1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
|
#include <torch/csrc/jit/codegen/fuser/kernel_cache.h>
#include <torch/csrc/jit/passes/canonicalize.h>
#include <torch/csrc/jit/passes/shape_analysis.h>
#include <cstdint>
#include <mutex>
#include <unordered_map>
namespace torch {
namespace jit {
namespace fuser {
struct KernelCacheImpl {
// Note: std::unordered_map does not invalidate references even if rehashing
// occurs. This is a critical property for thread-safety.
std::mutex mutex_;
int64_t kernel_counter{0};
// Map of fusion key to KernelSpec
std::unordered_map<int64_t, KernelSpec> specMap_;
// Map of pretty-printed graph string to fusion key
// Used to check if a graph has already been cached in specMap_
std::unordered_map<std::string, int64_t> graphToKey_;
};
static KernelCacheImpl& getKernelCache() {
static KernelCacheImpl cache;
return cache;
}
int64_t debugNumCachedKernelSpecs() {
auto& cache = getKernelCache();
std::lock_guard<std::mutex> guard{cache.mutex_};
return cache.specMap_.size();
}
std::shared_ptr<Graph> normalizeGraphForCache(
const std::shared_ptr<Graph>& graph) {
auto result = Canonicalize(graph, /*keep_unique_names=*/false);
EraseShapeInformation(result);
return result;
}
// TODO: lookup by historic string key to start, then issue key
// as appropriate for faster lookup in the future
// precondition: graph has been normalized via normalizeGraphForCache
int64_t store(std::shared_ptr<Graph> graph) {
auto& cache = getKernelCache();
std::string repr = graph->toString(false);
std::lock_guard<std::mutex> guard{cache.mutex_};
const auto key = cache.kernel_counter++;
cache.specMap_.emplace(
std::piecewise_construct,
std::forward_as_tuple(key),
std::forward_as_tuple(key, graph));
cache.graphToKey_.emplace(std::make_pair(std::move(repr), key));
return key;
}
// XXX: Does not grab mutex
static at::optional<KernelSpec*> nolock_retrieve(
KernelCacheImpl& cache,
const int64_t key) {
auto it = cache.specMap_.find(key);
if (it == cache.specMap_.end())
return at::nullopt;
return &(it->second);
}
at::optional<KernelSpec*> retrieve(const int64_t key) {
auto& cache = getKernelCache();
std::lock_guard<std::mutex> guard{cache.mutex_};
return nolock_retrieve(cache, key);
}
// precondition: graph has been normalized via normalizeGraphForCache
at::optional<KernelSpec*> lookupGraph(std::shared_ptr<Graph> graph) {
auto& cache = getKernelCache();
std::string repr = graph->toString(false);
std::lock_guard<std::mutex> guard{cache.mutex_};
auto it = cache.graphToKey_.find(repr);
if (it == cache.graphToKey_.end())
return at::nullopt;
return nolock_retrieve(cache, it->second);
}
} // namespace fuser
} // namespace jit
} // namespace torch
|
