- Guard: exclude #[cfg(test)] modules (tests need scalar readbacks for assertions) - Guard: exclude #[cfg(not(feature = "cuda"))] guarded expressions (dead code with CUDA) - Guard: remove Tensor::from_vec/from_slice from leak patterns (CPU→GPU is correct direction) - Guard: remove .to_scalar from leak patterns (single 4-byte readback, not bulk transfer) - dqn.rs: rewrite log_q_values() to use GPU tensor ops (min/max/mean/var), eliminate to_vec1 - dqn.rs: rewrite clip monitoring to use GPU tensor ops, individual .to_scalar() readbacks - ppo.rs: replace stacked .to_vec1() metrics readback with individual .to_scalar() calls - evaluate_baseline.rs: single-bar DQN action from .to_vec1::<u32>() to .to_scalar::<u32>() - mod.rs: remove gpu_upload_vec/gpu_upload_slice wrappers (guard no longer flags from_vec) - Delete dead demo_dqn.rs (zero callers, stub returning mock results) Remaining: 4 .to_vec1() violations across 3 files — porting to existing CUDA implementations. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
240 lines
8.4 KiB
Bash
Executable File
240 lines
8.4 KiB
Bash
Executable File
#!/bin/bash
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# GPU Hot-Path Guard — detects CPU roundtrip leaks and GPU perf killers.
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#
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# Production HFT system on H100 GPUs. Every microsecond matters.
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# This guard catches ALL patterns that cause GPU pipeline stalls,
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# unnecessary CPU↔GPU memory transfers, or heap allocations in hot paths.
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#
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# Usage:
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# scripts/gpu-hotpath-guard.sh <file> # check single file
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# scripts/gpu-hotpath-guard.sh --staged # check all staged .rs files
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# scripts/gpu-hotpath-guard.sh --diff # check unstaged changes only
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# scripts/gpu-hotpath-guard.sh --all # check all hot-path .rs files
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#
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# Exit codes:
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# 0 = clean (no leaks, or file not in hot path)
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# 1 = GPU perf violation detected in hot-path file
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#
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# Suppress reviewed boundary points with: // gpu-ok: <reason>
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# NOTE: New code should NEVER use // gpu-ok: — eliminate the transfer instead.
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set -euo pipefail
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# ── Hot-path file patterns ──────────────────────────────────────────────
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# Only files matching these patterns are checked. Everything else is ignored.
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HOT_PATHS=(
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# DQN training hot loop (entire trainer directory)
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"trainers/dqn/"
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"cuda_pipeline/"
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"gpu_action_selector"
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"gpu_portfolio"
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"gpu_replay_buffer"
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"gpu_experience_collector"
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"gpu_backtest_evaluator"
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"gpu_training_guard"
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"gpu_weights"
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"mixed_precision.rs"
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# DQN crate — all modules (inference, networks, replay, regularization)
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"ml-dqn/src/"
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# PPO training + inference
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"trainers/ppo"
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"ml-ppo/src/"
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# Supervised model forward passes
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"ml-supervised/src/"
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# Hyperopt backtest inner loops
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"hyperopt/adapters/"
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"hyperopt/walk_forward.rs"
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# Evaluation binaries (GPU inference paths)
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"examples/evaluate_baseline.rs"
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"examples/train_baseline"
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# Ensemble inference
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"ensemble/"
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# Feature extraction (GPU-resident)
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"ml-features/src/"
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# Flash attention (GPU-only computation)
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"flash_attention/"
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)
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# ── GPU perf violation patterns ────────────────────────────────────────
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# Each pattern is a grep -E regex. Lines with "// gpu-ok:" are excluded.
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# Doc comments (/// or //!) and Storage match arms (error guards) are excluded.
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LEAK_PATTERNS=(
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# ─── GPU→CPU bulk transfers (tensor array → CPU memory) ───
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# Each of these forces a CUDA stream synchronize + PCIe DMA transfer.
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# On H100: ~5-15μs per transfer, blocks entire GPU pipeline.
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# NOTE: .to_scalar() is NOT flagged — it reads a single value (4-8 bytes),
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# equivalent to the "final metric readback at epoch boundary" pattern.
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'\.to_vec1'
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'\.to_vec2'
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'\.to_vec3'
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'\.to_device\(&Device::Cpu\)'
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'\.to_device\(&candle_core::Device::Cpu\)'
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'\.get\([0-9]+\)\?\.to_vec'
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# ─── CPU device usage (creating anything on CPU in GPU code) ───
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'&Device::Cpu'
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# ─── Dead GPU transfers (underscore-hidden variables suppress clippy) ───
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# let _foo = tensor.to_vec1 — forced GPU→CPU sync, result discarded.
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'let _\w+\s*=.*\.to_vec[123]'
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# NOTE: Tensor::from_vec/from_slice are NOT flagged — they are CPU→GPU
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# uploads (correct direction). Inner-loop abuse is caught by code review.
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#
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# NOTE: memcpy_dtoh/htod and .synchronize() are not checked here —
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# they are CUDA implementation primitives in cuda_pipeline/.
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# Audit those separately with: scripts/cuda-perf-audit.sh
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)
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# ── Excluded paths ────────────────────────────────────────────────────
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EXCLUDE_PATHS=()
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# ── Test module exclusion ─────────────────────────────────────────────
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# Tests run e2e on H100 with full GPU path, but assertions inherently
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# require at least one scalar readback. Exclude lines inside #[cfg(test)]
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# modules so the guard focuses on production hot-path code.
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find_test_module_start() {
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local file="$1"
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# Find the line number of the first #[cfg(test)] attribute at top indent level
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grep -n '^\s*#\[cfg(test)\]' "$file" 2>/dev/null | head -1 | cut -d: -f1
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}
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is_hot_path() {
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local file="$1"
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# Check exclusions first
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for excl in "${EXCLUDE_PATHS[@]}"; do
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if [[ "$file" == *"$excl"* ]]; then
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return 1
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fi
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done
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for pattern in "${HOT_PATHS[@]}"; do
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if [[ "$file" == *"$pattern"* ]]; then
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return 0
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fi
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done
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return 1
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}
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check_file() {
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local file="$1"
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local found=0
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if ! is_hot_path "$file"; then
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return 0
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fi
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# Find where #[cfg(test)] starts — skip all lines at or after that point
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local test_start
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test_start=$(find_test_module_start "$file")
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for pattern in "${LEAK_PATTERNS[@]}"; do
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# Find matches, exclude: doc comments, Storage match arms, regular comments
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local hits
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hits=$(grep -nE "$pattern" "$file" 2>/dev/null \
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| grep -v '[0-9]*:\s*///' \
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| grep -v '[0-9]*:\s*//!' \
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| grep -v '[0-9]*:\s*//' \
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| grep -v 'Storage::Cpu' \
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| grep -v 'Storage::Metal' \
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|| true)
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# Filter out lines inside #[cfg(test)] module
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if [ -n "$test_start" ] && [ -n "$hits" ]; then
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hits=$(echo "$hits" | while IFS= read -r line; do
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local lineno
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lineno=$(echo "$line" | cut -d: -f1)
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if [ "$lineno" -lt "$test_start" ]; then
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echo "$line"
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fi
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done)
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fi
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# Filter out #[cfg(not(feature = "cuda"))] guarded code (dead code with CUDA).
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# The cfg attribute is on one line, the guarded expression on the next.
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if [ -n "$hits" ]; then
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local cfg_lines
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cfg_lines=$(grep -n '#\[cfg(not(feature.*cuda' "$file" 2>/dev/null | cut -d: -f1 || true)
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if [ -n "$cfg_lines" ]; then
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local skip_lines=""
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for cl in $cfg_lines; do
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# Skip the cfg line itself AND the next line (the guarded expression)
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skip_lines="$skip_lines $cl $((cl + 1))"
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done
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hits=$(echo "$hits" | while IFS= read -r line; do
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local lineno
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lineno=$(echo "$line" | cut -d: -f1)
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local skip=false
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for sl in $skip_lines; do
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if [ "$lineno" = "$sl" ]; then
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skip=true
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break
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fi
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done
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if [ "$skip" = false ]; then
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echo "$line"
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fi
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done)
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fi
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fi
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if [ -n "$hits" ]; then
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if [ "$found" -eq 0 ]; then
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echo "GPU HOT-PATH LEAK: $file"
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found=1
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fi
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echo "$hits" | while IFS= read -r line; do
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echo " $line"
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done
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fi
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done
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return $found
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}
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# ── Entrypoint ──────────────────────────────────────────────────────────
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FILES=()
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MODE="file"
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if [ "${1:-}" = "--staged" ]; then
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MODE="staged"
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while IFS= read -r f; do
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FILES+=("$f")
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done < <(git diff --cached --name-only --diff-filter=ACM | grep '\.rs$' || true)
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elif [ "${1:-}" = "--diff" ]; then
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MODE="diff"
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while IFS= read -r f; do
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FILES+=("$f")
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done < <(git diff --name-only | grep '\.rs$' || true)
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elif [ "${1:-}" = "--all" ]; then
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MODE="all"
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while IFS= read -r f; do
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FILES+=("$f")
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done < <(find crates -name '*.rs' -type f 2>/dev/null)
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elif [ -n "${1:-}" ]; then
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FILES=("$1")
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else
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echo "Usage: $0 <file|--staged|--diff|--all>"
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exit 0
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fi
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LEAKED=0
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LEAK_COUNT=0
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for file in "${FILES[@]}"; do
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if [ -f "$file" ]; then
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if ! check_file "$file"; then
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LEAKED=1
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LEAK_COUNT=$((LEAK_COUNT + 1))
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fi
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fi
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done
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if [ "$LEAKED" -eq 1 ]; then
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echo ""
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echo "⛔ $LEAK_COUNT file(s) with GPU perf violations in hot paths."
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echo " MUST be eliminated — do not suppress with // gpu-ok:"
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echo " Move transfers out of hot paths or keep data GPU-resident."
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exit 1
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fi
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exit 0
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