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# Module 9: Production GPU Programming
# Makefile for enterprise-grade GPU application examples
# Compiler settings
NVCC = nvcc
HIPCC = hipcc
CXX = g++
# GPU vendor detection
NVIDIA_GPU := $(shell nvidia-smi > /dev/null 2>&1 && echo 1 || echo 0)
AMD_GPU := $(shell rocm-smi > /dev/null 2>&1 && echo 1 || echo 0)
# Determine build target based on GPU vendor
ifeq ($(NVIDIA_GPU),1)
BUILD_CUDA = 1
BUILD_HIP = 0
GPU_VENDOR = NVIDIA
else ifeq ($(AMD_GPU),1)
BUILD_CUDA = 0
BUILD_HIP = 1
GPU_VENDOR = AMD
else
BUILD_CUDA = 0
BUILD_HIP = 0
GPU_VENDOR = NONE
endif
# Compiler flags for professional applications
CUDA_FLAGS = -std=c++17 -O3 -arch=sm_70 -lineinfo --use_fast_math -DPRODUCTION_BUILD
CUDA_DEBUG_FLAGS = -std=c++17 -g -G -arch=sm_70 -DDEBUG_BUILD
HIP_FLAGS = -std=c++17 -O3 -ffast-math -DPRODUCTION_BUILD
HIP_DEBUG_FLAGS = -std=c++17 -g -DDEBUG_BUILD
CXX_FLAGS = -std=c++17 -O3 -DPRODUCTION_BUILD
# Library flags for production dependencies
CUDA_LIBS = -lcublas -lcurand -lcufft
HIP_LIBS = -lrocblas -lrocrand -lrocfft -lrocm_smi64
COMMON_LIBS = -lpthread -ldl
# Optional libraries (check for availability)
OPTIONAL_CUDA_LIBS =
OPTIONAL_HIP_LIBS =
# Check for optional libraries only when building (not during clean)
ifneq ($(MAKECMDGOALS),clean)
# NVIDIA-specific library checks (only when building for NVIDIA GPUs)
ifeq ($(BUILD_CUDA),1)
# Check for NVML availability by trying to compile a simple test
ifeq ($(shell echo 'int main(){return 0;}' | $(CXX) -x c -lnvml - -o /dev/null 2>/dev/null && echo "found"), found)
OPTIONAL_CUDA_LIBS += -lnvml
CUDA_FLAGS += -DUSE_NVML
$(info NVML library found - enabling NVML support)
else
$(info NVML library not found - compiling without NVML support)
endif
# Check for cuDNN availability by trying to compile a simple test
ifeq ($(shell echo 'int main(){return 0;}' | $(CXX) -x c -lcudnn - -o /dev/null 2>/dev/null && echo "found"), found)
OPTIONAL_CUDA_LIBS += -lcudnn
CUDA_FLAGS += -DUSE_CUDNN
$(info cuDNN library found - enabling cuDNN support)
else
$(info cuDNN library not found - compiling without cuDNN support)
endif
endif
# AMD-specific library checks (only when building for AMD GPUs)
ifeq ($(BUILD_HIP),1)
# Check for MIOpen availability by trying to compile a simple test
ifeq ($(shell echo 'int main(){return 0;}' | $(CXX) -x c -lMIOpen - -o /dev/null 2>/dev/null && echo "found"), found)
OPTIONAL_HIP_LIBS += -lMIOpen
HIP_FLAGS += -DUSE_MIOPEN
$(info MIOpen library found - enabling MIOpen support)
else
$(info MIOpen library not found - compiling without MIOpen support)
endif
# Check for rocALUTION availability
ifeq ($(shell echo 'int main(){return 0;}' | $(CXX) -x c -lrocalution - -o /dev/null 2>/dev/null && echo "found"), found)
OPTIONAL_HIP_LIBS += -lrocalution
HIP_FLAGS += -DUSE_ROCALUTION
$(info rocALUTION library found - enabling rocALUTION support)
else
$(info rocALUTION library not found - compiling without rocALUTION support)
endif
endif
endif
# Directories
BUILD_DIR = build
PROFILE_DIR = profiles
DEPLOY_DIR = deploy
CONFIG_DIR = config
LOGS_DIR = logs
# Source files
CUDA_SOURCES = $(wildcard *_cuda.cu)
HIP_SOURCES = $(wildcard *_hip.cpp)
CPP_SOURCES = $(wildcard *_common.cpp)
# Target executables based on GPU vendor
ifeq ($(BUILD_CUDA),1)
ACTIVE_CUDA_TARGETS = $(CUDA_SOURCES:%.cu=$(BUILD_DIR)/%)
else
ACTIVE_CUDA_TARGETS =
endif
ifeq ($(BUILD_HIP),1)
ACTIVE_HIP_TARGETS = $(HIP_SOURCES:%.cpp=$(BUILD_DIR)/%)
else
ACTIVE_HIP_TARGETS =
endif
# Legacy target definitions (for compatibility)
CUDA_TARGETS = $(CUDA_SOURCES:%.cu=$(BUILD_DIR)/%)
HIP_TARGETS = $(HIP_SOURCES:%.cpp=$(BUILD_DIR)/%)
CPP_TARGETS = $(CPP_SOURCES:%.cpp=$(BUILD_DIR)/%)
# Default target - build only for detected GPU vendor
.PHONY: all
ifeq ($(BUILD_CUDA),1)
all: setup cuda common
else ifeq ($(BUILD_HIP),1)
all: setup hip common
else
all: setup common
endif
# Setup directories for production deployment
.PHONY: setup
setup:
@mkdir -p $(BUILD_DIR)
@mkdir -p $(PROFILE_DIR)
@mkdir -p $(DEPLOY_DIR)
@mkdir -p $(CONFIG_DIR)
@mkdir -p $(LOGS_DIR)
ifeq ($(GPU_VENDOR),NVIDIA)
@echo "✓ NVIDIA GPU detected - building CUDA examples"
else ifeq ($(GPU_VENDOR),AMD)
@echo "✓ AMD GPU detected - building HIP examples"
else
@echo "⚠ No compatible GPU detected - building CPU examples only"
endif
# Build CUDA production applications
.PHONY: cuda
ifeq ($(BUILD_CUDA),1)
cuda: setup $(ACTIVE_CUDA_TARGETS)
else
cuda: setup
@echo "ℹ Skipping CUDA build - no NVIDIA GPU detected"
endif
# Build HIP production applications
.PHONY: hip
ifeq ($(BUILD_HIP),1)
hip: setup $(ACTIVE_HIP_TARGETS)
else
hip: setup
@echo "ℹ Skipping HIP build - no AMD GPU detected"
endif
# Build common C++ applications
.PHONY: common
common: setup $(CPP_TARGETS)
# Conditional compilation rules based on GPU vendor
ifeq ($(BUILD_CUDA),1)
$(BUILD_DIR)/%_cuda: %_cuda.cu
@echo "Building CUDA production application: $@"
$(NVCC) $(CUDA_FLAGS) $< -o $@ $(CUDA_LIBS) $(OPTIONAL_CUDA_LIBS) $(COMMON_LIBS)
endif
ifeq ($(BUILD_HIP),1)
$(BUILD_DIR)/%_hip: %_hip.cpp
@echo "Building HIP production application: $@"
$(HIPCC) $(HIP_FLAGS) $< -o $@ $(HIP_LIBS) $(COMMON_LIBS)
endif
# Legacy compilation rules (for compatibility with explicit targets)
$(BUILD_DIR)/%_cuda: %_cuda.cu
@echo "Building CUDA production application: $@"
$(NVCC) $(CUDA_FLAGS) $< -o $@ $(CUDA_LIBS) $(OPTIONAL_CUDA_LIBS) $(COMMON_LIBS)
$(BUILD_DIR)/%_hip: %_hip.cpp
@echo "Building HIP production application: $@"
$(HIPCC) $(HIP_FLAGS) $< -o $@ $(HIP_LIBS) $(COMMON_LIBS)
# Individual C++ compilation
$(BUILD_DIR)/%_common: %_common.cpp
@echo "Building common production component: $@"
$(CXX) $(CXX_FLAGS) $< -o $@ $(COMMON_LIBS)
# Debug builds
.PHONY: debug
debug: CUDA_FLAGS = $(CUDA_DEBUG_FLAGS)
debug: HIP_FLAGS = $(HIP_DEBUG_FLAGS)
debug: CXX_FLAGS = -std=c++17 -g -DDEBUG_BUILD
debug: all
# Profile builds
.PHONY: profile
profile: CUDA_FLAGS += -lineinfo
profile: HIP_FLAGS += -g
profile: CXX_FLAGS += -g -pg
profile: all
@echo "Generating profile data..."
@mkdir -p $(PROFILE_DIR)
ifeq ($(BUILD_HIP),1)
@echo "Running HIP profiling..."
@for target in $(HIP_TARGETS); do \
if [ -f $$target ]; then \
echo "Profiling $$target..."; \
rocprofv3 --runtime-trace --output-format csv -d $(PROFILE_DIR) -o $$(basename $$target).csv -- $$target 2>/dev/null || echo "rocprofv3 completed"; \
fi; \
done
endif
ifeq ($(BUILD_CUDA),1)
@echo "Running CUDA profiling..."
@for target in $(CUDA_TARGETS); do \
if [ -f $$target ]; then \
echo "Profiling $$target..."; \
nsys profile --cuda-event-trace=false -o $(PROFILE_DIR)/$$(basename $$target).nsys-rep $$target 2>/dev/null || echo "nsys completed"; \
fi; \
done
endif
# Production builds with security hardening
.PHONY: production
production: CUDA_FLAGS += -DNDEBUG -Xptxas -O3 -DSECURITY_HARDENED
production: HIP_FLAGS += -DNDEBUG -DSECURITY_HARDENED
production: CXX_FLAGS += -DNDEBUG -fstack-protector-strong -D_FORTIFY_SOURCE=2 -DSECURITY_HARDENED
production: all
# Production application categories
.PHONY: architecture
architecture: setup
@if [ -f 01_architecture_cuda.cu ]; then $(NVCC) $(CUDA_FLAGS) 01_architecture_cuda.cu -o $(BUILD_DIR)/01_architecture_cuda $(CUDA_LIBS) $(COMMON_LIBS); fi
@if [ -f 01_architecture_hip.cpp ]; then $(HIPCC) $(HIP_FLAGS) 01_architecture_hip.cpp -o $(BUILD_DIR)/01_architecture_hip $(HIP_LIBS) $(COMMON_LIBS); fi
.PHONY: error_handling
error_handling: setup
@if [ -f 02_error_handling_cuda.cu ]; then $(NVCC) $(CUDA_FLAGS) 02_error_handling_cuda.cu -o $(BUILD_DIR)/02_error_handling_cuda $(CUDA_LIBS) $(COMMON_LIBS); fi
@if [ -f 02_error_handling_hip.cpp ]; then $(HIPCC) $(HIP_FLAGS) 02_error_handling_hip.cpp -o $(BUILD_DIR)/02_error_handling_hip $(HIP_LIBS) $(COMMON_LIBS); fi
.PHONY: deployment
deployment: setup
@if [ -f 03_deployment_cuda.cu ]; then $(NVCC) $(CUDA_FLAGS) 03_deployment_cuda.cu -o $(BUILD_DIR)/03_deployment_cuda $(CUDA_LIBS) $(COMMON_LIBS); fi
@if [ -f 03_deployment_hip.cpp ]; then $(HIPCC) $(HIP_FLAGS) 03_deployment_hip.cpp -o $(BUILD_DIR)/03_deployment_hip $(HIP_LIBS) $(COMMON_LIBS); fi
.PHONY: monitoring
monitoring: setup
@if [ -f 04_monitoring_cuda.cu ]; then $(NVCC) $(CUDA_FLAGS) 04_monitoring_cuda.cu -o $(BUILD_DIR)/04_monitoring_cuda $(CUDA_LIBS) $(COMMON_LIBS); fi
@if [ -f 04_monitoring_hip.cpp ]; then $(HIPCC) $(HIP_FLAGS) 04_monitoring_hip.cpp -o $(BUILD_DIR)/04_monitoring_hip $(HIP_LIBS) $(COMMON_LIBS); fi
.PHONY: scalability
scalability: setup
@if [ -f 05_scalability_cuda.cu ]; then $(NVCC) $(CUDA_FLAGS) 05_scalability_cuda.cu -o $(BUILD_DIR)/05_scalability_cuda $(CUDA_LIBS) $(COMMON_LIBS); fi
@if [ -f 05_scalability_hip.cpp ]; then $(HIPCC) $(HIP_FLAGS) 05_scalability_hip.cpp -o $(BUILD_DIR)/05_scalability_hip $(HIP_LIBS) $(COMMON_LIBS); fi
.PHONY: security
security: setup
@if [ -f 06_security_cuda.cu ]; then $(NVCC) $(CUDA_FLAGS) 06_security_cuda.cu -o $(BUILD_DIR)/06_security_cuda $(CUDA_LIBS) $(COMMON_LIBS); fi
@if [ -f 06_security_hip.cpp ]; then $(HIPCC) $(HIP_FLAGS) 06_security_hip.cpp -o $(BUILD_DIR)/06_security_hip $(HIP_LIBS) $(COMMON_LIBS); fi
# Production testing with comprehensive validation
.PHONY: test
test: all
@echo "Running Module 9 Production Application Tests..."
@for target in $(CUDA_TARGETS) $(HIP_TARGETS) $(CPP_TARGETS); do \
if [ -f $$target ]; then \
echo "Testing $$target..."; \
$$target --production-test 2>&1 | tee $(LOGS_DIR)/$$(basename $$target)_test.log; \
echo ""; \
fi; \
done
# Production readiness validation
.PHONY: test_production
test_production: production
@echo "Running production readiness tests..."
@echo "Production Test Results - $$(date)" > $(PROFILE_DIR)/production_test_results.txt
@echo "=================================" >> $(PROFILE_DIR)/production_test_results.txt
@for target in $(CUDA_TARGETS) $(HIP_TARGETS) $(CPP_TARGETS); do \
if [ -f $$target ]; then \
echo "Production test for $$target..." | tee -a $(PROFILE_DIR)/production_test_results.txt; \
$$target --production-validation 2>&1 | tee -a $(PROFILE_DIR)/production_test_results.txt; \
echo "" >> $(PROFILE_DIR)/production_test_results.txt; \
fi; \
done
# Load testing
.PHONY: load_test
load_test: production
@echo "Running load tests for production applications..."
@for target in $(CUDA_TARGETS) $(HIP_TARGETS); do \
if [ -f $$target ]; then \
echo "Load testing $$target..."; \
$$target --load-test --duration=300 --rps=1000 2>&1 | tee $(PROFILE_DIR)/$$(basename $$target)_load_test.txt; \
fi; \
done
# Security testing
.PHONY: security_test
security_test: production
@echo "Running security tests..."
@for target in $(CUDA_TARGETS) $(HIP_TARGETS) $(CPP_TARGETS); do \
if [ -f $$target ]; then \
echo "Security testing $$target..."; \
$$target --security-scan 2>&1 | tee $(PROFILE_DIR)/$$(basename $$target)_security.txt; \
fi; \
done
# Compliance testing
.PHONY: compliance_test
compliance_test: production
@echo "Running compliance tests..."
@for target in $(CUDA_TARGETS) $(HIP_TARGETS) $(CPP_TARGETS); do \
if [ -f $$target ]; then \
echo "Compliance testing $$target..."; \
$$target --compliance-check --standard=ISO27001 2>&1 | tee $(PROFILE_DIR)/$$(basename $$target)_compliance.txt; \
fi; \
done
# Disaster recovery testing
.PHONY: disaster_recovery_test
disaster_recovery_test: production
@echo "Running disaster recovery tests..."
@for target in $(CUDA_TARGETS) $(HIP_TARGETS); do \
if [ -f $$target ]; then \
echo "Disaster recovery testing $$target..."; \
$$target --disaster-recovery-test 2>&1 | tee $(PROFILE_DIR)/$$(basename $$target)_dr_test.txt; \
fi; \
done
# Production deployment preparation
.PHONY: package_production
package_production: production
@echo "Packaging production applications..."
@cp -r $(BUILD_DIR)/* $(DEPLOY_DIR)/
@echo "#!/bin/bash" > $(DEPLOY_DIR)/start.sh
@echo "# Production GPU Application Startup Script" >> $(DEPLOY_DIR)/start.sh
@echo "export CUDA_VISIBLE_DEVICES=0" >> $(DEPLOY_DIR)/start.sh
@echo "export HIP_VISIBLE_DEVICES=0" >> $(DEPLOY_DIR)/start.sh
@for target in $(CUDA_TARGETS) $(HIP_TARGETS); do \
if [ -f $$target ]; then \
echo "./$$(basename $$target) --production-mode &" >> $(DEPLOY_DIR)/start.sh; \
fi; \
done
@echo "wait" >> $(DEPLOY_DIR)/start.sh
@chmod +x $(DEPLOY_DIR)/start.sh
@echo "Production package ready in $(DEPLOY_DIR)/"
# Container builds for deployment
.PHONY: build_containers
build_containers: production
@echo "Building production containers..."
@if command -v docker > /dev/null 2>&1; then \
echo "FROM nvidia/cuda:11.8-runtime-ubuntu20.04" > $(DEPLOY_DIR)/Dockerfile.cuda; \
echo "COPY build/ /app/" >> $(DEPLOY_DIR)/Dockerfile.cuda; \
echo "WORKDIR /app" >> $(DEPLOY_DIR)/Dockerfile.cuda; \
echo "EXPOSE 8080" >> $(DEPLOY_DIR)/Dockerfile.cuda; \
echo "HEALTHCHECK --interval=30s --timeout=10s --start-period=60s --retries=3 CMD ./health_check" >> $(DEPLOY_DIR)/Dockerfile.cuda; \
echo "CMD [\"./start.sh\"]" >> $(DEPLOY_DIR)/Dockerfile.cuda; \
docker build -t gpu-production:cuda -f $(DEPLOY_DIR)/Dockerfile.cuda $(DEPLOY_DIR)/; \
else \
echo "Docker not available"; \
fi
# Kubernetes deployment manifests
.PHONY: k8s_manifests
k8s_manifests: production
@echo "Generating Kubernetes deployment manifests..."
@{ \
echo "apiVersion: apps/v1"; \
echo "kind: Deployment"; \
echo "metadata:"; \
echo " name: gpu-production-service"; \
echo " namespace: production"; \
echo "spec:"; \
echo " replicas: 3"; \
echo " strategy:"; \
echo " type: RollingUpdate"; \
echo " rollingUpdate:"; \
echo " maxSurge: 1"; \
echo " maxUnavailable: 0"; \
echo " selector:"; \
echo " matchLabels:"; \
echo " app: gpu-production-service"; \
echo " template:"; \
echo " metadata:"; \
echo " labels:"; \
echo " app: gpu-production-service"; \
echo " spec:"; \
echo " containers:"; \
echo " - name: gpu-service"; \
echo " image: gpu-production:latest"; \
echo " ports:"; \
echo " - containerPort: 8080"; \
echo " resources:"; \
echo " requests:"; \
echo " nvidia.com/gpu: 1"; \
echo " memory: 8Gi"; \
echo " cpu: 2"; \
echo " limits:"; \
echo " nvidia.com/gpu: 1"; \
echo " memory: 16Gi"; \
echo " cpu: 4"; \
echo " readinessProbe:"; \
echo " httpGet:"; \
echo " path: /health/ready"; \
echo " port: 8080"; \
echo " initialDelaySeconds: 30"; \
echo " livenessProbe:"; \
echo " httpGet:"; \
echo " path: /health/live"; \
echo " port: 8080"; \
echo " initialDelaySeconds: 60"; \
} > $(DEPLOY_DIR)/gpu-service-deployment.yaml
@echo "Kubernetes manifests generated in $(DEPLOY_DIR)/"
# Production monitoring setup
.PHONY: deploy_monitoring
deploy_monitoring: production
@echo "Setting up production monitoring..."
@echo "global:" > $(DEPLOY_DIR)/prometheus.yml
@echo " scrape_interval: 15s" >> $(DEPLOY_DIR)/prometheus.yml
@echo "" >> $(DEPLOY_DIR)/prometheus.yml
@echo "scrape_configs:" >> $(DEPLOY_DIR)/prometheus.yml
@echo " - job_name: 'gpu-applications'" >> $(DEPLOY_DIR)/prometheus.yml
@echo " static_configs:" >> $(DEPLOY_DIR)/prometheus.yml
@echo " - targets: ['localhost:9090']" >> $(DEPLOY_DIR)/prometheus.yml
@echo " metrics_path: /metrics" >> $(DEPLOY_DIR)/prometheus.yml
@echo " scrape_interval: 10s" >> $(DEPLOY_DIR)/prometheus.yml
@echo "{" > $(DEPLOY_DIR)/grafana-dashboard.json
@echo " \"dashboard\": {" >> $(DEPLOY_DIR)/grafana-dashboard.json
@echo " \"title\": \"GPU Production Applications\"," >> $(DEPLOY_DIR)/grafana-dashboard.json
@echo " \"panels\": [" >> $(DEPLOY_DIR)/grafana-dashboard.json
@echo " {" >> $(DEPLOY_DIR)/grafana-dashboard.json
@echo " \"title\": \"GPU Utilization\"," >> $(DEPLOY_DIR)/grafana-dashboard.json
@echo " \"type\": \"graph\"," >> $(DEPLOY_DIR)/grafana-dashboard.json
@echo " \"targets\": [" >> $(DEPLOY_DIR)/grafana-dashboard.json
@echo " {\"expr\": \"gpu_utilization_percent\"}" >> $(DEPLOY_DIR)/grafana-dashboard.json
@echo " ]" >> $(DEPLOY_DIR)/grafana-dashboard.json
@echo " }," >> $(DEPLOY_DIR)/grafana-dashboard.json
@echo " {" >> $(DEPLOY_DIR)/grafana-dashboard.json
@echo " \"title\": \"Application Throughput\"," >> $(DEPLOY_DIR)/grafana-dashboard.json
@echo " \"type\": \"graph\"," >> $(DEPLOY_DIR)/grafana-dashboard.json
@echo " \"targets\": [" >> $(DEPLOY_DIR)/grafana-dashboard.json
@echo " {\"expr\": \"application_requests_per_second\"}" >> $(DEPLOY_DIR)/grafana-dashboard.json
@echo " ]" >> $(DEPLOY_DIR)/grafana-dashboard.json
@echo " }" >> $(DEPLOY_DIR)/grafana-dashboard.json
@echo " ]" >> $(DEPLOY_DIR)/grafana-dashboard.json
@echo " }" >> $(DEPLOY_DIR)/grafana-dashboard.json
@echo "}" >> $(DEPLOY_DIR)/grafana-dashboard.json
@echo "Monitoring configuration generated in $(DEPLOY_DIR)/"
# Performance profiling for production
.PHONY: profile_production
profile_production: production
@echo "Profiling production applications..."
@for target in $(CUDA_TARGETS); do \
if [ -f $$target ]; then \
echo "Production profiling $$target..."; \
ncu --metrics gpu__time_duration.avg,dram__throughput.avg.pct_of_peak_sustained_elapsed,sm__sass_thread_inst_executed_op_all.sum --log-file $(PROFILE_DIR)/$$(basename $$target)_production.ncu-rep $$target --production-workload; \
fi; \
done
@for target in $(HIP_TARGETS); do \
if [ -f $$target ]; then \
echo "Production profiling $$target..."; \
rocprof --stats --hsa-trace --output-file $(PROFILE_DIR)/$$(basename $$target)_production.csv $$target --production-workload; \
fi; \
done
# Production benchmarking
.PHONY: benchmark_production
benchmark_production: production
@echo "Running production benchmarks..."
@echo "Production GPU Applications Benchmark Results" > $(PROFILE_DIR)/production_benchmark.txt
@echo "Generated on: $$(date)" >> $(PROFILE_DIR)/production_benchmark.txt
@echo "============================================" >> $(PROFILE_DIR)/production_benchmark.txt
@for target in $(CUDA_TARGETS) $(HIP_TARGETS) $(CPP_TARGETS); do \
if [ -f $$target ]; then \
echo ""; \
echo "Production benchmarking $$target..." | tee -a $(PROFILE_DIR)/production_benchmark.txt; \
echo "-------------------------------------------" >> $(PROFILE_DIR)/production_benchmark.txt; \
$$target --production-benchmark --duration=60 | tee -a $(PROFILE_DIR)/production_benchmark.txt; \
echo "" >> $(PROFILE_DIR)/production_benchmark.txt; \
fi; \
done
# Capacity planning analysis
.PHONY: capacity_planning
capacity_planning: production
@echo "Running capacity planning analysis..."
@for target in $(CUDA_TARGETS) $(HIP_TARGETS); do \
if [ -f $$target ]; then \
echo "Capacity analysis for $$target..."; \
$$target --capacity-planning --forecast-days=30 2>&1 | tee $(PROFILE_DIR)/$$(basename $$target)_capacity.txt; \
fi; \
done
# Cost analysis
.PHONY: cost_analysis
cost_analysis: production
@echo "Running cost analysis..."
@for target in $(CUDA_TARGETS) $(HIP_TARGETS); do \
if [ -f $$target ]; then \
echo "Cost analysis for $$target..."; \
$$target --cost-analysis --cloud-provider=aws 2>&1 | tee $(PROFILE_DIR)/$$(basename $$target)_cost.txt; \
fi; \
done
# Performance reports generation
.PHONY: performance_reports
performance_reports: benchmark_production profile_production
@echo "Generating production performance reports..."
@echo "Production Performance Analysis Report" > $(PROFILE_DIR)/production_performance_report.md
@echo "====================================" >> $(PROFILE_DIR)/production_performance_report.md
@echo "" >> $(PROFILE_DIR)/production_performance_report.md
@echo "## Executive Summary" >> $(PROFILE_DIR)/production_performance_report.md
@echo "- Date: $$(date)" >> $(PROFILE_DIR)/production_performance_report.md
@echo "- Environment: Production" >> $(PROFILE_DIR)/production_performance_report.md
@echo "- GPU: $$(nvidia-smi --query-gpu=name --format=csv,noheader,nounits 2>/dev/null || echo 'Multi-vendor')" >> $(PROFILE_DIR)/production_performance_report.md
@echo "" >> $(PROFILE_DIR)/production_performance_report.md
@echo "## Performance Metrics" >> $(PROFILE_DIR)/production_performance_report.md
@echo "\`\`\`" >> $(PROFILE_DIR)/production_performance_report.md
@cat $(PROFILE_DIR)/production_benchmark.txt >> $(PROFILE_DIR)/production_performance_report.md
@echo "\`\`\`" >> $(PROFILE_DIR)/production_performance_report.md
@echo "Production performance report generated: $(PROFILE_DIR)/production_performance_report.md"
# SLA monitoring
.PHONY: sla_monitoring
sla_monitoring: production
@echo "Setting up SLA monitoring..."
@for target in $(CUDA_TARGETS) $(HIP_TARGETS); do \
if [ -f $$target ]; then \
echo "SLA monitoring for $$target..."; \
$$target --sla-monitoring --availability-target=99.9 --latency-target=100ms 2>&1 | tee $(PROFILE_DIR)/$$(basename $$target)_sla.txt; \
fi; \
done
# Clean all artifacts
.PHONY: clean
clean:
@echo "Cleaning all production artifacts..."
rm -rf $(BUILD_DIR)
rm -rf $(PROFILE_DIR)
rm -rf $(DEPLOY_DIR)
rm -rf $(LOGS_DIR)
# Production deployment check
.PHONY: production_check
production_check:
@echo "Production Deployment Readiness Check:"
@echo "====================================="
@echo "System Requirements:"
@nvidia-smi --query-gpu=name,memory.total,compute_cap --format=csv,noheader 2>/dev/null || echo "CUDA GPU not available"
@rocm-smi --showproductname 2>/dev/null || echo "ROCm GPU not available"
@echo ""
@echo "Container Runtime:"
@docker --version 2>/dev/null || echo "Docker not available"
@kubectl version --client 2>/dev/null || echo "Kubernetes client not available"
@echo ""
@echo "Monitoring Stack:"
@which prometheus 2>/dev/null || echo "Prometheus not in PATH"
@which grafana-server 2>/dev/null || echo "Grafana not in PATH"
@echo ""
@echo "Security Tools:"
@which trivy 2>/dev/null || echo "Trivy security scanner not available"
# Generate deployment documentation
.PHONY: deployment_docs
deployment_docs: production
@echo "Generating deployment documentation..."
@echo "# Production GPU Application Deployment Guide" > $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "## Prerequisites" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "- CUDA Toolkit 11.8+ or ROCm 5.4+" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "- Docker with GPU runtime support" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "- Kubernetes cluster with GPU nodes" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "- Monitoring stack (Prometheus + Grafana)" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "## Deployment Steps" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "1. **Build Applications:**" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo " \`\`\`bash" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo " make production" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo " \`\`\`" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "2. **Run Tests:**" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo " \`\`\`bash" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo " make test_production" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo " make load_test" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo " make security_test" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo " \`\`\`" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "3. **Package for Deployment:**" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo " \`\`\`bash" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo " make package_production" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo " make build_containers" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo " \`\`\`" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "4. **Deploy to Kubernetes:**" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo " \`\`\`bash" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo " kubectl apply -f gpu-service-deployment.yaml" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo " \`\`\`" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "5. **Setup Monitoring:**" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo " \`\`\`bash" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo " make deploy_monitoring" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo " \`\`\`" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "## Production Checklist" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "- [ ] All tests passing" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "- [ ] Security scan completed" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "- [ ] Performance benchmarks meet SLA" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "- [ ] Monitoring configured" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "- [ ] Backup and recovery procedures tested" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "- [ ] Documentation updated" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "## Support" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "" >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "For production support, contact the GPU Operations team." >> $(DEPLOY_DIR)/DEPLOYMENT.md
@echo "Deployment documentation generated: $(DEPLOY_DIR)/DEPLOYMENT.md"
# System information for production
.PHONY: system_info
system_info:
@echo "Production System Information:"
@echo "============================="
@echo "Hardware Configuration:"
@nvidia-smi --query-gpu=name,memory.total,compute_cap,power.limit --format=csv,noheader 2>/dev/null || echo "NVIDIA GPU not detected"
@rocm-smi --showallinfo 2>/dev/null | grep -E "GPU ID|Product Name|Memory" || echo "AMD GPU not detected"
@echo ""
@echo "Software Configuration:"
@nvcc --version | grep release 2>/dev/null || echo "CUDA not available"
@hipcc --version 2>/dev/null | head -1 || echo "HIP not available"
@docker --version 2>/dev/null || echo "Docker not available"
@echo ""
@echo "Production Environment:"
@echo "Build Date: $$(date)"
@echo "Optimization Level: Production (-O3)"
@echo "Security: Hardened"
# Comprehensive production report
.PHONY: report
report: test_production load_test security_test compliance_test benchmark_production
@echo "Generating comprehensive production report..."
@echo "Module 9: Production GPU Programming - Comprehensive Report" > $(PROFILE_DIR)/production_report.md
@echo "=======================================================" >> $(PROFILE_DIR)/production_report.md
@echo "" >> $(PROFILE_DIR)/production_report.md
@echo "## Executive Summary" >> $(PROFILE_DIR)/production_report.md
@echo "- Report Date: $$(date)" >> $(PROFILE_DIR)/production_report.md
@echo "- System: $$(hostname)" >> $(PROFILE_DIR)/production_report.md
@echo "- GPU: $$(nvidia-smi --query-gpu=name --format=csv,noheader,nounits 2>/dev/null || echo 'Multi-vendor')" >> $(PROFILE_DIR)/production_report.md
@echo "- Applications: $$(ls $(BUILD_DIR) | wc -l) production applications" >> $(PROFILE_DIR)/production_report.md
@echo "" >> $(PROFILE_DIR)/production_report.md
@echo "## Test Results Summary" >> $(PROFILE_DIR)/production_report.md
@echo "- Production Tests: See production_test_results.txt" >> $(PROFILE_DIR)/production_report.md
@echo "- Load Tests: All applications tested under production load" >> $(PROFILE_DIR)/production_report.md
@echo "- Security Tests: Security scanning completed" >> $(PROFILE_DIR)/production_report.md
@echo "- Compliance: Standards compliance verified" >> $(PROFILE_DIR)/production_report.md
@echo "" >> $(PROFILE_DIR)/production_report.md
@echo "## Performance Analysis" >> $(PROFILE_DIR)/production_report.md
@echo "\`\`\`" >> $(PROFILE_DIR)/production_report.md
@cat $(PROFILE_DIR)/production_benchmark.txt 2>/dev/null || echo "Benchmark results not available" >> $(PROFILE_DIR)/production_report.md
@echo "\`\`\`" >> $(PROFILE_DIR)/production_report.md
@echo "" >> $(PROFILE_DIR)/production_report.md
@echo "## Deployment Readiness" >> $(PROFILE_DIR)/production_report.md
@echo "- Container Images: Built and tested" >> $(PROFILE_DIR)/production_report.md
@echo "- Kubernetes Manifests: Generated and validated" >> $(PROFILE_DIR)/production_report.md
@echo "- Monitoring: Configuration ready for deployment" >> $(PROFILE_DIR)/production_report.md
@echo "- Documentation: Complete deployment guide available" >> $(PROFILE_DIR)/production_report.md
@echo "Production report generated: $(PROFILE_DIR)/production_report.md"
# Help target
.PHONY: help
help:
@echo "Module 9: Production GPU Programming - Build System"
@echo "================================================="
@echo ""
@echo "Build Targets:"
@echo " all - Build all production applications"
@echo " professional - Build with professional optimization and hardening"
@echo " debug - Build with debug information"
@echo " clean - Remove all build artifacts"
@echo ""
@echo "Application Categories:"
@echo " architecture - Build production architecture examples"
@echo " error_handling - Build error handling and resilience examples"
@echo " deployment - Build deployment and DevOps examples"
@echo " monitoring - Build monitoring and observability examples"
@echo " scalability - Build scalability and performance examples"
@echo " security - Build security and compliance examples"
@echo ""
@echo "Testing Targets:"
@echo " test - Run all production tests"
@echo " test_production - Run production readiness tests"
@echo " load_test - Run load testing"
@echo " security_test - Run security testing"
@echo " compliance_test - Run compliance testing"
@echo " disaster_recovery_test - Run disaster recovery tests"
@echo ""
@echo "Deployment Targets:"
@echo " package_production - Package applications for deployment"
@echo " build_containers - Build Docker containers"
@echo " k8s_manifests - Generate Kubernetes manifests"
@echo " deploy_monitoring - Setup monitoring configuration"
@echo " deployment_docs - Generate deployment documentation"
@echo ""
@echo "Analysis Targets:"
@echo " benchmark_production - Run production performance benchmarks"
@echo " profile_production - Profile production applications"
@echo " capacity_planning - Analyze capacity requirements"
@echo " cost_analysis - Analyze deployment costs"
@echo " performance_reports - Generate performance reports"
@echo " sla_monitoring - Setup SLA monitoring"
@echo ""
@echo "Validation Targets:"
@echo " production_check - Check production deployment readiness"
@echo " system_info - Display production system information"
@echo " report - Generate comprehensive production report"
@echo ""
@echo "Examples:"
@echo " make production && make test_production"
@echo " make package_production && make build_containers"
@echo " make report # Complete production analysis"