whisper-large-v3-turbo-german

This model map provides information about a model based on Whisper Large v3 that has been fine-tuned for speech recognition in German. Whisper is a powerful speech recognition platform developed by OpenAI. This model has been specially optimized for processing and recognizing German speech. This model can be used in various application areas, including - Transcription of spoken German language - Voice commands and voice control - Automatic subtitling for German videos - Voice-based search queries in German - Dictation functions in word processing programs The data and code for evaluations are available [here](https://huggingface.co/datasets/flozi00/asr-german-mixed-evals) The training data for this model includes a large amount of spoken German from various sources. The data was carefully selected and processed to optimize recognition performance. The training of the model was performed with the following hyperparameters - Batch size: 12288 - Epochs: 3 - Learning rate: 1e-6 - Data augmentation: No - Optimizer: [Ademamix](https://arxiv.org/abs/2409.03137) import torch from transformers import AutoModelForSpeechSeq2Seq, AutoProcessor, pipeline from datasets import load_dataset device = "cuda:0" if torch.cuda.is_available() else "cpu" torch_dtype = torch.float16 if torch.cuda.is_available() else torch.float32 model_id = "primeline/whisper-large-v3-turbo-german" model = AutoModelForSpeechSeq2Seq.from_pretrained( model_id, torch_dtype=torch_dtype, low_cpu_mem_usage=True, use_safetensors=True ) model.to(device) processor = AutoProcessor.from_pretrained(model_id) pipe = pipeline( "automatic-speech-recognition", model=model, tokenizer=processor.tokenizer, feature_extractor=processor.feature_extractor, max_new_tokens=128, chunk_length_s=30, batch_size=16, return_timestamps=True, torch_dtype=torch_dtype, device=device, ) dataset = load_dataset("distil-whisper/librispeech_long", "clean", split="validation") sample = dataset[0]["audio"] result = pipe(sample) print(result["text"]) [](https://primeline-ai.com/en/) Your partner for AI infrastructure in Germany Experience the powerful AI infrastructure that drives your ambitions in Deep Learning, Machine Learning & High-Performance Computing. Optimized for AI training and inference. Model author: [Florian Zimmermeister](https://huggingface.co/flozi00) **Disclaimer** This model is not a product of the primeLine Group. It represents research conducted by [Florian Zimmermeister](https://huggingface.co/flozi00), with computing power sponsored by primeLine. The model is published under this account by primeLine, but it is not a commercial product of primeLine Solutions GmbH. Please be aware that while we have tested and developed this model to the best of our abilities, errors may still occur. Use of this model is at your own risk. We do not accept liability for any incorrect outputs generated by this model.