tracy-memory

oleh nvidia

Profil alokasi memori CPU dan GPU menggunakan Tracy dalam aplikasi berbasis Kit setelah alat penangkap Tracy terpasang. Mencakup pengaturan LD_PRELOAD untuk…

npx skills add https://github.com/nvidia/omniperf --skill tracy-memory

Tracy Memory Profiling for Kit-Based Applications

Capture per-allocation CPU and GPU memory data in Tracy. Prerequisite: Tracy capture setup (see profiling skill), install-profilers for binaries.

Step 1: Environment Variables (Linux, required)

The omni.cpumemorytracking extension uses LD_PRELOAD to intercept malloc/free. Without it, Kit logs Failed to load library: 'liballocwrapper.so' and zero memory events are captured.

# Path varies by packman version
export LD_PRELOAD=~/.cache/packman/chk/allocmemwrapper/<version>/liballocwrapper.so
export TRACY_USE_LIB_UNWIND_FOR_BT=1   # libunwind-based backtrace
export TRACY_NO_SYS_TRACE=1            # reduce overhead
export TRACY_PORT="${TRACY_PORT:-8086}" # use 8087 for Isaac Sim 6.0+ when needed

Step 2: Kit Flags

# Base Tracy backend
--/app/profilerBackend=tracy
--/app/profileFromStart=true
--/profiler/enabled=true
--/plugins/carb.profiler-tracy.plugin/skipEventsOnShutdown=true
--/plugins/carb.profiler-tracy.plugin/memoryTraceStackCaptureDepth=16

# Reduce noise
--/profiler/channels/carb.tasking/enabled=false
--/profiler/channels/carb.events/enabled=false

# CPU memory tracking
--enable omni.cpumemorytracking
--/profiler/channels/cpu.memory/enabled=true
--/plugins/carb.cpumemorytracking.plugin/minCpuAllocSizeInBytesToTrack=1024

# GPU memory tracking
--/plugins/carb.memorytracking.plugin/enabled=true
--/profiler/channels/graphics.memory/enabled=true

Step 3: Unset LD_PRELOAD Before Capture Binary

Only Kit should use the interposer. The Tracy capture binary must NOT inherit it:

# After launching Kit with LD_PRELOAD in background
unset LD_PRELOAD
TRACY_CAPTURE_BIN=$(command -v capture || command -v capture-release || command -v tracy-capture)
[ -n "$TRACY_CAPTURE_BIN" ] || { echo "Missing capture/capture-release/tracy-capture binary"; exit 1; }
"$TRACY_CAPTURE_BIN" -o memtrace.tracy -f -p "${TRACY_PORT:-8086}"

Step 4: Verify — Strip Test (MANDATORY)

Do not rely on Kit log lines alone. Verify actual memory data in the output:

# Strip memory events and compare file sizes
TRACY_UPDATE_BIN=$(command -v update || command -v tracy-update)
[ -n "$TRACY_UPDATE_BIN" ] || { echo "Missing update/tracy-update binary; see install-profilers"; exit 1; }
"$TRACY_UPDATE_BIN" -s M memtrace.tracy memtrace_no_mem.tracy

# Good:   67 MB → 44 MB (~23 MB of memory data)
# Broken: 18 MB → 18 MB (zero memory data — LD_PRELOAD failed)

Kit Log Verification

Must see both lines:

[carb.cpumemorytracking] Loaded shared library: 'liballocwrapper.so'
[carb.cpumemorytracking] set memory alloc/free callbacks successfully!

If you see Failed to load library: 'liballocwrapper.so' → LD_PRELOAD path is wrong. Stop and fix before re-running.

Step 5: Analysis in Tracy

Open in Tracy GUI → Memory tab. A successful capture shows:

  • Live counters: Active allocations, Memory usage
  • Callstack tree grouping allocations by function
  • Timeline showing allocation/free events

If Memory tab is empty: recheck LD_PRELOAD path and cpu.memory channel setting.

Debug Symbols

?? and [unknown] ??:??? in allocation callstacks = debug symbols missing. Stripped release binaries only have addresses.

To see function names and source locations:

  • Build with RelWithDebInfo or keep .debug/.pdb files
  • Or use debuginfod / Tracy's symbol path setting (Tools → Resolve symbol path)

Without symbols: allocation size/count/lifetime analysis still works, but code-level attribution doesn't.

Common Mistakes

  • Missing LD_PRELOAD=liballocwrapper.so → extension starts but hooks never install
  • Missing TRACY_USE_LIB_UNWIND_FOR_BT=1 → poor backtrace quality
  • Missing GPU memory: need both carb.memorytracking.plugin/enabled=true AND graphics.memory channel
  • LD_PRELOAD bleeding into capture binary → corrupt capture
  • Trusting Kit log text without strip test → false positive

Lebih banyak skill dari nvidia

compileiq-debug
nvidia
Gunakan ketika ada yang salah: Search() menggantung, semua evaluasi mengembalikan INVALID_SCORE, skor tidak kunjung membaik, setiap konfigurasi mengembalikan angka yang sama, error ptxas…
create-github-pr
nvidia
Buat pull request GitHub menggunakan gh CLI. Gunakan saat pengguna ingin membuat PR baru, mengirimkan kode untuk ditinjau, atau membuka pull request. Kata kunci pemicu -…
nemoclaw-maintainer-cross-issue-sweep
nvidia
Memindai isu terbuka lainnya untuk menemukan isu yang mungkin juga diperbaiki atau secara tidak sengaja dirusak oleh suatu PR tertentu. Menghasilkan peluang perbaikan yang berdekatan dan risiko kontradiksi dengan file:baris…
fhir-basics
nvidia
Mengajarkan agen cara kerja API FHIR R4, sumber daya apa saja yang tersedia, cara melakukan kueri dengan parameter pencarian, dan cara mengurai semua format respons dengan benar…
compileiq-validate-result
nvidia
Gunakan SETELAH Pencarian selesai dan SEBELUM mengklaim percepatan atau mengirim ACF. Muat CSV dump_results, ekstrak kandidat top-K (tujuan tunggal)…
changelog-audit
nvidia
Audit Warp CHANGELOG.md sebelum rilis: pulihkan entri yang hilang, urutkan berdasarkan dampak pengguna, perbaiki bahasa entri, bungkus baris, dan (mode cabang rilis) naikkan bandingkan…
maintain-dynamic-plugins
nvidia
Mempertahankan pemuat plugin dinamis NeMo Relay, manifes, SDK asli Rust, protokol pekerja gRPC, SDK pekerja Python, dokumen, pengujian, dan cakupan alur kerja rilis
dgx-diagnose
nvidia
Diagnosis masalah umum DGX Station GB300 — crash CUDA, penargetan GPU yang salah, bug kontainer vLLM/SGLang, masalah status MIG, kesalahan NVLink/Fabric Manager,…