Automatic Speech Recognition
NeMo
Finnish
asr
speech-recognition
canary-v2
kenlm
finnish
Eval Results (legacy)
Instructions to use RASMUS/Finnish-ASR-Canary-v2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- NeMo
How to use RASMUS/Finnish-ASR-Canary-v2 with NeMo:
import nemo.collections.asr as nemo_asr asr_model = nemo_asr.models.ASRModel.from_pretrained("RASMUS/Finnish-ASR-Canary-v2") transcriptions = asr_model.transcribe(["file.wav"]) - Notebooks
- Google Colab
- Kaggle
| class ThreadPool { | |
| public: | |
| ThreadPool(size_t); | |
| template<class F, class... Args> | |
| auto enqueue(F&& f, Args&&... args) | |
| -> std::future<typename std::result_of<F(Args...)>::type>; | |
| ~ThreadPool(); | |
| private: | |
| // need to keep track of threads so we can join them | |
| std::vector< std::thread > workers; | |
| // the task queue | |
| std::queue< std::function<void()> > tasks; | |
| // synchronization | |
| std::mutex queue_mutex; | |
| std::condition_variable condition; | |
| bool stop; | |
| }; | |
| // the constructor just launches some amount of workers | |
| inline ThreadPool::ThreadPool(size_t threads) | |
| : stop(false) | |
| { | |
| for(size_t i = 0;i<threads;++i) | |
| workers.emplace_back( | |
| [this] | |
| { | |
| for(;;) | |
| { | |
| std::function<void()> task; | |
| { | |
| std::unique_lock<std::mutex> lock(this->queue_mutex); | |
| this->condition.wait(lock, | |
| [this]{ return this->stop || !this->tasks.empty(); }); | |
| if(this->stop && this->tasks.empty()) | |
| return; | |
| task = std::move(this->tasks.front()); | |
| this->tasks.pop(); | |
| } | |
| task(); | |
| } | |
| } | |
| ); | |
| } | |
| // add new work item to the pool | |
| template<class F, class... Args> | |
| auto ThreadPool::enqueue(F&& f, Args&&... args) | |
| -> std::future<typename std::result_of<F(Args...)>::type> | |
| { | |
| using return_type = typename std::result_of<F(Args...)>::type; | |
| auto task = std::make_shared< std::packaged_task<return_type()> >( | |
| std::bind(std::forward<F>(f), std::forward<Args>(args)...) | |
| ); | |
| std::future<return_type> res = task->get_future(); | |
| { | |
| std::unique_lock<std::mutex> lock(queue_mutex); | |
| // don't allow enqueueing after stopping the pool | |
| if(stop) | |
| throw std::runtime_error("enqueue on stopped ThreadPool"); | |
| tasks.emplace([task](){ (*task)(); }); | |
| } | |
| condition.notify_one(); | |
| return res; | |
| } | |
| // the destructor joins all threads | |
| inline ThreadPool::~ThreadPool() | |
| { | |
| { | |
| std::unique_lock<std::mutex> lock(queue_mutex); | |
| stop = true; | |
| } | |
| condition.notify_all(); | |
| for(std::thread &worker: workers) | |
| worker.join(); | |
| } | |