache-dir --no-binary :all:
+        fi
+        echo "PIP_NUMPY=numpy==1.20.0" >> $GITHUB_ENV
 
     - name: Install base dependencies
       run: |
@@ -87,8 +90,8 @@ jobs:
       run: |
         python ./requirements/adjust-versions.py requirements.txt
         python ./requirements/adjust-versions.py requirements/image.txt
-        pip install --requirement requirements/devel.txt $PIP_NUMBA --upgrade --find-links $PYTORCH_URL
-        pip install --force-reinstall pypesq resampy $PIP_NUMBA --upgrade-strategy only-if-needed
+        pip install --requirement requirements/devel.txt $PIP_NUMPY --upgrade --find-links $PYTORCH_URL
+        pip install --force-reinstall pypesq resampy $PIP_NUMPY --no-cache-dir
         pip list
 
     - name: Pull testing data from S3
diff --git a/requirements.txt b/requirements.txt
index 5d7a0bc464d..d792d979200 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,4 +1,4 @@
-numpy>=1.17.2
+numpy>1.17.2
 torch>=1.3.1
 pyDeprecate==0.3.*
 packaging

From 6535787b18d807fdc6d4cf3106a7ba93e6228625 Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Sat, 12 Mar 2022 12:24:27 +0100
Subject: [PATCH 21/26] ...

---
 .github/workflows/ci_test-full.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index ce0c545c650..f41a16bada4 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -84,14 +84,14 @@ jobs:
     - name: Install base dependencies
       run: |
         pip --version
-        pip install --requirement requirements.txt --upgrade --find-links $PYTORCH_URL
+        pip install --requirement requirements.txt $PIP_NUMPY --upgrade --find-links $PYTORCH_URL
 
     - name: Install all dependencies
       run: |
         python ./requirements/adjust-versions.py requirements.txt
         python ./requirements/adjust-versions.py requirements/image.txt
         pip install --requirement requirements/devel.txt $PIP_NUMPY --upgrade --find-links $PYTORCH_URL
-        pip install --force-reinstall pypesq resampy $PIP_NUMPY --no-cache-dir
+        pip install --force-reinstall pypesq $PIP_NUMPY --no-cache-dir --no-binary :pypesq: --no-cache-dir
         pip list
 
     - name: Pull testing data from S3

From b88485924071cde9fa098c0ec57942acd4f5f7bf Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Sat, 12 Mar 2022 12:51:01 +0100
Subject: [PATCH 22/26] *

---
 .github/workflows/ci_test-full.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index f41a16bada4..2c0cb0d3be6 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -77,9 +77,9 @@ jobs:
         pip install -q "Pillow<9.0"  # It messes with torchvision
         # ImportError: Numba needs NumPy 1.21 or less
         if [[ ${{ matrix.python-version }} == '3.10' ]]; then
-          pip install -U "numpy==1.20.0" --no-cache-dir --no-binary :all:
+          pip install -U "numpy==1.20.*" --no-cache-dir --no-binary :all:
         fi
-        echo "PIP_NUMPY=numpy==1.20.0" >> $GITHUB_ENV
+        echo "PIP_NUMPY=numpy==1.20.*" >> $GITHUB_ENV
 
     - name: Install base dependencies
       run: |

From e6086e9b8449165b52f5f9a28f207e4e78ff5dc8 Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Thu, 31 Mar 2022 13:29:27 +0200
Subject: [PATCH 23/26] rev

---
 .github/workflows/ci_test-full.yml | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index 2c0cb0d3be6..1da12829308 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -71,15 +71,15 @@ jobs:
         requires: ${{ matrix.requires }}
         python-version: ${{ matrix.python-version }}
 
-    - name: Freeze Numba/PIL (hotfix)
+    - name: Freeze PIL (hotfix)
       run: |
         # import of PILLOW_VERSION which they recently removed in v9.0 in favor of __version__
         pip install -q "Pillow<9.0"  # It messes with torchvision
         # ImportError: Numba needs NumPy 1.21 or less
-        if [[ ${{ matrix.python-version }} == '3.10' ]]; then
-          pip install -U "numpy==1.20.*" --no-cache-dir --no-binary :all:
-        fi
-        echo "PIP_NUMPY=numpy==1.20.*" >> $GITHUB_ENV
+        #if [[ ${{ matrix.python-version }} == '3.10' ]]; then
+        #  pip install -U "numpy==1.20.*" --no-cache-dir --no-binary :all:
+        #fi
+        #echo "PIP_NUMPY=numpy==1.20.*" >> $GITHUB_ENV
 
     - name: Install base dependencies
       run: |

From 9412c3222f461a4db9e41d235cfd4212f101aa55 Mon Sep 17 00:00:00 2001
From: Jirka <jirka.borovec@seznam.cz>
Date: Mon, 11 Apr 2022 08:45:46 +0200
Subject: [PATCH 24/26] latest

---
 .github/workflows/ci_test-full.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci_test-full.yml b/.github/workflows/ci_test-full.yml
index 1da12829308..88383f41d82 100644
--- a/.github/workflows/ci_test-full.yml
+++ b/.github/workflows/ci_test-full.yml
@@ -79,7 +79,7 @@ jobs:
         #if [[ ${{ matrix.python-version }} == '3.10' ]]; then
         #  pip install -U "numpy==1.20.*" --no-cache-dir --no-binary :all:
         #fi
-        #echo "PIP_NUMPY=numpy==1.20.*" >> $GITHUB_ENV
+        echo "PIP_NUMPY=numpy==1.20.*" >> $GITHUB_ENV
 
     - name: Install base dependencies
       run: |

From c209f9c7db60427c67ca5b1dd16d761212bd691b Mon Sep 17 00:00:00 2001
From: Jirka Borovec <Borda@users.noreply.github.com>
Date: Mon, 11 Jul 2022 17:06:02 +0200
Subject: [PATCH 25/26] Apply suggestions from code review

---
 requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements.txt b/requirements.txt
index d4635498007..9a261af9d0a 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,4 +1,4 @@
-numpy>1.17.2
+numpy>=1.17.2
 torch>=1.3.1
 packaging
 typing-extensions; python_version < '3.9'

From 4cf373ef8d67e2a4e94cf3a1c0ede32312a9696e Mon Sep 17 00:00:00 2001
From: Jirka Borovec <Borda@users.noreply.github.com>
Date: Mon, 11 Jul 2022 17:09:47 +0200
Subject: [PATCH 26/26] Apply suggestions from code review

---
 src/torchmetrics/utilities/imports.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/torchmetrics/utilities/imports.py b/src/torchmetrics/utilities/imports.py
index 7dc2ee294d2..3fee618bd02 100644
--- a/src/torchmetrics/utilities/imports.py
+++ b/src/torchmetrics/utilities/imports.py
@@ -112,6 +112,7 @@ def _compare_version(package: str, op: Callable, version: str) -> Optional[bool]
 _SCIPY_AVAILABLE: bool = _package_available("scipy")
 _TORCH_FIDELITY_AVAILABLE: bool = _package_available("torch_fidelity")
 _LPIPS_AVAILABLE: bool = _package_available("lpips")
+_PYCOCOTOOLS_AVAILABLE: bool = _package_available("pycocotools")
 _TORCHVISION_AVAILABLE: bool = _package_available("torchvision")
 _TORCHVISION_GREATER_EQUAL_0_8: Optional[bool] = _compare_version("torchvision", operator.ge, "0.8.0")
 _TQDM_AVAILABLE: bool = _package_available("tqdm")