Support multilingual whisper models (#274)

This commit is contained in:
Fangjun Kuang
2023-08-16 00:28:52 +08:00
committed by GitHub
parent 496c5dd7f5
commit f709c95c5f
24 changed files with 692 additions and 73 deletions

View File

@@ -23,21 +23,227 @@
namespace sherpa_onnx {
static std::string FixInvalidUtf8(const std::string &s) {
int32_t s_size = s.size();
std::string ans;
ans.reserve(s_size);
for (int32_t i = 0; i < s_size;) {
uint8_t c = s[i];
if (c < 0x80) {
// valid
ans.append(1, c);
++i;
continue;
} else if ((c >= 0xc0) && (c < 0xe0)) {
// beginning of two bytes
if ((i + 1) > (s_size - 1)) {
// no subsequent byte. invalid!
i += 1;
continue;
}
uint8_t next = s[i + 1];
if (!(next >= 0x80 && next < 0xc0)) {
// invalid
i += 1;
continue;
}
// valid 2-byte utf-8
ans.append(1, c);
ans.append(1, next);
i += 2;
continue;
} else if ((c >= 0xe0) && (c < 0xf0)) {
// beginning of 3 bytes
if ((i + 2) > (s_size - 1)) {
// invalid
i += 1;
continue;
}
uint8_t next = s[i + 1];
if (!(next >= 0x80 && next < 0xc0)) {
// invalid
i += 1;
continue;
}
uint8_t next2 = s[i + 2];
if (!(next2 >= 0x80 && next2 < 0xc0)) {
// invalid
i += 1;
continue;
}
ans.append(1, c);
ans.append(1, next);
ans.append(1, next2);
i += 3;
continue;
} else if ((c >= 0xf0) && (c < 0xf8)) {
// 4 bytes
if ((i + 3) > (s_size - 1)) {
// invalid
i += 1;
continue;
}
uint8_t next = s[i + 1];
if (!(next >= 0x80 && next < 0xc0)) {
// invalid
i += 1;
continue;
}
uint8_t next2 = s[i + 2];
if (!(next2 >= 0x80 && next2 < 0xc0)) {
// invalid
i += 1;
continue;
}
uint8_t next3 = s[i + 3];
if (!(next3 >= 0x80 && next3 < 0xc0)) {
// invalid
i += 1;
continue;
}
ans.append(1, c);
ans.append(1, next);
ans.append(1, next2);
ans.append(1, next3);
i += 4;
continue;
} else if ((c >= 0xf8) && (c < 0xfc)) {
// 5 bytes
if ((i + 4) > (s_size - 1)) {
// invalid
i += 1;
continue;
}
uint8_t next = s[i + 1];
if (!(next >= 0x80 && next < 0xc0)) {
// invalid
i += 1;
continue;
}
uint8_t next2 = s[i + 2];
if (!(next2 >= 0x80 && next2 < 0xc0)) {
// invalid
i += 1;
continue;
}
uint8_t next3 = s[i + 3];
if (!(next3 >= 0x80 && next3 < 0xc0)) {
// invalid
i += 1;
continue;
}
uint8_t next4 = s[i + 4];
if (!(next4 >= 0x80 && next4 < 0xc0)) {
// invalid
i += 1;
continue;
}
ans.append(1, c);
ans.append(1, next);
ans.append(1, next2);
ans.append(1, next3);
ans.append(1, next4);
i += 5;
continue;
} else if ((c >= 0xfc) && (c < 0xfe)) {
// 6 bytes
if ((i + 5) > (s_size - 1)) {
// invalid
i += 1;
continue;
}
uint8_t next = s[i + 1];
if (!(next >= 0x80 && next < 0xc0)) {
// invalid
i += 1;
continue;
}
uint8_t next2 = s[i + 2];
if (!(next2 >= 0x80 && next2 < 0xc0)) {
// invalid
i += 1;
continue;
}
uint8_t next3 = s[i + 3];
if (!(next3 >= 0x80 && next3 < 0xc0)) {
// invalid
i += 1;
continue;
}
uint8_t next4 = s[i + 4];
if (!(next4 >= 0x80 && next4 < 0xc0)) {
// invalid
i += 1;
continue;
}
uint8_t next5 = s[i + 5];
if (!(next5 >= 0x80 && next5 < 0xc0)) {
// invalid
i += 1;
continue;
}
ans.append(1, c);
ans.append(1, next);
ans.append(1, next2);
ans.append(1, next3);
ans.append(1, next4);
ans.append(1, next5);
i += 6;
continue;
} else {
i += 1;
}
}
return ans;
}
static OfflineRecognitionResult Convert(const OfflineWhisperDecoderResult &src,
const SymbolTable &sym_table) {
OfflineRecognitionResult r;
r.tokens.reserve(src.tokens.size());
std::string text;
for (auto i : src.tokens) {
if (!sym_table.contains(i)) {
continue;
}
const auto &s = sym_table[i];
r.text += s;
text += s;
r.tokens.push_back(s);
}
// TODO(fangjun): Fix the following error in offline-stream.cc
//
// j["text"] = text;
// libc++abi: terminating with uncaught exception of type
// nlohmann::json_abi_v3_11_2::detail::type_error:
// [json.exception.type_error.316] incomplete UTF-8 string; last byte: 0x86
#if 0
r.text = FixInvalidUtf8(text);
#else
r.text = text;
#endif
return r;
}
@@ -51,8 +257,8 @@ class OfflineRecognizerWhisperImpl : public OfflineRecognizerImpl {
symbol_table_.ApplyBase64Decode();
if (config.decoding_method == "greedy_search") {
decoder_ =
std::make_unique<OfflineWhisperGreedySearchDecoder>(model_.get());
decoder_ = std::make_unique<OfflineWhisperGreedySearchDecoder>(
config_.model_config.whisper, model_.get());
} else {
SHERPA_ONNX_LOGE(
"Only greedy_search is supported at present for whisper. Given %s",
@@ -101,6 +307,7 @@ class OfflineRecognizerWhisperImpl : public OfflineRecognizerImpl {
mel = Transpose12(model_->Allocator(), &mel);
auto cross_kv = model_->ForwardEncoder(std::move(mel));
auto results =
decoder_->Decode(std::move(cross_kv.first), std::move(cross_kv.second));