| # LLVM Branch Weight Metadata |
| |
| ## 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 |
| {ref}`__builtin_expect <__builtin_expect>` and {ref}`__builtin_expect_with_probability <__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"`. |
| |
| ```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). |
| |
| ```none |
| !0 = !{ |
| !"branch_weights", |
| [ !"expected", ] |
| i32 <DEFAULT_BRANCH_WEIGHT> |
| [ , i32 <CASE_BRANCH_WEIGHT> ... ] |
| } |
| ``` |
| |
| ### `IndirectBrInst` |
| |
| Branch weights are assigned to every destination. |
| |
| ```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. |
| |
| ```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. |
| |
| ```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: |
| |
| ```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. |
| |
| ```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%. |
| |
| ```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: |
| |
| ```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. |
| |
| ```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`. |