ai-performance-engineering/code/ncu_template.ini at main · Iamjesse0202/ai-performance-engineering · GitHub

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# ncu_template.ini — comprehensive GPU metrics for performance analysis
# Updated with extended stall reasons, tensor core breakdown, and Blackwell/Hopper support

# =============================================================================
# CORE OVERVIEW
# =============================================================================
section: "SpeedOfLight"
metrics:
  sm__warps_active.avg.pct_of_peak_sustained_active        # SM efficiency
  smsp__sass_average_branch_targets_threads_uniform.pct    # Control-flow uniformity
  sm__cycles_active.avg.pct_of_peak_sustained_elapsed      # SM cycles active (different from warp active)
  sm__sass_inst_executed_per_cycle.avg                     # IPC - instructions per cycle

# =============================================================================
# WARP STALL REASONS - COMPLETE SET
# =============================================================================
# Primary stall reasons (most common bottlenecks)
section: "StallReasons_Primary"
metrics:
  smsp__warp_issue_stalled_barrier_per_warp_active.pct           # Barrier synchronization
  smsp__warp_issue_stalled_dependency_per_warp_active.pct        # Data dependencies
  smsp__warp_issue_stalled_memory_throttle_per_warp_active.pct   # Memory pipeline full
  smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct   # Waiting for L2/DRAM
  smsp__warp_issue_stalled_short_scoreboard_per_warp_active.pct  # Waiting for L1/shared mem
  smsp__warp_issue_stalled_math_pipe_throttle_per_warp_active.pct # Math pipeline congestion
  smsp__warp_issue_stalled_imc_miss_per_warp_active.pct          # L2/FB miss pressure proxy

# Extended stall reasons (often overlooked but critical)
section: "StallReasons_Extended"
metrics:
  smsp__warp_issue_stalled_wait_per_warp_active.pct              # Wait stalls - blocked on execution resources
  smsp__warp_issue_stalled_mio_throttle_per_warp_active.pct      # MIO throttle - memory I/O congestion
  smsp__warp_issue_stalled_tex_throttle_per_warp_active.pct      # Texture throttle - tex cache pressure
  smsp__warp_issue_stalled_drain_per_warp_active.pct             # Drain stalls - pipeline draining at barriers
  smsp__warp_issue_stalled_lg_throttle_per_warp_active.pct       # Local/global throttle - L1/shared pressure
  smsp__warp_issue_stalled_no_instruction_per_warp_active.pct    # Instruction fetch stalls
  smsp__warp_issue_stalled_sleeping_per_warp_active.pct          # Intentionally yielded (__nanosleep)
  smsp__warp_issue_stalled_membar_per_warp_active.pct            # Memory barrier stalls
  smsp__warp_issue_stalled_not_selected_per_warp_active.pct      # Scheduler didn't select this warp
  smsp__warp_issue_stalled_dispatch_stall_per_warp_active.pct    # Dispatch unit stalls
  smsp__warp_issue_stalled_misc_per_warp_active.pct              # Miscellaneous stalls

# =============================================================================
# MEMORY THROUGHPUT & BALANCE
# =============================================================================
section: "Memory"
metrics:
  lts__throughput.avg.pct_of_peak_sustained_elapsed         # L2 throughput %
  lts__t_sectors_aperture_sysmem_op_read.sum
  lts__t_sectors_aperture_sysmem_op_write.sum
  l1tex__t_bytes.sum
  dram__throughput.avg.pct_of_peak_sustained_elapsed        # DRAM/HBM throughput %
  dram__bytes.sum
  dram__bytes_read.sum                                      # DRAM read bytes
  dram__bytes_write.sum                                     # DRAM write bytes
  smsp__sass_average_data_bytes_per_sector_mem_global_ld.pct # Load coalescing efficiency
  smsp__sass_average_data_bytes_per_sector_mem_global_st.pct # Store coalescing efficiency

# =============================================================================
# REGISTER PRESSURE & LOCAL MEMORY SPILLS
# =============================================================================
section: "RegisterPressure"
metrics:
  launch__registers_per_thread                              # Registers per thread
  launch__shared_mem_per_block                              # Shared memory per block
  l1tex__t_sectors_pipe_lsu_mem_local_op_ld.sum             # Local memory loads (SPILLS!)
  l1tex__t_sectors_pipe_lsu_mem_local_op_st.sum             # Local memory stores (SPILLS!)
  l1tex__t_bytes_pipe_lsu_mem_local_op_ld.sum               # Spill load bytes
  l1tex__t_bytes_pipe_lsu_mem_local_op_st.sum               # Spill store bytes

# =============================================================================
# OCCUPANCY & LAUNCH GEOMETRY
# =============================================================================
section: "Occupancy"
metrics:
  sm__maximum_warps_per_active_cu.avg
  sm__warps_active.avg
  sm__ctas_active.avg
  sm__ctas_launched.sum                                     # Total CTAs launched
  launch__occupancy_limit_registers                         # Occupancy limited by registers
  launch__occupancy_limit_shared_mem                        # Occupancy limited by shared mem
  launch__occupancy_limit_warps                             # Occupancy limited by warps
  launch__occupancy_limit_blocks                            # Occupancy limited by blocks
  launch__occupancy_per_block_size
  launch__block_size
  launch__grid_size

# =============================================================================
# TENSOR CORE UTILIZATION - DETAILED BY PRECISION
# =============================================================================
section: "TensorCore_Overview"
metrics:
  sm__inst_executed_pipe_tensor.sum                         # Total tensor instructions
  sm__pipe_tensor_cycles_active.avg.pct_of_peak_sustained_elapsed  # Tensor pipe active %

# FP16 Tensor Core (HMMA - Half-precision Matrix Multiply Accumulate)
section: "TensorCore_FP16"
metrics:
  sm__pipe_tensor_op_hmma_cycles_active.avg.pct_of_peak_sustained_elapsed
  sm__inst_executed_pipe_tensor_op_hmma.sum                 # FP16 tensor ops count

# INT8 Tensor Core (IMMA - Integer Matrix Multiply Accumulate)
section: "TensorCore_INT8"
metrics:
  sm__pipe_tensor_op_imma_cycles_active.avg.pct_of_peak_sustained_elapsed
  sm__inst_executed_pipe_tensor_op_imma.sum                 # INT8 tensor ops count

# FP8 Tensor Core (Hopper/Blackwell - available on SM 9.0+)
section: "TensorCore_FP8"
metrics:
  sm__inst_executed_pipe_fp8.sum                            # FP8 instructions (SM 9.0+)

# Double precision MMA (DMMA)
section: "TensorCore_FP64"
metrics:
  smsp__sass_thread_inst_executed_op_dfma_pred_on.sum       # FP64 FMA ops
  smsp__sass_thread_inst_executed_op_dmma_pred_on.sum       # FP64 MMA ops
  sm__pipe_fp64_cycles_active.avg.pct_of_peak_sustained_elapsed  # FP64 pipe utilization

# =============================================================================
# INSTRUCTION MIX & THROUGHPUT
# =============================================================================
section: "InstructionMix"
metrics:
  sm__sass_thread_inst_executed_op_ffma_pred_on.sum         # FP32 FMA
  sm__sass_thread_inst_executed_op_fadd_pred_on.sum         # FP32 ADD
  sm__sass_thread_inst_executed_op_fmul_pred_on.sum         # FP32 MUL
  sm__sass_thread_inst_executed_op_fp16_pred_on.sum         # FP16 ops
  sm__sass_thread_inst_executed_op_fp32_pred_on.sum         # FP32 ops
  sm__inst_executed.avg.per_cycle_elapsed                   # Instructions per cycle
  smsp__inst_executed_per_warp.ratio                        # ILP metric

# =============================================================================
# CACHE PERFORMANCE
# =============================================================================
section: "Cache_L1"
metrics:
  l1tex__t_sectors_pipe_lsu_mem_global_op_ld_lookup_hit_rate.pct
  l1tex__t_sectors_pipe_lsu_mem_global_op_st_lookup_hit_rate.pct
  l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_ld.sum  # Shared mem bank conflicts (load)
  l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_st.sum  # Shared mem bank conflicts (store)

section: "Cache_L2"
metrics:
  lts__t_sectors_op_read_hit_rate.pct
  lts__t_sectors_op_write_hit_rate.pct
  lts__t_sector_op_atom_hit_rate.pct                        # Atomic hit rate in L2

# =============================================================================
# ATOMIC OPERATIONS
# =============================================================================
section: "Atomics"
metrics:
  lts__t_sectors_op_atom.sum                                # L2 atomic sectors
  l1tex__t_sectors_pipe_lsu_mem_global_op_atom.sum          # Global atomic sectors
  smsp__sass_thread_inst_executed_op_atom_pred_on.sum       # Atomic instructions

# =============================================================================
# SHARED MEMORY
# =============================================================================
section: "SharedMemory"
metrics:
  l1tex__data_pipe_lsu_wavefronts_mem_shared_op_ld.sum      # Shared mem load wavefronts
  l1tex__data_pipe_lsu_wavefronts_mem_shared_op_st.sum      # Shared mem store wavefronts
  l1tex__t_bytes_pipe_lsu_mem_shared_op_ld.sum              # Shared mem load bytes
  l1tex__t_bytes_pipe_lsu_mem_shared_op_st.sum              # Shared mem store bytes

# =============================================================================
# TIMING
# =============================================================================
section: "Timing"
metrics:
  gpu__time_duration.avg
  gpu__time_duration.sum
  gpc__cycles_elapsed.max                                   # GPC cycles for scaling analysis