mirror of
https://github.com/tinygrad/tinygrad.git
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d3adb8428e
* Revert "hotfix: skip test/amd in macpytest"
This reverts commit b7dade2adf.
* no llvm subprocess
* simpler
* sys.exec
* cleanup
* process safe
* diag
* arm ftz support
* 5 sec
* this one
225 lines
12 KiB
Python
225 lines
12 KiB
Python
#!/usr/bin/env python3
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"""Tests for SQTT packet decoding using real captured examples."""
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import pickle, unittest, ctypes, threading
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from pathlib import Path
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from tinygrad.helpers import DEBUG
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from tinygrad.runtime.autogen import rocprof
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from tinygrad.runtime.support.elf import elf_loader
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from tinygrad.renderer.amd import decode_inst
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from tinygrad.runtime.autogen.amd.rdna3.ins import SOPP
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from tinygrad.runtime.autogen.amd.rdna3.enum import SOPPOp
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from tinygrad.renderer.amd.sqtt import (decode, LAYOUT_HEADER, WAVESTART, WAVESTART_RDNA4, WAVEEND, INST, INST_RDNA4, VALUINST,
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IMMEDIATE, IMMEDIATE_MASK, PACKET_TYPES_RDNA3, PACKET_TYPES_RDNA4,
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InstOp, InstOpRDNA4, print_packets)
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from test.amd.helpers import TARGET_TO_ARCH
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import tinygrad
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EXAMPLES_DIR = Path(tinygrad.__file__).parent.parent / "extra/sqtt/examples"
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# INST ops for non-traced SIMDs (excluded from instruction count)
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OTHER_SIMD_OPS = {InstOp.OTHER_LDS_LOAD, InstOp.OTHER_LDS_STORE, InstOp.OTHER_LDS_STORE_64, InstOp.OTHER_LDS_STORE_128,
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InstOp.OTHER_FLAT_LOAD, InstOp.OTHER_FLAT_STORE, InstOp.OTHER_FLAT_STORE_64, InstOp.OTHER_FLAT_STORE_96,
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InstOp.OTHER_FLAT_STORE_128, InstOp.OTHER_GLOBAL_LOAD, InstOp.OTHER_GLOBAL_LOAD_VADDR,
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InstOp.OTHER_GLOBAL_STORE_64, InstOp.OTHER_GLOBAL_STORE_96, InstOp.OTHER_GLOBAL_STORE_128,
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InstOp.OTHER_GLOBAL_STORE_VADDR_128}
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OTHER_SIMD_OPS_RDNA4 = {InstOpRDNA4.OTHER_VMEM, InstOpRDNA4.UNK_60}
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# ═══════════════════════════════════════════════════════════════════════════════
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# ROCPROF DECODER
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# ═══════════════════════════════════════════════════════════════════════════════
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def run_rocprof_decoder(blobs: list[bytes], lib: bytes, base: int, target: str):
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"""Run rocprof decoder on SQTT blobs, returning raw occupancy and instruction records."""
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image, sections, _ = elf_loader(lib)
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text = next((sh for sh in sections if sh.name == ".text"), None)
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assert text is not None, "no .text section found"
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text_off, text_size = text.header.sh_addr, text.header.sh_size
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blob_iter, current_blob = iter(blobs), [None] # type: ignore[var-annotated]
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occupancy_records: list[tuple[int, int, int, int, bool]] = [] # (wave_id, simd, cu, time, is_start)
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wave_insts: list[list[tuple[int, int]]] = [] # per-wave list of (time, stall)
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@rocprof.rocprof_trace_decoder_se_data_callback_t
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def copy_cb(buf, buf_size, _): # type: ignore[no-untyped-def]
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blob = next(blob_iter, None)
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if blob is None: return 0
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current_blob[0] = (ctypes.c_ubyte * len(blob)).from_buffer_copy(blob) # type: ignore[call-overload]
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buf[0] = ctypes.cast(current_blob[0], ctypes.POINTER(ctypes.c_ubyte)) # type: ignore[arg-type]
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buf_size[0] = len(current_blob[0]) # type: ignore[arg-type]
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return len(current_blob[0]) # type: ignore[arg-type]
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@rocprof.rocprof_trace_decoder_trace_callback_t
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def trace_cb(record_type, events_ptr, n, _):
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if record_type == rocprof.ROCPROFILER_THREAD_TRACE_DECODER_RECORD_OCCUPANCY:
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for ev in (rocprof.rocprofiler_thread_trace_decoder_occupancy_t * n).from_address(events_ptr):
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occupancy_records.append((ev.wave_id, ev.simd, ev.cu, ev.time, ev.start))
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elif record_type == rocprof.ROCPROFILER_THREAD_TRACE_DECODER_RECORD_WAVE:
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for ev in (rocprof.rocprofiler_thread_trace_decoder_wave_t * n).from_address(events_ptr):
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if ev.instructions_size > 0:
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sz = ev.instructions_size * ctypes.sizeof(rocprof.rocprofiler_thread_trace_decoder_inst_t)
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insts_blob = bytearray(sz)
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ctypes.memmove((ctypes.c_char * sz).from_buffer(insts_blob), ev.instructions_array, sz)
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insts = list((rocprof.rocprofiler_thread_trace_decoder_inst_t * ev.instructions_size).from_buffer(insts_blob))
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wave_insts.append([(inst.time, inst.stall) for inst in insts])
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return rocprof.ROCPROFILER_THREAD_TRACE_DECODER_STATUS_SUCCESS
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arch = TARGET_TO_ARCH[target]
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@rocprof.rocprof_trace_decoder_isa_callback_t
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def isa_cb(instr_ptr, mem_size_ptr, size_ptr, pc, _):
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offset = pc.address - base
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if offset < text_off or offset >= text_off + text_size:
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mem_size_ptr[0] = 0
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return rocprof.ROCPROFILER_THREAD_TRACE_DECODER_STATUS_SUCCESS
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try:
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inst = decode_inst(image[offset:], arch=arch)
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mem_size_ptr[0] = inst._size()
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# this could be an error in our decode_inst
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except (ValueError, AssertionError):
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mem_size_ptr[0] = 0
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return rocprof.ROCPROFILER_THREAD_TRACE_DECODER_STATUS_SUCCESS
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if isinstance(inst, SOPP) and inst.op == SOPPOp.S_ENDPGM: mem_size_ptr[0] = 0
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# rocprof parses instruction string to determine type; v_nop works for all
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if (max_sz := size_ptr[0]) == 0: return rocprof.ROCPROFILER_THREAD_TRACE_DECODER_STATUS_ERROR_OUT_OF_RESOURCES
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ctypes.memmove(instr_ptr, b"v_nop", min(5, max_sz - 1))
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size_ptr[0] = min(5, max_sz - 1)
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return rocprof.ROCPROFILER_THREAD_TRACE_DECODER_STATUS_SUCCESS
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exc = None
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def worker():
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nonlocal exc
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try: rocprof.rocprof_trace_decoder_parse_data(copy_cb, trace_cb, isa_cb, None)
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except Exception as e: exc = e
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(t:=threading.Thread(target=worker, daemon=True)).start()
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t.join(timeout=5)
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if exc is not None: raise exc
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if t.is_alive(): raise RuntimeError("rocprof decoder timeout")
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return occupancy_records, wave_insts
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class SQTTExamplesTestBase(unittest.TestCase):
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target: str
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examples: dict
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@classmethod
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def setUpClass(cls):
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if cls is SQTTExamplesTestBase: raise unittest.SkipTest("base class")
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cls.examples = {}
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for pkl_path in sorted((EXAMPLES_DIR/cls.target).glob("*.pkl")):
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with open(pkl_path, "rb") as f:
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data = pickle.load(f)
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sqtt_events = [e for e in data if type(e).__name__ == "ProfileSQTTEvent"]
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prg = next((e for e in data if type(e).__name__ == "ProfileProgramEvent"), None)
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if sqtt_events and prg:
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cls.examples[pkl_path.stem] = (sqtt_events, prg.lib, prg.base)
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def test_examples_loaded(self):
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self.assertGreater(len(self.examples), 0, "no example files found")
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def test_decode_all_examples(self):
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for name, (events, *_) in self.examples.items():
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for i, event in enumerate(events):
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with self.subTest(example=name, event=i):
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packets = list(decode(event.blob))
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if DEBUG >= 2:
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print(f"\n=== {name} event {i} ===")
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print_packets(packets)
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self.assertGreater(len(packets), 0, f"no packets decoded from {name} event {i}")
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self.assertIsInstance(packets[0], LAYOUT_HEADER, f"first packet should be LAYOUT_HEADER in {name}")
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def test_packet_types_valid(self):
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all_classes = set(PACKET_TYPES_RDNA3.values()) | set(PACKET_TYPES_RDNA4.values())
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for name, (events, *_) in self.examples.items():
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for i, event in enumerate(events):
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with self.subTest(example=name, event=i):
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for pkt in decode(event.blob):
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# Use isinstance to handle layout-specific subclasses (e.g., WAVESTART_RDNA4)
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self.assertTrue(any(isinstance(pkt, cls) for cls in all_classes), f"unknown packet type {type(pkt)} in {name}")
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def test_wave_lifecycle(self):
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for name, (events, *_) in self.examples.items():
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if "empty" in name: continue
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with self.subTest(example=name):
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all_packets = [p for e in events for p in decode(e.blob)]
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self.assertGreater(len([p for p in all_packets if isinstance(p, (WAVESTART, WAVESTART_RDNA4))]), 0, f"no WAVESTART in {name}")
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self.assertGreater(len([p for p in all_packets if isinstance(p, WAVEEND)]), 0, f"no WAVEEND in {name}")
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def test_time_monotonic(self):
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for name, (events, *_) in self.examples.items():
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for i, event in enumerate(events):
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with self.subTest(example=name, event=i):
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times = [p._time for p in decode(event.blob)]
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self.assertEqual(times, sorted(times), f"timestamps not monotonic in {name}")
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def test_gemm_has_instructions(self):
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for name, (events, *_) in self.examples.items():
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if "gemm" not in name: continue
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with self.subTest(example=name):
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all_packets = [p for e in events for p in decode(e.blob)]
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self.assertGreater(len([p for p in all_packets if isinstance(p, (INST, INST_RDNA4))]), 0, f"no INST packets in {name}")
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expected: dict[str, list[int]] = {} # override in subclasses
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def test_packet_counts(self):
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if not self.expected: self.skipTest("no expected packet counts for this target")
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for name, (events, *_) in self.examples.items():
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with self.subTest(example=name):
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if not self.expected.get(name): continue
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counts = [len(list(decode(e.blob))) for e in events]
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self.assertEqual(counts, self.expected[name], f"packet count mismatch in {name}")
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def test_rocprof_wave_times_match(self):
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"""Wave start/end times must match rocprof exactly."""
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for name, (events, lib, base) in self.examples.items():
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with self.subTest(example=name):
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occupancy, _ = run_rocprof_decoder([e.blob for e in events], lib, base, self.target)
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# extract from rocprof occupancy records
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roc_starts: dict[tuple[int, int, int], int] = {}
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roc_waves: list[tuple[int, int]] = []
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for wave_id, simd, cu, time, is_start in occupancy:
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key = (wave_id, simd, cu)
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if is_start: roc_starts[key] = time
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elif key in roc_starts: roc_waves.append((roc_starts.pop(key), time))
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# extract from our decoder
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our_waves: list[tuple[int, int]] = []
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for event in events:
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wave_starts: dict[tuple[int, int, int], int] = {}
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for p in decode(event.blob):
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if isinstance(p, (WAVESTART, WAVESTART_RDNA4)): wave_starts[(p.wave, p.simd, p.cu)] = p._time
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elif isinstance(p, WAVEEND) and (key := (p.wave, p.simd, p.cu)) in wave_starts:
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our_waves.append((wave_starts[key], p._time))
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self.assertEqual(sorted(our_waves), sorted(roc_waves), f"wave times mismatch in {name}")
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def test_rocprof_inst_times_match(self):
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"""Instruction times must match rocprof exactly (excluding s_endpgm)."""
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for name, (events, lib, base) in self.examples.items():
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with self.subTest(example=name):
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_, wave_insts = run_rocprof_decoder([e.blob for e in events], lib, base, self.target)
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# skip last inst per wave (s_endpgm) - it needs special handling (time + duration instead of time + stall)
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roc_insts = [time + stall for insts in wave_insts for time, stall in insts[:-1]]
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# extract from our decoder
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our_insts: list[int] = []
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for event in events:
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for p in decode(event.blob):
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if isinstance(p, INST) and p.op not in OTHER_SIMD_OPS: our_insts.append(p._time)
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elif isinstance(p, INST_RDNA4) and p.op not in OTHER_SIMD_OPS_RDNA4: our_insts.append(p._time)
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elif isinstance(p, VALUINST): our_insts.append(p._time)
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elif isinstance(p, IMMEDIATE): our_insts.append(p._time)
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elif isinstance(p, IMMEDIATE_MASK):
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for _ in range(bin(p.mask).count('1')): our_insts.append(p._time)
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self.assertEqual(sorted(our_insts), sorted(roc_insts), f"instruction times mismatch in {name}")
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class TestSQTTExamplesRDNA3(SQTTExamplesTestBase):
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target = "gfx1100"
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expected = {
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"profile_empty_run_0": [1844, 1885, 1905, 1956, 1983, 1889],
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"profile_empty_run_1": [1780, 1885, 1905, 1956, 1983, 1889],
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"profile_gemm_run_0": [2656, 2025, 2045, 2096, 2123, 2029, 3183, 2019, 2039, 2090, 2117, 2023, 19119, 2013, 2033, 2084, 2111, 2017],
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"profile_gemm_run_1": [2662, 2025, 2045, 2096, 2123, 2029, 3179, 2019, 2039, 2090, 2117, 2023, 19113, 2071, 2091, 2142, 2169, 2075],
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"profile_plus_run_0": [1886, 2013, 2033, 2084, 2111, 2017],
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"profile_plus_run_1": [1988, 2071, 2091, 2142, 2169, 2075],
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}
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class TestSQTTExamplesRDNA4(SQTTExamplesTestBase): target = "gfx1200"
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@unittest.skip("TODO: fix CDNA")
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class TestSQTTExamplesCDNA(SQTTExamplesTestBase): target = "gfx950"
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if __name__ == "__main__":
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unittest.main()
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