Files
tinygrad/extra/remu/test/hwtest.py

145 lines
5.2 KiB
Python

import numpy as np
import unittest
import subprocess
from typing import cast
from tinygrad.runtime.ops_amd import AMDProgram, AMDDevice
from tinygrad import Tensor, dtypes, Device
from tinygrad.helpers import diskcache, OSX, getenv
@diskcache
def assemble(code:str) -> bytes:
try:
LLVM_MC = "llvm-mc" if OSX else "/opt/rocm/llvm/bin/llvm-mc"
return subprocess.run([LLVM_MC, "--arch=amdgcn", "--mcpu=gfx1100", "--triple=amdgcn-amd-amdhsa", "-filetype=obj", "-o", "-"],
input=code.encode("utf-8"), stdout=subprocess.PIPE, stderr=subprocess.PIPE, check=True).stdout
except subprocess.CalledProcessError as e:
print("stderr:")
print(e.stderr.decode())
raise
# copied from extra/rdna
def get_prg(code:str, v_cnt:int, s_cnt:int):
function_name = "test"
metadata = f"""
amdhsa.kernels:
- .args:
- .address_space: global
.name: buf_0
.offset: 0
.size: 8
.type_name: unsigned int*
.value_kind: global_buffer
.group_segment_fixed_size: 0
.kernarg_segment_align: 8
.kernarg_segment_size: 8
.language: OpenCL C
.language_version:
- 1
- 2
.max_flat_workgroup_size: 256
.name: test
.private_segment_fixed_size: 0
.sgpr_count: {s_cnt}
.sgpr_spill_count: 0
.symbol: test.kd
.uses_dynamic_stack: false
.vgpr_count: {v_cnt}
.vgpr_spill_count: 0
.wavefront_size: 32
amdhsa.target: amdgcn-amd-amdhsa--gfx1100
amdhsa.version:
- 1
- 2
"""
boilerplate_start = f"""
.rodata
.global {function_name}.kd
.type {function_name}.kd,STT_OBJECT
.align 0x10
.amdhsa_kernel {function_name}"""
kernel_desc = {
'.amdhsa_group_segment_fixed_size': 0, '.amdhsa_private_segment_fixed_size': 0, '.amdhsa_kernarg_size': 0,
'.amdhsa_next_free_vgpr': v_cnt, # this matters!
'.amdhsa_reserve_vcc': 0, '.amdhsa_reserve_xnack_mask': 0,
'.amdhsa_next_free_sgpr': s_cnt,
'.amdhsa_float_round_mode_32': 0, '.amdhsa_float_round_mode_16_64': 0, '.amdhsa_float_denorm_mode_32': 3, '.amdhsa_float_denorm_mode_16_64': 3,
'.amdhsa_dx10_clamp': 1, '.amdhsa_ieee_mode': 1, '.amdhsa_fp16_overflow': 0,
'.amdhsa_workgroup_processor_mode': 1, '.amdhsa_memory_ordered': 1, '.amdhsa_forward_progress': 0, '.amdhsa_enable_private_segment': 0,
'.amdhsa_system_sgpr_workgroup_id_x': 1, '.amdhsa_system_sgpr_workgroup_id_y': 1, '.amdhsa_system_sgpr_workgroup_id_z': 1,
'.amdhsa_system_sgpr_workgroup_info': 0, '.amdhsa_system_vgpr_workitem_id': 2, # is amdhsa_system_vgpr_workitem_id real?
'.amdhsa_exception_fp_ieee_invalid_op': 0, '.amdhsa_exception_fp_denorm_src': 0,
'.amdhsa_exception_fp_ieee_div_zero': 0, '.amdhsa_exception_fp_ieee_overflow': 0, '.amdhsa_exception_fp_ieee_underflow': 0,
'.amdhsa_exception_fp_ieee_inexact': 0, '.amdhsa_exception_int_div_zero': 0,
'.amdhsa_user_sgpr_dispatch_ptr': 0, '.amdhsa_user_sgpr_queue_ptr': 0, '.amdhsa_user_sgpr_kernarg_segment_ptr': 1,
'.amdhsa_user_sgpr_dispatch_id': 0, '.amdhsa_user_sgpr_private_segment_size': 0, '.amdhsa_wavefront_size32': 1, '.amdhsa_uses_dynamic_stack': 0}
code_start = f""".end_amdhsa_kernel
.text
.global {function_name}
.type {function_name},@function
.p2align 8
{function_name}:
"""
ret = ".amdgpu_metadata\n" + metadata + ".end_amdgpu_metadata" + boilerplate_start + "\n" + '\n'.join("%s %d" % x for x in kernel_desc.items()) \
+ "\n" + code_start + code + f"\n.size {function_name}, .-{function_name}"
return AMDProgram(cast(AMDDevice, Device["AMD"]), function_name, assemble(ret))
def get_output(s:str, n_threads:int):
assert n_threads <= 32
code = "\n".join(["s_load_b64 s[0:1], s[0:1], null", "v_lshlrev_b32_e32 v0, 2, v0", s,
"s_waitcnt 0",
"global_store_b32 v0, v1, s[0:1]",
"s_nop 0", "s_sendmsg sendmsg(MSG_DEALLOC_VGPRS)", "s_endpgm"])
test = Tensor.zeros((n_threads,), dtype=dtypes.uint32).contiguous().realize().lazydata.buffer
prg = get_prg(code, 32, 32)
prg(test._buf, global_size=(1, 1, 1), local_size=(n_threads, 1, 1), wait=True)
return test.numpy()
@unittest.skipUnless(Device.DEFAULT == "AMD", "tests RDNA3")
class TestHW(unittest.TestCase):
def setUp(self):
if getenv("MOCKGPU"): subprocess.run(["cargo", "build", "--release", "--manifest-path", "./extra/remu/Cargo.toml"], check=True)
def test_simple(self):
out = get_output("""
v_mov_b32_e32 v10 42
v_mov_b32_e32 v1 v10
""", n_threads=2)
np.testing.assert_equal(out, 42)
def test_exec_mov(self):
out = get_output("""
v_mov_b32_e32 v10 42
s_mov_b32_e32 exec_lo 0b10
v_mov_b32_e32 v10 10
s_mov_b32_e32 exec_lo 0b11
v_mov_b32_e32 v1 v10
""", n_threads=2)
np.testing.assert_equal(out, [42, 10])
def test_exec_cmp_vopc(self):
out = get_output("""
s_mov_b32 vcc_lo 0 // reset vcc
v_mov_b32_e32 v10 42
v_mov_b32_e32 v11 10
s_mov_b32_e32 exec_lo 0b01
v_cmp_ne_u32 v10 v11
s_mov_b32_e32 exec_lo 0b11
v_mov_b32_e32 v1 vcc_lo
""", n_threads=2)
np.testing.assert_equal(out, 0b01)
def test_exec_cmpx_vop3(self):
out = get_output("""
v_mov_b32_e32 v10 42
v_mov_b32_e32 v11 10
s_mov_b32_e32 exec_lo 0b01
v_cmpx_ne_u32 v10 v11
s_mov_b32_e32 s10 exec_lo
s_mov_b32_e32 exec_lo 0b11
v_mov_b32_e32 v1 s10
""", n_threads=2)
np.testing.assert_equal(out, 0b01)
if __name__ == "__main__":
unittest.main()