| =========================== | |
| LLVM Branch Weight Metadata | |
| =========================== | |
| .. contents:: | |
| :local: | |
| Introduction | |
| ============ | |
| Branch Weight Metadata represents branch weights as its likeliness to be taken | |
| (see :doc:`BlockFrequencyTerminology`). Metadata is assigned to a | |
| terminator ``Instruction`` as an ``MDNode`` of the ``MD_prof`` kind. | |
| The first operand is always an ``MDString`` node with the string | |
| "branch_weights". The number of operands depends on the terminator type. | |
| Branch weights might be fetched from the profiling file or generated based on | |
| `__builtin_expect`_ and `__builtin_expect_with_probability`_ instructions. | |
| All weights are represented as unsigned 32-bit values, where a higher value | |
| indicates a greater chance of being taken. | |
| Supported Instructions | |
| ====================== | |
| ``CondBrInst`` | |
| ^^^^^^^^^^^^^^ | |
| There are two extra operands for the true and the false branch. | |
| We optionally track if the metadata was added by ``__builtin_expect`` or | |
| ``__builtin_expect_with_probability`` with an optional field ``!"expected"``. | |
| .. code-block:: none | |
| !0 = !{ | |
| !"branch_weights", | |
| [ !"expected", ] | |
| i32 <TRUE_BRANCH_WEIGHT>, | |
| i32 <FALSE_BRANCH_WEIGHT> | |
| } | |
| ``SwitchInst`` | |
| ^^^^^^^^^^^^^^ | |
| Branch weights are assigned to every case (including the ``default`` case, which | |
| is always case #0). | |
| .. code-block:: none | |
| !0 = !{ | |
| !"branch_weights", | |
| [ !"expected", ] | |
| i32 <DEFAULT_BRANCH_WEIGHT> | |
| [ , i32 <CASE_BRANCH_WEIGHT> ... ] | |
| } | |
| ``IndirectBrInst`` | |
| ^^^^^^^^^^^^^^^^^^ | |
| Branch weights are assigned to every destination. | |
| .. code-block:: none | |
| !0 = !{ | |
| !"branch_weights", | |
| [ !"expected", ] | |
| i32 <LABEL_BRANCH_WEIGHT> | |
| [ , i32 <LABEL_BRANCH_WEIGHT> ... ] | |
| } | |
| ``CallInst`` | |
| ^^^^^^^^^^^^^^^^^^ | |
| Calls may have branch weight metadata, containing the execution count of | |
| the call. It is currently used in SamplePGO mode only, to augment the | |
| block and entry counts, which may not be accurate with sampling. | |
| .. code-block:: none | |
| !0 = !{ | |
| !"branch_weights", | |
| [ !"expected", ] | |
| i32 <CALL_BRANCH_WEIGHT> | |
| } | |
| ``InvokeInst`` | |
| ^^^^^^^^^^^^^^^^^^ | |
| Invoke instruction may have branch weight metadata with one or two weights. | |
| The second weight is optional and corresponds to the unwind branch. | |
| If only one weight is set, then it contains the execution count of the call | |
| and used in SamplePGO mode only as described for the call instruction. If both | |
| weights are specified then the second weight contains the count of unwind branch | |
| taken and the first weight contains the execution count of the call minus | |
| the count of unwind branch taken. Both weights specified are used to calculate | |
| BranchProbability as for CondBrInst and for SamplePGO the sum of both weights | |
| is used. | |
| .. code-block:: none | |
| !0 = !{ | |
| !"branch_weights", | |
| [ !"expected", ] | |
| i32 <INVOKE_NORMAL_WEIGHT> | |
| [ , i32 <INVOKE_UNWIND_WEIGHT> ] | |
| } | |
| Other | |
| ^^^^^ | |
| Other terminator instructions are not allowed to contain Branch Weight Metadata. | |
| .. _\__builtin_expect: | |
| Built-in ``expect`` Instructions | |
| ================================ | |
| ``__builtin_expect(long exp, long c)`` instruction provides branch prediction | |
| information. The return value is the value of ``exp``. | |
| It is especially useful in conditional statements. Currently Clang supports two | |
| conditional statements: | |
| ``if`` statement | |
| ^^^^^^^^^^^^^^^^ | |
| The ``exp`` parameter is the condition. The ``c`` parameter is the expected | |
| comparison value. If it is equal to 1 (true), the condition is likely to be | |
| true, in other case condition is likely to be false. For example: | |
| .. code-block:: c++ | |
| if (__builtin_expect(x > 0, 1)) { | |
| // This block is likely to be taken. | |
| } | |
| ``switch`` statement | |
| ^^^^^^^^^^^^^^^^^^^^ | |
| The ``exp`` parameter is the value. The ``c`` parameter is the expected | |
| value. If the expected value doesn't appear in the cases list, the ``default`` | |
| case is assumed to be likely taken. | |
| .. code-block:: c++ | |
| switch (__builtin_expect(x, 5)) { | |
| default: break; | |
| case 0: // ... | |
| case 3: // ... | |
| case 5: // This case is likely to be taken. | |
| } | |
| .. _\__builtin_expect_with_probability: | |
| Built-in ``expect.with.probability`` Instruction | |
| ================================================ | |
| ``__builtin_expect_with_probability(long exp, long c, double probability)`` has | |
| the same semantics as ``__builtin_expect``, but the caller provides the | |
| probability that ``exp == c``. The last argument ``probability`` must be | |
| a constant floating-point expression and be in the range [0.0, 1.0] inclusive. | |
| The usage is also similar as ``__builtin_expect``, for example: | |
| ``if`` statement | |
| ^^^^^^^^^^^^^^^^ | |
| If the expected comparison value ``c`` is equal to 1(true), and probability | |
| value ``probability`` is set to 0.8, that means the probability of condition | |
| being true is 80% while that of false is 20%. | |
| .. code-block:: c++ | |
| if (__builtin_expect_with_probability(x > 0, 1, 0.8)) { | |
| // This block is likely to be taken with probability 80%. | |
| } | |
| ``switch`` statement | |
| ^^^^^^^^^^^^^^^^^^^^ | |
| This is similar to the ``switch`` statement in ``__builtin_expect``. | |
| The probability that ``exp`` is equal to the expected value is given in | |
| the third argument ``probability``, while the probability of other value is | |
| the average of remaining probability(``1.0 - probability``). For example: | |
| .. code-block:: c++ | |
| switch (__builtin_expect_with_probability(x, 5, 0.7)) { | |
| default: break; // Take this case with probability 10% | |
| case 0: break; // Take this case with probability 10% | |
| case 3: break; // Take this case with probability 10% | |
| case 5: break; // This case is likely to be taken with probability 70% | |
| } | |
| CFG Modifications | |
| ================= | |
| Branch Weight Metadata is not proof against CFG changes. If terminator operands' | |
| are changed, some action should be taken. Otherwise, misoptimizations may | |
| occur due to incorrect branch prediction information. | |
| Function Entry Counts | |
| ===================== | |
| To allow comparing different functions during inter-procedural analysis and | |
| optimization, ``MD_prof`` nodes can also be assigned to a function definition. | |
| The first operand is a string indicating the name of the associated counter. | |
| Currently, one counter is supported: "function_entry_count". The second operand | |
| is a 64-bit counter that indicates the number of times that this function was | |
| invoked (in the case of instrumentation-based profiles). In the case of | |
| sampling-based profiles, this operand is an approximation of how many times | |
| the function was invoked. | |
| For example, in the code below, the instrumentation for function ``foo()`` | |
| indicates that it was called 2,590 times at runtime. | |
| .. code-block:: llvm | |
| define i32 @foo() !prof !1 { | |
| ret i32 0 | |
| } | |
| !1 = !{!"function_entry_count", i64 2590} | |
| If "function_entry_count" has more than 2 operands, the subsequent operands are | |
| the GUID of the functions that need to be imported by ThinLTO. This is only | |
| set by sampling-based profile. It is needed because the sampling-based profile | |
| was collected on a binary that had already imported and inlined these functions, | |
| and we need to ensure the IR matches in the ThinLTO backends for profile | |
| annotation. The reason why we cannot annotate this on the callsite is that it | |
| can only go down 1 level in the call chain. For the cases where | |
| ``foo_in_a_cc()->bar_in_b_cc()->baz_in_c_cc()``, we will need to go down 2 levels | |
| in the call chain to import both ``bar_in_b_cc`` and ``baz_in_c_cc``. |