Element-wise BLAS APIs & new Tensor for Python: ⬆️ 450 kernels

.git-blame-ignore-revs

@@ -1,2 +1,3 @@
 a4022a988287e527757ecc9bc16a4f2e7dc4770e
 750c59f5116a2000507a0cec09db009fd7d31232
+b480b5c3ebddd6de0f8e1c179cdc02f18edbb8ae

.github/ISSUE_TEMPLATE/bug_report.yml

@@ -3,98 +3,98 @@ description: Something doesn't work as expected?
 title: "Bug: "
 labels: ["bug"]
 assignees:
-- octocat
+  - octocat
 body:
-- type: markdown
-  attributes:
-    value: |
-      Thanks for taking the time to fill out this bug report!
-      If you have a small question, it may be faster to ask the maintainers on [Discord](https://discord.gg/4mxGrenbNt).
-- type: textarea
-  id: what
-  attributes:
-    label: Describe the bug
-    placeholder: A short description of what the bug is.
-  validations:
-    required: true
-- type: textarea
-  id: steps
-  attributes:
-    label: Steps to reproduce
-    placeholder: Detail the steps taken to reproduce the behavior.
-  validations:
-    required: true
-- type: textarea
-  id: expected
-  attributes:
-    label: Expected behavior
-    placeholder: A clear and concise description of what you expected to happen.
-  validations:
-    required: true
-- type: input
-  id: version
-  attributes:
-    label: SimSIMD version
-    placeholder: vX.Y.Z
-  validations:
-    required: true
-- type: input
-  id: os
-  attributes:
-    label: Operating System
-    placeholder: Ubuntu 22.04
-  validations:
-    required: true
-- type: dropdown
-  id: hardware
-  attributes:
-    label: Hardware architecture
-    options:
-    - x86
-    - Arm
-  validations:
-    required: true
-- type: dropdown
-  id: frontend
-  attributes:
-    label: Which interface are you using?
-    options:
-    - C implementation
-    - C++ bindings
-    - Python bindings
-    - Rust bindings
-    - Other bindings
-  validations:
-    required: true
-- type: input
-  id: contact
-  attributes:
-    label: Contact Details
-    description: How can we get in touch with you if we need more info?
-    placeholder: [email protected]
-  validations:
-    required: false
-- type: checkboxes
-  id: mentions
-  attributes:
-    label: Are you open to being tagged as a contributor?
-    description: Sometimes, a bug report is just as valuable as a patch 🤗
-    options:
-    - label: I am open to being mentioned in the project `.git` history as a contributor
-      required: false
-- type: checkboxes
-  id: duplicate
-  attributes:
-    label: Is there an existing issue for this?
-    description: Please search [our issues](https://github.com/ashvardanian/simsimd/issues) to see if this bug already exists.
-    options:
-    - label: I have searched the existing issues
+  - type: markdown
+    attributes:
+      value: |
+        Thanks for taking the time to fill out this bug report!
+        If you have a small question, it may be faster to ask the maintainers on [Discord](https://discord.gg/4mxGrenbNt).
+  - type: textarea
+    id: what
+    attributes:
+      label: Describe the bug
+      placeholder: A short description of what the bug is.
+    validations:
+      required: true
+  - type: textarea
+    id: steps
+    attributes:
+      label: Steps to reproduce
+      placeholder: Detail the steps taken to reproduce the behavior.
+    validations:
+      required: true
+  - type: textarea
+    id: expected
+    attributes:
+      label: Expected behavior
+      placeholder: A clear and concise description of what you expected to happen.
+    validations:
+      required: true
+  - type: input
+    id: version
+    attributes:
+      label: MathKong version
+      placeholder: vX.Y.Z
+    validations:
       required: true
-- type: checkboxes
-  id: terms
-  attributes:
-    label: Code of Conduct
-    description: By submitting this issue, you agree to follow our [Code of Conduct](https://github.com/ashvardanian/simsimd/blob/main/CODE_OF_CONDUCT.md)
-    options:
-    - label: I agree to follow this project's Code of Conduct
-      required: true
+  - type: input
+    id: os
+    attributes:
+      label: Operating System
+      placeholder: Ubuntu 22.04
+    validations:
+      required: true
+  - type: dropdown
+    id: hardware
+    attributes:
+      label: Hardware architecture
+      options:
+        - x86
+        - Arm
+    validations:
+      required: true
+  - type: dropdown
+    id: frontend
+    attributes:
+      label: Which interface are you using?
+      options:
+        - C implementation
+        - C++ bindings
+        - Python bindings
+        - Rust bindings
+        - Other bindings
+    validations:
+      required: true
+  - type: input
+    id: contact
+    attributes:
+      label: Contact Details
+      description: How can we get in touch with you if we need more info?
+      placeholder: [email protected]
+    validations:
+      required: false
+  - type: checkboxes
+    id: mentions
+    attributes:
+      label: Are you open to being tagged as a contributor?
+      description: Sometimes, a bug report is just as valuable as a patch 🤗
+      options:
+        - label: I am open to being mentioned in the project `.git` history as a contributor
+          required: false
+  - type: checkboxes
+    id: duplicate
+    attributes:
+      label: Is there an existing issue for this?
+      description: Please search [our issues](https://github.com/ashvardanian/mathkong/issues) to see if this bug already exists.
+      options:
+        - label: I have searched the existing issues
+          required: true
+  - type: checkboxes
+    id: terms
+    attributes:
+      label: Code of Conduct
+      description: By submitting this issue, you agree to follow our [Code of Conduct](https://github.com/ashvardanian/mathkong/blob/main/CODE_OF_CONDUCT.md)
+      options:
+        - label: I agree to follow this project's Code of Conduct
+          required: true

.github/ISSUE_TEMPLATE/feature_request.yml

@@ -3,60 +3,60 @@ description: Something we haven't implemented yet?
 title: "Feature: "
 labels: ["enhancement"]
 assignees:
-- octocat
+  - octocat
 body:
-- type: markdown
-  attributes:
-    value: |
-      Thanks for taking the time to fill out this feature request!
-      We have already scheduled a few features for our [next milestone](https://github.com/ashvardanian/simsimd/milestones).
-- type: textarea
-  id: what
-  attributes:
-    label: Describe what you are looking for
-    placeholder: A short description of what the feature would look like, ideally with code examples.
-  validations:
-    required: true
-- type: checkboxes
-  id: check
-  attributes:
-    label: Can you contribute to the implementation?
-    options:
-    - label: I can contribute
-- type: dropdown
-  id: interface
-  attributes:
-    label: Is your feature request specific to a certain interface?
-    options:
-    - It applies to everything
-    - C implementation
-    - C++ bindings
-    - Python bindings
-    - Other bindings
-    - Other
-  validations:
-    required: true
-- type: input
-  id: contact
-  attributes:
-    label: Contact Details
-    description: How can we get in touch with you if we need more info?
-    placeholder: [email protected]
-  validations:
-    required: false
-- type: checkboxes
-  id: duplicate
-  attributes:
-    label: Is there an existing issue for this?
-    description: Please search [our issues](https://github.com/ashvardanian/simsimd/issues) to see if this bug already exists.
-    options:
-    - label: I have searched the existing issues
+  - type: markdown
+    attributes:
+      value: |
+        Thanks for taking the time to fill out this feature request!
+        We have already scheduled a few features for our [next milestone](https://github.com/ashvardanian/mathkong/milestones).
+  - type: textarea
+    id: what
+    attributes:
+      label: Describe what you are looking for
+      placeholder: A short description of what the feature would look like, ideally with code examples.
+    validations:
       required: true
-- type: checkboxes
-  id: terms
-  attributes:
-    label: Code of Conduct
-    description: By submitting this issue, you agree to follow our [Code of Conduct](https://github.com/ashvardanian/simsimd/blob/main/CODE_OF_CONDUCT.md)
-    options:
-    - label: I agree to follow this project's Code of Conduct
-      required: true
+  - type: checkboxes
+    id: check
+    attributes:
+      label: Can you contribute to the implementation?
+      options:
+        - label: I can contribute
+  - type: dropdown
+    id: interface
+    attributes:
+      label: Is your feature request specific to a certain interface?
+      options:
+        - It applies to everything
+        - C implementation
+        - C++ bindings
+        - Python bindings
+        - Other bindings
+        - Other
+    validations:
+      required: true
+  - type: input
+    id: contact
+    attributes:
+      label: Contact Details
+      description: How can we get in touch with you if we need more info?
+      placeholder: [email protected]
+    validations:
+      required: false
+  - type: checkboxes
+    id: duplicate
+    attributes:
+      label: Is there an existing issue for this?
+      description: Please search [our issues](https://github.com/ashvardanian/mathkong/issues) to see if this bug already exists.
+      options:
+        - label: I have searched the existing issues
+          required: true
+  - type: checkboxes
+    id: terms
+    attributes:
+      label: Code of Conduct
+      description: By submitting this issue, you agree to follow our [Code of Conduct](https://github.com/ashvardanian/mathkong/blob/main/CODE_OF_CONDUCT.md)
+      options:
+        - label: I agree to follow this project's Code of Conduct
+          required: true

.github/workflows/prerelease.yml

@@ -36,11 +36,11 @@ jobs:
             package.json:"version": "(\d+\.\d+\.\d+)"
             CMakeLists.txt:VERSION (\d+\.\d+\.\d+)
           update-major-version-in: |
-            include/simsimd/simsimd.h:^#define SIMSIMD_VERSION_MAJOR (\d+)
+            include/mathkong/mathkong.h:^#define MATHKONG_VERSION_MAJOR (\d+)
           update-minor-version-in: |
-            include/simsimd/simsimd.h:^#define SIMSIMD_VERSION_MINOR (\d+)
+            include/mathkong/mathkong.h:^#define MATHKONG_VERSION_MINOR (\d+)
           update-patch-version-in: |
-            include/simsimd/simsimd.h:^#define SIMSIMD_VERSION_PATCH (\d+)
+            include/mathkong/mathkong.h:^#define MATHKONG_VERSION_PATCH (\d+)
           dry-run: "true"
 
   test_c:
@@ -57,11 +57,11 @@ jobs:
 
       - name: Build locally
         run: |
-          cmake -D CMAKE_BUILD_TYPE=Release -D SIMSIMD_BUILD_TESTS=1 -D SIMSIMD_BUILD_BENCHMARKS=1 -D SIMSIMD_BUILD_BENCHMARKS_WITH_CBLAS=1 -B build_release
+          cmake -D CMAKE_BUILD_TYPE=Release -D MATHKONG_BUILD_TESTS=1 -D MATHKONG_BUILD_BENCHMARKS=1 -D MATHKONG_BUILD_BENCHMARKS_WITH_CBLAS=1 -B build_release
           cmake --build build_release --config Release
 
       - name: Test
-        run: build_release/simsimd_test_run_time
+        run: build_release/mathkong_test_run_time
 
   test_python:
     name: Test Python ${{ matrix.python-version }} on ${{ matrix.architecture }} ${{ matrix.os }}
@@ -103,7 +103,7 @@ jobs:
 
       - name: Test with PyTest
         run: |
-          python -c "import simsimd; print(simsimd.get_capabilities())"
+          python -c "import mathkong; print(mathkong.get_capabilities())"
           pytest scripts/test.py -s -x -Wd -v
 
   test_nodejs:

.github/workflows/release.yml

@@ -35,11 +35,11 @@ jobs:
             package.json:"version": "(\d+\.\d+\.\d+)"
             CMakeLists.txt:VERSION (\d+\.\d+\.\d+)
           update-major-version-in: |
-            include/simsimd/simsimd.h:^#define SIMSIMD_VERSION_MAJOR (\d+)
+            include/mathkong/mathkong.h:^#define MATHKONG_VERSION_MAJOR (\d+)
           update-minor-version-in: |
-            include/simsimd/simsimd.h:^#define SIMSIMD_VERSION_MINOR (\d+)
+            include/mathkong/mathkong.h:^#define MATHKONG_VERSION_MINOR (\d+)
           update-patch-version-in: |
-            include/simsimd/simsimd.h:^#define SIMSIMD_VERSION_PATCH (\d+)
+            include/mathkong/mathkong.h:^#define MATHKONG_VERSION_PATCH (\d+)
           dry-run: "false"
           push: "true"
           create-release: "true"
@@ -323,7 +323,7 @@ jobs:
     runs-on: ubuntu-22.04
     environment:
       name: pypi
-      url: https://pypi.org/p/simsimd
+      url: https://pypi.org/p/mathkong
     permissions:
       id-token: write
 

.gitignore

@@ -2,7 +2,7 @@ build_release
 build_debug
 build
 _deps
-simsimd.egg-info
+mathkong.egg-info
 CMakeFiles
 __pycache__
 wheelhouse/