Update Python bindings, docs, and release workflows #258

Workflow file for this run

.github/workflows/test-python-examples.yml at 1e5fc38

	name: Test Python Examples

	on:
	# Run on push to bindings/python/ directory
	push:
	paths:
	- 'bindings/python/**'
	- '.github/workflows/test-python-examples.yml'

	# Run on pull request affecting bindings/python/
	pull_request:
	paths:
	- 'bindings/python/**'
	- '.github/workflows/test-python-examples.yml'

	# Run after release workflow completes
	workflow_run:
	workflows: ["Release"]
	types: [completed]

	# Allow being called by other workflows (e.g., release workflow)
	workflow_call:
	inputs:
	examples:
	description: "Glob pattern(s) for examples to run (space-separated, relative to bindings/python/examples)."
	required: false
	type: string
	default: "0[1-9]_.py 1[0-6]_.py"
	build-version:
	description: "Override package version (PEP 440) for build.sh"
	required: false
	type: string

	# Allow manual trigger
	workflow_dispatch:
	inputs:
	examples:
	description: "Glob pattern(s) for examples to run (space-separated, relative to bindings/python/examples)."
	required: false
	default: "0[1-9]_.py 1[0-6]_.py"

	env:
	EXAMPLES: ${{ inputs.examples \|\| '0[1-9]_.py 1[0-6]_.py' }}

	permissions:
	contents: read

	jobs:
	# First job: Download ArcadeDB JARs (platform-agnostic)
	download-jars:
	name: Download ArcadeDB JARs
	runs-on: ubuntu-24.04
	steps:
	- name: Checkout code
	uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2

	- name: Set up Docker Buildx
	uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4.0.0

	- name: Download JARs from ArcadeDB Docker image
	shell: bash
	run: \|
	cd bindings/python

	# Detect ArcadeDB version from pom.xml (Docker format: X.Y.Z-SNAPSHOT)
	ARCADEDB_TAG=$(python3 extract_version.py --format=docker)
	echo "📌 ArcadeDB version: $ARCADEDB_TAG"

	# Download JARs from official Docker image
	echo "📦 Downloading JARs from arcadedata/arcadedb:$ARCADEDB_TAG..."

	# Create output directory
	mkdir -p src/arcadedb_embedded/jars

	# Create a temporary container and copy JARs from it
	CONTAINER_ID=$(docker create arcadedata/arcadedb:$ARCADEDB_TAG)
	docker cp $CONTAINER_ID:/home/arcadedb/lib/. src/arcadedb_embedded/jars/
	docker rm $CONTAINER_ID

	echo "✅ Downloaded $(ls -1 src/arcadedb_embedded/jars/*.jar \| wc -l) JARs"

	- name: Remove excluded JARs
	shell: bash
	run: \|
	cd bindings/python

	JARS_DIR="src/arcadedb_embedded/jars"
	EXCLUSIONS_FILE="jar_exclusions.txt"

	if [[ -f "$EXCLUSIONS_FILE" ]]; then
	echo "🗑️ Removing excluded JARs from jar_exclusions.txt..."
	EXCLUSION_COUNT=0

	while IFS= read -r pattern \|\| [[ -n "$pattern" ]]; do
	# Skip empty lines and comments
	if [[ -n "$pattern" ]] && [[ ! "$pattern" =~ ^# ]]; then
	echo " Processing pattern: $pattern"

	# Remove matching JARs
	for jar in "$JARS_DIR"/$pattern; do
	if [[ -f "$jar" ]]; then
	rm -f "$jar"
	echo " - Removed: $(basename "$jar")"
	EXCLUSION_COUNT=$((EXCLUSION_COUNT + 1))
	fi
	done
	fi
	done < "$EXCLUSIONS_FILE"

	JAR_COUNT_AFTER=$(ls -1 "$JARS_DIR"/*.jar 2>/dev/null \| wc -l)
	echo "✅ Removed $EXCLUSION_COUNT JAR(s), $JAR_COUNT_AFTER remaining"
	else
	echo "⚠️ No jar_exclusions.txt found, skipping exclusions"
	fi

	- name: Upload filtered JARs as artifact
	uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
	with:
	name: arcadedb-jars-examples
	path: bindings/python/src/arcadedb_embedded/jars/*.jar
	retention-days: 1

	# Second job: Test examples on each platform
	test-examples:
	name: Test Python Examples (${{ matrix.platform }}, Python ${{ matrix.python-version }})
	runs-on: ${{ matrix.runs-on }}
	needs: download-jars
	env:
	BUILD_VERSION: ${{ inputs.build-version }}
	strategy:
	fail-fast: false
	matrix:
	python-version:
	- '3.10'
	- '3.11'
	- '3.12'
	- '3.13'
	- '3.14'
	# Temporarily limit to four platforms (skip macOS x86_64, Windows ARM64)
	# platform: ['linux/amd64', 'linux/arm64', 'darwin/amd64', 'darwin/arm64', 'windows/amd64', 'windows/arm64']
	platform: ['linux/amd64', 'linux/arm64', 'darwin/arm64', 'windows/amd64']
	include:
	- platform: linux/amd64
	runs-on: ubuntu-24.04
	- platform: linux/arm64
	runs-on: ubuntu-24.04-arm
	- platform: darwin/arm64
	runs-on: macos-15
	- platform: windows/amd64
	runs-on: windows-2025
	# - platform: darwin/amd64
	# runs-on: macos-15-intel
	# - platform: windows/arm64
	# runs-on: windows-11-arm
	# macOS x86_64 and Windows ARM64 temporarily disabled

	steps:
	- name: Checkout code
	uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2

	- name: Download JARs artifact
	uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
	with:
	name: arcadedb-jars-examples
	path: bindings/python/src/arcadedb_embedded/jars

	- name: Set up Java (for native builds on macOS/Windows)
	if: matrix.platform != 'linux/amd64' && matrix.platform != 'linux/arm64'
	uses: actions/setup-java@be666c2fcd27ec809703dec50e508c2fdc7f6654 # v5.2.0
	with:
	distribution: 'corretto'
	java-version: '25'

	- name: Set up Docker Buildx (Linux only)
	if: matrix.platform == 'linux/amd64' \|\| matrix.platform == 'linux/arm64'
	uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4.0.0

	- name: Set up Python
	uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
	with:
	python-version: ${{ matrix.python-version }}

	- name: Setup UV package manager
	shell: bash
	run: \|
	curl -LsSf https://astral.sh/uv/install.sh \| sh
	echo "$HOME/.local/bin" >> "$GITHUB_PATH"
	export PATH="$HOME/.local/bin:$PATH"
	uv --version

	- name: Install Python build dependencies
	shell: bash
	run: \|
	uv pip install --system build wheel setuptools

	# Windows currently enabled, no symlink needed
	# - name: Create python3 symlink (Windows only)
	# if: matrix.platform == 'windows/amd64' \|\| matrix.platform == 'windows/arm64'
	# shell: bash
	# run: \|
	# PYTHON_DIR=$(dirname "$(which python)")
	# ln -s "$PYTHON_DIR/python.exe" "$PYTHON_DIR/python3.exe" \|\| true
	# python3 --version

	- name: Build arcadedb-embedded (${{ matrix.platform }})
	shell: bash
	run: \|
	cd bindings/python
	echo "🔨 Building arcadedb-embedded for ${{ matrix.platform }} with Python ${{ matrix.python-version }}..."
	./build.sh ${{ matrix.platform }} ${{ matrix.python-version }}

	# Note: Java is NOT required - arcadedb-embedded has bundled JRE!

	- name: Install ArcadeDB Python bindings
	shell: bash
	run: \|
	cd bindings/python
	uv pip install --system dist/embed.whl

	- name: Install example dependencies
	shell: bash
	run: \|
	# Install dependencies needed by examples
	# PyTorch is required by sentence-transformers, even on macOS
	# For Python 3.13+, wheels might only be on PyTorch official index
	if [[ "$OSTYPE" == "darwin"* ]]; then
	# macOS: Install CPU-only PyTorch (supports MPS acceleration)
	uv pip install --system torch --index-url https://download.pytorch.org/whl/cpu
	uv pip install --system "numpy<2.0" requests sentence-transformers
	else
	# Linux & Windows: Install CPU-only PyTorch to save space (avoid CUDA)
	uv pip install --system torch --index-url https://download.pytorch.org/whl/cpu
	uv pip install --system numpy requests sentence-transformers
	fi

	- name: Download datasets
	shell: bash
	run: \|
	uv pip install --system tqdm py7zr lxml
	cd bindings/python/examples

	# Determine which examples are selected
	examples=$(ls $EXAMPLES 2>/dev/null \|\| true)

	if echo "$examples" \| grep -qE '(^\|[[:space:]])(04_csv_import_documents\|05_csv_import_graph\|06_vector_search_recommendations)\.py([[:space:]]\|$)'; then
	echo "📥 Downloading MovieLens Small dataset..."
	python3 download_data.py movielens-small
	fi

	if echo "$examples" \| grep -qE '(^\|[[:space:]])(07_stackoverflow_tables_oltp\|08_stackoverflow_tables_olap\|09_stackoverflow_graph_oltp\|10_stackoverflow_graph_olap\|13_stackoverflow_hybrid_queries)\.py([[:space:]]\|$)'; then
	echo "📥 Downloading Stack Overflow Tiny dataset (no vectors)..."
	python3 download_data.py stackoverflow-tiny --no-vectors
	fi

	if echo "$examples" \| grep -qE '(^\|[[:space:]])(11_vector_index_build\|12_vector_search)\.py([[:space:]]\|$)'; then
	echo "📥 Downloading Stack Overflow Tiny dataset (with vectors)..."
	python3 download_data.py stackoverflow-tiny
	fi

	- name: Install timeout command (macOS only)
	if: matrix.platform == 'darwin/amd64' \|\| matrix.platform == 'darwin/arm64'
	shell: bash
	run: \|
	# macOS doesn't have timeout command by default, use coreutils
	brew install coreutils

	- name: Set UTF-8 encoding (Windows only)
	if: matrix.platform == 'windows/amd64' \|\| matrix.platform == 'windows/arm64'
	shell: bash
	run: \|
	echo "PYTHONIOENCODING=utf-8" >> $GITHUB_ENV
	echo "PYTHONUTF8=1" >> $GITHUB_ENV

	- name: Run all examples
	id: run_examples
	shell: bash
	run: \|
	cd bindings/python/examples

	echo "🚀 Running Python Examples..."
	echo ""

	# Initialize counters
	total=0
	passed=0
	failed=0
	skipped=0

	# Create results file
	results_file="example-results.txt"
	> $results_file

	# Select example files by pattern(s) in EXAMPLES (space-separated globs)
	examples=$(ls $EXAMPLES 2>/dev/null \| sort)

	if [ -z "$examples" ]; then
	echo "❌ No example files found!"
	exit 1
	fi

	# Detect timeout command (macOS uses gtimeout, Linux uses timeout)
	if command -v gtimeout &> /dev/null; then
	TIMEOUT_CMD="gtimeout"
	else
	TIMEOUT_CMD="timeout"
	fi

	# Run each example
	for example in $examples; do
	total=$((total + 1))

	# Set example-specific parameters and timeout
	case "$example" in
	"04_csv_import_documents.py")
	example_args="--dataset movielens-small --export"
	example_name="$example (movielens-small dataset with export)"
	timeout_duration=900 # 15 minutes
	example_jvm_args="-Xmx8g -Xms8g"
	;;
	"05_csv_import_graph.py")
	example_args="--dataset movielens-small --method sql --import-jsonl ./exports/movielens_small_db.jsonl.tgz --export"
	example_name="$example (movielens-small dataset, embedded sql method, import/export)"
	timeout_duration=900 # 15 minutes
	example_jvm_args=""
	;;
	"06_vector_search_recommendations.py")
	example_args="--import-jsonl ./exports/movielens_graph_small_db.jsonl.tgz"
	example_name="$example (vector search, import from JSONL)"
	timeout_duration=900 # 15 minutes
	example_jvm_args=""
	;;
	"07_stackoverflow_tables_oltp.py")
	example_args="--dataset stackoverflow-tiny --db arcadedb_sql --threads 1 --transactions 1000 --batch-size 500 --mem-limit 2g --run-label ci07"
	example_name="$example (stackoverflow-tiny, arcadedb_sql, minimal oltp)"
	timeout_duration=900
	example_jvm_args=""
	;;
	"08_stackoverflow_tables_olap.py")
	example_args="--dataset stackoverflow-tiny --db arcadedb_sql --threads 1 --batch-size 500 --query-runs 1 --query-order fixed --mem-limit 2g --run-label ci08"
	example_name="$example (stackoverflow-tiny, arcadedb_sql, minimal olap)"
	timeout_duration=900
	example_jvm_args=""
	;;
	"09_stackoverflow_graph_oltp.py")
	example_args="--dataset stackoverflow-tiny --db arcadedb_cypher --threads 1 --transactions 1000 --batch-size 500 --mem-limit 2g --run-label ci09"
	example_name="$example (stackoverflow-tiny graph oltp, arcadedb cypher, minimal)"
	timeout_duration=900
	example_jvm_args=""
	;;
	"10_stackoverflow_graph_olap.py")
	example_args="--dataset stackoverflow-tiny --db arcadedb_cypher --threads 1 --batch-size 500 --query-runs 1 --query-order fixed --mem-limit 2g --run-label ci10"
	example_name="$example (stackoverflow-tiny graph olap, arcadedb cypher, minimal)"
	timeout_duration=900
	example_jvm_args=""
	;;
	"11_vector_index_build.py")
	example_args="--backend arcadedb_sql --dataset stackoverflow-tiny --threads 1 --mem-limit 2g --batch-size 500 --max-connections 16 --beam-width 100 --quantization NONE --run-label ci11_arcadedb_sql"
	example_name="$example (vector build, arcadedb_sql backend, minimal)"
	timeout_duration=1200
	example_jvm_args=""
	;;
	"12_vector_search.py")
	db_path=$(find ./my_test_databases -maxdepth 1 -type d -name 'backend=arcadedb_sql_dataset=stackoverflow-tiny_*run=ci11_arcadedb_sql' \| head -n 1)
	if [ -z "$db_path" ]; then
	echo "❌ Missing build output for 12_vector_search.py. Ensure 11_vector_index_build.py ran first." \| tee -a $results_file
	failed=$((failed + 1))
	echo ""
	continue
	fi
	example_args="--backend arcadedb_sql --dataset stackoverflow-tiny --db-path $db_path --overquery-factors 1 --k 10 --query-limit 100 --query-runs 1 --query-order fixed --threads 1 --mem-limit 2g --run-label ci12_arcadedb_sql"
	example_name="$example (vector search, arcadedb_sql backend, minimal)"
	timeout_duration=1200
	example_jvm_args=""
	;;
	"13_stackoverflow_hybrid_queries.py")
	example_args="--dataset stackoverflow-tiny --batch-size 500 --encode-batch-size 64 --top-k 5 --candidate-limit 100 --min-reputation 100 --infer-sample-limit 5000 --run-label ci13"
	example_name="$example (hybrid pipeline, tiny + minimal limits)"
	timeout_duration=1800
	example_jvm_args=""
	;;
	"14_lifecycle_timing.py")
	example_args="--runs 1 --table-records 2000 --graph-vertices 500 --vector-records 500 --vector-dimensions 32 --query-runs 10 --jvm-heap 4g"
	example_name="$example (lifecycle benchmark, minimal)"
	timeout_duration=900
	example_jvm_args=""
	;;
	"15_import_database_vs_transactional_table_ingest.py")
	example_args="--rows-per-table 2000 --tables 2 --columns 6 --string-size 32 --batch-size 500 --async-parallel 1 --parallel 1 --heap-size 4g --work-dir ./my_test_databases/import_vs_txn_dummy_ci"
	example_name="$example (table ingest benchmark, minimal)"
	timeout_duration=1200
	example_jvm_args=""
	;;
	"16_import_database_vs_transactional_graph_ingest.py")
	example_args="--vertices 2000 --edges 4000 --vertex-int-props 3 --vertex-str-props 2 --edge-int-props 1 --edge-str-props 1 --string-size 32 --batch-size 500 --async-parallel 1 --parallel 1 --heap-size 4g --work-dir ./my_test_databases/import_vs_txn_graph_ci"
	example_name="$example (graph ingest benchmark, minimal)"
	timeout_duration=1200
	example_jvm_args=""
	;;
	*)
	example_args=""
	example_name="$example"
	timeout_duration=900 # 15 minutes default
	example_jvm_args=""
	;;
	esac

	log_file="${example%.py}.log"

	echo "----------------------------------------"
	echo "📝 Running: $example_name"
	echo "----------------------------------------"

	# Run the example with appropriate parameters
	if [ -n "$example_jvm_args" ]; then
	if ARCADEDB_JVM_ARGS="$example_jvm_args" JAVA_TOOL_OPTIONS="" _JAVA_OPTIONS="" $TIMEOUT_CMD $timeout_duration python "$example" $example_args > "$log_file" 2>&1; then
	exit_code=0
	else
	exit_code=$?
	fi
	else
	if ARCADEDB_JVM_ARGS="" JAVA_TOOL_OPTIONS="" _JAVA_OPTIONS="" $TIMEOUT_CMD $timeout_duration python "$example" $example_args > "$log_file" 2>&1; then
	exit_code=0
	else
	exit_code=$?
	fi
	fi
	if [ $exit_code -eq 0 ]; then
	echo "✅ PASSED: $example_name" \| tee -a $results_file
	passed=$((passed + 1))
	else
	if [ $exit_code -eq 124 ]; then
	echo "⏱️ TIMEOUT: $example_name (exceeded $((timeout_duration/60)) minutes)" \| tee -a $results_file
	failed=$((failed + 1))
	else
	echo "❌ FAILED: $example_name (exit code: $exit_code)" \| tee -a $results_file
	failed=$((failed + 1))
	fi
	# Show last 20 lines of error log
	echo "Last 20 lines of output:"
	tail -n 20 "$log_file"
	fi
	echo ""
	done

	# Print summary
	echo "========================================"
	echo "📊 EXAMPLE TEST SUMMARY"
	echo "========================================"
	echo "Total: $total"
	echo "Passed: $passed ✅"
	echo "Failed: $failed ❌"
	echo "Skipped: $skipped ⏭️"
	echo "========================================"
	echo ""

	echo "Examples pattern(s): $EXAMPLES"

	# Output to GitHub Actions
	echo "total=$total" >> $GITHUB_OUTPUT
	echo "passed=$passed" >> $GITHUB_OUTPUT
	echo "failed=$failed" >> $GITHUB_OUTPUT
	echo "skipped=$skipped" >> $GITHUB_OUTPUT

	# Show detailed results
	echo "Detailed Results:"
	cat $results_file

	# Exit with error if any failed
	if [ $failed -gt 0 ]; then
	echo "❌ Some examples failed!"
	exit 1
	else
	echo "✅ All examples passed!"
	fi

	# Save list of examples for summary
	echo "$examples" > examples-ran.txt

	- name: Generate test summary
	if: always()
	shell: bash
	run: \|
	cd bindings/python/examples

	echo "## 🎮 Python Examples Test Results (${{ matrix.platform }})" >> $GITHUB_STEP_SUMMARY
	echo "" >> $GITHUB_STEP_SUMMARY

	total="${{ steps.run_examples.outputs.total \|\| '0' }}"
	passed="${{ steps.run_examples.outputs.passed \|\| '0' }}"
	failed="${{ steps.run_examples.outputs.failed \|\| '0' }}"

	if [ "${{ steps.run_examples.outcome }}" = "success" ]; then
	echo "✅ Status: ALL EXAMPLES PASSED ($passed/$total)" >> $GITHUB_STEP_SUMMARY
	else
	echo "❌ Status: SOME EXAMPLES FAILED ($passed/$total passed)" >> $GITHUB_STEP_SUMMARY
	fi

	echo "" >> $GITHUB_STEP_SUMMARY
	echo "### Summary" >> $GITHUB_STEP_SUMMARY
	echo "" >> $GITHUB_STEP_SUMMARY
	echo "\| Metric \| Count \|" >> $GITHUB_STEP_SUMMARY
	echo "\|--------\|------:\|" >> $GITHUB_STEP_SUMMARY
	echo "\| 📝 Total \| $total \|" >> $GITHUB_STEP_SUMMARY
	echo "\| ✅ Passed \| $passed \|" >> $GITHUB_STEP_SUMMARY
	echo "\| ❌ Failed \| $failed \|" >> $GITHUB_STEP_SUMMARY
	echo "\| ⏭️ Skipped \| ${{ steps.run_examples.outputs.skipped \|\| '0' }} \|" >> $GITHUB_STEP_SUMMARY
	echo "" >> $GITHUB_STEP_SUMMARY

	# Add detailed results if available
	if [ -f example-results.txt ]; then
	echo "### Detailed Results" >> $GITHUB_STEP_SUMMARY
	echo "" >> $GITHUB_STEP_SUMMARY
	echo "\`\`\`" >> $GITHUB_STEP_SUMMARY
	cat example-results.txt >> $GITHUB_STEP_SUMMARY
	echo "\`\`\`" >> $GITHUB_STEP_SUMMARY
	fi

	echo "" >> $GITHUB_STEP_SUMMARY
	echo "### Examples Tested" >> $GITHUB_STEP_SUMMARY
	echo "" >> $GITHUB_STEP_SUMMARY
	echo "Pattern(s): $EXAMPLES" >> $GITHUB_STEP_SUMMARY
	echo "" >> $GITHUB_STEP_SUMMARY
	if [ -f examples-ran.txt ]; then
	while IFS= read -r example; do
	[ -n "$example" ] && echo "- $example" >> $GITHUB_STEP_SUMMARY
	done < examples-ran.txt
	fi
	echo "" >> $GITHUB_STEP_SUMMARY

	- name: Upload example logs
	if: always()
	uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
	with:
	name: example-logs-${{ matrix.platform == 'linux/amd64' && 'linux-amd64' \|\| matrix.platform == 'linux/arm64' && 'linux-arm64' \|\| matrix.platform == 'darwin/amd64' && 'darwin-amd64' \|\| matrix.platform == 'darwin/arm64' && 'darwin-arm64' \|\| matrix.platform == 'windows/amd64' && 'windows-amd64' \|\| 'windows-arm64' }}-py${{ matrix.python-version }}
	path: \|
	bindings/python/examples/*.log
	bindings/python/examples/example-results.txt
	retention-days: 7

	- name: Upload example databases
	if: failure()
	uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
	with:
	name: example-databases-${{ matrix.platform == 'linux/amd64' && 'linux-amd64' \|\| matrix.platform == 'linux/arm64' && 'linux-arm64' \|\| matrix.platform == 'darwin/amd64' && 'darwin-amd64' \|\| matrix.platform == 'darwin/arm64' && 'darwin-arm64' \|\| matrix.platform == 'windows/amd64' && 'windows-amd64' \|\| 'windows-arm64' }}-py${{ matrix.python-version }}
	path: bindings/python/examples/my_test_databases/
	retention-days: 3

	# Summary job that checks all platforms
	test-examples-summary:
	name: Examples Test Summary
	needs: test-examples
	runs-on: ubuntu-latest
	if: always()
	steps:
	- name: Check test results
	shell: bash
	run: \|
	echo "## 🎯 Overall Examples Test Summary" >> $GITHUB_STEP_SUMMARY
	echo "" >> $GITHUB_STEP_SUMMARY

	if [ "${{ needs.test-examples.result }}" = "success" ]; then
	echo "✅ All platforms passed example testing!" >> $GITHUB_STEP_SUMMARY
	echo "" >> $GITHUB_STEP_SUMMARY
	echo "All examples ran successfully across all enabled platforms." >> $GITHUB_STEP_SUMMARY
	echo "" >> $GITHUB_STEP_SUMMARY
	echo "Platforms tested: linux/amd64, linux/arm64, darwin/arm64, windows/amd64" >> $GITHUB_STEP_SUMMARY
	else
	echo "❌ Some platforms failed example testing" >> $GITHUB_STEP_SUMMARY
	echo "" >> $GITHUB_STEP_SUMMARY
	echo "Please check the individual platform jobs for details." >> $GITHUB_STEP_SUMMARY
	exit 1
	fi

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Update Python bindings, docs, and release workflows #258

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Update Python bindings, docs, and release workflows #258

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