Limit number of tokens per second for whisper. (#1958)
Otherwise, it spends lots of time in the loop if the EOT token is not predicted.
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@@ -131,7 +131,7 @@ class OfflineRecognizerWhisperImpl : public OfflineRecognizerImpl {
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auto cross_kv = model_->ForwardEncoder(std::move(mel));
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auto results = decoder_->Decode(std::move(cross_kv.first),
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std::move(cross_kv.second));
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std::move(cross_kv.second), num_frames);
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auto r = Convert(results[0], symbol_table_);
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s->SetResult(r);
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@@ -33,7 +33,8 @@ class OfflineWhisperDecoder {
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* @return Return a vector of size `N` containing the decoded results.
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*/
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virtual std::vector<OfflineWhisperDecoderResult> Decode(
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Ort::Value n_layer_cross_k, Ort::Value n_layer_cross_v) = 0;
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Ort::Value n_layer_cross_k, Ort::Value n_layer_cross_v,
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int32_t num_feature_frames) = 0;
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virtual void SetConfig(const OfflineWhisperModelConfig &config) = 0;
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};
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@@ -19,7 +19,8 @@ void OfflineWhisperGreedySearchDecoder::SetConfig(
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std::vector<OfflineWhisperDecoderResult>
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OfflineWhisperGreedySearchDecoder::Decode(Ort::Value cross_k,
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Ort::Value cross_v) {
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Ort::Value cross_v,
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int32_t num_feature_frames) {
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auto memory_info =
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Ort::MemoryInfo::CreateCpu(OrtDeviceAllocator, OrtMemTypeDefault);
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@@ -99,7 +100,12 @@ OfflineWhisperGreedySearchDecoder::Decode(Ort::Value cross_k,
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int32_t n_text_ctx = model_->TextCtx();
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std::vector<int32_t> predicted_tokens;
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for (int32_t i = 0; i < n_text_ctx / 2; ++i) {
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// assume at most 6 tokens per second
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int32_t num_possible_tokens = num_feature_frames / 100 * 6;
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num_possible_tokens = std::min<int32_t>(num_possible_tokens, n_text_ctx / 2);
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for (int32_t i = 0; i < num_possible_tokens; ++i) {
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if (max_token_id == model_->EOT()) {
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break;
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}
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@@ -18,8 +18,9 @@ class OfflineWhisperGreedySearchDecoder : public OfflineWhisperDecoder {
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OfflineWhisperModel *model)
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: config_(config), model_(model) {}
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std::vector<OfflineWhisperDecoderResult> Decode(Ort::Value cross_k,
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Ort::Value cross_v) override;
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std::vector<OfflineWhisperDecoderResult> Decode(
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Ort::Value cross_k, Ort::Value cross_v,
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int32_t num_feature_frames) override;
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void SetConfig(const OfflineWhisperModelConfig &config) override;
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