Release v0.2.1 (#161)

This release includes improvements to the tiling and DMA code
generation, new networks and operators, improved CI workflows, migration
to PyTest, and support for PyPi package releases.

Note: Since the release tag references the Docker container tagged with
the release tag (ghcr.io/pulp-platform/deeploy:v0.2.1), the CI will
initially fail. The Deeploy Docker image must be built after the release
PR is merged and the CI restarted.

### List of Pull Requests
- PyPi Package Deployment + Remove Banshee Dept
[#154](#154)
- PyTest Migration
[#144](#144)
- Update submodule `pulp-nn-mixed`
[#145](#145)
- Improve Profiling
[#138](#138)
- FP32 ReduceMean operator improvement
[#137](#137)
- Support for RMSNorm (Pow and Sqrt operators)
[#136](#136)
- Demo TinyViT compatibility with tiled Siracusa
[#124](#124)
- TinyViT on non-tiled Siracusa
[#117](#117)
- Support Fully Asynchronous DMAs
[#114](#114)
- Disallow shape inference
[#128](#128)
- Remove memory-aware node bindings
[#123](#123)
- Fix missing const's layout transformation and refactor NCHWtoNHWC
passes [#122](#122)
- Fix aliasing [#125](#125)
- Support for 1D Autoencoder
[#98](#98)
- Refactor Logging for Improved Debugging
[#115](#115)
- Add reuse-tool as an SPDX license header linter
[#113](#113)
- Bug fixes, API Cleanup and Reduce Compiler Warning on PULP
[#112](#112)
- Fix PULP GEMM `batch` serialization
[#109](#109)
- Split CI Workflows by Platform and Task, Improve Formatting and
Linting Reliability
[#108](#108)
- Refactor tiling code generation
[#105](#105)
- Change order of typeMatching entries
[#68](#68)
- Node Mangling to avoid duplication
[#93](#93)
- Prepare Post v0.2.0 Release
[#104](#104)
- Use Docker digests instead of arch-specific tags
[#106](#106)
- Fix `Unsqueeze` Op. when using ONNX opset 13 or higher (from attribute
to input) [#119](#119)
- Fix bias hoisting in generic GEMM with no bias
[#126](#126)

Author: Victor-Jung

.clang-format

@@ -2,6 +2,7 @@
 # Licensed under the Apache License, Version 2.0, see LICENSE for details.
 # SPDX-License-Identifier: Apache-2.0
 
+---
 # Use LLVM's style
 BasedOnStyle: LLVM
-ColumnLimit:  80
+ColumnLimit: 80

.devcontainer.json

@@ -1,24 +1,24 @@
 {
-    "image": "ghcr.io/pulp-platform/deeploy:main",
-    "name": "deeploy_main",
-    "customizations": {
-        "vscode": {
-            "extensions": [
-                "ms-vscode.cpptools-extension-pack",
-                "twxs.cmake",
-                "josetr.cmake-language-support-vscode",
-                "ms-vscode.cmake-tools",
-                "ms-python.python",
-                "ms-vscode-remote.remote-containers",
-                "rioj7.command-variable"
-            ]
-        }
-    },
-    "mounts": [
-        {
-            "source": "${localWorkspaceFolder}",
-            "target": "/app/Deeploy",
-            "type": "bind"
-        }
-    ]
+  "image": "ghcr.io/pulp-platform/deeploy:main",
+  "name": "deeploy_main",
+  "customizations": {
+    "vscode": {
+      "extensions": [
+        "ms-vscode.cpptools-extension-pack",
+        "twxs.cmake",
+        "josetr.cmake-language-support-vscode",
+        "ms-vscode.cmake-tools",
+        "ms-python.python",
+        "ms-vscode-remote.remote-containers",
+        "rioj7.command-variable"
+      ]
+    }
+  },
+  "mounts": [
+    {
+      "source": "${localWorkspaceFolder}",
+      "target": "/app/Deeploy",
+      "type": "bind"
+    }
+  ]
 }

.github/PULL_REQUEST_TEMPLATE.md

@@ -1,13 +1,13 @@
 Describe the intent of your PR here.
 
 ## Added
-- 
+-
 
 ## Changed
-- 
+-
 
 ## Fixed
-- 
+-
 
 ## PR Merge Checklist