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528 lines
16 KiB
Markdown
528 lines
16 KiB
Markdown
# AMD GPU Performance Monitoring - Perf PMU Stub
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> **⚠️ EXPERIMENTAL - NOT FOR PRODUCTION USE**
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>
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> This is a research and development project. The module is not ready for general use and may cause system instability.
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>
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> **Requirements:**
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> - GFX12/RDNA4 GPUs only (RX 9070 series)
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>
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> Use at your own risk in development/testing environments only.
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A Linux kernel module implementing AMD GPU performance counter integration with the perf subsystem. This module provides AQL (Asynchronous Queuing Language) packet generation for GPU performance monitoring on GFX12/RDNA4 architectures.
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## Overview
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This kernel module bridges AMD GPU hardware performance counters with the Linux perf interface, enabling standard perf tools to monitor GPU performance events. It includes:
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- **AQL C Library**: Pure C implementation of PM4 packet generation for GPU counter programming
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- **Perf PMU Driver**: Complete Linux perf subsystem integration
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- **Hardware Support**: GFX12/RDNA4 GPU architecture support
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- **Counter Registry**: Architecture-specific performance event definitions
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## Features
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- ✅ Linux perf subsystem integration
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- ✅ AQL/PM4 packet generation for GPU counter control
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- ✅ GFX12/RDNA4 hardware support
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- ✅ Multi-GPU architecture support
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- ✅ Hardware block counter definitions (SQ, CPC, GL2C, etc.)
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- ✅ **Dimension-Specific Monitoring** - Monitor specific SE/SA/WGP hardware units
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- ✅ Standard perf tool compatibility
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- ✅ DKMS-compatible installation
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## Quick Start
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### Prerequisites
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```bash
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# Install build tools and kernel headers
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sudo apt update
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sudo apt install build-essential linux-headers-$(uname -r)
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# Verify perf tools are available
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perf --version
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```
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### Building the Module
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```bash
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# Clone and enter directory
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cd perf-dkms
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# Build kernel module and tools
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cmake -B build && cmake --build build
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# The build produces:
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# - build/src/amdgpu_pmu.ko (kernel module)
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# - build/src/aql_c/tools/packet_gen_tool (PM4 packet generator)
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# - build/src/aql_c/tools/pm4_decoder (PM4 packet decoder)
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# - build/src/aql_c/tests/* (validation tests)
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```
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### Loading the Module
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```bash
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# Load the module
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sudo insmod build/src/amdgpu_pmu.ko
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# Or if using .o file (development kernels):
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sudo insmod build/src/amdgpu_pmu.o
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# Verify module is loaded
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lsmod | grep amdgpu_pmu
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# Check kernel messages
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dmesg | tail -20
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```
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### Verification
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```bash
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# Check PMU device registration
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ls -la /sys/bus/event_source/devices/ | grep pmu
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# List available GPU performance events
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perf list | grep amdgpu_pmu
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# Or directly check sysfs
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ls /sys/bus/event_source/devices/amdgpu_pmu/events/
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```
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## Testing with Perf
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### Basic GPU Counter Test
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Test GPU shader wave counting with detailed verbose output:
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```bash
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# Monitor SQ_WAVES counter with 800ms intervals
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perf stat -I 800 -vv -C 0 -a --no-inherit -e amdgpu_pmu/sq_waves/ sleep 4
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```
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**Command breakdown:**
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- `-I 800`: Print counter deltas every 800ms
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- `-vv`: Very verbose output (shows counter reads and updates)
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- `-C 0`: Monitor CPU 0 (or use `-a` for all CPUs)
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- `-a`: System-wide monitoring
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- `--no-inherit`: Don't inherit counters to child processes
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- `-e amdgpu_pmu/sq_waves/`: Monitor the SQ_WAVES GPU counter
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### Available Hardware Counters
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The module exposes GPU hardware performance counters through the perf interface:
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```bash
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# Shader Processor (SQ) counters
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perf stat -e amdgpu_pmu/sq_waves/ <command> # Active waves
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perf stat -e amdgpu_pmu/sq_busy_cycles/ <command> # SQ busy cycles
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perf stat -e amdgpu_pmu/sq_instructions/ <command> # Instructions executed
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# L2 Cache (GL2C) counters
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perf stat -e amdgpu_pmu/gl2c_hit/ <command> # L2 cache hits
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perf stat -e amdgpu_pmu/gl2c_miss/ <command> # L2 cache misses
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# Command Processor (CPC) counters
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perf stat -e amdgpu_pmu/cpc_busy/ <command> # CP busy cycles
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perf stat -e amdgpu_pmu/cpc_stall/ <command> # CP stall cycles
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```
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### Multi-Event Monitoring
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```bash
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# Monitor multiple GPU counters simultaneously
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perf stat -e amdgpu_pmu/sq_waves/,pmu_stub/gl2c_hit/,pmu_stub/gl2c_miss/ sleep 5
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# System-wide GPU monitoring
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sudo perf stat -a -e amdgpu_pmu/sq_waves/ sleep 10
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# Per-process GPU monitoring (when supported)
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perf stat -e amdgpu_pmu/sq_waves/ ./gpu_workload
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```
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### Advanced Perf Usage
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```bash
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# Record GPU events with sampling
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sudo perf record -e amdgpu_pmu/sq_waves/ -a sleep 5
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sudo perf report
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# Monitor with custom intervals
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perf stat -I 1000 -e amdgpu_pmu/sq_waves/ sleep 10
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# Export to JSON
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perf stat -j -e amdgpu_pmu/sq_waves/ sleep 2
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```
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## Dimension-Specific Monitoring
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The amdgpu_pmu driver supports monitoring specific GPU hardware dimensions (Shader Engines, Shader Arrays, Work Group Processors) for fine-grained performance analysis.
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### Quick Examples
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```bash
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# Monitor specific Shader Engine (SE)
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perf stat -e amdgpu_pmu/sq_waves,se=0/ -a sleep 1
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# Monitor SE and Shader Array (SA)
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perf stat -e amdgpu_pmu/sq_waves,se=1,sa=0/ -a sleep 1
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# Monitor full dimension hierarchy
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perf stat -e amdgpu_pmu/sq_waves,se=2,sa=1,wgp=3/ -a sleep 1
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# Compare activity across all Shader Engines
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perf stat -e amdgpu_pmu/sq_waves,se=0/ \
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-e amdgpu_pmu/sq_waves,se=1/ \
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-e amdgpu_pmu/sq_waves,se=2/ \
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-e amdgpu_pmu/sq_waves,se=3/ \
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-a ./my_gpu_app
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```
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### Hardware Dimensions
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AMD GPUs are organized hierarchically:
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- **SE** (Shader Engine): Top-level parallel units, typically 4 per GPU
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- **SA** (Shader Array): Subdivisions within SE, typically 2 per SE
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- **WGP** (Work Group Processor): Compute units, typically 4 per SA
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- **CU** (Compute Unit): Individual SIMD units
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For GFX12: 4 SE × 2 SA × 4 WGP = 32 unique addressable locations
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### Available Parameters
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- `se=N` - Shader Engine index (0-3 typical)
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- `sa=N` - Shader Array index (0-1 typical)
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- `wgp=N` - Work Group Processor index (0-3 typical)
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- `cu=N` - Compute Unit index (0-63 typical)
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- `xcc=N` - XCC index (usually 0)
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### Supported Counters
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Not all counters support dimension targeting:
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- **SQ Counters** (SE/SA/WGP): `sq_waves`, `sq_insts_valu`, `sq_busy_cycles`
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- **TA Counters** (SE/SA/WGP): `ta_busy`, `ta_total_wavefronts`
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- **GL2C Counters** (SE/SA): `gl2c_hit`, `gl2c_miss`
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- **Global Counters** (no dimensions): `grbm_count`, `grbm_busy`
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### Use Cases
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**Load Balancing Analysis**: Check if work is evenly distributed across SEs
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```bash
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perf stat -e amdgpu_pmu/sq_waves,se=0/ \
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-e amdgpu_pmu/sq_waves,se=1/ \
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-e amdgpu_pmu/sq_waves,se=2/ \
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-e amdgpu_pmu/sq_waves,se=3/ \
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-a ./workload
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```
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**Hotspot Detection**: Identify which hardware unit is most active
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```bash
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perf record -e amdgpu_pmu/sq_busy_cycles,se=0/ \
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-e amdgpu_pmu/sq_busy_cycles,se=1/ \
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-a sleep 10
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```
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**Memory Analysis**: Monitor cache behavior per Shader Array
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```bash
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perf stat -e amdgpu_pmu/gl2c_hit,se=0,sa=0/ \
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-e amdgpu_pmu/gl2c_miss,se=0,sa=0/ \
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-a ./memory_test
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```
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### Documentation
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For detailed information, see:
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- **User Guide**: `docs/user_guide_dimensions.md` - Complete usage guide with examples
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- **Design Doc**: `docs/design.md` - Technical implementation details
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- **Tests**: `test/load_test.sh`, `test/perf_test.sh` - Integration tests
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## Architecture Support
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### Supported GPUs
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- **GFX12 (RDNA4)**: ✅ **Currently Supported**
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- Radeon RX 9070 series
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- All hardware blocks (SQ, CPC, CPF, GL1, GL2, CHA, CHC, etc.)
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- **GFX9 (Vega/MI)**: ✅ **Supported**
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- MI100, MI200, Vega series
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- SQ, GL2C, TA, GRBM blocks
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- **GFX10/11**: ❌ **Not Currently Supported**
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- Framework exists but event mappings incomplete
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### Hardware Blocks
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The module provides counters for these GPU hardware blocks:
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| Block | Description | Example Counters |
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|-------|-------------|-----------------|
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| SQ | Shader Processor (Sequencer) | waves, instructions, busy_cycles |
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| GL2C | Graphics L2 Cache | hit, miss, requests |
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| GL1A/C | Graphics L1 Cache | hit, miss, latency |
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| CPC | Command Processor Compute | busy, stall, packets |
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| CPF | Command Processor Fetcher | fetch_stall, me_busy |
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| CHA/CHC | Cache Hierarchy Arbiters | requests, conflicts |
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| TCC | Texture Cache Controller | hit, miss, write |
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| TCP | Texture Cache Processor | read, write, stall |
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## Development
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### Building Components
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```bash
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# Build only kernel module
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cmake -B build -DBUILD_KERNEL_MODULE=ON -DBUILD_USERSPACE_TOOLS=OFF -DBUILD_TESTS=OFF && cmake --build build --target kernel_module
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# Build only userspace tools
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cmake -B build -DBUILD_KERNEL_MODULE=OFF -DBUILD_USERSPACE_TOOLS=ON -DBUILD_TESTS=OFF && cmake --build build
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# Build only tests
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cmake -B build -DBUILD_KERNEL_MODULE=OFF -DBUILD_USERSPACE_TOOLS=OFF -DBUILD_TESTS=ON && cmake --build build
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# Clean everything
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rm -rf build
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```
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### Running Tests
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```bash
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# Build and run tests
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cmake -B build -DBUILD_TESTS=ON && cmake --build build
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# Run PM4 packet validation
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build/src/aql_c/tests/test_pm4
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# Run counter registry tests
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build/src/aql_c/tests/test_counter_registry
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# Run packet generation tests
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build/src/aql_c/tests/test_packet_generation
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```
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### Debug Output
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```bash
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# Enable kernel debug messages
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echo 'module amdgpu_pmu +p' | sudo tee /sys/kernel/debug/dynamic_debug/control
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# View trace output
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sudo cat /sys/kernel/debug/tracing/trace
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# Check kernel log
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sudo dmesg -w | grep -i pmu
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```
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### Tools
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**PM4 Packet Generator:**
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```bash
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build/src/aql_c/tools/packet_gen_tool <gpu_arch> <block> <event_id>
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```
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**PM4 Decoder:**
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```bash
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build/src/aql_c/tools/pm4_decoder <hex_packet_data>
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```
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## File Structure
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```
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perf-dkms/
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├── src/
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│ ├── pmu_main.c # Perf PMU driver
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│ ├── pmu_events.c # Event definitions
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│ ├── pmu_dimension.h # Dimension encoding/validation
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│ ├── aql_perf.c/h # AQL session & GPU discovery
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│ ├── aql_packet_ops.c # PM4 packet operations
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│ ├── aql_pmu_integration.c # PMU-AQL bridge
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│ ├── aql_error_recovery.c # Error handling & recovery
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│ ├── aql_queue_manager.c/h # AQL queue lifecycle
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│ ├── kfd_ioctl_bridge.c/h # KFD ioctl bridge (vm_mmap)
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│ └── aql_c/ # AQL C library (kernel/userspace)
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│ ├── packet_generation.c # PM4 packet generation
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│ ├── pm4_packets.c # Low-level PM4 primitives
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│ ├── counter_registry.c # Counter definitions
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│ ├── arch_creator.c # Architecture factory
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│ ├── gfx12_creator.c # GFX12 implementation
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│ ├── gfx12_events.c # GFX12 event definitions
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│ ├── gfx9_creator.c # GFX9 implementation
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│ ├── gfx9_events.c # GFX9 event definitions
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│ ├── aql_queue.c/h # Ring buffer & IB pool
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│ ├── tests/ # Validation tests
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│ └── tools/ # Packet tools
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├── docs/ # Documentation
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├── test/ # Integration tests
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└── README.md # This file
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```
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## How It Works
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### Architecture Overview
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```
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┌─────────────┐
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│ perf tool │ (userspace)
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└──────┬──────┘
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│ syscall
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┌──────▼──────────────────────┐
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│ Linux Perf Subsystem │
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└──────┬──────────────────────┘
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│ PMU callbacks
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┌──────▼──────────────────────┐
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│ amdgpu_pmu (this module) │ (kernel)
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│ ┌─────────────────────┐ │
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│ │ AQL Packet Gen (C) │ │
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│ │ - PM4 packets │ │
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│ │ - Counter registry │ │
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│ │ - Arch detection │ │
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│ └─────────────────────┘ │
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└──────┬──────────────────────┘
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│ PM4 commands
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┌──────▼──────────────────────┐
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│ AMD GPU Hardware │
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│ (GFX12/RDNA4) │
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└─────────────────────────────┘
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```
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### Event Flow
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1. **User runs perf**: `perf stat -e amdgpu_pmu/sq_waves/ <cmd>`
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2. **Perf subsystem**: Calls PMU driver `add()` callback
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3. **PMU driver**: Creates AQL measurement session
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4. **AQL library**: Generates PM4 START packet
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5. **Hardware**: GPU enables SQ_WAVES counter
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6. **Monitoring**: Counter accumulates during execution
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7. **Read**: PMU driver generates PM4 READ packet
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8. **Hardware**: GPU returns counter value
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9. **Perf**: Displays counter to user
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## Troubleshooting
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### Module won't load
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```bash
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# Check kernel version compatibility
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uname -r
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ls /lib/modules/$(uname -r)/build
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# Check for errors
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sudo dmesg | grep -i error
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```
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### No events visible
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```bash
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# Verify sysfs registration
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ls /sys/bus/event_source/devices/amdgpu_pmu/
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# Check event files
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cat /sys/bus/event_source/devices/amdgpu_pmu/events/*
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```
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### Perf can't find events
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```bash
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# Refresh perf cache
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sudo rm -rf ~/.debug/
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perf list | grep amdgpu_pmu
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# Check permissions
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sudo chmod -R 755 /sys/bus/event_source/devices/amdgpu_pmu/
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```
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### Build failures
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```bash
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# Ensure kernel headers match running kernel
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sudo apt install linux-headers-$(uname -r)
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# Clean and rebuild
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rm -rf build && cmake -B build && cmake --build build
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```
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## Unloading
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```bash
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# Remove module
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sudo rmmod amdgpu_pmu
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# Verify removal
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lsmod | grep amdgpu_pmu
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# Check for errors
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dmesg | tail -20
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```
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## Limitations
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### Known Bugs
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**⚠️ Critical Issues:**
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1. **First Dimension Only**: The module currently only supports returning counter values for the first hardware dimension (e.g., first shader engine, first compute unit). Multi-dimensional counter reads are not yet fully implemented.
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||
|
||
2. **Memory Leaks on Stop**: The `stop` operation may not properly clean up resources in certain scenarios, leading to memory leaks. This occurs when:
|
||
- Multiple events are stopped in quick succession
|
||
- System shutdown interrupts the cleanup sequence
|
||
- GPU state transitions happen during stop operations
|
||
|
||
3. **GFX12 Only**: **This module currently only supports GFX12/RDNA4 GPUs**. Attempting to use on GFX9/10/11 architectures will fail. The architecture detection code exists but event mappings and register definitions are incomplete for older generations.
|
||
|
||
### Current Restrictions
|
||
|
||
1. **Hardware Integration**: Uses real GPU hardware access via:
|
||
- KFD (Kernel Fusion Driver) integration
|
||
- AMDGPU driver coordination
|
||
- GPU memory allocation for PM4 buffers
|
||
|
||
2. **Architecture Support**:
|
||
- **GFX12/RDNA4: Full support** (RX 9070 series)
|
||
- **GFX9/Vega/MI: Supported** (MI100, MI200, Vega series)
|
||
- **GFX10/11: Not supported** (framework only, missing event definitions)
|
||
|
||
4. **Kernel Compatibility**:
|
||
- Development kernels may produce `.o` instead of `.ko` files
|
||
- DKMS requires stable kernel versions
|
||
|
||
### Future Work
|
||
|
||
- [ ] Complete GFX9/10/11 support
|
||
- [ ] Interrupt-driven counter collection
|
||
- [ ] SPM (Streaming Performance Monitor) support
|
||
- [ ] Multi-GPU enumeration improvements
|
||
|
||
## References
|
||
|
||
### AMD Documentation
|
||
- [AMD GPU Performance Counters](https://www.amd.com)
|
||
- PM4 Packet Format Specifications
|
||
- GFX12/RDNA4 Architecture Documentation
|
||
|
||
### Linux Kernel
|
||
- [Perf Subsystem Documentation](https://www.kernel.org/doc/html/latest/admin-guide/perf-security.html)
|
||
- [PMU Driver Development](https://www.kernel.org/doc/Documentation/core-api/pmu.rst)
|
||
|
||
### Related Projects
|
||
- AQLProfile (C++ implementation)
|
||
- ROCm Profiler SDK
|
||
- ROCProfiler
|
||
|
||
## License
|
||
|
||
See LICENSE file for details.
|
||
|
||
## Contributing
|
||
|
||
This is a research/development module. Contributions welcome for:
|
||
- Additional GPU architecture support
|
||
- Hardware integration improvements
|
||
- Performance optimizations
|
||
- Documentation enhancements
|
||
|
||
## Contact
|
||
|
||
For issues and questions, please file a GitHub issue.
|