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kokkos#120: - API containers Unordered-Map transition from md to rst
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``UnorderedMap`` | ||
================ | ||
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.. role:: cpp(code) | ||
:language: cpp | ||
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Class Interface | ||
--------------- | ||
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.. cpp:class:: template <typename Key, typename Value, typename Device = Kokkos::DefaultExecutionSpace> UnorderedMap | ||
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Kokkos's unordered map is designed to efficiently handle tens of thousands of concurrent insertions. Consequently, the API is significantly different from the standard unordered_map. The two key differences are *fixed capacity* and *index based*. | ||
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*Fixed capacity*\ : The capacity of the unordered_map is fix when inside a parallel algorithm. This means that an insert can fail when the capacity of the map is exceeded. The capacity of the map can be changed (rehash) from the host. | ||
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*Index based*\ : Instead of returning pointers or iterators (which would not work when moving between memory spaces) the map uses integer indexes. This also allows the map to store data in cache friendly ways. The availability of indexes is managed by an internal atomic bitset based on ``uint32_t``. | ||
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An ``UnorderedMap`` behaves like an unordered set if the template parameter ``Value`` is void. | ||
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Kokkos::UnorderedMap API | ||
------------------------ | ||
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.. code-block:: cpp | ||
class UnorderedMapInsertResult; | ||
template< typename Key // Must be a POD | ||
, typename Value // void indicates an unordered set, otherwise | ||
// must be trivially copyable | ||
, typename Device = Kokkos::DefaultExecutionSpace | ||
// Device is any class or struct with the | ||
// following typedefs or type aliases | ||
// execution_space, memory_space, and device_type | ||
> | ||
class UnorderedMap { | ||
public: | ||
// Host: create map with enough space for at least | ||
// capacity_hint number of objects | ||
UnorderedMap(uint32_t capacity_hint); | ||
// Host: clear the map | ||
void clear(); | ||
// Host: rehash map to given capacity, | ||
// the current size is used as a lower bound | ||
// O(capacity) | ||
bool rehash(uint32_t requested_capacity); | ||
// Host: current size of the map, O(capacity) | ||
uint32_t size() const; | ||
// Host/Device: capacity of the map, O(1) | ||
uint32_t capacity() const; | ||
// Device: insert the given key into the map with a | ||
// default constructed value | ||
UnorderedMapInsertResult insert(key) const; | ||
// Device: insert the given key/value pair into the map | ||
UnorderedMapInsertResult insert(Key key, Value value) const; | ||
// Device: return the index of the key if it exist, otherwise | ||
// return invalid_index | ||
uint32_t find(Key key) const | ||
// Device: Does the key exist in the map | ||
bool exists(Key key) const | ||
// Device: is the current index a valid key/value pair | ||
bool valid_at(uint32_t index) const; | ||
// Device: return the current key at the index | ||
Key key_at(uint32_t index) const; | ||
// Device: return the current value at the index | ||
Value value_at(uint32_t index) const; | ||
// Host/Device: return true if the internal views (keys, values, | ||
// hashmap) are allocated | ||
constexpr bool is_allocated() const; | ||
}; | ||
class UnorderedMapInsertResult { | ||
public: | ||
// Was the key/value pair successfully inserted into the map | ||
bool success() const; | ||
// Is the key already present in the map | ||
bool existing() const; | ||
// Did the insert fail? | ||
bool failed() const; | ||
// Index where the key exists in the map | ||
// as long as failed() == false | ||
uint32_t index() const; | ||
}; | ||
Insertion | ||
--------- | ||
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There are 3 potential states for every insertion which are reported by the ``UnorderedMapInsertResult``\ : success, existing, and failed. ``success`` implies that the current thread has successfully inserted its key/value pair. ``existing`` implies that the key is already in the map and its current value is unchanged. ``failed`` means that either the capacity of the map was exhausted or that a free index was not found with a bounded search of the internal atomic bitset. A ``failed`` insertion requires the user to increase the capacity (\ ``rehash``\ ) and restart the algoritm. | ||
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Iteration | ||
--------- | ||
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Iterating over Kokkos' ``UnorderedMap`` is different from iterating over a standard container. The pattern is to iterate over the capacity of the map and check if the current index is valid. | ||
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Example: | ||
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.. code-block:: cpp | ||
// assume umap is an existing Kokkos::UnorderedMap | ||
parallel_for(umap.capacity(), KOKKOS_LAMBDA (uint32_t i) { | ||
if( umap.valid_at(i) ) { | ||
auto key = umap.key_at(i); | ||
auto value = umap.value_at(i); | ||
... | ||
} | ||
}); |