|  | =========================== | 
|  | 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 an | 
|  | ``Instruction`` that is a terminator as a ``MDNode`` of the ``MD_prof`` kind. | 
|  | The first operator is always a ``MDString`` node with the string | 
|  | "branch_weights".  Number of operators depends on the terminator type. | 
|  |  | 
|  | Branch weights might be fetch from the profiling file, or generated based on | 
|  | `__builtin_expect`_ and `__builtin_expect_with_probability`_ instruction. | 
|  |  | 
|  | All weights are represented as an unsigned 32-bit values, where higher value | 
|  | indicates greater chance to be taken. | 
|  |  | 
|  | Supported Instructions | 
|  | ====================== | 
|  |  | 
|  | ``BranchInst`` | 
|  | ^^^^^^^^^^^^^^ | 
|  |  | 
|  | Metadata is only assigned to the conditional branches. 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 count of unwind branch | 
|  | taken and the first weights contains the execution count of the call minus | 
|  | the count of unwind branch taken. Both weights specified are used to calculate | 
|  | BranchProbability as for BranchInst 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 show on 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 | 
|  | 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 expect comparison value ``c`` is equal to 1(true), and probability | 
|  | value ``probability`` is set to 0.8, that means the probability of condition | 
|  | to be 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 basically the same as ``switch`` statement in ``__builtin_expect``. | 
|  | The probability that ``exp`` is equal to the expect 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 Metatada is not proof against CFG changes. If terminator operands' | 
|  | are changed some action should be taken. In other case some 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 later operands are | 
|  | the GUID of the functions that needs 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 goes 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. |