chore(ci): use ubuntu-arm images for linux arm builds (delta-io#4043)

# Description

The PyPI builds for Linux Arm64 have been OOMing recently. This is
perhaps due to cross compilation. GHA now has native arm images, let's
see if they they improve things.

# Related Issue(s)

Potential solution to delta-io#4041 

# Documentation


https://github.com/actions/partner-runner-images/blob/main/images/arm-ubuntu-24-image.md

---------

Signed-off-by: Abhi Agarwal <abhiaagarwal01@gmail.com>
Signed-off-by: R. Tyler Croy <rtyler@brokenco.de>
Signed-off-by: Ion Koutsouris <15728914+ion-elgreco@users.noreply.github.com>
Co-authored-by: R. Tyler Croy <rtyler@brokenco.de>
Co-authored-by: Ion Koutsouris <15728914+ion-elgreco@users.noreply.github.com>

Author: 3 people

.github/workflows/cleanup-pr-cache.yml

@@ -8,7 +8,7 @@ on:
 jobs:
   cleanup:
     name: Cleanup PR Caches
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-slim
     if: github.event.pull_request.merged == true && github.event.pull_request.base.ref == 'main'
     permissions:
       actions: write

.github/workflows/dev_pr.yml

@@ -12,7 +12,7 @@ on:
 jobs:
   process:
     name: Process
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-slim
     permissions:
       contents: read
       pull-requests: write
@@ -32,7 +32,7 @@ jobs:
 
   commitlint:
     name: PR title / description conforms to semantic-release
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-slim
     permissions:
       pull-requests: write
     steps:

.github/workflows/issue_comments.yml

@@ -8,7 +8,7 @@ permissions:
 
 jobs:
   issue_assign:
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-slim
     if: (!github.event.issue.pull_request) && github.event.comment.body == 'take'
     concurrency:
       # Only run one a time per user

.github/workflows/python_release.yml

@@ -11,7 +11,7 @@ defaults:
 jobs:
   validate-release-tag:
     name: Validate git tag
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-slim
     steps:
       - uses: actions/checkout@v5
       - name: compare git tag with cargo metadata
@@ -44,8 +44,8 @@ jobs:
           MATURIN_PYPI_TOKEN: ${{ secrets.PYPI_TOKEN }}
         with:
           target: ${{ matrix.target }}
-          command: publish
-          args: --skip-existing -m python/Cargo.toml --no-sdist --profile python-release
+          command: build
+          args:  -m python/Cargo.toml  --profile python-release
 
   release-pypi-windows:
     needs: validate-release-tag
@@ -68,13 +68,13 @@ jobs:
           MATURIN_PYPI_TOKEN: ${{ secrets.PYPI_TOKEN }}
         with:
           target: x86_64-pc-windows-msvc
-          command: publish
-          args: --skip-existing -m python/Cargo.toml --no-sdist --profile python-release
+          command: build
+          args:  -m python/Cargo.toml  --profile python-release
 
   release-pypi-manylinux-x86-64:
     needs: validate-release-tag
-    name: PyPI release manylinux-2_17 x86_64
-    runs-on: ubuntu-latest
+    name: PyPI release on Linux (x86_64-manylinux-2_17)
+    runs-on: ubuntu-24.04
     steps:
       - uses: actions/checkout@v5
 
@@ -88,49 +88,52 @@ jobs:
           MATURIN_PYPI_TOKEN: ${{ secrets.PYPI_TOKEN }}
         with:
           target: x86_64-unknown-linux-gnu
-          command: publish
-          args: --skip-existing -m python/Cargo.toml --no-sdist --profile python-release
+          command: build
+          container: off
+          args:  -m python/Cargo.toml --zig --profile python-release
+          manylinux: "2_17"
 
   release-pypi-manylinux-228-aarch64:
     needs: validate-release-tag
-    name: PyPI release manylinux-2_28 aarch64
-    runs-on: ubuntu-latest
+    name: PyPI release on Linux (aarch64-manylinux-2_28)
+    runs-on: ubuntu-24.04-arm
     steps:
       - uses: actions/checkout@v5
 
       - uses: Swatinem/rust-cache@v2
         with:
           cache-targets: false
 
-      - name: Publish manylinux to pypi aarch64 manylinux-2_28 (without sdist)
+      - name: Publish manylinux to pypi aarch64 (without sdist)
         uses: messense/maturin-action@v1
         env:
           MATURIN_PYPI_TOKEN: ${{ secrets.PYPI_TOKEN }}
         with:
           target: aarch64-unknown-linux-gnu
-          command: publish
-          args: --skip-existing -m python/Cargo.toml --no-sdist --profile python-release
+          command: build
+          container: off
+          args:  -m python/Cargo.toml --zig --profile python-release
           manylinux: "2_28"
 
   release-pypi-musl-x86-64:
     needs: validate-release-tag
-    name: PyPI release musl-2_17 x86_64
-    runs-on: ubuntu-latest
+    name: PyPI release on Linux (x86_64-musl)
+    runs-on: ubuntu-24.04
     steps:
       - uses: actions/checkout@v5
 
       - uses: Swatinem/rust-cache@v2
         with:
           cache-targets: false
 
-      - name: Publish manylinux to pypi x86_64 (with sdist)
+      - name: Publish musl to pypi x86_64 (with sdist)
         uses: messense/maturin-action@v1
         env:
           MATURIN_PYPI_TOKEN: ${{ secrets.PYPI_TOKEN }}
         with:
           target: x86_64-unknown-linux-musl
-          command: publish
-          args: --skip-existing -m python/Cargo.toml --zig --profile python-release
+          command: build
+          args:  -m python/Cargo.toml --zig --profile python-release
 
   release-docs:
     needs:
@@ -144,7 +147,7 @@ jobs:
       ]
     permissions:
       contents: write
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-slim
     steps:
       - name: Trigger the docs release event
         uses: peter-evans/repository-dispatch@v2