Newer
Older
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
93
94
95
96
97
98
99
100
101
102
#include "DistanceModule.hpp"
DistanceModuleImpl::DistanceModuleImpl(std::string name, const std::string & definition)
{
setName(name);
std::regex regex("(?:(?:\\s|\\t)*)FromBuffer\\{(.*)\\}(?:(?:\\s|\\t)*)FromStack\\{(.*)\\}(?:(?:\\s|\\t)*)ToBuffer\\{(.*)\\}(?:(?:\\s|\\t)*)ToStack\\{(.*)\\}(?:(?:\\s|\\t)*)Threshold\\{(.*)\\}(?:(?:\\s|\\t)*)(\\S+)\\{(.*)\\}(?:(?:\\s|\\t)*)In\\{(.*)\\}(?:(?:\\s|\\t)*)Out\\{(.*)\\}(?:(?:\\s|\\t)*)");
if (!util::doIfNameMatch(regex, definition, [this,&definition](auto sm)
{
try
{
for (auto & index : util::split(sm.str(1), ' '))
fromBuffer.emplace_back(std::stoi(index));
for (auto & index : util::split(sm.str(2), ' '))
fromStack.emplace_back(std::stoi(index));
for (auto & index : util::split(sm.str(3), ' '))
toBuffer.emplace_back(std::stoi(index));
for (auto & index : util::split(sm.str(4), ' '))
toStack.emplace_back(std::stoi(index));
threshold = std::stoi(sm.str(5));
auto subModuleType = sm.str(6);
auto subModuleArguments = util::split(sm.str(7), ' ');
auto options = MyModule::ModuleOptions(true)
.bidirectional(std::stoi(subModuleArguments[0]))
.num_layers(std::stoi(subModuleArguments[1]))
.dropout(std::stof(subModuleArguments[2]))
.complete(std::stoi(subModuleArguments[3]));
inSize = std::stoi(sm.str(8));
int outSize = std::stoi(sm.str(9));
if (subModuleType == "LSTM")
myModule = register_module("myModule", LSTM(inSize, outSize, options));
else if (subModuleType == "GRU")
myModule = register_module("myModule", GRU(inSize, outSize, options));
else if (subModuleType == "Concat")
myModule = register_module("myModule", Concat(inSize));
else
util::myThrow(fmt::format("unknown sumodule type '{}'", subModuleType));
} catch (std::exception & e) {util::myThrow(fmt::format("{} in '{}'",e.what(),definition));}
}))
util::myThrow(fmt::format("invalid definition '{}'", definition));
}
torch::Tensor DistanceModuleImpl::forward(torch::Tensor input)
{
return myModule->forward(wordEmbeddings(input.narrow(1, firstInputIndex, getInputSize())));
}
std::size_t DistanceModuleImpl::getOutputSize()
{
return myModule->getOutputSize(getInputSize());
}
std::size_t DistanceModuleImpl::getInputSize()
{
return (fromBuffer.size()+fromStack.size()) * (toBuffer.size()+toStack.size());
}
void DistanceModuleImpl::addToContext(std::vector<std::vector<long>> & context, const Config & config)
{
auto & dict = getDict();
std::vector<long> fromIndexes, toIndexes;
for (int index : fromBuffer)
fromIndexes.emplace_back(config.getRelativeWordIndex(index));
for (int index : fromStack)
if (config.hasStack(index))
fromIndexes.emplace_back(config.getStack(index));
else
fromIndexes.emplace_back(-1);
for (int index : toBuffer)
toIndexes.emplace_back(config.getRelativeWordIndex(index));
for (int index : toStack)
if (config.hasStack(index))
toIndexes.emplace_back(config.getStack(index));
else
toIndexes.emplace_back(-1);
for (auto & contextElement : context)
{
for (auto from : fromIndexes)
for (auto to : toIndexes)
{
if (from == -1 or to == -1)
{
contextElement.emplace_back(dict.getIndexOrInsert(Dict::nullValueStr));
continue;
}
long dist = std::abs(config.getRelativeDistance(from, to));
if (dist <= threshold)
Franck Dary
committed
contextElement.emplace_back(dict.getIndexOrInsert(fmt::format("distance({})", dist)));
else
contextElement.emplace_back(dict.getIndexOrInsert(Dict::unknownValueStr));
}
}
}
Franck Dary
committed
void DistanceModuleImpl::registerEmbeddings()
{
wordEmbeddings = register_module("embeddings", torch::nn::Embedding(torch::nn::EmbeddingOptions(getDict().size(), inSize)));
}