SASS

Agent skill

Example

The runnable example is examples/cuda/trace/trace_cuda_matmul_sass.py.

python3 examples/cuda/trace/trace_cuda_matmul_sass.py --source-line 29 --clock gpu

Step 1: Find the instruction index

A site is an instruction index. Read the indices off the cubin, with no GPU:

import gwatch.cuda.binary as gw_binary

cubin = gw_binary.Cubin()
cubin.fill(CUBIN_PATH)
cubin.parse()
kernel_def = cubin.get_kerneldef_by_name(NAME)
kernel_def.parse_cfg()
isize = kernel_def.cfg.instruction_size        # 16 on sm_90

# by source line, when the cubin was built with -lineinfo or -G
candidates = [
    index for index in range(len(kernel_def.list_instructions))
    if (kernel_def.map_address_to_line.get(index * isize) or (None, None))[1] == 29
]

# or straight from the decoded SASS, which needs no line info
for index, instruction in enumerate(kernel_def.list_instructions):
    print(index, instruction.str(flatten=True))

One source line maps to several instructions, so pick one from candidates.

Step 2: Declare the sites

from gwatch.cuda.xtrace import SassTraceSite

sites = [
    SassTraceSite(candidates[0]),                     # timestamp only
    SassTraceSite(other_index, value_reg=6),          # also record register R6
    SassTraceSite(load_index, value_reg=42,           # the address a load reads
                  value_width_bits=64),
    SassTraceSite(loop_index, warp_level=True),       # one record per warp
]

field	meaning
`insert_index`	Instruction index. The pc is `insert_index * isize`.
`value_reg`	Physical register to record. `None` records a timestamp only.
`value_width_bits`	32, or 64 for an address. 64 needs an even register.
`value_is_uniform`	Read the uniform register file.
`value_is_smid`	Record the SM id instead of a register.
`warp_level`	One record per warp instead of per thread.

A site's site_id is its position in the list.

Step 3: Trace

from gwatch.cuda.xtrace import do_trace

result = do_trace(
    fn=run_once,                          # a callable that launches and synchronizes
    kernel_name_pattern=r".*my_kernel.*", # regex on the mangled prototype
    instrumentation_tier="sass",          # required for this tier
    sass_trace_sites=sites,               # required when the tier is "sass"
    clock_type="gpu",                     # "gpu" | "sm" | "anchor"
)

`clock_type`	reads	registers	comparable across SMs?
`"gpu"`	64-bit GPU-wide ns timer	two	Yes
`"sm"`	32-bit per-SM cycle counter	one	No
`"anchor"`	32-bit per-SM counter, rebuilt to ns	one	Yes

Optional: sass_per_thread_records (ring depth, default 32), sass_excluded_registers, and sass_arch.

Step 4: Render the report

A record is a point. site_regions pairs two sites into a region:

from gwatch.common.format import File
from gwatch.cuda.xtrace.format import Section_IntraKernelTrace

section = Section_IntraKernelTrace()
section.add_run(
    result,
    site_regions=[(0, 1, "mainloop"), (2, 3, "epilogue")],
    scope_roles={"mainloop": "Math Warp", "epilogue": "Copy Warp"},
)
report = File(title="SASS trace")
report.add_section(section)
report.render("trace.html")     # the trace panel and the stats
report.render("trace.json")     # the records and the analysis block

scope_roles groups the panel's rows by warp role.
do_trace calls fn more than once, so measure the last pass.
See Read Xtrace with Your Agent for both report formats.

SASS

Example#

Step 1: Find the instruction index#

Step 2: Declare the sites#

Step 3: Trace#

Step 4: Render the report#

Example

Step 1: Find the instruction index

Step 2: Declare the sites

Step 3: Trace

Step 4: Render the report