tinygrad/tinygrad/runtime/ops_amd.py at master · SkullMag/tinygrad

898 lines (733 loc) · 55.2 KB
from __future__ import annotations
from typing import Any, cast, ClassVar
import os, ctypes, ctypes.util, struct, hashlib, functools, importlib, mmap, errno, array, contextlib, sys, select
assert sys.platform != 'win32'
from dataclasses import dataclass
from tinygrad.runtime.support.hcq import HCQCompiled, HCQAllocator, HCQBuffer, HWQueue, CLikeArgsState, HCQSignal, HCQProgram, HWInterface
from tinygrad.ops import sint
from tinygrad.device import Compiled, ProfileEvent, BufferSpec, CPUProgram, PROFILE
from tinygrad.helpers import getenv, to_mv, round_up, data64_le, mv_address, all_same, flatten, DEBUG, OSX
from tinygrad.renderer.cstyle import AMDRenderer
from tinygrad.renderer.llvmir import AMDLLVMRenderer
from tinygrad.runtime.autogen import kfd, hsa, libc, pci, vfio, sqtt
from tinygrad.runtime.autogen.am import am
from tinygrad.runtime.support.compiler_amd import HIPCompiler, AMDLLVMCompiler
from tinygrad.runtime.support.elf import elf_loader
from tinygrad.runtime.support.am.amdev import AMDev, AMMapping
from tinygrad.runtime.support.amd import AMDRegBase, collect_registers, import_module
if getenv("IOCTL"): import extra.hip_gpu_driver.hip_ioctl  # noqa: F401 # pylint: disable=unused-import
EVENT_INDEX_PARTIAL_FLUSH = 4 # based on a comment in nvd.h
WAIT_REG_MEM_FUNCTION_EQ  = 3 # ==
WAIT_REG_MEM_FUNCTION_NEQ = 4 # !=
WAIT_REG_MEM_FUNCTION_GEQ = 5 # >=
class AMDSignal(HCQSignal):
  def __init__(self, base_addr:int|None=None, **kwargs):
    super().__init__(base_addr, **kwargs, timestamp_divider=100, dev_t=AMDDevice)
  def _sleep(self, time_spent_waiting_ms:int):
    # Resonable to sleep for long workloads (which take more than 2s) and only timeline signals.
    if time_spent_waiting_ms > 2000 and self.timeline_for_device is not None: self.timeline_for_device.dev_iface.sleep(200)
class AMDComputeQueue(HWQueue):
  def __init__(self, dev:AMDDevice):
    self.dev, self.soc, self.pm4, self.gc, self.nbio = dev, dev.soc, dev.pm4, dev.gc, dev.nbio
    super().__init__()
  def __del__(self):
    if self.binded_device is not None:
      self.binded_device.allocator.free(self.hw_page, self.hw_page.size, BufferSpec(cpu_access=True, nolru=True, uncached=True))
  def pkt3(self, cmd, *vals): self.q(self.pm4.PACKET3(cmd, len(vals) - 1), *vals)
  def wreg(self, reg:AMDReg, *args:sint, **kwargs:int):
    if bool(args) == bool(kwargs): raise RuntimeError('One (and only one) of *args or **kwargs must be specified')
    if self.pm4.PACKET3_SET_SH_REG_START <= reg.addr < self.pm4.PACKET3_SET_SH_REG_END:
      set_packet, set_packet_start = self.pm4.PACKET3_SET_SH_REG, self.pm4.PACKET3_SET_SH_REG_START
    elif self.pm4.PACKET3_SET_UCONFIG_REG_START <= reg.addr < self.pm4.PACKET3_SET_UCONFIG_REG_START + 2**16-1:
      set_packet, set_packet_start = self.pm4.PACKET3_SET_UCONFIG_REG, self.pm4.PACKET3_SET_UCONFIG_REG_START
    else: raise RuntimeError(f'Cannot set {reg.name} ({reg.addr}) via pm4 packet')
    self.pkt3(set_packet, reg.addr - set_packet_start, *(args or (reg.encode(**kwargs),)))
  @contextlib.contextmanager
  def pred_exec(self, xcc_mask:int):
    if self.dev.xccs > 1:
      self.pkt3(self.pm4.PACKET3_PRED_EXEC, xcc_mask << 24)
      prev_len = len(self._q)
    if self.dev.xccs > 1:
      self._q[prev_len-1] |= (len(self._q) - prev_len)
  def sqtt_userdata(self, data, *extra_dwords):
    data_ints = [x[0] for x in struct.iter_unpack('<I', bytes(data))] + list(extra_dwords)
    for i in range(0, len(data_ints), 2):
      self.wreg(self.gc.regSQ_THREAD_TRACE_USERDATA_2, *data_ints[i:i+2])
  def wait_reg_mem(self, value, mask=0xffffffff, mem=None, reg_req=None, reg_done=None):
    wrm_info_dw = self.pm4.WAIT_REG_MEM_MEM_SPACE(int(mem is not None)) | self.pm4.WAIT_REG_MEM_OPERATION(int(mem is None)) \
                | self.pm4.WAIT_REG_MEM_FUNCTION(WAIT_REG_MEM_FUNCTION_GEQ) | self.pm4.WAIT_REG_MEM_ENGINE(0)
    self.pkt3(self.pm4.PACKET3_WAIT_REG_MEM, wrm_info_dw, *(data64_le(mem) if mem is not None else (reg_req, reg_done)), value, mask, 4)
  def acquire_mem(self, addr=0x0, sz=(1 << 64)-1, gli=1, glm=1, glk=1, glv=1, gl1=1, gl2=1):
    if self.dev.gfxver >= 10:
      cache_flags_dw = self.pm4.PACKET3_ACQUIRE_MEM_GCR_CNTL_GLI_INV(gli) \
                     | self.pm4.PACKET3_ACQUIRE_MEM_GCR_CNTL_GLM_INV(glm) | self.pm4.PACKET3_ACQUIRE_MEM_GCR_CNTL_GLM_WB(glm) \
                     | self.pm4.PACKET3_ACQUIRE_MEM_GCR_CNTL_GLK_INV(glk) | self.pm4.PACKET3_ACQUIRE_MEM_GCR_CNTL_GLK_WB(glk) \
                     | self.pm4.PACKET3_ACQUIRE_MEM_GCR_CNTL_GLV_INV(glv) | self.pm4.PACKET3_ACQUIRE_MEM_GCR_CNTL_GL1_INV(gl1) \
                     | self.pm4.PACKET3_ACQUIRE_MEM_GCR_CNTL_GL2_INV(gl2) | self.pm4.PACKET3_ACQUIRE_MEM_GCR_CNTL_GL2_WB(gl2)
      self.pkt3(self.pm4.PACKET3_ACQUIRE_MEM, 0, *data64_le(sz), *data64_le(addr), 0, cache_flags_dw)
      cp_coher_cntl = self.pm4.PACKET3_ACQUIRE_MEM_CP_COHER_CNTL_SH_ICACHE_ACTION_ENA(gli) | \
                      self.pm4.PACKET3_ACQUIRE_MEM_CP_COHER_CNTL_SH_KCACHE_ACTION_ENA(glk) | \
                      self.pm4.PACKET3_ACQUIRE_MEM_CP_COHER_CNTL_TC_ACTION_ENA(1) | \
                      self.pm4.PACKET3_ACQUIRE_MEM_CP_COHER_CNTL_TCL1_ACTION_ENA(1) | \
                      self.pm4.PACKET3_ACQUIRE_MEM_CP_COHER_CNTL_TC_WB_ACTION_ENA(1)
      self.pkt3(self.pm4.PACKET3_ACQUIRE_MEM, cp_coher_cntl, *data64_le(sz), *data64_le(addr), 0x0000000A)
  def release_mem(self, address=0x0, value=0, data_sel=0, int_sel=2, ctxid=0, cache_flush=False):
    if self.dev.gfxver >= 10:
      cache_flags_dw = 0 if not cache_flush else (self.pm4.PACKET3_RELEASE_MEM_GCR_GLV_INV | self.pm4.PACKET3_RELEASE_MEM_GCR_GL1_INV \
                     | self.pm4.PACKET3_RELEASE_MEM_GCR_GL2_INV | self.pm4.PACKET3_RELEASE_MEM_GCR_GLM_WB \
                     | self.pm4.PACKET3_RELEASE_MEM_GCR_GLM_INV | self.pm4.PACKET3_RELEASE_MEM_GCR_GL2_WB | self.pm4.PACKET3_RELEASE_MEM_GCR_SEQ)
      event_dw = self.pm4.PACKET3_RELEASE_MEM_EVENT_TYPE(self.pm4.CACHE_FLUSH_AND_INV_TS_EVENT) \
               | self.pm4.PACKET3_RELEASE_MEM_EVENT_INDEX(self.pm4.event_index__mec_release_mem__end_of_pipe)
      memsel_dw = self.pm4.PACKET3_RELEASE_MEM_DATA_SEL(data_sel) | self.pm4.PACKET3_RELEASE_MEM_INT_SEL(int_sel) \
                | self.pm4.PACKET3_RELEASE_MEM_DST_SEL(0)
      cache_flags_dw = 0 if not cache_flush else (self.pm4.EOP_TC_WB_ACTION_EN | self.pm4.EOP_TC_NC_ACTION_EN)
      event_dw = self.pm4.EVENT_TYPE(self.pm4.CACHE_FLUSH_AND_INV_TS_EVENT) | self.pm4.EVENT_INDEX(self.pm4.event_index__mec_release_mem__end_of_pipe)
      memsel_dw = self.pm4.DATA_SEL(data_sel) | self.pm4.INT_SEL(int_sel)
      ctxid = 0
    self.pkt3(self.pm4.PACKET3_RELEASE_MEM, event_dw | cache_flags_dw, memsel_dw, *data64_le(address), *data64_le(value), ctxid)
  def xcc_barrier(self):
    if self.dev.xcc_sync is None: return self
    assert self.dev.xccs == 8, 'only 8 XCCs supported'
    a, b = self.dev.xcc_sync
    mem_eq = self.pm4.WAIT_REG_MEM_FUNCTION(WAIT_REG_MEM_FUNCTION_EQ) | self.pm4.WAIT_REG_MEM_MEM_SPACE(1)
    self.pkt3(self.pm4.PACKET3_ATOMIC_MEM, self.soc.TC_OP_ATOMIC_ADD_RTN_32, *data64_le(a.value_addr), *data64_le(1), *data64_le(0), 10) # a += 1
    self.pkt3(self.pm4.PACKET3_WAIT_REG_MEM, mem_eq, *data64_le(a.value_addr), 0, 0b111, 10) # a == 0 (mod 8) via bitmask
    self.pkt3(self.pm4.PACKET3_ATOMIC_MEM, self.soc.TC_OP_ATOMIC_ADD_RTN_32, *data64_le(b.value_addr), *data64_le(1), *data64_le(0), 10) # b += 1
    self.pkt3(self.pm4.PACKET3_WAIT_REG_MEM, mem_eq, *data64_le(b.value_addr), 0, 0b111, 10) # b == 0 (mod 8) via bitmask
    return self
  def memory_barrier(self):
    pf = 0 if self.nbio.version[:2] != (7, 11) else 1
    self.wait_reg_mem(reg_req=getattr(self.nbio, f'regBIF_BX_PF{pf}_GPU_HDP_FLUSH_REQ').addr,
                      reg_done=getattr(self.nbio, f'regBIF_BX_PF{pf}_GPU_HDP_FLUSH_DONE').addr, value=0xffffffff)
    self.acquire_mem()
    return self
  def xcc_config(self):
    self.wreg(self.gc.regCOMPUTE_TG_CHUNK_SIZE, 1)
    for xcc_id in range(self.dev.xccs):
      with self.pred_exec(xcc_mask=1 << xcc_id):
        self.wreg(self.gc.regCOMPUTE_CURRENT_LOGIC_XCC_ID, xcc_id)
    return self
  def spi_config(self, tracing:bool):
    self.wreg(self.gc.regSPI_CONFIG_CNTL, ps_pkr_priority_cntl=3, exp_priority_order=3, gpr_write_priority=0x2c688,
              enable_sqg_bop_events=int(tracing), enable_sqg_top_events=int(tracing))
  def sqtt_config(self, tracing:bool):
    self.wreg(self.gc.regSQ_THREAD_TRACE_CTRL, draw_event_en=1, spi_stall_en=1, sq_stall_en=1, reg_at_hwm=2, hiwater=1,
              rt_freq=self.soc.SQ_TT_RT_FREQ_4096_CLK, util_timer=self.soc.SQ_TT_UTIL_TIMER_250_CLK, mode=int(tracing))
  # Magic values from mesa/src/amd/vulkan/radv_sqtt.c:radv_emit_spi_config_cntl and src/amd/common/ac_sqtt.c:ac_sqtt_emit_start
  def start_trace(self, buf0s:list[HCQBuffer], se_mask:int):
    self.memory_barrier()
    self.spi_config(tracing=True)
    # One buffer for one SE, mesa does it with a single buffer and ac_sqtt_get_data_offset, but this is simpler and should work just as well
    for se in range(len(buf0s)):
      self.wreg(self.gc.regGRBM_GFX_INDEX, se_index=se, instance_broadcast_writes=1)
      buf0_lo, buf0_hi = data64_le(buf0s[se].va_addr>>12)
      self.wreg(self.gc.regSQ_THREAD_TRACE_BUF0_SIZE, base_hi=buf0_hi, size=buf0s[se].size>>12)
      self.wreg(self.gc.regSQ_THREAD_TRACE_BUF0_BASE, base_lo=buf0_lo)
      # NOTE: SQTT can only trace instructions on one simd per se, this selects first simd in first wgp in first sa.
      # For RGP to display instruction trace it has to see it on first SE. Howerver ACE/MEC/whatever does the dispatching starting with second se,
      # and on amdgpu/non-AM it also does weird things with dispatch order inside se: around 7 times out of 10 it starts from the last cu, but
      # sometimes not, especially if the kernel has more than one wavefront which means that kernels with small global size might get unlucky and
      # be dispatched on something else and not be seen in instruction tracing tab. You can force the wavefronts of a kernel to be dispatched on the
      # CUs you want to by disabling other CUs via bits in regCOMPUTE_STATIC_THREAD_MGMT_SE<x> and trace even kernels that only have one wavefront.
      self.wreg(self.gc.regSQ_THREAD_TRACE_MASK, wtype_include=self.soc.SQ_TT_WTYPE_INCLUDE_CS_BIT, simd_sel=0, wgp_sel=0, sa_sel=0)
      REG_INCLUDE = self.soc.SQ_TT_TOKEN_MASK_SQDEC_BIT | self.soc.SQ_TT_TOKEN_MASK_SHDEC_BIT | self.soc.SQ_TT_TOKEN_MASK_GFXUDEC_BIT | \
                    self.soc.SQ_TT_TOKEN_MASK_COMP_BIT | self.soc.SQ_TT_TOKEN_MASK_CONTEXT_BIT | self.soc.SQ_TT_TOKEN_MASK_CONTEXT_BIT
      TOKEN_EXCLUDE = 1 << self.soc.SQ_TT_TOKEN_EXCLUDE_PERF_SHIFT
      if not (se_mask >> se) & 0b1:
        TOKEN_EXCLUDE |= 1 << self.soc.SQ_TT_TOKEN_EXCLUDE_VMEMEXEC_SHIFT | 1 << self.soc.SQ_TT_TOKEN_EXCLUDE_ALUEXEC_SHIFT | \
                         1 << self.soc.SQ_TT_TOKEN_EXCLUDE_VALUINST_SHIFT | 1 << self.soc.SQ_TT_TOKEN_EXCLUDE_IMMEDIATE_SHIFT | \
                         1 << self.soc.SQ_TT_TOKEN_EXCLUDE_INST_SHIFT
      self.wreg(self.gc.regSQ_THREAD_TRACE_TOKEN_MASK, reg_include=REG_INCLUDE, token_exclude=TOKEN_EXCLUDE, bop_events_token_include=1)
      # Enable SQTT
      self.sqtt_config(tracing=True)
    # Restore global broadcasting
    self.wreg(self.gc.regGRBM_GFX_INDEX, se_broadcast_writes=1, sa_broadcast_writes=1, instance_broadcast_writes=1)
    self.wreg(self.gc.regCOMPUTE_THREAD_TRACE_ENABLE, 1)
    self.memory_barrier()
    return self
  # Magic values from src/amd/common/ac_sqtt.c:ac_sqtt_emit_stop and src/amd/common/ac_sqtt.c:ac_sqtt_emit_wait
  def stop_trace(self, ses: int, wptrs: HCQBuffer):
    self.memory_barrier()
    # Start shutting everything down
    self.wreg(self.gc.regCOMPUTE_THREAD_TRACE_ENABLE, 0)
    self.pkt3(self.pm4.PACKET3_EVENT_WRITE, self.pm4.EVENT_TYPE(self.soc.THREAD_TRACE_FINISH) | self.pm4.EVENT_INDEX(0))
    # For each SE wait for finish to complete and copy regSQ_THREAD_TRACE_WPTR to know where in the buffer trace data ends
    for se in range(ses):
      self.wreg(self.gc.regGRBM_GFX_INDEX, se_index=se, instance_broadcast_writes=1)
      # Wait for FINISH_PENDING==0
      self.pkt3(self.pm4.PACKET3_WAIT_REG_MEM, self.pm4.WAIT_REG_MEM_FUNCTION(WAIT_REG_MEM_FUNCTION_EQ),
                self.gc.regSQ_THREAD_TRACE_STATUS.addr, 0, 0, self.gc.SQ_THREAD_TRACE_STATUS__FINISH_PENDING_MASK, 4)
      # Wait for FINISH_DONE!=0
      self.pkt3(self.pm4.PACKET3_WAIT_REG_MEM, self.pm4.WAIT_REG_MEM_FUNCTION(WAIT_REG_MEM_FUNCTION_NEQ),
                self.gc.regSQ_THREAD_TRACE_STATUS.addr, 0, 0, self.gc.SQ_THREAD_TRACE_STATUS__FINISH_DONE_MASK, 4)
      # Disable SQTT
      self.sqtt_config(tracing=False)
      # Wait for BUSY==0
      self.pkt3(self.pm4.PACKET3_WAIT_REG_MEM, self.pm4.WAIT_REG_MEM_FUNCTION(WAIT_REG_MEM_FUNCTION_EQ),
                self.gc.regSQ_THREAD_TRACE_STATUS.addr, 0, 0, self.gc.SQ_THREAD_TRACE_STATUS__BUSY_MASK, 4)
      # Copy WPTR to memory (src_sel = perf, dst_sel = tc_l2, wr_confirm = True)
      self.pkt3(self.pm4.PACKET3_COPY_DATA, 1 << 20 | 2 << 8 | 4, self.gc.regSQ_THREAD_TRACE_WPTR.addr, 0, *data64_le(wptrs.va_addr+(se*4)))
    # Restore global broadcasting
    self.wreg(self.gc.regGRBM_GFX_INDEX, se_broadcast_writes=1, sa_broadcast_writes=1, instance_broadcast_writes=1)
    self.spi_config(tracing=False)
    self.memory_barrier()
    return self
  def exec(self, prg:AMDProgram, args_state:CLikeArgsState, global_size:tuple[sint, ...], local_size:tuple[sint, ...]):
    self.bind_args_state(args_state)
    self.acquire_mem(gli=0, gl2=0)
    if prg.enable_private_segment_sgpr:
      assert self.dev.xccs == 1, "Only architected flat scratch is suppored on multi-xcc"
      scratch_hilo = data64_le(prg.dev.scratch.va_addr)
      # sgpr word1 bit31 enables swizzle
      # sgpr word3 = 0x14 << 12 | 2 << 28 | 2 << 21 | 1 << 23
      user_regs = [scratch_hilo[0], scratch_hilo[1] | 1 << 31, 0xffffffff, 0x20c14000] if prg.enable_private_segment_sgpr else []
    else: user_regs = []
    if prg.enable_dispatch_ptr:
      dp = hsa.hsa_kernel_dispatch_packet_t.from_address(dp_addr:=args_state.ptr + prg.kernargs_segment_size)
      self.bind_sints(*local_size, struct=dp, start_field='workgroup_size_x', fmt='H')
      self.bind_sints(*[g*l for g,l in zip(global_size, local_size)], struct=dp, start_field='grid_size_x', fmt='I')
      dp.group_segment_size, dp.private_segment_size, dp.kernarg_address = prg.group_segment_size, prg.private_segment_size, args_state.ptr
      user_regs += [*data64_le(dp_addr)]
    user_regs += [*data64_le(args_state.ptr)]
    if prg.dev.sqtt_enabled:
      self.sqtt_userdata(sqtt.struct_rgp_sqtt_marker_pipeline_bind(
        _0=sqtt.union_rgp_sqtt_marker_pipeline_bind_0(_0=sqtt.struct_rgp_sqtt_marker_pipeline_bind_0_0(
          identifier=sqtt.RGP_SQTT_MARKER_IDENTIFIER_BIND_PIPELINE,
          bind_point=1, # compute
        )),
        _1=sqtt.union_rgp_sqtt_marker_pipeline_bind_1(api_pso_hash=data64_le(prg.libhash[0])),
      self.sqtt_userdata(sqtt.struct_rgp_sqtt_marker_event(
        _0=sqtt.union_rgp_sqtt_marker_event_0(_0=sqtt.struct_rgp_sqtt_marker_event_0_0(has_thread_dims=1)),
        _2=sqtt.union_rgp_sqtt_marker_event_2(cmd_id=prg.dev.cmd_id),
      ), *global_size)
      prg.dev.cmd_id += 1
    self.wreg(self.gc.regCOMPUTE_PGM_LO, *data64_le(prg.prog_addr >> 8))
    self.wreg(self.gc.regCOMPUTE_PGM_RSRC1, prg.rsrc1, prg.rsrc2)
    self.wreg(self.gc.regCOMPUTE_PGM_RSRC3, prg.rsrc3)
    self.wreg(self.gc.regCOMPUTE_TMPRING_SIZE, prg.dev.tmpring_size)
    if prg.dev.has_scratch_base_registers:
      for xcc_id in range(self.dev.xccs):
        with self.pred_exec(xcc_mask=1<<xcc_id):
          scratch_base = prg.dev.scratch.va_addr + (prg.dev.scratch.size // self.dev.xccs * xcc_id)
          self.wreg(self.gc.regCOMPUTE_DISPATCH_SCRATCH_BASE_LO, *data64_le(scratch_base >> 8))
    if 100000 <= prg.dev.target < 110000: self.wreg(self.gc.mmCP_COHER_START_DELAY, 0x20)
    self.wreg(self.gc.regCOMPUTE_RESTART_X, 0, 0, 0)
    self.wreg(self.gc.regCOMPUTE_STATIC_THREAD_MGMT_SE0, 0xFFFFFFFF, 0xFFFFFFFF)
    self.wreg(self.gc.regCOMPUTE_STATIC_THREAD_MGMT_SE2, 0xFFFFFFFF, 0xFFFFFFFF)
    if prg.dev.target >= 100000:
      self.wreg(self.gc.regCOMPUTE_STATIC_THREAD_MGMT_SE4, 0xFFFFFFFF, 0xFFFFFFFF, 0xFFFFFFFF, 0xFFFFFFFF)
    self.wreg(self.gc.regCOMPUTE_USER_DATA_0, *user_regs)
    self.wreg(self.gc.regCOMPUTE_START_X, 0, 0, 0, *local_size, 0, 0)
    self.wreg(self.gc.regCOMPUTE_RESOURCE_LIMITS, 0)
    gfx10p = {'cs_w32_en': int(prg.wave32)} if prg.dev.target >= 100000 else {}
    DISPATCH_INITIATOR = self.gc.regCOMPUTE_DISPATCH_INITIATOR.encode(**gfx10p, force_start_at_000=1, compute_shader_en=1)
    self.pkt3(self.pm4.PACKET3_DISPATCH_DIRECT, *global_size, DISPATCH_INITIATOR)
    if prg.dev.sqtt_enabled: self.pkt3(self.pm4.PACKET3_EVENT_WRITE, self.pm4.EVENT_TYPE(self.soc.THREAD_TRACE_MARKER) | self.pm4.EVENT_INDEX(0))
    self.pkt3(self.pm4.PACKET3_EVENT_WRITE, self.pm4.EVENT_TYPE(self.soc.CS_PARTIAL_FLUSH) | self.pm4.EVENT_INDEX(EVENT_INDEX_PARTIAL_FLUSH))
    if self.dev.xccs > 1: self.release_mem(cache_flush=True)
    self.xcc_barrier()
    return self
  def wait(self, signal:AMDSignal, value:sint=0):
    self.wait_reg_mem(mem=signal.value_addr, value=value, mask=0xffffffff)
    self.xcc_barrier()
    return self
  def timestamp(self, signal:AMDSignal):
    with self.pred_exec(xcc_mask=0b1):
      self.release_mem(signal.timestamp_addr, 0, self.pm4.data_sel__mec_release_mem__send_gpu_clock_counter, self.pm4.int_sel__mec_release_mem__none)
    return self
  def signal(self, signal:AMDSignal, value:sint=0):
    with self.pred_exec(xcc_mask=0b1):
      # NOTE: this needs an EOP buffer on the queue or it will NULL pointer
      self.release_mem(signal.value_addr, value, self.pm4.data_sel__mec_release_mem__send_32_bit_low,
                       self.pm4.int_sel__mec_release_mem__send_interrupt_after_write_confirm, cache_flush=True)
      if not AMDDevice.driverless and (dev:=signal.timeline_for_device) is not None:
        self.release_mem(dev.queue_event_mailbox_ptr, dev.queue_event.event_id, self.pm4.data_sel__mec_release_mem__send_32_bit_low,
                         self.pm4.int_sel__mec_release_mem__send_interrupt_after_write_confirm, ctxid=dev.queue_event.event_id)
    return self
  def bind(self, dev:AMDDevice):
    self.binded_device = dev
    self.hw_page = dev.allocator.alloc(len(self._q) * 4, BufferSpec(cpu_access=True, nolru=True, uncached=True))
    hw_view = to_mv(self.hw_page.va_addr, self.hw_page.size).cast("I")
    for i, value in enumerate(self._q): hw_view[i] = value
    self.indirect_cmd = [self.pm4.PACKET3(self.pm4.PACKET3_INDIRECT_BUFFER, 2), *data64_le(self.hw_page.va_addr),
                         len(self._q) | self.pm4.INDIRECT_BUFFER_VALID]
    self._q = hw_view
    return self
  def _submit(self, dev:AMDDevice):
    cmds = self.indirect_cmd if dev == self.binded_device else self._q
    # WORKAROUND: PACKET3_PRED_EXEC doesn't work in rings, only in IBs, create a fake IB inside a ring to work around that
    if self.dev.xccs > 1 and dev != self.binded_device:
      ib_end = ((dev.compute_queue.put_value + 5) % len(dev.compute_queue.ring)) + len(cmds)
      ib_pad = len(dev.compute_queue.ring) - (ib_end - len(cmds)) if ib_end > len(dev.compute_queue.ring) else 0
      ib_ptr = mv_address(dev.compute_queue.ring) + ((dev.compute_queue.put_value + 5 + ib_pad) % len(dev.compute_queue.ring)) * 4
      cmds = [self.pm4.PACKET3(self.pm4.PACKET3_INDIRECT_BUFFER, 2), *data64_le(ib_ptr), len(cmds) | self.pm4.INDIRECT_BUFFER_VALID,
              self.pm4.PACKET3(self.pm4.PACKET3_NOP, ib_pad + len(cmds) - 1), *((0,) * ib_pad), *cmds]
    for i, value in enumerate(cmds): dev.compute_queue.ring[(dev.compute_queue.put_value + i) % len(dev.compute_queue.ring)] = value
    dev.compute_queue.put_value += len(cmds)
    dev.compute_queue.signal_doorbell(dev)
class AMDCopyQueue(HWQueue):
  def __init__(self, dev, max_copy_size=0x40000000):
    self.dev, self.sdma, self.internal_cmd_sizes, self.max_copy_size = dev, dev.sdma, [], max_copy_size
    super().__init__()
  def q(self, *arr):
    super().q(*arr)
    self.internal_cmd_sizes.append(len(arr))
  def copy(self, dest:sint, src:sint, copy_size:int):
    copied, copy_commands = 0, (copy_size + self.max_copy_size - 1) // self.max_copy_size
    for _ in range(copy_commands):
      step_copy_size = min(copy_size - copied, self.max_copy_size)
      self.q(self.sdma.SDMA_OP_COPY | self.sdma.SDMA_PKT_COPY_LINEAR_HEADER_SUB_OP(self.sdma.SDMA_SUBOP_COPY_LINEAR),
        self.sdma.SDMA_PKT_COPY_LINEAR_COUNT_COUNT(step_copy_size - 1), 0, *data64_le(src + copied), *data64_le(dest + copied))
      copied += step_copy_size
    return self
  def signal(self, signal:AMDSignal, value:sint=0):
    fence_flags = self.sdma.SDMA_PKT_FENCE_HEADER_MTYPE(3) if self.dev.gfxver >= 10 else 0
    self.q(self.sdma.SDMA_OP_FENCE | fence_flags, *data64_le(signal.value_addr), value)
    self.q(self.sdma.SDMA_OP_FENCE, *data64_le(signal.value_addr), value)
    if not AMDDevice.driverless and (dev:=signal.timeline_for_device) is not None:
      self.q(self.sdma.SDMA_OP_FENCE | fence_flags, *data64_le(dev.queue_event_mailbox_ptr), dev.queue_event.event_id)
      self.q(self.sdma.SDMA_OP_TRAP, self.sdma.SDMA_PKT_TRAP_INT_CONTEXT_INT_CONTEXT(dev.queue_event.event_id))
    elif AMDDevice.driverless: self.q(self.sdma.SDMA_OP_TRAP, self.sdma.SDMA_PKT_TRAP_INT_CONTEXT_INT_CONTEXT(0))
    return self
  def wait(self, signal:AMDSignal, value:sint=0):
    self.q(self.sdma.SDMA_OP_POLL_REGMEM | self.sdma.SDMA_PKT_POLL_REGMEM_HEADER_FUNC(WAIT_REG_MEM_FUNCTION_GEQ) | \
           self.sdma.SDMA_PKT_POLL_REGMEM_HEADER_MEM_POLL(1), *data64_le(signal.value_addr), value, 0xffffffff,
           self.sdma.SDMA_PKT_POLL_REGMEM_DW5_INTERVAL(0x04) | self.sdma.SDMA_PKT_POLL_REGMEM_DW5_RETRY_COUNT(0xfff))
    return self
  def timestamp(self, signal:AMDSignal):
    self.q(self.sdma.SDMA_OP_TIMESTAMP | self.sdma.SDMA_PKT_TIMESTAMP_GET_HEADER_SUB_OP(self.sdma.SDMA_SUBOP_TIMESTAMP_GET_GLOBAL),
           *data64_le(signal.timestamp_addr))
    return self
  def bind(self, dev:AMDDevice):
    if not getenv("AMD_SDMA_BIND", 0) or not dev.driverless: return
    self.binded_device = dev
    self.hw_page = dev.allocator.alloc((qsz:=round_up(len(self._q), 8)) * 4, BufferSpec(cpu_access=True, nolru=True, uncached=True))
    hw_view = to_mv(self.hw_page.va_addr, self.hw_page.size).cast("I")
    for i in range(qsz): hw_view[i] = self._q[i] if i < len(self._q) else 0
    self.indirect_cmd = [self.sdma.SDMA_OP_INDIRECT | self.sdma.SDMA_PKT_INDIRECT_HEADER_VMID(0), *data64_le(self.hw_page.va_addr), qsz,
                         *data64_le(0)]
    self._q, self.cmd_sizes = hw_view, [len(self.indirect_cmd)]
  def _submit(self, dev:AMDDevice):
    if dev.sdma_queue.put_value - dev.sdma_queue.read_ptr > dev.sdma_queue.ring.nbytes: raise RuntimeError("SDMA queue overrun")
    if self.binded_device == dev:
      # An IB packet must end on a 8 DW boundary.
      add = (8 - (((dev.sdma_queue.put_value % 32) // 4) + len(self.indirect_cmd) % 8)) % 8
      cmds, cmd_sizes = ([0] * add) + self.indirect_cmd, [len(self.indirect_cmd) + add]
      if len(cmds) * 4 >= (dev.sdma_queue.ring.nbytes - dev.sdma_queue.put_value % dev.sdma_queue.ring.nbytes):
        cmds, cmd_sizes = [0, 0] + self.indirect_cmd, [8]
    else: cmds, cmd_sizes = self._q, self.internal_cmd_sizes
    tail_blit_dword = 0
    for cmdsz in cmd_sizes:
      if (tail_blit_dword + cmdsz) * 4 >= dev.sdma_queue.ring.nbytes - dev.sdma_queue.put_value % dev.sdma_queue.ring.nbytes: break
      tail_blit_dword += cmdsz
    start_idx = (dev.sdma_queue.put_value % dev.sdma_queue.ring.nbytes) // 4
    dev.sdma_queue.ring[start_idx : start_idx + tail_blit_dword] = array.array('I', cmds[:tail_blit_dword])
    dev.sdma_queue.put_value += tail_blit_dword * 4
    if (rem_packet_cnt := len(cmds) - tail_blit_dword) > 0:
      zero_fill = dev.sdma_queue.ring.nbytes - dev.sdma_queue.put_value % dev.sdma_queue.ring.nbytes
      ctypes.memset(mv_address(dev.sdma_queue.ring) + (dev.sdma_queue.put_value % dev.sdma_queue.ring.nbytes), 0, zero_fill)
      dev.sdma_queue.put_value += zero_fill
      dev.sdma_queue.ring[0:rem_packet_cnt] = array.array('I', cmds[tail_blit_dword:])
      dev.sdma_queue.put_value += rem_packet_cnt * 4
    dev.sdma_queue.signal_doorbell(dev)
class AMDProgram(HCQProgram):
  def __init__(self, dev:AMDDevice, name:str, lib:bytes):
    # TODO; this API needs the type signature of the function and global_size/local_size
    self.dev: AMDDevice = dev
    self.name, self.lib = name, lib
    image, sections, _ = elf_loader(self.lib)
    self.lib_gpu = self.dev.allocator.alloc(round_up(image.nbytes, 0x1000), BufferSpec(cpu_access=True, nolru=True))
    ctypes.memmove(self.lib_gpu.va_addr, mv_address(image), image.nbytes)
    rodata_entry = next((sh.header.sh_addr for sh in sections if sh.name == ".rodata"), -1)
    text_entry = next((sh.header.sh_addr for sh in sections if sh.name == ".text"), -1)
    assert rodata_entry >= 0 and text_entry >= 0, ".text or .rodata section not found"
    self.group_segment_size = image[rodata_entry:rodata_entry+4].cast("I")[0]
    self.private_segment_size = image[rodata_entry+4:rodata_entry+8].cast("I")[0]
    self.kernargs_segment_size = image[rodata_entry+8:rodata_entry+12].cast("I")[0]
    lds_size = ((self.group_segment_size + 511) // 512) & 0x1FF
    if lds_size > (self.dev.dev_iface.props['lds_size_in_kb'] * 1024) // 512: raise RuntimeError("Too many resources requested: group_segment_size")
    # Ensure scratch size
    self.dev._ensure_has_local_memory(self.private_segment_size)
    code = hsa.amd_kernel_code_t.from_address(self.lib_gpu.va_addr + rodata_entry) # NOTE: this is wrong, it's not this object
    self.wave32: bool = code.kernel_code_properties & 0x400 == 0x400
    # Set rsrc1.priv=1 on gfx11 to workaround cwsr.
    self.rsrc1: int = code.compute_pgm_rsrc1 | ((1 << 20) if 110000 <= self.dev.target < 120000 else 0)
    self.rsrc2: int = code.compute_pgm_rsrc2 | (lds_size << 15)
    self.rsrc3: int = image[rodata_entry+44:rodata_entry+48].cast("I")[0] # NOTE: kernel descriptor, not in amd_kernel_code_t struct
    self.prog_addr: int = self.lib_gpu.va_addr + rodata_entry + code.kernel_code_entry_byte_offset
    if code.kernel_code_entry_byte_offset == 0: self.prog_addr = self.lib_gpu.va_addr + text_entry
    # Some programs use hsa_kernel_dispatch_packet_t to read workgroup sizes during execution.
    # The packet is represented as a pointer and set up in SGPRs. Space for the packet is allocated as part of the kernel arguments.
    self.enable_dispatch_ptr: int = code.kernel_code_properties & hsa.AMD_KERNEL_CODE_PROPERTIES_ENABLE_SGPR_DISPATCH_PTR
    self.enable_private_segment_sgpr: int = code.kernel_code_properties & hsa.AMD_KERNEL_CODE_PROPERTIES_ENABLE_SGPR_PRIVATE_SEGMENT_BUFFER
    additional_alloc_sz = ctypes.sizeof(hsa.hsa_kernel_dispatch_packet_t) if self.enable_dispatch_ptr else 0
    if dev.sqtt_enabled: self.libhash: tuple[int, int] = struct.unpack('<Q', hashlib.md5(self.lib).digest()[:8])*2
    super().__init__(CLikeArgsState, self.dev, self.name, kernargs_alloc_size=self.kernargs_segment_size+additional_alloc_sz, lib=self.lib,
                     base=self.lib_gpu.va_addr)
  def __del__(self):
    if hasattr(self, 'lib_gpu'): self.dev.allocator.free(self.lib_gpu, self.lib_gpu.size, BufferSpec(cpu_access=True, nolru=True))
class AMDAllocator(HCQAllocator['AMDDevice']):
  def _alloc(self, size:int, options:BufferSpec) -> HCQBuffer:
    return self.dev.dev_iface.alloc(size, host=options.host, uncached=options.uncached, cpu_access=options.cpu_access)
  def _free(self, opaque, options:BufferSpec):
    self.dev.synchronize()
    self.dev.dev_iface.free(opaque)
  def map(self, buf:HCQBuffer): self.dev.dev_iface.map(buf._base if buf._base is not None else buf)
MAP_FIXED, MAP_NORESERVE, MAP_LOCKED = 0x10, 0x400, 0 if OSX else 0x2000
@dataclass(frozen=True)
class ProfileSQTTEvent(ProfileEvent): device:str; se:int; blob:bytes; itrace:bool # noqa: E702
class AMDQueueDesc:
  ring: memoryview
  read_ptrs: list[memoryview]
  write_ptrs: list[memoryview]
  doorbells: list[memoryview]
  put_value: int = 0
  @property
  def read_ptr(self): return min(p[0] for p in self.read_ptrs)
  @classmethod
  def multi(cls, *queues: AMDQueueDesc):
    assert all_same([(mv_address(q.ring), q.put_value) for q in queues]), f"All queues must have the same ring and put_value: {queues}"
    return cls(ring=queues[0].ring, put_value=queues[0].put_value, doorbells=flatten(q.doorbells for q in queues),
               read_ptrs=flatten(q.read_ptrs for q in queues), write_ptrs=flatten(q.write_ptrs for q in queues))
  def signal_doorbell(self, dev):
    for write_ptr in self.write_ptrs: write_ptr[0] = self.put_value
    # Ensure all prior writes are visible to the GPU.
    if CPUProgram.atomic_lib is not None: CPUProgram.atomic_lib.atomic_thread_fence(__ATOMIC_SEQ_CST:=5)
    # Flush hdp if queue is in dev mem.
    if dev.driverless and getenv("AMD_ALLOC_QUEUE_DEV_MEM", 1): dev.dev_iface.adev.gmc.flush_hdp()
    for doorbell in self.doorbells: doorbell[0] = self.put_value
@dataclass(frozen=True)
class AMDReg(AMDRegBase):
  ip: AMDIP
  @property
  def addr(self): return self.ip.bases[self.segment] + self.offset
@dataclass(frozen=True)
class AMDIP:
  name: str
  version: tuple[int, ...]
  bases: tuple[int, ...]
  @functools.cached_property
  def module(self): return import_module(self.name, self.version)
  @functools.cached_property
  def regs(self): return collect_registers(self.module, cls=functools.partial(AMDReg, ip=self))
  def __getattr__(self, name:str):
    if name in self.regs: return self.regs[name]
    return getattr(self.module, name)
class KFDIface:
  kfd:HWInterface|None = None
  event_page:HCQBuffer|None = None
  gpus:list[HWInterface] = []
  def _is_usable_gpu(self, gpu_id):
    with contextlib.suppress(OSError): return int(gpu_id.read()) != 0
    return False
  def __init__(self, dev, device_id):
    self.dev = dev
    kfd_topo_path = "/sys/devices/virtual/kfd/kfd/topology/nodes"
    # Initialize KFD interface during first run
    if KFDIface.kfd is None:
      KFDIface.kfd = HWInterface("/dev/kfd", os.O_RDWR)
      gpus = [g for g in HWInterface(kfd_topo_path).listdir() if self._is_usable_gpu(HWInterface(f"{kfd_topo_path}/{g}/gpu_id"))]
      gpus = sorted(gpus, key=lambda x: int(x.split('/')[-1]))
      visible_devices = [int(x) for x in (getenv('VISIBLE_DEVICES', getenv('HIP_VISIBLE_DEVICES', ''))).split(',') if x.strip()]
      KFDIface.gpus = [gpus[x] for x in visible_devices] if visible_devices else gpus
    if device_id >= len(KFDIface.gpus): raise RuntimeError(f"No device found for {device_id}. Requesting more devices than the system has?")
    self.gpu_id = int(HWInterface(f"{kfd_topo_path}/{KFDIface.gpus[device_id]}/gpu_id").read())
    self.props = {l.split()[0]: int(l.split()[1]) for l in HWInterface(f"{kfd_topo_path}/{KFDIface.gpus[device_id]}/properties").read().splitlines()}
    ip_base = f"/sys/class/drm/renderD{self.props['drm_render_minor']}/device/ip_discovery/die/0"
    id2ip = {am.GC_HWID: am.GC_HWIP, am.SDMA0_HWID: am.SDMA0_HWIP, am.NBIF_HWID: am.NBIF_HWIP}
    self.ip_versions = {id2ip[int(hwid)]:tuple(int(HWInterface(f'{ip_base}/{hwid}/0/{part}').read()) for part in ['major', 'minor', 'revision'])
                        for hwid in HWInterface(ip_base).listdir() if hwid.isnumeric() and int(hwid) in id2ip}
    self.ip_offsets = {id2ip[int(hwid)]:tuple(int(x, 16) for x in HWInterface(f'{ip_base}/{hwid}/0/base_addr').read().splitlines())
                        for hwid in HWInterface(ip_base).listdir() if hwid.isnumeric() and int(hwid) in id2ip}
    self.drm_fd = HWInterface(f"/dev/dri/renderD{self.props['drm_render_minor']}", os.O_RDWR)
    kfd.AMDKFD_IOC_ACQUIRE_VM(KFDIface.kfd, drm_fd=self.drm_fd.fd, gpu_id=self.gpu_id)
    # Set these for our device.
    if KFDIface.event_page is None:
      KFDIface.event_page = self.alloc(0x8000, uncached=True)
      kfd.AMDKFD_IOC_CREATE_EVENT(KFDIface.kfd, event_page_offset=KFDIface.event_page.meta.handle)
    else: self.map(KFDIface.event_page)
    # Event to wait for queues completion
    self.dev.queue_event = kfd.AMDKFD_IOC_CREATE_EVENT(KFDIface.kfd, event_type=kfd.KFD_IOC_EVENT_SIGNAL, auto_reset=1)
    self.dev.queue_event_mailbox_ptr = KFDIface.event_page.va_addr + self.dev.queue_event.event_slot_index * 8
    self.queue_event_arr = (kfd.struct_kfd_event_data)(event_id=self.dev.queue_event.event_id)
    self.queue_event_arr_ptr = ctypes.addressof(self.queue_event_arr)
    # OS events to collect memory and hardware faults
    self.mem_fault_event = kfd.AMDKFD_IOC_CREATE_EVENT(KFDIface.kfd, event_type=kfd.KFD_IOC_EVENT_MEMORY)
    self.hw_fault_event = kfd.AMDKFD_IOC_CREATE_EVENT(KFDIface.kfd, event_type=kfd.KFD_IOC_EVENT_HW_EXCEPTION)
  def alloc(self, size:int, host=False, uncached=False, cpu_access=False) -> HCQBuffer:
    flags = kfd.KFD_IOC_ALLOC_MEM_FLAGS_WRITABLE | kfd.KFD_IOC_ALLOC_MEM_FLAGS_EXECUTABLE | kfd.KFD_IOC_ALLOC_MEM_FLAGS_NO_SUBSTITUTE
    if uncached: flags |= kfd.KFD_IOC_ALLOC_MEM_FLAGS_COHERENT | kfd.KFD_IOC_ALLOC_MEM_FLAGS_UNCACHED | kfd.KFD_IOC_ALLOC_MEM_FLAGS_GTT
    else: flags |= (kfd.KFD_IOC_ALLOC_MEM_FLAGS_USERPTR if host else kfd.KFD_IOC_ALLOC_MEM_FLAGS_VRAM)
    if cpu_access or host: flags |= kfd.KFD_IOC_ALLOC_MEM_FLAGS_PUBLIC
    if flags & kfd.KFD_IOC_ALLOC_MEM_FLAGS_USERPTR:
      buf = addr = HWInterface.anon_mmap(0, size, mmap.PROT_READ | mmap.PROT_WRITE, mmap.MAP_SHARED | mmap.MAP_ANONYMOUS, 0)
    else: buf, addr = 0, HWInterface.anon_mmap(0, size, 0, mmap.MAP_PRIVATE | mmap.MAP_ANONYMOUS | MAP_NORESERVE, 0)
    assert addr != 0xffffffffffffffff
    try: mem = kfd.AMDKFD_IOC_ALLOC_MEMORY_OF_GPU(self.kfd, va_addr=addr, size=size, base=addr, length=size, gpu_id=self.gpu_id,
                                                  flags=flags, mmap_offset=buf)
    except OSError as e:
      if e.errno == errno.EINVAL and (flags & kfd.KFD_IOC_ALLOC_MEM_FLAGS_VRAM) and cpu_access:
        raise MemoryError("Cannot allocate host-visible VRAM. Ensure the resizable BAR option is enabled on your system.") from e
      if e.errno == errno.ENOMEM: raise MemoryError("Cannot allocate memory: no memory is available.") from e
      raise
    if not (flags & kfd.KFD_IOC_ALLOC_MEM_FLAGS_USERPTR):
      buf = self.drm_fd.mmap(mem.va_addr, mem.size, mmap.PROT_READ | mmap.PROT_WRITE, mmap.MAP_SHARED | MAP_FIXED, mem.mmap_offset)
      assert addr == buf == mem.va_addr
    self.map(hcqbuf:=HCQBuffer(mem.va_addr, mem.size, meta=mem))
    return hcqbuf
  def free(self, mem):
    if len(gpus:=getattr(mem.meta, "mapped_gpu_ids", [])):
      c_gpus = (ctypes.c_int32 * len(gpus))(*gpus)
      stm = kfd.AMDKFD_IOC_UNMAP_MEMORY_FROM_GPU(self.kfd, handle=mem.meta.handle, device_ids_array_ptr=ctypes.addressof(c_gpus), n_devices=len(gpus))
      assert stm.n_success == len(gpus)
    if mem.va_addr: HWInterface.munmap(mem.va_addr, mem.size)
    kfd.AMDKFD_IOC_FREE_MEMORY_OF_GPU(self.kfd, handle=mem.meta.handle)
  def map(self, mem):
    if self.gpu_id in getattr(mem.meta, "mapped_gpu_ids", []): return
    mem.meta.__setattr__("mapped_gpu_ids", getattr(mem.meta, "mapped_gpu_ids", []) + [self.gpu_id])
    c_gpus = (ctypes.c_int32 * len(mem.meta.mapped_gpu_ids))(*mem.meta.mapped_gpu_ids)
    stm = kfd.AMDKFD_IOC_MAP_MEMORY_TO_GPU(self.kfd, handle=mem.meta.handle, device_ids_array_ptr=ctypes.addressof(c_gpus),
                                           n_devices=len(mem.meta.mapped_gpu_ids))
    assert stm.n_success == len(mem.meta.mapped_gpu_ids)
  def create_queue(self, queue_type, ring, gart, eop_buffer=None, cwsr_buffer=None, ctl_stack_size=0, ctx_save_restore_size=0, xcc_id=0):
    queue = kfd.AMDKFD_IOC_CREATE_QUEUE(KFDIface.kfd, ring_base_address=ring.va_addr, ring_size=ring.size, gpu_id=self.gpu_id,
      queue_type=queue_type, queue_percentage=kfd.KFD_MAX_QUEUE_PERCENTAGE|(xcc_id<<8), queue_priority=kfd.KFD_MAX_QUEUE_PRIORITY,
      eop_buffer_address=eop_buffer.va_addr if eop_buffer else 0, eop_buffer_size=eop_buffer.size if eop_buffer else 0, ctl_stack_size=ctl_stack_size,
      ctx_save_restore_address=cwsr_buffer.va_addr if cwsr_buffer else 0, ctx_save_restore_size=ctx_save_restore_size,
      write_pointer_address=gart.va_addr, read_pointer_address=gart.va_addr + 8 * (xcc_id + 1))
    if not hasattr(self, 'doorbells'):
      self.doorbells_base = queue.doorbell_offset & (~0x1fff) # doorbell is two pages
      self.doorbells = cast(HWInterface, KFDIface.kfd).mmap(0, 0x2000, mmap.PROT_READ|mmap.PROT_WRITE, mmap.MAP_SHARED, self.doorbells_base)
    return AMDQueueDesc(ring=to_mv(ring.va_addr, ring.size).cast("I"),
                        read_ptrs=[to_mv(queue.read_pointer_address, 8).cast("Q")], write_ptrs=[to_mv(queue.write_pointer_address, 8).cast("Q")],
                        doorbells=[to_mv(self.doorbells + queue.doorbell_offset - self.doorbells_base, 8).cast("Q")])
  def sleep(self, tm:int): kfd.AMDKFD_IOC_WAIT_EVENTS(KFDIface.kfd, events_ptr=self.queue_event_arr_ptr, num_events=1, wait_for_all=1, timeout=tm)
  def on_device_hang(self):
    def _collect_str(st): return ' '.join(f'{k[0]}={getattr(st, k[0])}' for k in st._fields_)
    report = []
    for evnt in [self.mem_fault_event, self.hw_fault_event]:
      ev = (kfd.struct_kfd_event_data)(event_id=evnt.event_id)
      kfd.AMDKFD_IOC_WAIT_EVENTS(KFDIface.kfd, events_ptr=ctypes.addressof(ev), num_events=1, wait_for_all=1)
      if evnt == self.mem_fault_event and ev.memory_exception_data.gpu_id:
        report += [f"MMU fault: 0x{ev.memory_exception_data.va:X} | {_collect_str(ev.memory_exception_data.failure)}"]
      if evnt == self.hw_fault_event and ev.hw_exception_data.gpu_id: report += [f"HW fault: {_collect_str(ev.hw_exception_data)}"]
    raise RuntimeError("\n".join(report))
class AMAllocationMeta: owner:AMDDevice; mapped_devs:list[AMDDevice]; mapping:AMMapping # noqa: E702
class PCIIface:
  supported_devs:list[int] = [0x744c, 0x7480]
  vfio:bool = getenv("VFIO", 1) and HWInterface.exists("/dev/vfio/vfio")
  vfio_fd:HWInterface
  gpus:list[Any] = []
  def __init__(self, dev, dev_id):
    self.dev = dev
    if first_dev:=len(PCIIface.gpus) == 0:
      for pcibus in HWInterface("/sys/bus/pci/devices").listdir():
        vendor = int(HWInterface(f"/sys/bus/pci/devices/{pcibus}/vendor").read(), 16)
        device = int(HWInterface(f"/sys/bus/pci/devices/{pcibus}/device").read(), 16)
        if vendor == 0x1002 and device in PCIIface.supported_devs: PCIIface.gpus.append(pcibus)
      # TODO: visible_devices should be handled layer above this?
      visible_devices = [int(x) for x in (getenv('VISIBLE_DEVICES', getenv('HIP_VISIBLE_DEVICES', ''))).split(',') if x.strip()]
      PCIIface.gpus = [PCIIface.gpus[x] for x in visible_devices] if visible_devices else PCIIface.gpus
    self.pcibus = PCIIface.gpus[dev_id]
    # Unbind the device from the kernel driver
    if HWInterface.exists(f"/sys/bus/pci/devices/{self.pcibus}/driver"):
      HWInterface(f"/sys/bus/pci/devices/{self.pcibus}/driver/unbind", os.O_WRONLY).write(self.pcibus)
    supported_sizes = int(HWInterface(f"/sys/bus/pci/devices/{self.pcibus}/resource0_resize", os.O_RDONLY).read(), 16)
    try: HWInterface(f"/sys/bus/pci/devices/{self.pcibus}/resource0_resize", os.O_RDWR).write(str(supported_sizes.bit_length() - 1))
    except OSError as e: raise RuntimeError(f"Cannot resize BAR: {e}. Ensure the resizable BAR option is enabled on your system.") from e
    # Try to init vfio. Use it if success.
    if PCIIface.vfio:
        if first_dev:
          HWInterface("/sys/module/vfio/parameters/enable_unsafe_noiommu_mode", os.O_RDWR).write("1")
          PCIIface.vfio_fd = HWInterface("/dev/vfio/vfio", os.O_RDWR)
        vfio.VFIO_CHECK_EXTENSION(PCIIface.vfio_fd, vfio.VFIO_NOIOMMU_IOMMU)
        HWInterface(f"/sys/bus/pci/devices/{self.pcibus}/driver_override", os.O_WRONLY).write("vfio-pci")
        HWInterface("/sys/bus/pci/drivers_probe", os.O_WRONLY).write(self.pcibus)
        iommu_group = HWInterface.readlink(f"/sys/bus/pci/devices/{self.pcibus}/iommu_group").split('/')[-1]
      except OSError:
        if DEBUG >= 1: print(f"am {self.pcibus}: failed to init vfio-pci module (run `sudo modprobe vfio-pci`).")
        PCIIface.vfio = False
    # Init vfio for the device
    if PCIIface.vfio:
      self.vfio_group = HWInterface(f"/dev/vfio/noiommu-{iommu_group}", os.O_RDWR)
      vfio.VFIO_GROUP_SET_CONTAINER(self.vfio_group, ctypes.c_int(PCIIface.vfio_fd.fd))
      if first_dev: vfio.VFIO_SET_IOMMU(PCIIface.vfio_fd, vfio.VFIO_NOIOMMU_IOMMU)
      self.vfio_dev = HWInterface(fd=vfio.VFIO_GROUP_GET_DEVICE_FD(self.vfio_group, ctypes.create_string_buffer(self.pcibus.encode())))
      self.irq_fd = HWInterface.eventfd(0, 0)
      self.irq_poller = select.poll()
      self.irq_poller.register(self.irq_fd.fd, select.POLLIN)
      irqs = vfio.struct_vfio_irq_set(index=vfio.VFIO_PCI_MSI_IRQ_INDEX, flags=vfio.VFIO_IRQ_SET_DATA_EVENTFD|vfio.VFIO_IRQ_SET_ACTION_TRIGGER,
        argsz=ctypes.sizeof(vfio.struct_vfio_irq_set), count=1, data=(ctypes.c_int * 1)(self.irq_fd.fd))
      vfio.VFIO_DEVICE_SET_IRQS(self.vfio_dev, irqs)
    else: HWInterface(f"/sys/bus/pci/devices/{self.pcibus}/enable", os.O_RDWR).write("1")
    self.pagemap = HWInterface("/proc/self/pagemap", os.O_RDONLY)
    self.cfg_fd = HWInterface(f"/sys/bus/pci/devices/{self.pcibus}/config", os.O_RDWR | os.O_SYNC | os.O_CLOEXEC)
    self.bar_fds = {bar: HWInterface(f"/sys/bus/pci/devices/{self.pcibus}/resource{bar}", os.O_RDWR | os.O_SYNC | os.O_CLOEXEC) for bar in [0, 2, 5]}
    bar_info = HWInterface(f"/sys/bus/pci/devices/{self.pcibus}/resource", os.O_RDONLY).read().splitlines()
    self.bar_info = {j:(int(start,16), int(end,16), int(flgs,16)) for j,(start,end,flgs) in enumerate(l.split() for l in bar_info)}
    self.adev = AMDev(self.pcibus, self._map_pci_range(0), dbell:=self._map_pci_range(2).cast('Q'), self._map_pci_range(5).cast('I'))
    self.ip_versions = self.adev.ip_ver
    self.ip_offsets = {hwip: tuple(instances[0]) for hwip,instances in self.adev.regs_offset.items()}
    self.doorbell_cpu_addr = mv_address(dbell)
    pci_cmd = int.from_bytes(self.cfg_fd.read(2, binary=True, offset=pci.PCI_COMMAND), byteorder='little') | pci.PCI_COMMAND_MASTER
    self.cfg_fd.write(pci_cmd.to_bytes(2, byteorder='little'), binary=True, offset=pci.PCI_COMMAND)
    gfxver = int(f"{self.adev.ip_ver[am.GC_HWIP][0]:02d}{self.adev.ip_ver[am.GC_HWIP][1]:02d}{self.adev.ip_ver[am.GC_HWIP][2]:02d}")
    array_count = self.adev.gc_info.gc_num_sa_per_se * self.adev.gc_info.gc_num_se
    simd_count = 2 * array_count * (self.adev.gc_info.gc_num_wgp0_per_sa + self.adev.gc_info.gc_num_wgp1_per_sa)
    self.props = {'simd_count': 2 * simd_count, 'simd_per_cu': 2, 'array_count': array_count, 'gfx_target_version': gfxver,
      'max_slots_scratch_cu': self.adev.gc_info.gc_max_scratch_slots_per_cu, 'max_waves_per_simd': self.adev.gc_info.gc_max_waves_per_simd,
      'simd_arrays_per_engine': self.adev.gc_info.gc_num_sa_per_se, 'lds_size_in_kb': self.adev.gc_info.gc_lds_size}
  def _map_pci_range(self, bar, off=0, addr=0, size=None):
    fd, sz = self.bar_fds[bar], size or (self.bar_info[bar][1] - self.bar_info[bar][0] + 1)
    libc.madvise(loc:=fd.mmap(addr, sz, mmap.PROT_READ | mmap.PROT_WRITE, mmap.MAP_SHARED | (MAP_FIXED if addr else 0), off), sz, libc.MADV_DONTFORK)
    return to_mv(loc, sz)
  def alloc(self, size:int, host=False, uncached=False, cpu_access=False):
    if host or (not getenv("AMD_ALLOC_QUEUE_DEV_MEM", 1) and uncached and cpu_access): # host or gtt-like memory.
      vaddr = self.adev.mm.alloc_vaddr(size:=round_up(size, mmap.PAGESIZE), align=mmap.PAGESIZE)
      va = HWInterface.anon_mmap(vaddr, size, mmap.PROT_READ | mmap.PROT_WRITE, mmap.MAP_SHARED | mmap.MAP_ANONYMOUS | MAP_LOCKED | MAP_FIXED, 0)
      # Read pagemap to get the physical address of each page. The pages are locked.
      self.pagemap.seek(va // mmap.PAGESIZE * 8)
      paddrs = [((x & ((1<<55) - 1)) * mmap.PAGESIZE, mmap.PAGESIZE) for x in array.array('Q', self.pagemap.read(size//mmap.PAGESIZE*8, binary=True))]
      am_mapping = self.adev.mm.map_range(vaddr, size, paddrs, system=True, snooped=True, uncached=True)
      return HCQBuffer(vaddr, size, meta=AMAllocationMeta(self.dev, [self.dev], am_mapping))
    am_mapping = self.adev.mm.valloc(size:=round_up(size, 4 << 10), uncached=uncached, contigous=cpu_access)
    if cpu_access: self._map_pci_range(bar=0, off=am_mapping.paddrs[0][0], addr=am_mapping.va_addr, size=am_mapping.size)
    return HCQBuffer(am_mapping.va_addr, size, meta=AMAllocationMeta(self.dev, [self.dev], am_mapping))
  def free(self, mem):
    for dev in mem.meta.mapped_devs[1:]: dev.dev_iface.adev.mm.unmap_range(mem.va_addr, mem.size)
    if not mem.meta.mapping.system: self.adev.mm.vfree(mem.meta.mapping)
  def map(self, mem):
    # Check if the memory is already mapped on this device
    if self.dev in mem.meta.mapped_devs: return
    mem.meta.mapped_devs.append(self.dev)
    paddrs = [(paddr if mem.meta.mapping.system else (paddr+mem.meta.owner.dev_iface.bar_info[0][0]), size) for paddr,size in mem.meta.mapping.paddrs]
    self.adev.mm.map_range(mem.va_addr, mem.size, paddrs, system=True, snooped=mem.meta.mapping.snooped, uncached=mem.meta.mapping.uncached)
  def create_queue(self, queue_type, ring, gart, eop_buffer=None, cwsr_buffer=None, ctl_stack_size=0, ctx_save_restore_size=0, xcc_id=0):
    if queue_type == kfd.KFD_IOC_QUEUE_TYPE_SDMA:
      self.adev.sdma.setup_ring(ring_addr=ring.va_addr, ring_size=ring.size, rptr_addr=gart.va_addr, wptr_addr=gart.va_addr+0x10,
                                doorbell=(doorbell_index:=am.AMDGPU_NAVI10_DOORBELL_sDMA_ENGINE0), pipe=0, queue=0)
      self.adev.gfx.setup_ring(ring_addr=ring.va_addr, ring_size=ring.size, rptr_addr=gart.va_addr, wptr_addr=gart.va_addr+0x10,
        eop_addr=eop_buffer.va_addr, eop_size=eop_buffer.size, doorbell=(doorbell_index:=am.AMDGPU_NAVI10_DOORBELL_MEC_RING0), pipe=0, queue=0)
    return AMDQueueDesc(ring=to_mv(ring.va_addr, ring.size).cast("I"), doorbells=[to_mv(self.doorbell_cpu_addr + doorbell_index * 8, 8).cast("Q")],
                        read_ptrs=[to_mv(gart.va_addr, 8).cast("Q")], write_ptrs=[to_mv(gart.va_addr+0x10, 8).cast("Q")])
  def sleep(self, timeout):
    if PCIIface.vfio and (events_cnt:=len(self.irq_poller.poll(timeout))):
      self.irq_fd.read(8 * events_cnt)
      self.adev.ih.interrupt_handler()
  def on_device_hang(self):
    for d in self.dev.devices: d.dev_iface.adev.gmc.on_interrupt()
    raise RuntimeError("Device hang detected")
  def device_fini(self): self.adev.fini()
class AMDDevice(HCQCompiled):
  devices: ClassVar[list[HCQCompiled]] = []
  signal_pages: ClassVar[list[Any]] = []
  signal_pool: ClassVar[list[int]] = []
  driverless:bool = not HWInterface.exists('/sys/module/amdgpu') or bool(getenv("AMD_DRIVERLESS", 0))
  def __init__(self, device:str=""):
    self.device_id = int(device.split(":")[1]) if ":" in device else 0
    self.dev_iface = PCIIface(self, self.device_id) if AMDDevice.driverless else KFDIface(self, self.device_id)
    self.target = int(self.dev_iface.props['gfx_target_version'])
    self.gfxver = self.target // 10000
    self.arch = "gfx%d%x%x" % (self.target // 10000, (self.target // 100) % 100, self.target % 100)
    if self.target < 90402 or self.target >= 120000: raise RuntimeError(f"Unsupported arch: {self.arch}")
    if DEBUG >= 1: print(f"AMDDevice: opening {self.device_id} with target {self.target} arch {self.arch}")
    self.max_cu_id = self.dev_iface.props['simd_count'] // self.dev_iface.props['simd_per_cu'] // self.dev_iface.props.get('num_xcc', 1) - 1
    self.max_wave_id = (self.dev_iface.props['max_waves_per_simd'] * self.dev_iface.props['simd_per_cu'] - 1) if self.target >= 100100 else \
                       (min((self.max_cu_id+1)*40, self.dev_iface.props['array_count'] // self.dev_iface.props['simd_arrays_per_engine'] * 512) - 1)
    self.xccs = self.dev_iface.props.get('num_xcc', 1) if getenv("XCCS", 1) else 1
    self.has_scratch_base_registers = self.target >= 110000 or self.target == 90402 # this is what llvm refers to as "architected flat scratch"
    # https://gitlab.freedesktop.org/agd5f/linux/-/blob/a1fc9f584c4aaf8bc1ebfa459fc57a3f26a290d8/drivers/gpu/drm/amd/amdkfd/kfd_queue.c#L391
    sgrp_size_per_cu, lds_size_per_cu, hwreg_size_per_cu = 0x4000, 0x10000, 0x1000
    vgpr_size_per_cu = 0x60000 if self.target in {110000, 110001, 120000, 120001} else \
                       0x80000 if (self.target//100)*100 == 90400 or self.target in {90008, 90010} else 0x40000
    wg_data_size = round_up((vgpr_size_per_cu + sgrp_size_per_cu + lds_size_per_cu + hwreg_size_per_cu) * (self.max_cu_id + 1), mmap.PAGESIZE)
    ctl_stack_size = round_up(12 * (self.max_cu_id + 1) * (self.max_wave_id + 1) + 8 + 40, mmap.PAGESIZE) if self.target >= 100100 else \
                     round_up((self.max_wave_id + 1) * 8 + 8 + 40, mmap.PAGESIZE)
    debug_memory_size = round_up((self.max_cu_id + 1 if self.target >= 100100 else 1) * (self.max_wave_id + 1) * 32, 64)
    if self.gfxver == 10: ctl_stack_size = min(ctl_stack_size, 0x7000)
    self.soc = importlib.import_module(f"tinygrad.runtime.autogen.am.{({9: 'vega10', 10: 'navi10', 11: 'soc21', 12: 'soc24'}[self.gfxver])}")
    self.pm4 = importlib.import_module(f"tinygrad.runtime.autogen.am.pm4_{'nv' if self.gfxver >= 10 else 'soc15'}")
    self.sdma = import_module('sdma', min(self.dev_iface.ip_versions[am.SDMA0_HWIP], (6, 0, 0)))
    self.gc = AMDIP('gc', self.dev_iface.ip_versions[am.GC_HWIP], self.dev_iface.ip_offsets[am.GC_HWIP])
    pad = (0,) if self.gfxver == 9 else () # ?!?!?!?!??!?!?!
    self.nbio = AMDIP('nbio' if self.gfxver < 12 else 'nbif', self.dev_iface.ip_versions[am.NBIF_HWIP], pad+self.dev_iface.ip_offsets[am.NBIF_HWIP])
    self.compute_queue = self.create_queue(kfd.KFD_IOC_QUEUE_TYPE_COMPUTE, 0x800000, ctx_save_restore_size=wg_data_size + ctl_stack_size,
                                           eop_buffer_size=0x1000, ctl_stack_size=ctl_stack_size, debug_memory_size=debug_memory_size)
    max_copy_size = 0x40000000 if self.dev_iface.ip_versions[am.SDMA0_HWIP][0] >= 5 else 0x400000
    self.sdma_queue = self.create_queue(kfd.KFD_IOC_QUEUE_TYPE_SDMA, 0x800000)
    super().__init__(device, AMDAllocator(self), AMDLLVMRenderer() if getenv("AMD_LLVM", 0) else AMDRenderer(self.arch),
                     AMDLLVMCompiler(self.arch) if getenv("AMD_LLVM", 0) else HIPCompiler(self.arch), functools.partial(AMDProgram, self),
                     AMDSignal, functools.partial(AMDComputeQueue, self), functools.partial(AMDCopyQueue, self, max_copy_size=max_copy_size))
    # Scratch setup
    self.max_private_segment_size = 0
    self._ensure_has_local_memory(128) # set default scratch size to 128 bytes per thread
    # XCC setup
    self.xcc_sync: tuple[AMDSignal, AMDSignal]|None = (AMDSignal(), AMDSignal()) if self.xccs > 1 else None
    if self.xccs > 1: AMDComputeQueue(self).xcc_config().submit(self)
    # SQTT is disabled by default because of runtime overhead and big file sizes (~200mb to Tensor.full() two 4096x4096 tensors and matmul them)
    self.sqtt_enabled = PROFILE and bool(getenv("SQTT", 0))
    if self.sqtt_enabled:
      if self.arch != 'gfx1100': raise RuntimeError('SQ Thread Tracing is only supported on 7900XTX')
      if not self.driverless and (ppfeaturemask:=int(HWInterface('/sys/module/amdgpu/parameters/ppfeaturemask', os.O_RDONLY).read(), 16)) & 0x8000:
        raise RuntimeError("SQTT can't be enabled because of hardware bug, to workaround either use driverless or add "
                           f"ppfeaturemask={(ppfeaturemask&~0x8000):#x} (current {ppfeaturemask=:#x} & ~PP_GFXOFF_MASK) to amdgpu module parameters\n"
                           "For more information read https://github.com/tinygrad/tinygrad/blob/master/extra/sqtt/README.md")
      SQTT_BUFFER_SIZE = getenv("SQTT_BUFFER_SIZE", 256) # in mb, per shader engine
      SQTT_NUM = self.dev_iface.props['array_count'] // self.dev_iface.props['simd_arrays_per_engine']
      self.sqtt_buffers = [self.allocator.alloc(SQTT_BUFFER_SIZE*1024*1024, BufferSpec(cpu_access=True, nolru=True)) for _ in range(SQTT_NUM)]
      self.sqtt_itrace_se_mask = getenv("SQTT_ITRACE_SE_MASK", 2) # -1 enable all, 0 disable all, >0 bitmask for where to enable instruction tracing
      self.cmd_id = 0
      AMDComputeQueue(self).start_trace(self.sqtt_buffers, self.sqtt_itrace_se_mask).submit(self)
  def create_queue(self, queue_type, ring_size, ctx_save_restore_size=0, eop_buffer_size=0, ctl_stack_size=0, debug_memory_size=0):
    ring = self.dev_iface.alloc(ring_size, uncached=True, cpu_access=True)
    gart = self.dev_iface.alloc(0x1000, uncached=True, cpu_access=True)
    eop_buffer = self.dev_iface.alloc(eop_buffer_size) if eop_buffer_size else None
    cwsr_buffer_size = round_up((ctx_save_restore_size + debug_memory_size) * self.dev_iface.props.get('num_xcc', 1), mmap.PAGESIZE)
    return AMDQueueDesc.multi(*(self.dev_iface.create_queue(queue_type, ring, gart, eop_buffer=eop_buffer, xcc_id=xcc_id,
                                                            ctx_save_restore_size=ctx_save_restore_size, ctl_stack_size=ctl_stack_size,
                                                            cwsr_buffer=(self.dev_iface.alloc(cwsr_buffer_size) if ctx_save_restore_size else None))
                                for xcc_id in range(self.xccs if queue_type == kfd.KFD_IOC_QUEUE_TYPE_COMPUTE else 1)))
  def _ensure_has_local_memory(self, required):
    if self.max_private_segment_size >= required: return
    # <gfx103 requires alignment of 1024, >=gfx11 requires 256
    wave_scratch_len = round_up(((self.max_wave_id + 1) * required), 256 if self.target >= 110000 else 1024)
    scratch_size = (self.max_cu_id+1)*self.dev_iface.props['max_slots_scratch_cu']*wave_scratch_len # per xcc
    self.scratch, ok = self._realloc(getattr(self, 'scratch', None), scratch_size*self.xccs)
      engines = self.dev_iface.props['array_count'] // self.dev_iface.props['simd_arrays_per_engine']
      waves = wave_scratch_len // (256 if self.target >= 110000 else 1024)
      # >=gfx11 wavesize is per SE
      wavesize = scratch_size // ((wave_scratch_len * engines) if self.target >= 110000 else wave_scratch_len)
      self.tmpring_size = waves << 12 | wavesize
      self.max_private_segment_size = required
  def invalidate_caches(self):
    AMDComputeQueue(self).memory_barrier().signal(self.timeline_signal, self.next_timeline()).submit(self)
    self.synchronize()
  def on_device_hang(self): self.dev_iface.on_device_hang()
  def _at_profile_finalize(self):
    if self.sqtt_enabled:
      wptrs_buf = self.allocator.alloc(round_up(len(self.sqtt_buffers), 0x1000), BufferSpec(cpu_access=True, nolru=True))
      wptrs = to_mv(wptrs_buf.va_addr, wptrs_buf.size)
      AMDComputeQueue(self).stop_trace(len(self.sqtt_buffers), wptrs_buf).signal(self.timeline_signal, self.next_timeline()).submit(self)
      self.synchronize()
      if DEBUG>=2: print('Saving SQTT in profile...')
      for i,buf0 in enumerate(self.sqtt_buffers):
        wptr = ((struct.unpack('<I', wptrs[i*4:i*4+4])[0] & 0x1FFFFFFF) - ((buf0.va_addr//32) & 0x1FFFFFFF)) * 32
        if DEBUG>=2: print(f'Se {i} blob size {wptr:#x}')
        assert wptr >= 0 and wptr <= buf0.size, f"{wptr} > {buf0.size}, should never happen"
        # When sqtt buffer overflows, wptr stops at the last dword
        if wptr >= buf0.size-32: print(f"WARNING: SQTT BUFFER IS FULL (SE {i})! INCREASE SQTT BUFFER SIZE WITH SQTT_BUFFER_SIZE=X (in MB)")
        self.allocator._copyout(sqtt_buf:=memoryview(bytearray(wptr)), buf0)
        Compiled.profile_events += [ProfileSQTTEvent(self.device, i, bytes(sqtt_buf), bool((self.sqtt_itrace_se_mask >> i) & 0b1))]
    super()._at_profile_finalize()
  def finalize(self):
    self.synchronize()
    if hasattr(self.dev_iface, 'device_fini'): self.dev_iface.device_fini()
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