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LLVM-EXEGESIS(1) |
LLVM |
LLVM-EXEGESIS(1) |
llvm-exegesis - LLVM Machine Instruction Benchmark
llvm-exegesis is a benchmarking tool that uses information available in
LLVM to measure host machine instruction characteristics like latency,
throughput, or port decomposition.
Given an LLVM opcode name and a benchmarking mode,
llvm-exegesis generates a code snippet that makes execution as serial
(resp. as parallel) as possible so that we can measure the latency (resp.
inverse throughput/uop decomposition) of the instruction. The code snippet
is jitted and executed on the host subtarget. The time taken (resp. resource
usage) is measured using hardware performance counters. The result is
printed out as YAML to the standard output.
The main goal of this tool is to automatically (in)validate the
LLVM's TableDef scheduling models. To that end, we also provide analysis of
the results.
llvm-exegesis can also benchmark arbitrary user-provided
code snippets.
Assume you have an X86-64 machine. To measure the latency of a single
instruction, run:
$ llvm-exegesis -mode=latency -opcode-name=ADD64rr
Measuring the uop decomposition or inverse throughput of an
instruction works similarly:
$ llvm-exegesis -mode=uops -opcode-name=ADD64rr
$ llvm-exegesis -mode=inverse_throughput -opcode-name=ADD64rr
The output is a YAML document (the default is to write to stdout,
but you can redirect the output to a file using
-benchmarks-file):
---
key:
opcode_name: ADD64rr
mode: latency
config: ''
cpu_name: haswell
llvm_triple: x86_64-unknown-linux-gnu
num_repetitions: 10000
measurements:
- { key: latency, value: 1.0058, debug_string: '' }
error: ''
info: 'explicit self cycles, selecting one aliasing configuration.
Snippet:
ADD64rr R8, R8, R10
'
...
To measure the latency of all instructions for the host
architecture, run:
$ llvm-exegesis -mode=latency -opcode-index=-1
To measure the latency/uops of a custom piece of code, you can specify the
snippets-file option (- reads from standard input).
$ echo "vzeroupper" | llvm-exegesis -mode=uops -snippets-file=-
Real-life code snippets typically depend on registers or memory.
llvm-exegesis checks the liveliness of registers (i.e. any register
use has a corresponding def or is a "live in"). If your code
depends on the value of some registers, you have two options:
- Mark the register as requiring a definition. llvm-exegesis will
automatically assign a value to the register. This can be done using the
directive LLVM-EXEGESIS-DEFREG <reg name> <hex_value>,
where <hex_value> is a bit pattern used to fill
<reg_name>. If <hex_value> is smaller than the
register width, it will be sign-extended.
- Mark the register as a "live in". llvm-exegesis will
benchmark using whatever value was in this registers on entry. This can be
done using the directive LLVM-EXEGESIS-LIVEIN <reg
name>.
For example, the following code snippet depends on the values of
XMM1 (which will be set by the tool) and the memory buffer passed in RDI
(live in).
# LLVM-EXEGESIS-LIVEIN RDI
# LLVM-EXEGESIS-DEFREG XMM1 42
vmulps (%rdi), %xmm1, %xmm2
vhaddps %xmm2, %xmm2, %xmm3
addq $0x10, %rdi
Assuming you have a set of benchmarked instructions (either latency or uops) as
YAML in file /tmp/benchmarks.yaml, you can analyze the results using
the following command:
$ llvm-exegesis -mode=analysis \
-benchmarks-file=/tmp/benchmarks.yaml \
-analysis-clusters-output-file=/tmp/clusters.csv \
-analysis-inconsistencies-output-file=/tmp/inconsistencies.html
This will group the instructions into clusters with the same
performance characteristics. The clusters will be written out to
/tmp/clusters.csv in the following format:
cluster_id,opcode_name,config,sched_class
...
2,ADD32ri8_DB,,WriteALU,1.00
2,ADD32ri_DB,,WriteALU,1.01
2,ADD32rr,,WriteALU,1.01
2,ADD32rr_DB,,WriteALU,1.00
2,ADD32rr_REV,,WriteALU,1.00
2,ADD64i32,,WriteALU,1.01
2,ADD64ri32,,WriteALU,1.01
2,MOVSX64rr32,,BSWAP32r_BSWAP64r_MOVSX64rr32,1.00
2,VPADDQYrr,,VPADDBYrr_VPADDDYrr_VPADDQYrr_VPADDWYrr_VPSUBBYrr_VPSUBDYrr_VPSUBQYrr_VPSUBWYrr,1.02
2,VPSUBQYrr,,VPADDBYrr_VPADDDYrr_VPADDQYrr_VPADDWYrr_VPSUBBYrr_VPSUBDYrr_VPSUBQYrr_VPSUBWYrr,1.01
2,ADD64ri8,,WriteALU,1.00
2,SETBr,,WriteSETCC,1.01
...
llvm-exegesis will also analyze the clusters to point out
inconsistencies in the scheduling information. The output is an html file.
For example, /tmp/inconsistencies.html will contain messages like the
following : [image]
Note that the scheduling class names will be resolved only when
llvm-exegesis is compiled in debug mode, else only the class id will
be shown. This does not invalidate any of the analysis results though.
- -help
- Print a summary of command line options.
- -opcode-index=<LLVM opcode index>
- Specify the opcode to measure, by index. Specifying -1 will result
in measuring every existing opcode. See example 1 for details. Either
opcode-index, opcode-name or snippets-file must be
set.
- -opcode-name=<opcode name 1>,<opcode name 2>,...
- Specify the opcode to measure, by name. Several opcodes can be specified
as a comma-separated list. See example 1 for details. Either
opcode-index, opcode-name or snippets-file must be
set.
- -snippets-file=<filename>
- Specify the custom code snippet to measure. See example 2 for details.
Either opcode-index, opcode-name or snippets-file
must be set.
- -mode=[latency|uops|inverse_throughput|analysis]
- Specify the run mode. Note that some modes have additional requirements
and options.
latency mode can be make use of either RDTSC or LBR.
latency[LBR] is only available on X86 (at least Skylake).
To run in latency mode, a positive value must be specified for
x86-lbr-sample-period and --repetition-mode=loop.
In analysis mode, you also need to specify at least one
of the -analysis-clusters-output-file= and
-analysis-inconsistencies-output-file=.
- -x86-lbr-sample-period=<nBranches/sample>
- Specify the LBR sampling period - how many branches before we take a
sample. When a positive value is specified for this option and when the
mode is latency, we will use LBRs for measuring. On choosing the
"right" sampling period, a small value is preferred, but
throttling could occur if the sampling is too frequent. A prime number
should be used to avoid consistently skipping certain blocks.
- -repetition-mode=[duplicate|loop|min]
- Specify the repetition mode. duplicate will create a large,
straight line basic block with num-repetitions instructions
(repeating the snippet num-repetitions/snippet size times).
loop will, optionally, duplicate the snippet until the loop body
contains at least loop-body-size instructions, and then wrap the
result in a loop which will execute num-repetitions instructions
(thus, again, repeating the snippet num-repetitions/snippet
size times). The loop mode, especially with loop unrolling
tends to better hide the effects of the CPU frontend on architectures that
cache decoded instructions, but consumes a register for counting
iterations. If performing an analysis over many opcodes, it may be best to
instead use the min mode, which will run each other mode, and
produce the minimal measured result.
- -num-repetitions=<Number of repetitions>
- Specify the target number of executed instructions. Note that the actual
repetition count of the snippet will be num-repetitions/snippet
size. Higher values lead to more accurate measurements but lengthen
the benchmark.
- -loop-body-size=<Preferred loop body size>
- Only effective for -repetition-mode=[loop|min]. Instead of looping
over the snippet directly, first duplicate it so that the loop body
contains at least this many instructions. This potentially results in loop
body being cached in the CPU Op Cache / Loop Cache, which allows to which
may have higher throughput than the CPU decoders.
- -max-configs-per-opcode=<value>
- Specify the maximum configurations that can be generated for each opcode.
By default this is 1, meaning that we assume that a single
measurement is enough to characterize an opcode. This might not be true of
all instructions: for example, the performance characteristics of the LEA
instruction on X86 depends on the value of assigned registers and
immediates. Setting a value of -max-configs-per-opcode larger than
1 allows llvm-exegesis to explore more configurations to
discover if some register or immediate assignments lead to different
performance characteristics.
- -benchmarks-file=</path/to/file>
- File to read (analysis mode) or write
(latency/uops/inverse_throughput modes) benchmark
results. "-" uses stdin/stdout.
- -analysis-clusters-output-file=</path/to/file>
- If provided, write the analysis clusters as CSV to this file.
"-" prints to stdout. By default, this analysis is not run.
- -analysis-inconsistencies-output-file=</path/to/file>
- If non-empty, write inconsistencies found during analysis to this file.
- prints to stdout. By default, this analysis is not run.
- -analysis-clustering=[dbscan,naive]
- Specify the clustering algorithm to use. By default DBSCAN will be used.
Naive clustering algorithm is better for doing further work on the
-analysis-inconsistencies-output-file= output, it will create one
cluster per opcode, and check that the cluster is stable (all points are
neighbours).
- -analysis-numpoints=<dbscan numPoints parameter>
- Specify the numPoints parameters to be used for DBSCAN clustering
(analysis mode, DBSCAN only).
- -analysis-clustering-epsilon=<dbscan epsilon parameter>
- Specify the epsilon parameter used for clustering of benchmark points
(analysis mode).
- -analysis-inconsistency-epsilon=<epsilon>
- Specify the epsilon parameter used for detection of when the cluster is
different from the LLVM schedule profile values (analysis
mode).
- -analysis-display-unstable-clusters
- If there is more than one benchmark for an opcode, said benchmarks may end
up not being clustered into the same cluster if the measured performance
characteristics are different. by default all such opcodes are filtered
out. This flag will instead show only such unstable opcodes.
- -ignore-invalid-sched-class=false
- If set, ignore instructions that do not have a sched class (class idx =
0).
- -mcpu=<cpu name>
- If set, measure the cpu characteristics using the counters for this CPU.
This is useful when creating new sched models (the host CPU is unknown to
LLVM).
- --dump-object-to-disk=true
- By default, llvm-exegesis will dump the generated code to a temporary file
to enable code inspection. You may disable it to speed up the execution
and save disk space.
llvm-exegesis returns 0 on success. Otherwise, an error message is
printed to standard error, and the tool returns a non 0 value.
Maintained by the LLVM Team (https://llvm.org/).
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