| #pragma once |
| |
| #include <c10/core/DispatchKey.h> |
| #include <c10/util/llvmMathExtras.h> |
| #include <c10/util/Exception.h> |
| #include <ostream> |
| |
| namespace c10 { |
| |
| // A representation of a set of DispatchKeys. A tensor may have multiple |
| // tensor type ids, e.g., a Variable tensor can also be a CPU tensor; the |
| // DispatchKeySet specifies what type ids apply. The internal representation is |
| // as a 64-bit bit set (this means only 64 tensor type ids are supported). |
| // |
| // Note that DispatchKeys are ordered; thus, we can ask questions like "what is |
| // the highest priority DispatchKey in the set"? (The set itself is not |
| // ordered; two sets with the same ids will always have the ids ordered in the |
| // same way.) |
| // |
| // At the moment, there are no nontrivial uses of this set; tensors are always |
| // singletons. In the near future, this set will represent variable? + tensor |
| // type id. In the far future, it will be requires grad? + profiling? + |
| // tracing? + lazy? + tensor type id. |
| // |
| // (The difference between variable and requires grad, is that |
| // there are currently three states a tensor can be: |
| // 1. Not a variable |
| // 2. Variable with requires_grad=False |
| // 3. Variable with requires_grad=True |
| // Eventually, we want to kill state (1), and only dispatch to autograd |
| // handling code if one of the inputs requires grad.) |
| // |
| // An undefined tensor is one with an empty tensor type set. |
| class DispatchKeySet final { |
| public: |
| enum Full { FULL }; |
| enum FullAfter { FULL_AFTER }; |
| enum Raw { RAW }; |
| |
| // NB: default constructor representation as zero is MANDATORY as |
| // use of DispatchKeySet in TLS requires this. |
| constexpr DispatchKeySet() |
| : repr_(0) {} |
| constexpr DispatchKeySet(Full) |
| : repr_(std::numeric_limits<decltype(repr_)>::max()) {} |
| constexpr DispatchKeySet(FullAfter, DispatchKey t) |
| // LSB after t are OK, but not t itself. |
| : repr_((1ULL << (static_cast<uint8_t>(t) - 1)) - 1) {} |
| // Public version of DispatchKeySet(uint64_t) API; external users |
| // must be explicit when they do this! |
| constexpr DispatchKeySet(Raw, uint64_t x) |
| : repr_(x) {} |
| explicit constexpr DispatchKeySet(DispatchKey t) |
| : repr_(t == DispatchKey::Undefined |
| ? 0 |
| : 1ULL << (static_cast<uint8_t>(t) - 1)) {} |
| explicit constexpr DispatchKeySet(std::initializer_list<DispatchKey> ks) |
| : repr_(0) { |
| for (auto k : ks) { |
| repr_ |= DispatchKeySet(k).repr_; |
| } |
| } |
| // Test if a DispatchKey is in the set |
| bool has(DispatchKey t) const { |
| TORCH_INTERNAL_ASSERT(t != DispatchKey::Undefined); |
| return static_cast<bool>(repr_ & DispatchKeySet(t).repr_); |
| } |
| // Test if DispatchKeySet is a superset of ks. |
| bool isSupersetOf(DispatchKeySet ks) const { |
| return (repr_ & ks.repr_) == ks.repr_; |
| } |
| // Perform set union |
| DispatchKeySet operator|(DispatchKeySet other) const { |
| return DispatchKeySet(repr_ | other.repr_); |
| } |
| // Perform set intersection |
| DispatchKeySet operator&(DispatchKeySet other) const { |
| return DispatchKeySet(repr_ & other.repr_); |
| } |
| // Compute the set difference self - other |
| DispatchKeySet operator-(DispatchKeySet other) const { |
| return DispatchKeySet(repr_ & ~other.repr_); |
| } |
| // Perform set equality |
| bool operator==(DispatchKeySet other) const { |
| return repr_ == other.repr_; |
| } |
| // Add a DispatchKey to the DispatchKey set. Does NOT mutate, |
| // returns the extended DispatchKeySet! |
| C10_NODISCARD DispatchKeySet add(DispatchKey t) const { |
| return *this | DispatchKeySet(t); |
| } |
| // Remove a DispatchKey from the DispatchKey set. This is |
| // generally not an operation you should be doing (it's |
| // used to implement operator<<) |
| C10_NODISCARD DispatchKeySet remove(DispatchKey t) const { |
| return DispatchKeySet(repr_ & ~DispatchKeySet(t).repr_); |
| } |
| // Is the set empty? (AKA undefined tensor) |
| bool empty() const { |
| return repr_ == 0; |
| } |
| uint64_t raw_repr() { return repr_; } |
| // Return the type id in this set with the highest priority (i.e., |
| // is the largest in the DispatchKey enum). Intuitively, this |
| // type id is the one that should handle dispatch (assuming there |
| // aren't any further exclusions or inclusions). |
| DispatchKey highestPriorityTypeId() const { |
| // TODO: If I put Undefined as entry 64 and then adjust the |
| // singleton constructor to shift from the right, we can get rid of the |
| // subtraction here. It's modestly more complicated to get right so I |
| // didn't do it for now. |
| return static_cast<DispatchKey>(64 - llvm::countLeadingZeros(repr_)); |
| } |
| |
| DispatchKey highestPriorityBackendTypeId() const { |
| return (*this & ((1ULL << static_cast<uint8_t>(DispatchKey::EndOfBackendKeys)) - 1)) |
| .highestPriorityTypeId(); |
| } |
| private: |
| DispatchKeySet(uint64_t repr) : repr_(repr) {} |
| uint64_t repr_ = 0; |
| }; |
| |
| C10_API std::string toString(DispatchKeySet); |
| C10_API std::ostream& operator<<(std::ostream&, DispatchKeySet); |
| |
| // Resolve alias dispatch key to DispatchKeySet if applicable |
| C10_API DispatchKeySet getRuntimeDispatchKeySet(DispatchKey t); |
| |
| // TODO(#43441): Once we have iterator-like funtionality on DispatchKeySet |
| // we can remove this API and use c10::getRuntimeDispatchKeySet instead. |
| // This API is only used in aten/src/ATen/core/dispatch/OperatorEntry.cpp. |
| C10_API ArrayRef<DispatchKey> getRuntimeDispatchKeys(DispatchKey k); |
| |
| // This API exists because we have a use case for checking |
| // getRuntimeDispatchKeySet(alias).has(DispatchKey::Undefind) |
| // in OperatorEntry.cpp but we disallow it in has() API. |
| C10_API bool isIncludedInAlias(DispatchKey k, DispatchKey alias); |
| |
| // Historically, every tensor only had a single DispatchKey, and it was always |
| // something like CPU, and there wasn't any of this business where TLS |
| // could cause the DispatchKey of a tensor to change. But we still have some |
| // legacy code that is still using DispatchKey for things like instanceof |
| // checks; if at all possible, refactor the code to stop using DispatchKey in |
| // those cases. |
| static inline DispatchKey legacyExtractDispatchKey(DispatchKeySet s) { |
| // NB: If you add any extra keys that can be stored in TensorImpl on |
| // top of existing "normal" keys like CPU/CUDA, you need to add it |
| // here. At the moment, RequiresGrad (replacement for Variable) |
| // is the most likely key that will need this treatment; |
| // After Autograd keys are moved from globally enabled set to TensorImpl, |
| // we should remove all Autograd keys before taking highestPriority. |
| return (s - getRuntimeDispatchKeySet(DispatchKey::Autograd)).highestPriorityTypeId(); |
| } |
| } |