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Summary: This eps param is used for two distinct things: * initial point clusterization * checking clusters against the llvm values What if one wants to only look at highly different clusters, without changing the clustering itself? In particular, this helps to weed out noisy measurements (since the clusterization epsilon is still small, so there is a better chance that noisy measurements from the same opcode will go into different clusters) By splitting it into two params it is now possible. This is nearly-free performance-wise: Old: ``` $ perf stat -r 25 ./bin/llvm-exegesis -mode=analysis -benchmarks-file=/home/lebedevri/PileDriver-Sched/benchmarks-latency-1.yaml -analysis-inconsistencies-output-file=/tmp/clusters-old.html no exegesis target for x86_64-unknown-linux-gnu, using default Parsed 10099 benchmark points Printing sched class consistency analysis results to file '/tmp/clusters-old.html' ... Performance counter stats for './bin/llvm-exegesis -mode=analysis -benchmarks-file=/home/lebedevri/PileDriver-Sched/benchmarks-latency-1.yaml -analysis-inconsistencies-output-file=/tmp/clusters-old.html' (25 runs): 390.01 msec task-clock # 0.998 CPUs utilized ( +- 0.25% ) 12 context-switches # 31.735 M/sec ( +- 27.38% ) 0 cpu-migrations # 0.000 K/sec 4745 page-faults # 12183.732 M/sec ( +- 0.54% ) 1562711900 cycles # 4012303.327 GHz ( +- 0.24% ) (82.90%) 185567822 stalled-cycles-frontend # 11.87% frontend cycles idle ( +- 0.52% ) (83.30%) 392106234 stalled-cycles-backend # 25.09% backend cycles idle ( +- 1.31% ) (33.79%) 1839236666 instructions # 1.18 insn per cycle # 0.21 stalled cycles per insn ( +- 0.15% ) (50.37%) 407035764 branches # 1045074878.710 M/sec ( +- 0.12% ) (66.80%) 10896459 branch-misses # 2.68% of all branches ( +- 0.17% ) (83.20%) 0.390629 +- 0.000972 seconds time elapsed ( +- 0.25% ) ``` ``` $ perf stat -r 9 ./bin/llvm-exegesis -mode=analysis -benchmarks-file=/home/lebedevri/PileDriver-Sched/benchmarks-latency.yml -analysis-inconsistencies-output-file=/tmp/clusters-old.html no exegesis target for x86_64-unknown-linux-gnu, using default Parsed 50572 benchmark points Printing sched class consistency analysis results to file '/tmp/clusters-old.html' ... Performance counter stats for './bin/llvm-exegesis -mode=analysis -benchmarks-file=/home/lebedevri/PileDriver-Sched/benchmarks-latency.yml -analysis-inconsistencies-output-file=/tmp/clusters-old.html' (9 runs): 6803.36 msec task-clock # 0.999 CPUs utilized ( +- 0.96% ) 262 context-switches # 38.546 M/sec ( +- 23.06% ) 0 cpu-migrations # 0.065 M/sec ( +- 76.03% ) 13287 page-faults # 1953.206 M/sec ( +- 0.32% ) 27252537904 cycles # 4006024.257 GHz ( +- 0.95% ) (83.31%) 1496314935 stalled-cycles-frontend # 5.49% frontend cycles idle ( +- 0.97% ) (83.32%) 16128404524 stalled-cycles-backend # 59.18% backend cycles idle ( +- 0.30% ) (33.37%) 17611143370 instructions # 0.65 insn per cycle # 0.92 stalled cycles per insn ( +- 0.05% ) (50.04%) 3894906599 branches # 572537147.437 M/sec ( +- 0.03% ) (66.69%) 116314514 branch-misses # 2.99% of all branches ( +- 0.20% ) (83.35%) 6.8118 +- 0.0689 seconds time elapsed ( +- 1.01%) ``` New: ``` $ perf stat -r 25 ./bin/llvm-exegesis -mode=analysis -benchmarks-file=/home/lebedevri/PileDriver-Sched/benchmarks-latency-1.yaml -analysis-inconsistencies-output-file=/tmp/clusters-new.html no exegesis target for x86_64-unknown-linux-gnu, using default Parsed 10099 benchmark points Printing sched class consistency analysis results to file '/tmp/clusters-new.html' ... Performance counter stats for './bin/llvm-exegesis -mode=analysis -benchmarks-file=/home/lebedevri/PileDriver-Sched/benchmarks-latency-1.yaml -analysis-inconsistencies-output-file=/tmp/clusters-new.html' (25 runs): 400.14 msec task-clock # 0.998 CPUs utilized ( +- 0.66% ) 12 context-switches # 29.429 M/sec ( +- 25.95% ) 0 cpu-migrations # 0.100 M/sec ( +-100.00% ) 4714 page-faults # 11796.496 M/sec ( +- 0.55% ) 1603131306 cycles # 4011840.105 GHz ( +- 0.66% ) (82.85%) 199538509 stalled-cycles-frontend # 12.45% frontend cycles idle ( +- 2.40% ) (83.10%) 402249109 stalled-cycles-backend # 25.09% backend cycles idle ( +- 1.19% ) (34.05%) 1847783963 instructions # 1.15 insn per cycle # 0.22 stalled cycles per insn ( +- 0.18% ) (50.64%) 407162722 branches # 1018925730.631 M/sec ( +- 0.12% ) (67.02%) 10932779 branch-misses # 2.69% of all branches ( +- 0.51% ) (83.28%) 0.40077 +- 0.00267 seconds time elapsed ( +- 0.67% ) lebedevri@pini-pini:/build/llvm-build-Clang-release$ perf stat -r 9 ./bin/llvm-exegesis -mode=analysis -benchmarks-file=/home/lebedevri/PileDriver-Sched/benchmarks-latency.yml -analysis-inconsistencies-output-file=/tmp/clusters-new.html no exegesis target for x86_64-unknown-linux-gnu, using default Parsed 50572 benchmark points Printing sched class consistency analysis results to file '/tmp/clusters-new.html' ... Performance counter stats for './bin/llvm-exegesis -mode=analysis -benchmarks-file=/home/lebedevri/PileDriver-Sched/benchmarks-latency.yml -analysis-inconsistencies-output-file=/tmp/clusters-new.html' (9 runs): 6947.79 msec task-clock # 1.000 CPUs utilized ( +- 0.90% ) 217 context-switches # 31.236 M/sec ( +- 36.16% ) 1 cpu-migrations # 0.096 M/sec ( +- 50.00% ) 13258 page-faults # 1908.389 M/sec ( +- 0.34% ) 27830796523 cycles # 4006032.286 GHz ( +- 0.89% ) (83.30%) 1504554006 stalled-cycles-frontend # 5.41% frontend cycles idle ( +- 2.10% ) (83.32%) 16716574843 stalled-cycles-backend # 60.07% backend cycles idle ( +- 0.65% ) (33.38%) 17755545931 instructions # 0.64 insn per cycle # 0.94 stalled cycles per insn ( +- 0.09% ) (50.04%) 3897255686 branches # 560980426.597 M/sec ( +- 0.06% ) (66.70%) 117045395 branch-misses # 3.00% of all branches ( +- 0.47% ) (83.34%) 6.9507 +- 0.0627 seconds time elapsed ( +- 0.90% ) ``` I.e. it's +2.6% slowdown for one whole sweep, or +2% for 5 whole sweeps. Within noise i'd say. Should help with [[ https://bugs.llvm.org/show_bug.cgi?id=40787 | PR40787 ]]. Reviewers: courbet, gchatelet Reviewed By: courbet Subscribers: tschuett, RKSimon, llvm-commits Tags: #llvm Differential Revision: https://reviews.llvm.org/D58476 llvm-svn: 354767
253 lines
8.6 KiB
ReStructuredText
253 lines
8.6 KiB
ReStructuredText
llvm-exegesis - LLVM Machine Instruction Benchmark
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==================================================
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SYNOPSIS
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--------
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:program:`llvm-exegesis` [*options*]
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DESCRIPTION
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-----------
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:program:`llvm-exegesis` is a benchmarking tool that uses information available
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in LLVM to measure host machine instruction characteristics like latency,
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throughput, or port decomposition.
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Given an LLVM opcode name and a benchmarking mode, :program:`llvm-exegesis`
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generates a code snippet that makes execution as serial (resp. as parallel) as
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possible so that we can measure the latency (resp. inverse throughput/uop decomposition)
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of the instruction.
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The code snippet is jitted and executed on the host subtarget. The time taken
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(resp. resource usage) is measured using hardware performance counters. The
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result is printed out as YAML to the standard output.
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The main goal of this tool is to automatically (in)validate the LLVM's TableDef
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scheduling models. To that end, we also provide analysis of the results.
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:program:`llvm-exegesis` can also benchmark arbitrary user-provided code
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snippets.
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EXAMPLE 1: benchmarking instructions
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------------------------------------
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Assume you have an X86-64 machine. To measure the latency of a single
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instruction, run:
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.. code-block:: bash
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$ llvm-exegesis -mode=latency -opcode-name=ADD64rr
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Measuring the uop decomposition or inverse throughput of an instruction works similarly:
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.. code-block:: bash
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$ llvm-exegesis -mode=uops -opcode-name=ADD64rr
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$ llvm-exegesis -mode=inverse_throughput -opcode-name=ADD64rr
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The output is a YAML document (the default is to write to stdout, but you can
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redirect the output to a file using `-benchmarks-file`):
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.. code-block:: none
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---
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key:
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opcode_name: ADD64rr
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mode: latency
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config: ''
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cpu_name: haswell
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llvm_triple: x86_64-unknown-linux-gnu
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num_repetitions: 10000
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measurements:
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- { key: latency, value: 1.0058, debug_string: '' }
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error: ''
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info: 'explicit self cycles, selecting one aliasing configuration.
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Snippet:
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ADD64rr R8, R8, R10
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'
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...
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To measure the latency of all instructions for the host architecture, run:
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.. code-block:: bash
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#!/bin/bash
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readonly INSTRUCTIONS=$(($(grep INSTRUCTION_LIST_END build/lib/Target/X86/X86GenInstrInfo.inc | cut -f2 -d=) - 1))
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for INSTRUCTION in $(seq 1 ${INSTRUCTIONS});
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do
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./build/bin/llvm-exegesis -mode=latency -opcode-index=${INSTRUCTION} | sed -n '/---/,$p'
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done
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FIXME: Provide an :program:`llvm-exegesis` option to test all instructions.
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EXAMPLE 2: benchmarking a custom code snippet
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---------------------------------------------
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To measure the latency/uops of a custom piece of code, you can specify the
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`snippets-file` option (`-` reads from standard input).
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.. code-block:: bash
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$ echo "vzeroupper" | llvm-exegesis -mode=uops -snippets-file=-
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Real-life code snippets typically depend on registers or memory.
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:program:`llvm-exegesis` checks the liveliness of registers (i.e. any register
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use has a corresponding def or is a "live in"). If your code depends on the
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value of some registers, you have two options:
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- Mark the register as requiring a definition. :program:`llvm-exegesis` will
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automatically assign a value to the register. This can be done using the
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directive `LLVM-EXEGESIS-DEFREG <reg name> <hex_value>`, where `<hex_value>`
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is a bit pattern used to fill `<reg_name>`. If `<hex_value>` is smaller than
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the register width, it will be sign-extended.
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- Mark the register as a "live in". :program:`llvm-exegesis` will benchmark
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using whatever value was in this registers on entry. This can be done using
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the directive `LLVM-EXEGESIS-LIVEIN <reg name>`.
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For example, the following code snippet depends on the values of XMM1 (which
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will be set by the tool) and the memory buffer passed in RDI (live in).
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.. code-block:: none
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# LLVM-EXEGESIS-LIVEIN RDI
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# LLVM-EXEGESIS-DEFREG XMM1 42
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vmulps (%rdi), %xmm1, %xmm2
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vhaddps %xmm2, %xmm2, %xmm3
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addq $0x10, %rdi
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EXAMPLE 3: analysis
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-------------------
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Assuming you have a set of benchmarked instructions (either latency or uops) as
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YAML in file `/tmp/benchmarks.yaml`, you can analyze the results using the
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following command:
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.. code-block:: bash
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$ llvm-exegesis -mode=analysis \
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-benchmarks-file=/tmp/benchmarks.yaml \
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-analysis-clusters-output-file=/tmp/clusters.csv \
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-analysis-inconsistencies-output-file=/tmp/inconsistencies.html
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This will group the instructions into clusters with the same performance
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characteristics. The clusters will be written out to `/tmp/clusters.csv` in the
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following format:
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.. code-block:: none
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cluster_id,opcode_name,config,sched_class
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...
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2,ADD32ri8_DB,,WriteALU,1.00
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2,ADD32ri_DB,,WriteALU,1.01
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2,ADD32rr,,WriteALU,1.01
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2,ADD32rr_DB,,WriteALU,1.00
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2,ADD32rr_REV,,WriteALU,1.00
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2,ADD64i32,,WriteALU,1.01
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2,ADD64ri32,,WriteALU,1.01
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2,MOVSX64rr32,,BSWAP32r_BSWAP64r_MOVSX64rr32,1.00
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2,VPADDQYrr,,VPADDBYrr_VPADDDYrr_VPADDQYrr_VPADDWYrr_VPSUBBYrr_VPSUBDYrr_VPSUBQYrr_VPSUBWYrr,1.02
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2,VPSUBQYrr,,VPADDBYrr_VPADDDYrr_VPADDQYrr_VPADDWYrr_VPSUBBYrr_VPSUBDYrr_VPSUBQYrr_VPSUBWYrr,1.01
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2,ADD64ri8,,WriteALU,1.00
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2,SETBr,,WriteSETCC,1.01
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...
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:program:`llvm-exegesis` will also analyze the clusters to point out
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inconsistencies in the scheduling information. The output is an html file. For
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example, `/tmp/inconsistencies.html` will contain messages like the following :
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.. image:: llvm-exegesis-analysis.png
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:align: center
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Note that the scheduling class names will be resolved only when
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:program:`llvm-exegesis` is compiled in debug mode, else only the class id will
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be shown. This does not invalidate any of the analysis results though.
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OPTIONS
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-------
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.. option:: -help
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Print a summary of command line options.
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.. option:: -opcode-index=<LLVM opcode index>
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Specify the opcode to measure, by index. See example 1 for details.
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Either `opcode-index`, `opcode-name` or `snippets-file` must be set.
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.. option:: -opcode-name=<opcode name 1>,<opcode name 2>,...
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Specify the opcode to measure, by name. Several opcodes can be specified as
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a comma-separated list. See example 1 for details.
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Either `opcode-index`, `opcode-name` or `snippets-file` must be set.
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.. option:: -snippets-file=<filename>
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Specify the custom code snippet to measure. See example 2 for details.
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Either `opcode-index`, `opcode-name` or `snippets-file` must be set.
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.. option:: -mode=[latency|uops|inverse_throughput|analysis]
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Specify the run mode. Note that if you pick `analysis` mode, you also need
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to specify at least one of the `-analysis-clusters-output-file=` and
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`-analysis-inconsistencies-output-file=`.
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.. option:: -num-repetitions=<Number of repetition>
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Specify the number of repetitions of the asm snippet.
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Higher values lead to more accurate measurements but lengthen the benchmark.
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.. option:: -benchmarks-file=</path/to/file>
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File to read (`analysis` mode) or write (`latency`/`uops`/`inverse_throughput`
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modes) benchmark results. "-" uses stdin/stdout.
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.. option:: -analysis-clusters-output-file=</path/to/file>
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If provided, write the analysis clusters as CSV to this file. "-" prints to
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stdout. By default, this analysis is not run.
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.. option:: -analysis-inconsistencies-output-file=</path/to/file>
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If non-empty, write inconsistencies found during analysis to this file. `-`
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prints to stdout. By default, this analysis is not run.
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.. option:: -analysis-numpoints=<dbscan numPoints parameter>
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Specify the numPoints parameters to be used for DBSCAN clustering
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(`analysis` mode).
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.. option:: -analysis-clustering-epsilon=<dbscan epsilon parameter>
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Specify the epsilon parameter used for clustering of benchmark points
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(`analysis` mode).
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.. option:: -analysis-inconsistency-epsilon=<epsilon>
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Specify the epsilon parameter used for detection of when the cluster
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is different from the LLVM schedule profile values (`analysis` mode).
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.. option:: -analysis-display-unstable-clusters
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If there is more than one benchmark for an opcode, said benchmarks may end up
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not being clustered into the same cluster if the measured performance
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characteristics are different. by default all such opcodes are filtered out.
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This flag will instead show only such unstable opcodes.
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.. option:: -ignore-invalid-sched-class=false
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If set, ignore instructions that do not have a sched class (class idx = 0).
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.. option:: -mcpu=<cpu name>
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If set, measure the cpu characteristics using the counters for this CPU. This
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is useful when creating new sched models (the host CPU is unknown to LLVM).
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EXIT STATUS
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-----------
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:program:`llvm-exegesis` returns 0 on success. Otherwise, an error message is
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printed to standard error, and the tool returns a non 0 value.
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