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fix: replace fake ML predictions with real model inference #31

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fix: replace fake ML predictions with real model inference

fix: replace fake ML predictions with real model inference #31

Workflow file for this run

.github/workflows/ci.yml at 1502ae0
# ============================================================================
# SDR-O-RAN Platform - GitHub Actions CI Workflow
# ============================================================================
# Version: 2.1.0 (Simplified)
# Date: 2025-10-27
# Author: thc1006@ieee.org
#
# Workflow Features:
# - Code quality and linting
# - Python unit tests
# - Docker image building for API Gateway
# - Security scanning with Trivy
# - Post-Quantum Cryptography validation
# ============================================================================
name: SDR Platform CI
on:
push:
branches:
- main
- develop
- 'release/**'
paths-ignore:
- '**.md'
- 'docs/**'
- '.gitignore'
- '02-Technical-Specifications/**'
- '06-References/**'
pull_request:
branches:
- main
- develop
paths-ignore:
- '**.md'
- 'docs/**'
workflow_dispatch:
# ============================================================================
# Environment Variables
# ============================================================================
env:
# Docker Configuration
DOCKER_BUILDKIT: 1
# Container Registry
REGISTRY: ghcr.io
IMAGE_PREFIX: ${{ github.repository }}
# Python Configuration
PYTHON_VERSION: '3.11'
# ============================================================================
# Concurrency - Cancel in-progress runs on same branch
# ============================================================================
concurrency:
group: ${{ github.workflow }}-${{ github.ref }}
cancel-in-progress: true
# ============================================================================
# Jobs
# ============================================================================
jobs:
# ==========================================================================
# Job 1: Code Quality & Linting
# ==========================================================================
lint-and-validate:
name: Code Quality Checks
runs-on: ubuntu-latest
permissions:
contents: read
steps:
- name: Checkout code
uses: actions/checkout@v4
with:
fetch-depth: 0
- name: Setup Python
uses: actions/setup-python@v5
with:
python-version: ${{ env.PYTHON_VERSION }}
cache: 'pip'
- name: Install linting tools
run: |
pip install --upgrade pip
pip install black isort pylint bandit[toml]
- name: Run Black formatter check
run: |
black --check --diff 03-Implementation/ || echo "Black formatting issues found"
continue-on-error: true
- name: Run isort import sorter check
run: |
isort --check-only --diff 03-Implementation/ || echo "Import sorting issues found"
continue-on-error: true
- name: Run Pylint (non-blocking)
run: |
find 03-Implementation -name "*.py" -type f | xargs pylint --exit-zero || true
continue-on-error: true
- name: Run Bandit security linter
run: |
bandit -r 03-Implementation/ -f json -o bandit-report.json || true
continue-on-error: true
- name: Check for secrets with Gitleaks
uses: gitleaks/gitleaks-action@v2
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
continue-on-error: true
# ==========================================================================
# Job 2: Python Unit Tests
# ==========================================================================
test-python:
name: Python Unit Tests
runs-on: ubuntu-latest
needs: lint-and-validate
permissions:
contents: read
steps:
- name: Checkout code
uses: actions/checkout@v4
- name: Setup Python
uses: actions/setup-python@v5
with:
python-version: ${{ env.PYTHON_VERSION }}
cache: 'pip'
- name: Install test dependencies
run: |
pip install --upgrade pip
# Core test framework
pip install pytest pytest-cov pytest-asyncio pytest-mock
# NTN simulation stack (subset; tensorflow/sionna are GPU-only,
# installed separately in GPU runners if needed)
pip install numpy scipy matplotlib requests
pip install torch --index-url https://download.pytorch.org/whl/cpu
pip install gymnasium
# passlib argon2 backend (required by api-gateway at import time)
pip install argon2-cffi
# redis client (imported at module level by drl_trainer.py)
pip install redis
# API gateway deps (note: fastapi==0.109.0 requires starlette<0.36;
# test_api_gateway.py is excluded from unit tests to avoid version conflicts)
if [ -f 03-Implementation/sdr-platform/api-gateway/requirements.txt ]; then
pip install -r 03-Implementation/sdr-platform/api-gateway/requirements.txt || true
fi
- name: Run Python syntax check
run: |
find 03-Implementation -name "*.py" -type f \
! -path "*/__pycache__/*" \
! -path "*/OpenNTN/*" \
| xargs python -m py_compile
- name: Run unit tests
run: |
# Scope to tests/unit/ only — tests scattered under 03-Implementation/
# use local-directory imports and are not runnable from the repo root.
# Infrastructure / integration tests require external services (redis,
# kubernetes, xapp_sdk) that are not available in the CI runner.
# test_api_gateway.py excluded: fastapi==0.109.0 requires starlette<0.36
# which conflicts with the broader dep set used here.
pytest tests/unit/ \
--ignore=tests/unit/test_api_gateway.py \
--cov=03-Implementation/ai-ml-pipeline/training \
--cov=03-Implementation/integration/sdr-oran-connector \
--cov=03-Implementation/ric-platform/e2-interface \
--cov-report=xml \
--cov-report=term-missing \
--cov-report=html \
--cov-fail-under=10 \
-v
- name: Run NTN simulation tests
run: |
# NTN simulation tests use package-relative imports (from rl_power.ntn_env
# import ...) so they must run from the ntn-simulation parent directory.
cd 03-Implementation/ntn-simulation
pytest rl_power/tests/ ml_handover/tests/ \
--tb=short -q \
--no-header \
--ignore=ml_handover/tests/test_lstm_model.py \
--ignore=ml_handover/tests/test_trainer.py \
|| true
continue-on-error: true
- name: Upload coverage reports
if: always()
uses: actions/upload-artifact@v4
with:
name: coverage-reports
path: |
coverage.xml
htmlcov/
retention-days: 30
- name: Upload test results
if: always()
uses: actions/upload-artifact@v4
with:
name: pytest-results
path: |
.pytest_cache/
*.xml
retention-days: 7
# ==========================================================================
# Job 3: PQC Cryptography Validation
# ==========================================================================
test-pqc:
name: Post-Quantum Cryptography Tests
runs-on: ubuntu-latest
needs: lint-and-validate
steps:
- name: Checkout code
uses: actions/checkout@v4
- name: Setup Python
uses: actions/setup-python@v5
with:
python-version: ${{ env.PYTHON_VERSION }}
- name: Install PQC libraries
run: |
pip install --upgrade pip
pip install pqcrypto cryptography
- name: Validate NIST PQC compliance
run: |
echo "Validating NIST PQC standards compliance..."
python -c "
try:
from pqcrypto.kem.kyber1024 import generate_keypair as kyber_gen
from pqcrypto.sign.dilithium5 import generate_keypair as dilithium_gen
# Test Kyber1024 (NIST Level 3)
pk, sk = kyber_gen()
assert len(pk) == 1568, 'Kyber1024 public key must be 1568 bytes'
print('✓ Kyber1024 NIST Level 3 compliant')
# Test Dilithium5 (NIST Level 5)
pk, sk = dilithium_gen()
assert len(pk) == 2592, 'Dilithium5 public key must be 2592 bytes'
print('✓ Dilithium5 NIST Level 5 compliant')
print('✅ All PQC algorithms NIST compliant')
except ImportError as e:
print(f'⚠️ PQC library import issue: {e}')
print('Note: pqcrypto package structure may have changed.')
print('Checking if cryptography library is available...')
import cryptography
print(f'✓ Cryptography library available: {cryptography.__version__}')
print('PQC validation skipped - library structure needs updating')
"
continue-on-error: true
- name: Test quantum_safe_crypto.py
run: |
if [ -f 03-Implementation/security/pqc/quantum_safe_crypto.py ]; then
python 03-Implementation/security/pqc/quantum_safe_crypto.py || echo "PQC script execution completed"
fi
continue-on-error: true
# ==========================================================================
# Job 4: Build API Gateway Docker Image
# ==========================================================================
build-api-gateway:
name: Build API Gateway Image
runs-on: ubuntu-latest
needs: [lint-and-validate, test-python]
permissions:
contents: read
packages: write
steps:
- name: Checkout code
uses: actions/checkout@v4
- name: Set up Docker Buildx
uses: docker/setup-buildx-action@v3
- name: Log in to GitHub Container Registry
uses: docker/login-action@v3
with:
registry: ${{ env.REGISTRY }}
username: ${{ github.actor }}
password: ${{ secrets.GITHUB_TOKEN }}
- name: Extract metadata
id: meta
uses: docker/metadata-action@v5
with:
images: ${{ env.REGISTRY }}/${{ env.IMAGE_PREFIX }}/api-gateway
tags: |
type=ref,event=branch
type=ref,event=pr
type=sha
type=raw,value=latest,enable={{is_default_branch}}
- name: Build and push Docker image
uses: docker/build-push-action@v5
with:
context: 03-Implementation/sdr-platform/api-gateway
file: 03-Implementation/sdr-platform/api-gateway/Dockerfile
push: true
tags: ${{ steps.meta.outputs.tags }}
labels: ${{ steps.meta.outputs.labels }}
cache-from: type=gha
cache-to: type=gha,mode=max
platforms: linux/amd64
# ==========================================================================
# Job 5: Security Scanning
# ==========================================================================
security-scan:
name: Security Scanning
runs-on: ubuntu-latest
needs: build-api-gateway
permissions:
contents: read
security-events: write
packages: read
steps:
- name: Checkout code
uses: actions/checkout@v4
- name: Run Trivy vulnerability scanner on image
uses: aquasecurity/trivy-action@master
with:
image-ref: ${{ env.REGISTRY }}/${{ env.IMAGE_PREFIX }}/api-gateway:${{ github.sha }}
format: 'sarif'
output: 'trivy-results.sarif'
severity: 'CRITICAL,HIGH'
continue-on-error: true
- name: Upload Trivy results to GitHub Security
uses: github/codeql-action/upload-sarif@v3
if: always() && hashFiles('trivy-results.sarif') != ''
with:
sarif_file: 'trivy-results.sarif'
continue-on-error: true
- name: Run Trivy on codebase
uses: aquasecurity/trivy-action@master
with:
scan-type: 'fs'
scan-ref: '03-Implementation/'
format: 'table'
severity: 'CRITICAL,HIGH'
continue-on-error: true
# ==========================================================================
# Job 6: Validate Infrastructure as Code
# ==========================================================================
validate-iac:
name: Validate Terraform
runs-on: ubuntu-latest
permissions:
contents: read
steps:
- name: Checkout code
uses: actions/checkout@v4
- name: Setup Terraform
uses: hashicorp/setup-terraform@v3
with:
terraform_version: 1.5.0
- name: Terraform Format Check
run: |
if [ -d 04-Deployment/infrastructure ]; then
cd 04-Deployment/infrastructure
terraform fmt -check -recursive || echo "Terraform formatting issues found"
fi
continue-on-error: true
- name: Terraform Init and Validate
run: |
if [ -d 04-Deployment/infrastructure ]; then
cd 04-Deployment/infrastructure
terraform init -backend=false
terraform validate
else
echo "No Terraform infrastructure directory found, skipping"
fi
# ==========================================================================
# Job 7: Performance Benchmarks
# ==========================================================================
performance-benchmarks:
name: Performance Benchmarks
runs-on: ubuntu-latest
needs: test-python
permissions:
contents: read
steps:
- name: Checkout code
uses: actions/checkout@v4
- name: Setup Python
uses: actions/setup-python@v5
with:
python-version: ${{ env.PYTHON_VERSION }}
cache: 'pip'
- name: Install dependencies
run: |
pip install --upgrade pip
pip install pytest pytest-benchmark
if [ -f 03-Implementation/sdr-platform/api-gateway/requirements.txt ]; then
pip install -r 03-Implementation/sdr-platform/api-gateway/requirements.txt
fi
- name: Generate gRPC stubs
run: |
cd 03-Implementation/integration/sdr-oran-connector
python -m grpc_tools.protoc -I./proto --python_out=. --grpc_python_out=. proto/sdr_oran.proto
- name: Run performance benchmarks
run: |
pytest tests/performance/ -v --tb=short
- name: Upload benchmark results
if: always()
uses: actions/upload-artifact@v4
with:
name: performance-results
path: |
.pytest_cache/
retention-days: 30
# ============================================================================
# End of GitHub Actions Workflow
# ============================================================================