perf: improve NVTX profiling with colored ranges and configurable slots

- Switch from torch.cuda.nvtx to nvtx package for colored range support
- Add color coding: blue for H2D, green for D2H decode, orange for D2H prefill
- Add --num-gpu-blocks parameter to profile_offload.sh
- Include slot count in output filename for easier comparison

Generated with [Claude Code](https://claude.ai/code)
via [Happy](https://happy.engineering)

Co-Authored-By: Claude <noreply@anthropic.com>
Co-Authored-By: Happy <yesreply@happy.engineering>
This commit is contained in:
Zijie Tian
2026-01-27 03:42:05 +08:00
parent aea3812230
commit 18bc433f09
2 changed files with 21 additions and 7 deletions

View File

@@ -9,6 +9,7 @@
# --dataset DATASET Task name (default: niah_single_1)
# --sample INDEX Sample index (default: 0)
# --gpu GPU_ID GPU to use (default: 0)
# --num-gpu-blocks N Number of GPU blocks/slots (default: 4)
# --no-offload Disable CPU offload
#
# Output:
@@ -18,6 +19,7 @@
# bash scripts/profile_offload.sh
# bash scripts/profile_offload.sh --dataset niah_single_1 --sample 5
# bash scripts/profile_offload.sh --gpu 1 --no-offload
# bash scripts/profile_offload.sh --num-gpu-blocks 8
set -e
@@ -25,6 +27,7 @@ set -e
DATASET="niah_single_1"
SAMPLE_INDEX="0"
GPU_ID="0"
NUM_GPU_BLOCKS="4"
ENABLE_OFFLOAD="--enable-offload"
# Parse arguments
@@ -46,6 +49,10 @@ while [[ $# -gt 0 ]]; do
ENABLE_OFFLOAD=""
shift
;;
--num-gpu-blocks)
NUM_GPU_BLOCKS="$2"
shift 2
;;
-h|--help)
echo "Usage: $0 [options]"
echo ""
@@ -54,6 +61,7 @@ while [[ $# -gt 0 ]]; do
echo " --sample INDEX Sample index (default: 0)"
echo " --gpu GPU_ID GPU to use (default: 0)"
echo " --no-offload Disable CPU offload"
echo " --num-gpu-blocks N Number of GPU blocks/slots (default: 4)"
exit 0
;;
*)
@@ -76,7 +84,7 @@ mkdir -p "$OUTPUT_DIR"
TIMESTAMP=$(date +%Y%m%d_%H%M%S)
OFFLOAD_SUFFIX=""
if [ -n "$ENABLE_OFFLOAD" ]; then
OFFLOAD_SUFFIX="_offload"
OFFLOAD_SUFFIX="_offload_${NUM_GPU_BLOCKS}slots"
fi
OUTPUT_FILE="$OUTPUT_DIR/ruler_${DATASET}_sample${SAMPLE_INDEX}${OFFLOAD_SUFFIX}_${TIMESTAMP}"
@@ -87,6 +95,7 @@ echo "Test script: $TEST_SCRIPT"
echo "Dataset: $DATASET"
echo "Sample: $SAMPLE_INDEX"
echo "GPU: $GPU_ID"
echo "GPU Blocks: $NUM_GPU_BLOCKS"
echo "Offload: ${ENABLE_OFFLOAD:-disabled}"
echo "Output file: $OUTPUT_FILE.nsys-rep"
echo ""
@@ -109,6 +118,7 @@ nsys profile \
python "$TEST_SCRIPT" \
--datasets "$DATASET" \
--sample-indices "$SAMPLE_INDEX" \
--num-gpu-blocks "$NUM_GPU_BLOCKS" \
$ENABLE_OFFLOAD \
--quiet