2018-03-08 21:05:02 +08:00
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llvm-mca - LLVM Machine Code Analyzer
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=====================================
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SYNOPSIS
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--------
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:program:`llvm-mca` [*options*] [input]
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DESCRIPTION
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-----------
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:program:`llvm-mca` is a performance analysis tool that uses information
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available in LLVM (e.g. scheduling models) to statically measure the performance
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of machine code in a specific CPU.
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Performance is measured in terms of throughput as well as processor resource
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consumption. The tool currently works for processors with an out-of-order
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backend, for which there is a scheduling model available in LLVM.
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The main goal of this tool is not just to predict the performance of the code
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when run on the target, but also help with diagnosing potential performance
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issues.
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2018-08-03 23:56:07 +08:00
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Given an assembly code sequence, :program:`llvm-mca` estimates the Instructions
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Per Cycle (IPC), as well as hardware resource pressure. The analysis and
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reporting style were inspired by the IACA tool from Intel.
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2018-03-08 21:05:02 +08:00
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2018-08-03 23:56:07 +08:00
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For example, you can compile code with clang, output assembly, and pipe it
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directly into :program:`llvm-mca` for analysis:
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2018-04-11 01:49:45 +08:00
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.. code-block:: bash
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2018-04-11 02:10:14 +08:00
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$ clang foo.c -O2 -target x86_64-unknown-unknown -S -o - | llvm-mca -mcpu=btver2
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2018-04-10 00:39:52 +08:00
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2018-05-18 00:48:53 +08:00
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Or for Intel syntax:
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2018-05-18 00:58:42 +08:00
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.. code-block:: bash
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2018-05-18 00:48:53 +08:00
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$ clang foo.c -O2 -target x86_64-unknown-unknown -mllvm -x86-asm-syntax=intel -S -o - | llvm-mca -mcpu=btver2
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2018-03-08 21:05:02 +08:00
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OPTIONS
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-------
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If ``input`` is "``-``" or omitted, :program:`llvm-mca` reads from standard
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input. Otherwise, it will read from the specified filename.
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If the :option:`-o` option is omitted, then :program:`llvm-mca` will send its output
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to standard output if the input is from standard input. If the :option:`-o`
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option specifies "``-``", then the output will also be sent to standard output.
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.. option:: -help
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Print a summary of command line options.
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.. option:: -mtriple=<target triple>
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Specify a target triple string.
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.. option:: -march=<arch>
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Specify the architecture for which to analyze the code. It defaults to the
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host default target.
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.. option:: -mcpu=<cpuname>
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2018-04-25 18:18:25 +08:00
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Specify the processor for which to analyze the code. By default, the cpu name
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is autodetected from the host.
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2018-03-08 21:05:02 +08:00
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.. option:: -output-asm-variant=<variant id>
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Specify the output assembly variant for the report generated by the tool.
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On x86, possible values are [0, 1]. A value of 0 (vic. 1) for this flag enables
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the AT&T (vic. Intel) assembly format for the code printed out by the tool in
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the analysis report.
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.. option:: -dispatch=<width>
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Specify a different dispatch width for the processor. The dispatch width
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2018-04-06 00:42:32 +08:00
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defaults to field 'IssueWidth' in the processor scheduling model. If width is
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zero, then the default dispatch width is used.
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2018-03-08 21:05:02 +08:00
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.. option:: -register-file-size=<size>
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2018-04-06 00:42:32 +08:00
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Specify the size of the register file. When specified, this flag limits how
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2018-08-01 02:59:46 +08:00
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many physical registers are available for register renaming purposes. A value
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of zero for this flag means "unlimited number of physical registers".
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2018-03-08 21:05:02 +08:00
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.. option:: -iterations=<number of iterations>
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Specify the number of iterations to run. If this flag is set to 0, then the
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2018-04-10 20:50:03 +08:00
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tool sets the number of iterations to a default value (i.e. 100).
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2018-03-08 21:05:02 +08:00
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.. option:: -noalias=<bool>
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If set, the tool assumes that loads and stores don't alias. This is the
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default behavior.
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.. option:: -lqueue=<load queue size>
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Specify the size of the load queue in the load/store unit emulated by the tool.
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By default, the tool assumes an unbound number of entries in the load queue.
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A value of zero for this flag is ignored, and the default load queue size is
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2018-07-18 00:11:54 +08:00
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used instead.
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2018-03-08 21:05:02 +08:00
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.. option:: -squeue=<store queue size>
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Specify the size of the store queue in the load/store unit emulated by the
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tool. By default, the tool assumes an unbound number of entries in the store
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queue. A value of zero for this flag is ignored, and the default store queue
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size is used instead.
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.. option:: -timeline
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Enable the timeline view.
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.. option:: -timeline-max-iterations=<iterations>
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Limit the number of iterations to print in the timeline view. By default, the
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timeline view prints information for up to 10 iterations.
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.. option:: -timeline-max-cycles=<cycles>
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Limit the number of cycles in the timeline view. By default, the number of
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cycles is set to 80.
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2018-03-26 21:21:48 +08:00
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.. option:: -resource-pressure
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Enable the resource pressure view. This is enabled by default.
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2018-04-04 00:46:23 +08:00
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.. option:: -register-file-stats
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Enable register file usage statistics.
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2018-04-10 22:55:14 +08:00
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.. option:: -dispatch-stats
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Enable extra dispatch statistics. This view collects and analyzes instruction
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dispatch events, as well as static/dynamic dispatch stall events. This view
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is disabled by default.
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2018-04-11 19:37:46 +08:00
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.. option:: -scheduler-stats
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Enable extra scheduler statistics. This view collects and analyzes instruction
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issue events. This view is disabled by default.
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2018-04-11 20:12:53 +08:00
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.. option:: -retire-stats
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Enable extra retire control unit statistics. This view is disabled by default.
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2018-03-26 21:44:54 +08:00
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.. option:: -instruction-info
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Enable the instruction info view. This is enabled by default.
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2018-05-17 20:27:03 +08:00
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.. option:: -all-stats
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Print all hardware statistics. This enables extra statistics related to the
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dispatch logic, the hardware schedulers, the register file(s), and the retire
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control unit. This option is disabled by default.
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.. option:: -all-views
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Enable all the view.
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2018-03-26 20:04:53 +08:00
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.. option:: -instruction-tables
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Prints resource pressure information based on the static information
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available from the processor model. This differs from the resource pressure
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view because it doesn't require that the code is simulated. It instead prints
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the theoretical uniform distribution of resource pressure for every
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instruction in sequence.
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2018-07-18 00:11:54 +08:00
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2018-03-08 21:05:02 +08:00
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EXIT STATUS
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-----------
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:program:`llvm-mca` returns 0 on success. Otherwise, an error message is printed
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to standard error, and the tool returns 1.
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2018-08-03 23:56:07 +08:00
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USING MARKERS TO ANALYZE SPECIFIC CODE BLOCKS
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---------------------------------------------
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:program:`llvm-mca` allows for the optional usage of special code comments to
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mark regions of the assembly code to be analyzed. A comment starting with
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substring ``LLVM-MCA-BEGIN`` marks the beginning of a code region. A comment
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starting with substring ``LLVM-MCA-END`` marks the end of a code region. For
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example:
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.. code-block:: none
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# LLVM-MCA-BEGIN My Code Region
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...
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# LLVM-MCA-END
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Multiple regions can be specified provided that they do not overlap. A code
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region can have an optional description. If no user-defined region is specified,
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then :program:`llvm-mca` assumes a default region which contains every
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instruction in the input file. Every region is analyzed in isolation, and the
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final performance report is the union of all the reports generated for every
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code region.
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Inline assembly directives may be used from source code to annotate the
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assembly text:
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.. code-block:: c++
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int foo(int a, int b) {
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__asm volatile("# LLVM-MCA-BEGIN foo");
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a += 42;
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__asm volatile("# LLVM-MCA-END");
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a *= b;
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return a;
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}
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2018-07-31 23:29:10 +08:00
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HOW LLVM-MCA WORKS
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------------------
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2018-07-20 04:33:59 +08:00
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2018-07-31 23:29:10 +08:00
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:program:`llvm-mca` takes assembly code as input. The assembly code is parsed
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into a sequence of MCInst with the help of the existing LLVM target assembly
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parsers. The parsed sequence of MCInst is then analyzed by a ``Pipeline`` module
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to generate a performance report.
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2018-07-20 04:33:59 +08:00
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The Pipeline module simulates the execution of the machine code sequence in a
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loop of iterations (default is 100). During this process, the pipeline collects
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a number of execution related statistics. At the end of this process, the
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pipeline generates and prints a report from the collected statistics.
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2018-07-31 23:29:10 +08:00
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Here is an example of a performance report generated by the tool for a
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dot-product of two packed float vectors of four elements. The analysis is
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conducted for target x86, cpu btver2. The following result can be produced via
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the following command using the example located at
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2018-07-20 04:33:59 +08:00
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``test/tools/llvm-mca/X86/BtVer2/dot-product.s``:
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.. code-block:: bash
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$ llvm-mca -mtriple=x86_64-unknown-unknown -mcpu=btver2 -iterations=300 dot-product.s
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.. code-block:: none
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Iterations: 300
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Instructions: 900
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Total Cycles: 610
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Dispatch Width: 2
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IPC: 1.48
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Block RThroughput: 2.0
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Instruction Info:
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[1]: #uOps
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[2]: Latency
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[3]: RThroughput
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[4]: MayLoad
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[5]: MayStore
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[6]: HasSideEffects (U)
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[1] [2] [3] [4] [5] [6] Instructions:
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1 2 1.00 vmulps %xmm0, %xmm1, %xmm2
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1 3 1.00 vhaddps %xmm2, %xmm2, %xmm3
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1 3 1.00 vhaddps %xmm3, %xmm3, %xmm4
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Resources:
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[0] - JALU0
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[1] - JALU1
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[2] - JDiv
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[3] - JFPA
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[4] - JFPM
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[5] - JFPU0
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[6] - JFPU1
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[7] - JLAGU
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[8] - JMul
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[9] - JSAGU
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[10] - JSTC
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[11] - JVALU0
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[12] - JVALU1
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[13] - JVIMUL
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Resource pressure per iteration:
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[0] [1] [2] [3] [4] [5] [6] [7] [8] [9] [10] [11] [12] [13]
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- - - 2.00 1.00 2.00 1.00 - - - - - - -
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Resource pressure by instruction:
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[0] [1] [2] [3] [4] [5] [6] [7] [8] [9] [10] [11] [12] [13] Instructions:
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- - - - 1.00 - 1.00 - - - - - - - vmulps %xmm0, %xmm1, %xmm2
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- - - 1.00 - 1.00 - - - - - - - - vhaddps %xmm2, %xmm2, %xmm3
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- - - 1.00 - 1.00 - - - - - - - - vhaddps %xmm3, %xmm3, %xmm4
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According to this report, the dot-product kernel has been executed 300 times,
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for a total of 900 dynamically executed instructions.
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The report is structured in three main sections. The first section collects a
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few performance numbers; the goal of this section is to give a very quick
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overview of the performance throughput. In this example, the two important
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2018-08-01 02:19:15 +08:00
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performance indicators are **IPC** and **Block RThroughput** (Block Reciprocal
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Throughput).
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IPC is computed dividing the total number of simulated instructions by the total
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number of cycles. A delta between Dispatch Width and IPC is an indicator of a
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performance issue. In the absence of loop-carried data dependencies, the
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observed IPC tends to a theoretical maximum which can be computed by dividing
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the number of instructions of a single iteration by the *Block RThroughput*.
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IPC is bounded from above by the dispatch width. That is because the dispatch
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width limits the maximum size of a dispatch group. IPC is also limited by the
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amount of hardware parallelism. The availability of hardware resources affects
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the resource pressure distribution, and it limits the number of instructions
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that can be executed in parallel every cycle. A delta between Dispatch
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Width and the theoretical maximum IPC is an indicator of a performance
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bottleneck caused by the lack of hardware resources. In general, the lower the
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Block RThroughput, the better.
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In this example, ``Instructions per iteration/Block RThroughput`` is 1.50. Since
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there are no loop-carried dependencies, the observed IPC is expected to approach
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1.50 when the number of iterations tends to infinity. The delta between the
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Dispatch Width (2.00), and the theoretical maximum IPC (1.50) is an indicator of
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a performance bottleneck caused by the lack of hardware resources, and the
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*Resource pressure view* can help to identify the problematic resource usage.
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2018-07-20 04:33:59 +08:00
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The second section of the report shows the latency and reciprocal
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throughput of every instruction in the sequence. That section also reports
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extra information related to the number of micro opcodes, and opcode properties
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(i.e., 'MayLoad', 'MayStore', and 'HasSideEffects').
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The third section is the *Resource pressure view*. This view reports
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the average number of resource cycles consumed every iteration by instructions
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for every processor resource unit available on the target. Information is
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structured in two tables. The first table reports the number of resource cycles
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spent on average every iteration. The second table correlates the resource
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cycles to the machine instruction in the sequence. For example, every iteration
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of the instruction vmulps always executes on resource unit [6]
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(JFPU1 - floating point pipeline #1), consuming an average of 1 resource cycle
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2018-07-22 02:32:47 +08:00
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per iteration. Note that on AMD Jaguar, vector floating-point multiply can
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only be issued to pipeline JFPU1, while horizontal floating-point additions can
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only be issued to pipeline JFPU0.
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2018-07-20 04:33:59 +08:00
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The resource pressure view helps with identifying bottlenecks caused by high
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usage of specific hardware resources. Situations with resource pressure mainly
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concentrated on a few resources should, in general, be avoided. Ideally,
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pressure should be uniformly distributed between multiple resources.
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|
|
|
Timeline View
|
|
|
|
^^^^^^^^^^^^^
|
2018-07-31 23:29:10 +08:00
|
|
|
The timeline view produces a detailed report of each instruction's state
|
2018-07-20 04:33:59 +08:00
|
|
|
transitions through an instruction pipeline. This view is enabled by the
|
|
|
|
command line option ``-timeline``. As instructions transition through the
|
|
|
|
various stages of the pipeline, their states are depicted in the view report.
|
|
|
|
These states are represented by the following characters:
|
|
|
|
|
|
|
|
* D : Instruction dispatched.
|
|
|
|
* e : Instruction executing.
|
|
|
|
* E : Instruction executed.
|
|
|
|
* R : Instruction retired.
|
|
|
|
* = : Instruction already dispatched, waiting to be executed.
|
|
|
|
* \- : Instruction executed, waiting to be retired.
|
|
|
|
|
|
|
|
Below is the timeline view for a subset of the dot-product example located in
|
|
|
|
``test/tools/llvm-mca/X86/BtVer2/dot-product.s`` and processed by
|
2018-07-31 23:29:10 +08:00
|
|
|
:program:`llvm-mca` using the following command:
|
2018-07-20 04:33:59 +08:00
|
|
|
|
|
|
|
.. code-block:: bash
|
|
|
|
|
|
|
|
$ llvm-mca -mtriple=x86_64-unknown-unknown -mcpu=btver2 -iterations=3 -timeline dot-product.s
|
|
|
|
|
|
|
|
.. code-block:: none
|
|
|
|
|
|
|
|
Timeline view:
|
|
|
|
012345
|
|
|
|
Index 0123456789
|
|
|
|
|
|
|
|
[0,0] DeeER. . . vmulps %xmm0, %xmm1, %xmm2
|
|
|
|
[0,1] D==eeeER . . vhaddps %xmm2, %xmm2, %xmm3
|
|
|
|
[0,2] .D====eeeER . vhaddps %xmm3, %xmm3, %xmm4
|
|
|
|
[1,0] .DeeE-----R . vmulps %xmm0, %xmm1, %xmm2
|
|
|
|
[1,1] . D=eeeE---R . vhaddps %xmm2, %xmm2, %xmm3
|
|
|
|
[1,2] . D====eeeER . vhaddps %xmm3, %xmm3, %xmm4
|
|
|
|
[2,0] . DeeE-----R . vmulps %xmm0, %xmm1, %xmm2
|
|
|
|
[2,1] . D====eeeER . vhaddps %xmm2, %xmm2, %xmm3
|
|
|
|
[2,2] . D======eeeER vhaddps %xmm3, %xmm3, %xmm4
|
|
|
|
|
|
|
|
|
|
|
|
Average Wait times (based on the timeline view):
|
|
|
|
[0]: Executions
|
|
|
|
[1]: Average time spent waiting in a scheduler's queue
|
|
|
|
[2]: Average time spent waiting in a scheduler's queue while ready
|
|
|
|
[3]: Average time elapsed from WB until retire stage
|
|
|
|
|
|
|
|
[0] [1] [2] [3]
|
|
|
|
0. 3 1.0 1.0 3.3 vmulps %xmm0, %xmm1, %xmm2
|
|
|
|
1. 3 3.3 0.7 1.0 vhaddps %xmm2, %xmm2, %xmm3
|
|
|
|
2. 3 5.7 0.0 0.0 vhaddps %xmm3, %xmm3, %xmm4
|
|
|
|
|
|
|
|
The timeline view is interesting because it shows instruction state changes
|
2018-07-31 23:29:10 +08:00
|
|
|
during execution. It also gives an idea of how the tool processes instructions
|
2018-07-20 04:33:59 +08:00
|
|
|
executed on the target, and how their timing information might be calculated.
|
|
|
|
|
|
|
|
The timeline view is structured in two tables. The first table shows
|
|
|
|
instructions changing state over time (measured in cycles); the second table
|
|
|
|
(named *Average Wait times*) reports useful timing statistics, which should
|
|
|
|
help diagnose performance bottlenecks caused by long data dependencies and
|
|
|
|
sub-optimal usage of hardware resources.
|
|
|
|
|
|
|
|
An instruction in the timeline view is identified by a pair of indices, where
|
|
|
|
the first index identifies an iteration, and the second index is the
|
|
|
|
instruction index (i.e., where it appears in the code sequence). Since this
|
|
|
|
example was generated using 3 iterations: ``-iterations=3``, the iteration
|
|
|
|
indices range from 0-2 inclusively.
|
|
|
|
|
|
|
|
Excluding the first and last column, the remaining columns are in cycles.
|
|
|
|
Cycles are numbered sequentially starting from 0.
|
|
|
|
|
|
|
|
From the example output above, we know the following:
|
|
|
|
|
|
|
|
* Instruction [1,0] was dispatched at cycle 1.
|
|
|
|
* Instruction [1,0] started executing at cycle 2.
|
|
|
|
* Instruction [1,0] reached the write back stage at cycle 4.
|
|
|
|
* Instruction [1,0] was retired at cycle 10.
|
|
|
|
|
|
|
|
Instruction [1,0] (i.e., vmulps from iteration #1) does not have to wait in the
|
|
|
|
scheduler's queue for the operands to become available. By the time vmulps is
|
|
|
|
dispatched, operands are already available, and pipeline JFPU1 is ready to
|
|
|
|
serve another instruction. So the instruction can be immediately issued on the
|
|
|
|
JFPU1 pipeline. That is demonstrated by the fact that the instruction only
|
|
|
|
spent 1cy in the scheduler's queue.
|
|
|
|
|
|
|
|
There is a gap of 5 cycles between the write-back stage and the retire event.
|
|
|
|
That is because instructions must retire in program order, so [1,0] has to wait
|
|
|
|
for [0,2] to be retired first (i.e., it has to wait until cycle 10).
|
|
|
|
|
|
|
|
In the example, all instructions are in a RAW (Read After Write) dependency
|
|
|
|
chain. Register %xmm2 written by vmulps is immediately used by the first
|
|
|
|
vhaddps, and register %xmm3 written by the first vhaddps is used by the second
|
|
|
|
vhaddps. Long data dependencies negatively impact the ILP (Instruction Level
|
|
|
|
Parallelism).
|
|
|
|
|
|
|
|
In the dot-product example, there are anti-dependencies introduced by
|
|
|
|
instructions from different iterations. However, those dependencies can be
|
|
|
|
removed at register renaming stage (at the cost of allocating register aliases,
|
2018-08-01 02:59:46 +08:00
|
|
|
and therefore consuming physical registers).
|
2018-07-20 04:33:59 +08:00
|
|
|
|
|
|
|
Table *Average Wait times* helps diagnose performance issues that are caused by
|
|
|
|
the presence of long latency instructions and potentially long data dependencies
|
2018-07-31 23:29:10 +08:00
|
|
|
which may limit the ILP. Note that :program:`llvm-mca`, by default, assumes at
|
|
|
|
least 1cy between the dispatch event and the issue event.
|
2018-07-20 04:33:59 +08:00
|
|
|
|
|
|
|
When the performance is limited by data dependencies and/or long latency
|
|
|
|
instructions, the number of cycles spent while in the *ready* state is expected
|
|
|
|
to be very small when compared with the total number of cycles spent in the
|
|
|
|
scheduler's queue. The difference between the two counters is a good indicator
|
|
|
|
of how large of an impact data dependencies had on the execution of the
|
|
|
|
instructions. When performance is mostly limited by the lack of hardware
|
|
|
|
resources, the delta between the two counters is small. However, the number of
|
|
|
|
cycles spent in the queue tends to be larger (i.e., more than 1-3cy),
|
|
|
|
especially when compared to other low latency instructions.
|
2018-07-22 02:32:47 +08:00
|
|
|
|
|
|
|
Extra Statistics to Further Diagnose Performance Issues
|
|
|
|
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
|
|
|
The ``-all-stats`` command line option enables extra statistics and performance
|
|
|
|
counters for the dispatch logic, the reorder buffer, the retire control unit,
|
|
|
|
and the register file.
|
|
|
|
|
2018-08-03 20:44:56 +08:00
|
|
|
Below is an example of ``-all-stats`` output generated by :program:`llvm-mca`
|
|
|
|
for the dot-product example discussed in the previous sections.
|
2018-07-22 02:32:47 +08:00
|
|
|
|
|
|
|
.. code-block:: none
|
|
|
|
|
|
|
|
Dynamic Dispatch Stall Cycles:
|
|
|
|
RAT - Register unavailable: 0
|
|
|
|
RCU - Retire tokens unavailable: 0
|
|
|
|
SCHEDQ - Scheduler full: 272
|
|
|
|
LQ - Load queue full: 0
|
|
|
|
SQ - Store queue full: 0
|
|
|
|
GROUP - Static restrictions on the dispatch group: 0
|
|
|
|
|
|
|
|
|
|
|
|
Dispatch Logic - number of cycles where we saw N instructions dispatched:
|
|
|
|
[# dispatched], [# cycles]
|
|
|
|
0, 24 (3.9%)
|
|
|
|
1, 272 (44.6%)
|
|
|
|
2, 314 (51.5%)
|
|
|
|
|
|
|
|
|
|
|
|
Schedulers - number of cycles where we saw N instructions issued:
|
|
|
|
[# issued], [# cycles]
|
|
|
|
0, 7 (1.1%)
|
|
|
|
1, 306 (50.2%)
|
|
|
|
2, 297 (48.7%)
|
|
|
|
|
|
|
|
|
|
|
|
Scheduler's queue usage:
|
|
|
|
JALU01, 0/20
|
|
|
|
JFPU01, 18/18
|
|
|
|
JLSAGU, 0/12
|
|
|
|
|
|
|
|
|
|
|
|
Retire Control Unit - number of cycles where we saw N instructions retired:
|
|
|
|
[# retired], [# cycles]
|
|
|
|
0, 109 (17.9%)
|
|
|
|
1, 102 (16.7%)
|
|
|
|
2, 399 (65.4%)
|
|
|
|
|
|
|
|
|
|
|
|
Register File statistics:
|
|
|
|
Total number of mappings created: 900
|
|
|
|
Max number of mappings used: 35
|
|
|
|
|
|
|
|
* Register File #1 -- JFpuPRF:
|
|
|
|
Number of physical registers: 72
|
|
|
|
Total number of mappings created: 900
|
|
|
|
Max number of mappings used: 35
|
|
|
|
|
|
|
|
* Register File #2 -- JIntegerPRF:
|
|
|
|
Number of physical registers: 64
|
|
|
|
Total number of mappings created: 0
|
|
|
|
Max number of mappings used: 0
|
|
|
|
|
|
|
|
If we look at the *Dynamic Dispatch Stall Cycles* table, we see the counter for
|
|
|
|
SCHEDQ reports 272 cycles. This counter is incremented every time the dispatch
|
|
|
|
logic is unable to dispatch a group of two instructions because the scheduler's
|
|
|
|
queue is full.
|
|
|
|
|
2018-08-03 20:44:56 +08:00
|
|
|
Looking at the *Dispatch Logic* table, we see that the pipeline was only able to
|
|
|
|
dispatch two instructions 51.5% of the time. The dispatch group was limited to
|
|
|
|
one instruction 44.6% of the cycles, which corresponds to 272 cycles. The
|
2018-07-22 02:32:47 +08:00
|
|
|
dispatch statistics are displayed by either using the command option
|
|
|
|
``-all-stats`` or ``-dispatch-stats``.
|
|
|
|
|
|
|
|
The next table, *Schedulers*, presents a histogram displaying a count,
|
|
|
|
representing the number of instructions issued on some number of cycles. In
|
2018-08-03 20:44:56 +08:00
|
|
|
this case, of the 610 simulated cycles, single instructions were issued 306
|
|
|
|
times (50.2%) and there were 7 cycles where no instructions were issued.
|
2018-07-22 02:32:47 +08:00
|
|
|
|
|
|
|
The *Scheduler's queue usage* table shows that the maximum number of buffer
|
|
|
|
entries (i.e., scheduler queue entries) used at runtime. Resource JFPU01
|
|
|
|
reached its maximum (18 of 18 queue entries). Note that AMD Jaguar implements
|
|
|
|
three schedulers:
|
|
|
|
|
|
|
|
* JALU01 - A scheduler for ALU instructions.
|
|
|
|
* JFPU01 - A scheduler floating point operations.
|
|
|
|
* JLSAGU - A scheduler for address generation.
|
|
|
|
|
|
|
|
The dot-product is a kernel of three floating point instructions (a vector
|
|
|
|
multiply followed by two horizontal adds). That explains why only the floating
|
|
|
|
point scheduler appears to be used.
|
|
|
|
|
|
|
|
A full scheduler queue is either caused by data dependency chains or by a
|
|
|
|
sub-optimal usage of hardware resources. Sometimes, resource pressure can be
|
|
|
|
mitigated by rewriting the kernel using different instructions that consume
|
|
|
|
different scheduler resources. Schedulers with a small queue are less resilient
|
2018-08-03 20:44:56 +08:00
|
|
|
to bottlenecks caused by the presence of long data dependencies. The scheduler
|
|
|
|
statistics are displayed by using the command option ``-all-stats`` or
|
|
|
|
``-scheduler-stats``.
|
2018-07-22 02:32:47 +08:00
|
|
|
|
|
|
|
The next table, *Retire Control Unit*, presents a histogram displaying a count,
|
|
|
|
representing the number of instructions retired on some number of cycles. In
|
2018-08-03 20:44:56 +08:00
|
|
|
this case, of the 610 simulated cycles, two instructions were retired during the
|
|
|
|
same cycle 399 times (65.4%) and there were 109 cycles where no instructions
|
|
|
|
were retired. The retire statistics are displayed by using the command option
|
|
|
|
``-all-stats`` or ``-retire-stats``.
|
2018-07-22 02:32:47 +08:00
|
|
|
|
|
|
|
The last table presented is *Register File statistics*. Each physical register
|
|
|
|
file (PRF) used by the pipeline is presented in this table. In the case of AMD
|
2018-08-03 20:44:56 +08:00
|
|
|
Jaguar, there are two register files, one for floating-point registers (JFpuPRF)
|
|
|
|
and one for integer registers (JIntegerPRF). The table shows that of the 900
|
|
|
|
instructions processed, there were 900 mappings created. Since this dot-product
|
|
|
|
example utilized only floating point registers, the JFPuPRF was responsible for
|
|
|
|
creating the 900 mappings. However, we see that the pipeline only used a
|
|
|
|
maximum of 35 of 72 available register slots at any given time. We can conclude
|
|
|
|
that the floating point PRF was the only register file used for the example, and
|
|
|
|
that it was never resource constrained. The register file statistics are
|
|
|
|
displayed by using the command option ``-all-stats`` or
|
2018-07-22 02:32:47 +08:00
|
|
|
``-register-file-stats``.
|
|
|
|
|
|
|
|
In this example, we can conclude that the IPC is mostly limited by data
|
|
|
|
dependencies, and not by resource pressure.
|
[llvm-mca][docs] Add instruction flow documentation. NFC.
Summary:
This patch mostly copies the existing Instruction Flow, and stage descriptions
from the mca README. I made a few text tweaks, but no semantic changes,
and made reference to the "default pipeline." I also removed the internals
references (e.g., reference to class names and header files). I did leave the
LSUnit name around, but only as an abbreviated word for the load-store unit.
Reviewers: andreadb, courbet, RKSimon, gbedwell, filcab
Reviewed By: andreadb
Subscribers: tschuett, jfb, llvm-commits
Differential Revision: https://reviews.llvm.org/D49692
llvm-svn: 338319
2018-07-31 06:30:14 +08:00
|
|
|
|
|
|
|
Instruction Flow
|
|
|
|
^^^^^^^^^^^^^^^^
|
2018-08-03 20:44:56 +08:00
|
|
|
This section describes the instruction flow through the default pipeline of
|
|
|
|
:program:`llvm-mca`, as well as the functional units involved in the process.
|
[llvm-mca][docs] Add instruction flow documentation. NFC.
Summary:
This patch mostly copies the existing Instruction Flow, and stage descriptions
from the mca README. I made a few text tweaks, but no semantic changes,
and made reference to the "default pipeline." I also removed the internals
references (e.g., reference to class names and header files). I did leave the
LSUnit name around, but only as an abbreviated word for the load-store unit.
Reviewers: andreadb, courbet, RKSimon, gbedwell, filcab
Reviewed By: andreadb
Subscribers: tschuett, jfb, llvm-commits
Differential Revision: https://reviews.llvm.org/D49692
llvm-svn: 338319
2018-07-31 06:30:14 +08:00
|
|
|
|
|
|
|
The default pipeline implements the following sequence of stages used to
|
|
|
|
process instructions.
|
|
|
|
|
|
|
|
* Dispatch (Instruction is dispatched to the schedulers).
|
|
|
|
* Issue (Instruction is issued to the processor pipelines).
|
|
|
|
* Write Back (Instruction is executed, and results are written back).
|
|
|
|
* Retire (Instruction is retired; writes are architecturally committed).
|
|
|
|
|
|
|
|
The default pipeline only models the out-of-order portion of a processor.
|
|
|
|
Therefore, the instruction fetch and decode stages are not modeled. Performance
|
2018-08-03 20:44:56 +08:00
|
|
|
bottlenecks in the frontend are not diagnosed. :program:`llvm-mca` assumes that
|
|
|
|
instructions have all been decoded and placed into a queue before the simulation
|
|
|
|
start. Also, :program:`llvm-mca` does not model branch prediction.
|
[llvm-mca][docs] Add instruction flow documentation. NFC.
Summary:
This patch mostly copies the existing Instruction Flow, and stage descriptions
from the mca README. I made a few text tweaks, but no semantic changes,
and made reference to the "default pipeline." I also removed the internals
references (e.g., reference to class names and header files). I did leave the
LSUnit name around, but only as an abbreviated word for the load-store unit.
Reviewers: andreadb, courbet, RKSimon, gbedwell, filcab
Reviewed By: andreadb
Subscribers: tschuett, jfb, llvm-commits
Differential Revision: https://reviews.llvm.org/D49692
llvm-svn: 338319
2018-07-31 06:30:14 +08:00
|
|
|
|
|
|
|
Instruction Dispatch
|
|
|
|
""""""""""""""""""""
|
|
|
|
During the dispatch stage, instructions are picked in program order from a
|
|
|
|
queue of already decoded instructions, and dispatched in groups to the
|
|
|
|
simulated hardware schedulers.
|
|
|
|
|
|
|
|
The size of a dispatch group depends on the availability of the simulated
|
|
|
|
hardware resources. The processor dispatch width defaults to the value
|
|
|
|
of the ``IssueWidth`` in LLVM's scheduling model.
|
|
|
|
|
|
|
|
An instruction can be dispatched if:
|
|
|
|
|
|
|
|
* The size of the dispatch group is smaller than processor's dispatch width.
|
|
|
|
* There are enough entries in the reorder buffer.
|
|
|
|
* There are enough physical registers to do register renaming.
|
|
|
|
* The schedulers are not full.
|
|
|
|
|
|
|
|
Scheduling models can optionally specify which register files are available on
|
2018-08-03 20:44:56 +08:00
|
|
|
the processor. :program:`llvm-mca` uses that information to initialize register
|
|
|
|
file descriptors. Users can limit the number of physical registers that are
|
[llvm-mca][docs] Add instruction flow documentation. NFC.
Summary:
This patch mostly copies the existing Instruction Flow, and stage descriptions
from the mca README. I made a few text tweaks, but no semantic changes,
and made reference to the "default pipeline." I also removed the internals
references (e.g., reference to class names and header files). I did leave the
LSUnit name around, but only as an abbreviated word for the load-store unit.
Reviewers: andreadb, courbet, RKSimon, gbedwell, filcab
Reviewed By: andreadb
Subscribers: tschuett, jfb, llvm-commits
Differential Revision: https://reviews.llvm.org/D49692
llvm-svn: 338319
2018-07-31 06:30:14 +08:00
|
|
|
globally available for register renaming by using the command option
|
2018-08-03 20:44:56 +08:00
|
|
|
``-register-file-size``. A value of zero for this option means *unbounded*. By
|
|
|
|
knowing how many registers are available for renaming, the tool can predict
|
|
|
|
dispatch stalls caused by the lack of physical registers.
|
[llvm-mca][docs] Add instruction flow documentation. NFC.
Summary:
This patch mostly copies the existing Instruction Flow, and stage descriptions
from the mca README. I made a few text tweaks, but no semantic changes,
and made reference to the "default pipeline." I also removed the internals
references (e.g., reference to class names and header files). I did leave the
LSUnit name around, but only as an abbreviated word for the load-store unit.
Reviewers: andreadb, courbet, RKSimon, gbedwell, filcab
Reviewed By: andreadb
Subscribers: tschuett, jfb, llvm-commits
Differential Revision: https://reviews.llvm.org/D49692
llvm-svn: 338319
2018-07-31 06:30:14 +08:00
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The number of reorder buffer entries consumed by an instruction depends on the
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2018-08-03 20:44:56 +08:00
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number of micro-opcodes specified for that instruction by the target scheduling
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model. The reorder buffer is responsible for tracking the progress of
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instructions that are "in-flight", and retiring them in program order. The
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number of entries in the reorder buffer defaults to the value specified by field
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`MicroOpBufferSize` in the target scheduling model.
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[llvm-mca][docs] Add instruction flow documentation. NFC.
Summary:
This patch mostly copies the existing Instruction Flow, and stage descriptions
from the mca README. I made a few text tweaks, but no semantic changes,
and made reference to the "default pipeline." I also removed the internals
references (e.g., reference to class names and header files). I did leave the
LSUnit name around, but only as an abbreviated word for the load-store unit.
Reviewers: andreadb, courbet, RKSimon, gbedwell, filcab
Reviewed By: andreadb
Subscribers: tschuett, jfb, llvm-commits
Differential Revision: https://reviews.llvm.org/D49692
llvm-svn: 338319
2018-07-31 06:30:14 +08:00
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Instructions that are dispatched to the schedulers consume scheduler buffer
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2018-07-31 23:29:10 +08:00
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entries. :program:`llvm-mca` queries the scheduling model to determine the set
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of buffered resources consumed by an instruction. Buffered resources are
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treated like scheduler resources.
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[llvm-mca][docs] Add instruction flow documentation. NFC.
Summary:
This patch mostly copies the existing Instruction Flow, and stage descriptions
from the mca README. I made a few text tweaks, but no semantic changes,
and made reference to the "default pipeline." I also removed the internals
references (e.g., reference to class names and header files). I did leave the
LSUnit name around, but only as an abbreviated word for the load-store unit.
Reviewers: andreadb, courbet, RKSimon, gbedwell, filcab
Reviewed By: andreadb
Subscribers: tschuett, jfb, llvm-commits
Differential Revision: https://reviews.llvm.org/D49692
llvm-svn: 338319
2018-07-31 06:30:14 +08:00
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Instruction Issue
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"""""""""""""""""
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Each processor scheduler implements a buffer of instructions. An instruction
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has to wait in the scheduler's buffer until input register operands become
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available. Only at that point, does the instruction becomes eligible for
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execution and may be issued (potentially out-of-order) for execution.
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2018-07-31 23:29:10 +08:00
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Instruction latencies are computed by :program:`llvm-mca` with the help of the
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scheduling model.
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:program:`llvm-mca`'s scheduler is designed to simulate multiple processor
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schedulers. The scheduler is responsible for tracking data dependencies, and
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dynamically selecting which processor resources are consumed by instructions.
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It delegates the management of processor resource units and resource groups to a
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resource manager. The resource manager is responsible for selecting resource
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units that are consumed by instructions. For example, if an instruction
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consumes 1cy of a resource group, the resource manager selects one of the
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available units from the group; by default, the resource manager uses a
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[llvm-mca][docs] Add instruction flow documentation. NFC.
Summary:
This patch mostly copies the existing Instruction Flow, and stage descriptions
from the mca README. I made a few text tweaks, but no semantic changes,
and made reference to the "default pipeline." I also removed the internals
references (e.g., reference to class names and header files). I did leave the
LSUnit name around, but only as an abbreviated word for the load-store unit.
Reviewers: andreadb, courbet, RKSimon, gbedwell, filcab
Reviewed By: andreadb
Subscribers: tschuett, jfb, llvm-commits
Differential Revision: https://reviews.llvm.org/D49692
llvm-svn: 338319
2018-07-31 06:30:14 +08:00
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round-robin selector to guarantee that resource usage is uniformly distributed
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between all units of a group.
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2018-08-03 20:55:28 +08:00
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:program:`llvm-mca`'s scheduler internally groups instructions into three sets:
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[llvm-mca][docs] Add instruction flow documentation. NFC.
Summary:
This patch mostly copies the existing Instruction Flow, and stage descriptions
from the mca README. I made a few text tweaks, but no semantic changes,
and made reference to the "default pipeline." I also removed the internals
references (e.g., reference to class names and header files). I did leave the
LSUnit name around, but only as an abbreviated word for the load-store unit.
Reviewers: andreadb, courbet, RKSimon, gbedwell, filcab
Reviewed By: andreadb
Subscribers: tschuett, jfb, llvm-commits
Differential Revision: https://reviews.llvm.org/D49692
llvm-svn: 338319
2018-07-31 06:30:14 +08:00
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2018-08-03 20:55:28 +08:00
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* WaitSet: a set of instructions whose operands are not ready.
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* ReadySet: a set of instructions ready to execute.
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* IssuedSet: a set of instructions executing.
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[llvm-mca][docs] Add instruction flow documentation. NFC.
Summary:
This patch mostly copies the existing Instruction Flow, and stage descriptions
from the mca README. I made a few text tweaks, but no semantic changes,
and made reference to the "default pipeline." I also removed the internals
references (e.g., reference to class names and header files). I did leave the
LSUnit name around, but only as an abbreviated word for the load-store unit.
Reviewers: andreadb, courbet, RKSimon, gbedwell, filcab
Reviewed By: andreadb
Subscribers: tschuett, jfb, llvm-commits
Differential Revision: https://reviews.llvm.org/D49692
llvm-svn: 338319
2018-07-31 06:30:14 +08:00
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2018-08-03 20:55:28 +08:00
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Depending on the operands availability, instructions that are dispatched to the
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scheduler are either placed into the WaitSet or into the ReadySet.
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[llvm-mca][docs] Add instruction flow documentation. NFC.
Summary:
This patch mostly copies the existing Instruction Flow, and stage descriptions
from the mca README. I made a few text tweaks, but no semantic changes,
and made reference to the "default pipeline." I also removed the internals
references (e.g., reference to class names and header files). I did leave the
LSUnit name around, but only as an abbreviated word for the load-store unit.
Reviewers: andreadb, courbet, RKSimon, gbedwell, filcab
Reviewed By: andreadb
Subscribers: tschuett, jfb, llvm-commits
Differential Revision: https://reviews.llvm.org/D49692
llvm-svn: 338319
2018-07-31 06:30:14 +08:00
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2018-08-03 20:55:28 +08:00
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Every cycle, the scheduler checks if instructions can be moved from the WaitSet
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to the ReadySet, and if instructions from the ReadySet can be issued to the
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underlying pipelines. The algorithm prioritizes older instructions over younger
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instructions.
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[llvm-mca][docs] Add instruction flow documentation. NFC.
Summary:
This patch mostly copies the existing Instruction Flow, and stage descriptions
from the mca README. I made a few text tweaks, but no semantic changes,
and made reference to the "default pipeline." I also removed the internals
references (e.g., reference to class names and header files). I did leave the
LSUnit name around, but only as an abbreviated word for the load-store unit.
Reviewers: andreadb, courbet, RKSimon, gbedwell, filcab
Reviewed By: andreadb
Subscribers: tschuett, jfb, llvm-commits
Differential Revision: https://reviews.llvm.org/D49692
llvm-svn: 338319
2018-07-31 06:30:14 +08:00
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Write-Back and Retire Stage
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"""""""""""""""""""""""""""
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2018-08-03 20:55:28 +08:00
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Issued instructions are moved from the ReadySet to the IssuedSet. There,
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[llvm-mca][docs] Add instruction flow documentation. NFC.
Summary:
This patch mostly copies the existing Instruction Flow, and stage descriptions
from the mca README. I made a few text tweaks, but no semantic changes,
and made reference to the "default pipeline." I also removed the internals
references (e.g., reference to class names and header files). I did leave the
LSUnit name around, but only as an abbreviated word for the load-store unit.
Reviewers: andreadb, courbet, RKSimon, gbedwell, filcab
Reviewed By: andreadb
Subscribers: tschuett, jfb, llvm-commits
Differential Revision: https://reviews.llvm.org/D49692
llvm-svn: 338319
2018-07-31 06:30:14 +08:00
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instructions wait until they reach the write-back stage. At that point, they
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get removed from the queue and the retire control unit is notified.
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2018-08-03 20:55:28 +08:00
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When instructions are executed, the retire control unit flags the instruction as
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"ready to retire."
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[llvm-mca][docs] Add instruction flow documentation. NFC.
Summary:
This patch mostly copies the existing Instruction Flow, and stage descriptions
from the mca README. I made a few text tweaks, but no semantic changes,
and made reference to the "default pipeline." I also removed the internals
references (e.g., reference to class names and header files). I did leave the
LSUnit name around, but only as an abbreviated word for the load-store unit.
Reviewers: andreadb, courbet, RKSimon, gbedwell, filcab
Reviewed By: andreadb
Subscribers: tschuett, jfb, llvm-commits
Differential Revision: https://reviews.llvm.org/D49692
llvm-svn: 338319
2018-07-31 06:30:14 +08:00
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2018-08-03 20:55:28 +08:00
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Instructions are retired in program order. The register file is notified of the
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retirement so that it can free the physical registers that were allocated for
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the instruction during the register renaming stage.
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[llvm-mca][docs] Add instruction flow documentation. NFC.
Summary:
This patch mostly copies the existing Instruction Flow, and stage descriptions
from the mca README. I made a few text tweaks, but no semantic changes,
and made reference to the "default pipeline." I also removed the internals
references (e.g., reference to class names and header files). I did leave the
LSUnit name around, but only as an abbreviated word for the load-store unit.
Reviewers: andreadb, courbet, RKSimon, gbedwell, filcab
Reviewed By: andreadb
Subscribers: tschuett, jfb, llvm-commits
Differential Revision: https://reviews.llvm.org/D49692
llvm-svn: 338319
2018-07-31 06:30:14 +08:00
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Load/Store Unit and Memory Consistency Model
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""""""""""""""""""""""""""""""""""""""""""""
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2018-07-31 23:29:10 +08:00
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To simulate an out-of-order execution of memory operations, :program:`llvm-mca`
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utilizes a simulated load/store unit (LSUnit) to simulate the speculative
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execution of loads and stores.
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[llvm-mca][docs] Add instruction flow documentation. NFC.
Summary:
This patch mostly copies the existing Instruction Flow, and stage descriptions
from the mca README. I made a few text tweaks, but no semantic changes,
and made reference to the "default pipeline." I also removed the internals
references (e.g., reference to class names and header files). I did leave the
LSUnit name around, but only as an abbreviated word for the load-store unit.
Reviewers: andreadb, courbet, RKSimon, gbedwell, filcab
Reviewed By: andreadb
Subscribers: tschuett, jfb, llvm-commits
Differential Revision: https://reviews.llvm.org/D49692
llvm-svn: 338319
2018-07-31 06:30:14 +08:00
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2018-07-31 23:29:10 +08:00
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Each load (or store) consumes an entry in the load (or store) queue. Users can
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specify flags ``-lqueue`` and ``-squeue`` to limit the number of entries in the
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load and store queues respectively. The queues are unbounded by default.
|
[llvm-mca][docs] Add instruction flow documentation. NFC.
Summary:
This patch mostly copies the existing Instruction Flow, and stage descriptions
from the mca README. I made a few text tweaks, but no semantic changes,
and made reference to the "default pipeline." I also removed the internals
references (e.g., reference to class names and header files). I did leave the
LSUnit name around, but only as an abbreviated word for the load-store unit.
Reviewers: andreadb, courbet, RKSimon, gbedwell, filcab
Reviewed By: andreadb
Subscribers: tschuett, jfb, llvm-commits
Differential Revision: https://reviews.llvm.org/D49692
llvm-svn: 338319
2018-07-31 06:30:14 +08:00
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The LSUnit implements a relaxed consistency model for memory loads and stores.
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The rules are:
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1. A younger load is allowed to pass an older load only if there are no
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intervening stores or barriers between the two loads.
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2. A younger load is allowed to pass an older store provided that the load does
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not alias with the store.
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3. A younger store is not allowed to pass an older store.
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4. A younger store is not allowed to pass an older load.
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By default, the LSUnit optimistically assumes that loads do not alias
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(`-noalias=true`) store operations. Under this assumption, younger loads are
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always allowed to pass older stores. Essentially, the LSUnit does not attempt
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to run any alias analysis to predict when loads and stores do not alias with
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each other.
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Note that, in the case of write-combining memory, rule 3 could be relaxed to
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allow reordering of non-aliasing store operations. That being said, at the
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moment, there is no way to further relax the memory model (``-noalias`` is the
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only option). Essentially, there is no option to specify a different memory
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type (e.g., write-back, write-combining, write-through; etc.) and consequently
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to weaken, or strengthen, the memory model.
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Other limitations are:
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* The LSUnit does not know when store-to-load forwarding may occur.
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* The LSUnit does not know anything about cache hierarchy and memory types.
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* The LSUnit does not know how to identify serializing operations and memory
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fences.
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The LSUnit does not attempt to predict if a load or store hits or misses the L1
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cache. It only knows if an instruction "MayLoad" and/or "MayStore." For
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loads, the scheduling model provides an "optimistic" load-to-use latency (which
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usually matches the load-to-use latency for when there is a hit in the L1D).
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2018-07-31 23:29:10 +08:00
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:program:`llvm-mca` does not know about serializing operations or memory-barrier
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like instructions. The LSUnit conservatively assumes that an instruction which
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has both "MayLoad" and unmodeled side effects behaves like a "soft"
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load-barrier. That means, it serializes loads without forcing a flush of the
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load queue. Similarly, instructions that "MayStore" and have unmodeled side
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effects are treated like store barriers. A full memory barrier is a "MayLoad"
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and "MayStore" instruction with unmodeled side effects. This is inaccurate, but
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it is the best that we can do at the moment with the current information
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available in LLVM.
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[llvm-mca][docs] Add instruction flow documentation. NFC.
Summary:
This patch mostly copies the existing Instruction Flow, and stage descriptions
from the mca README. I made a few text tweaks, but no semantic changes,
and made reference to the "default pipeline." I also removed the internals
references (e.g., reference to class names and header files). I did leave the
LSUnit name around, but only as an abbreviated word for the load-store unit.
Reviewers: andreadb, courbet, RKSimon, gbedwell, filcab
Reviewed By: andreadb
Subscribers: tschuett, jfb, llvm-commits
Differential Revision: https://reviews.llvm.org/D49692
llvm-svn: 338319
2018-07-31 06:30:14 +08:00
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A load/store barrier consumes one entry of the load/store queue. A load/store
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barrier enforces ordering of loads/stores. A younger load cannot pass a load
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barrier. Also, a younger store cannot pass a store barrier. A younger load
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has to wait for the memory/load barrier to execute. A load/store barrier is
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"executed" when it becomes the oldest entry in the load/store queue(s). That
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also means, by construction, all of the older loads/stores have been executed.
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In conclusion, the full set of load/store consistency rules are:
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#. A store may not pass a previous store.
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#. A store may not pass a previous load (regardless of ``-noalias``).
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#. A store has to wait until an older store barrier is fully executed.
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#. A load may pass a previous load.
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#. A load may not pass a previous store unless ``-noalias`` is set.
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#. A load has to wait until an older load barrier is fully executed.
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