Instructions to use Neoscopio-SA/Neo_EP with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Neoscopio-SA/Neo_EP with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("automatic-speech-recognition", model="Neoscopio-SA/Neo_EP")# Load model directly from transformers import AutoProcessor, AutoModelForSpeechSeq2Seq processor = AutoProcessor.from_pretrained("Neoscopio-SA/Neo_EP") model = AutoModelForSpeechSeq2Seq.from_pretrained("Neoscopio-SA/Neo_EP") - Notebooks
- Google Colab
- Kaggle
| +---------------------------------------------------------------------------+ | |
| | RELAT脫RIO DE EXECU脟脙O DE TREINO - DEUCALION | | |
| +---------------------------------------------------------------------------+ | |
| | Data/Hora : 2026-05-29 16:32:26 | | |
| | Script : train_neox_bracarense | | |
| | Modelo Base : /projects/F202500024INOVIANEOSCOPIO/voicemodels/mo | | |
| | Tempo Total : 0h 59m 54s | | |
| +---------------------------------------------------------------------------+ | |
| | CONFIGURA脟脙O (Learning Rate: 5e-06 | Epochs: 1 | Batch: 16 ) | | |
| +---------------------------------------------------------------------------+ | |
| | PROGRESS脙O E PERFORMANCE | | |
| +---------------------------------------------------------------------------+ | |
| | Loss Inicial : 2.7326 | Loss Final : 1.4853 | | |
| | Throughput : 31.58 spl/s | Audio M茅dio : 30s (Whisper Fixed) | | |
| +---------------------------------------------------------------------------+ | |
| | AMBIENTE DE SOFTWARE | | |
| +---------------------------------------------------------------------------+ | |
| | Py: 3.11.3 | Torch: 2.10.0+cu128 | Trans: 5.3.0 | CUDA: 12.8 | | |
| +---------------------------------------------------------------------------+ | |
| | RECURSOS E I/O (LUSTRE/LOCAL) | | |
| +---------------------------------------------------------------------------+ | |
| | Mem贸ria Total : RAM: 21.99GB | GPU Alocada: 11.52GB | Reservada: 18.10GB | | |
| | Disco I/O : Leitura Proc: 194.83 MB | Escrita Proc: 2947.95 MB | | |
| +---------------------------------------------------------------------------+ | |
| | SLURM: Nodo: 2 | Rank: 1 | Master: gnx518.deucalion.macc.fccn.pt:42171 | | |
| +---------------------------------------------------------------------------+ | |
| | GPUs: UTILIZA脟脙O, ENERGIA E VRAM | | |
| +---------------------------------------------------------------------------+ | |
| | GPU 0 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 16.89GB | | |
| | GPU 1 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| | GPU 2 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| | GPU 3 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| +---------------------------------------------------------------------------+ | |
| | Output Final : /projects/F202500024INOVIANEOSCOPIO/voicemodels/models/hub/n | | |
| +---------------------------------------------------------------------------+ | |
| +---------------------------------------------------------------------------+ | |
| | RELAT脫RIO DE EXECU脟脙O DE TREINO - DEUCALION | | |
| +---------------------------------------------------------------------------+ | |
| | Data/Hora : 2026-05-29 16:32:34 | | |
| | Script : train_neox_bracarense | | |
| | Modelo Base : /projects/F202500024INOVIANEOSCOPIO/voicemodels/mo | | |
| | Tempo Total : 1h 00m 02s | | |
| +---------------------------------------------------------------------------+ | |
| | CONFIGURA脟脙O (Learning Rate: 5e-06 | Epochs: 1 | Batch: 16 ) | | |
| +---------------------------------------------------------------------------+ | |
| | PROGRESS脙O E PERFORMANCE | | |
| +---------------------------------------------------------------------------+ | |
| | Loss Inicial : 2.7326 | Loss Final : 1.4853 | | |
| | Throughput : 31.58 spl/s | Audio M茅dio : 30s (Whisper Fixed) | | |
| +---------------------------------------------------------------------------+ | |
| | AMBIENTE DE SOFTWARE | | |
| +---------------------------------------------------------------------------+ | |
| | Py: 3.11.3 | Torch: 2.10.0+cu128 | Trans: 5.3.0 | CUDA: 12.8 | | |
| +---------------------------------------------------------------------------+ | |
| | RECURSOS E I/O (LUSTRE/LOCAL) | | |
| +---------------------------------------------------------------------------+ | |
| | Mem贸ria Total : RAM: 21.75GB | GPU Alocada: 11.52GB | Reservada: 17.94GB | | |
| | Disco I/O : Leitura Proc: 194.83 MB | Escrita Proc: 2947.95 MB | | |
| +---------------------------------------------------------------------------+ | |
| | SLURM: Nodo: 2 | Rank: 1 | Master: gnx518.deucalion.macc.fccn.pt:42171 | | |
| +---------------------------------------------------------------------------+ | |
| | GPUs: UTILIZA脟脙O, ENERGIA E VRAM | | |
| +---------------------------------------------------------------------------+ | |
| | GPU 0 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| | GPU 1 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 16.87GB | | |
| | GPU 2 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| | GPU 3 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| +---------------------------------------------------------------------------+ | |
| | Output Final : /projects/F202500024INOVIANEOSCOPIO/voicemodels/models/hub/n | | |
| +---------------------------------------------------------------------------+ | |
| +---------------------------------------------------------------------------+ | |
| | RELAT脫RIO DE EXECU脟脙O DE TREINO - DEUCALION | | |
| +---------------------------------------------------------------------------+ | |
| | Data/Hora : 2026-05-29 16:32:35 | | |
| | Script : train_neox_bracarense | | |
| | Modelo Base : /projects/F202500024INOVIANEOSCOPIO/voicemodels/mo | | |
| | Tempo Total : 1h 00m 03s | | |
| +---------------------------------------------------------------------------+ | |
| | CONFIGURA脟脙O (Learning Rate: 5e-06 | Epochs: 1 | Batch: 16 ) | | |
| +---------------------------------------------------------------------------+ | |
| | PROGRESS脙O E PERFORMANCE | | |
| +---------------------------------------------------------------------------+ | |
| | Loss Inicial : 2.7326 | Loss Final : 1.4853 | | |
| | Throughput : 31.58 spl/s | Audio M茅dio : 30s (Whisper Fixed) | | |
| +---------------------------------------------------------------------------+ | |
| | AMBIENTE DE SOFTWARE | | |
| +---------------------------------------------------------------------------+ | |
| | Py: 3.11.3 | Torch: 2.10.0+cu128 | Trans: 5.3.0 | CUDA: 12.8 | | |
| +---------------------------------------------------------------------------+ | |
| | RECURSOS E I/O (LUSTRE/LOCAL) | | |
| +---------------------------------------------------------------------------+ | |
| | Mem贸ria Total : RAM: 21.76GB | GPU Alocada: 11.52GB | Reservada: 17.95GB | | |
| | Disco I/O : Leitura Proc: 194.82 MB | Escrita Proc: 2947.95 MB | | |
| +---------------------------------------------------------------------------+ | |
| | SLURM: Nodo: 2 | Rank: 0 | Master: gnx518.deucalion.macc.fccn.pt:42171 | | |
| +---------------------------------------------------------------------------+ | |
| | GPUs: UTILIZA脟脙O, ENERGIA E VRAM | | |
| +---------------------------------------------------------------------------+ | |
| | GPU 0 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| | GPU 1 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| | GPU 2 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| | GPU 3 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 16.89GB | | |
| +---------------------------------------------------------------------------+ | |
| | Output Final : /projects/F202500024INOVIANEOSCOPIO/voicemodels/models/hub/n | | |
| +---------------------------------------------------------------------------+ | |
| +---------------------------------------------------------------------------+ | |
| | RELAT脫RIO DE EXECU脟脙O DE TREINO - DEUCALION | | |
| +---------------------------------------------------------------------------+ | |
| | Data/Hora : 2026-05-29 16:32:35 | | |
| | Script : train_neox_bracarense | | |
| | Modelo Base : /projects/F202500024INOVIANEOSCOPIO/voicemodels/mo | | |
| | Tempo Total : 1h 00m 03s | | |
| +---------------------------------------------------------------------------+ | |
| | CONFIGURA脟脙O (Learning Rate: 5e-06 | Epochs: 1 | Batch: 16 ) | | |
| +---------------------------------------------------------------------------+ | |
| | PROGRESS脙O E PERFORMANCE | | |
| +---------------------------------------------------------------------------+ | |
| | Loss Inicial : 2.7326 | Loss Final : 1.4853 | | |
| | Throughput : 31.58 spl/s | Audio M茅dio : 30s (Whisper Fixed) | | |
| +---------------------------------------------------------------------------+ | |
| | AMBIENTE DE SOFTWARE | | |
| +---------------------------------------------------------------------------+ | |
| | Py: 3.11.3 | Torch: 2.10.0+cu128 | Trans: 5.3.0 | CUDA: 12.8 | | |
| +---------------------------------------------------------------------------+ | |
| | RECURSOS E I/O (LUSTRE/LOCAL) | | |
| +---------------------------------------------------------------------------+ | |
| | Mem贸ria Total : RAM: 21.76GB | GPU Alocada: 11.52GB | Reservada: 18.00GB | | |
| | Disco I/O : Leitura Proc: 194.82 MB | Escrita Proc: 2947.95 MB | | |
| +---------------------------------------------------------------------------+ | |
| | SLURM: Nodo: 2 | Rank: 0 | Master: gnx518.deucalion.macc.fccn.pt:42171 | | |
| +---------------------------------------------------------------------------+ | |
| | GPUs: UTILIZA脟脙O, ENERGIA E VRAM | | |
| +---------------------------------------------------------------------------+ | |
| | GPU 0 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| | GPU 1 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| | GPU 2 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 16.88GB | | |
| | GPU 3 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| +---------------------------------------------------------------------------+ | |
| | Output Final : /projects/F202500024INOVIANEOSCOPIO/voicemodels/models/hub/n | | |
| +---------------------------------------------------------------------------+ | |
| +---------------------------------------------------------------------------+ | |
| | RELAT脫RIO DE EXECU脟脙O DE TREINO - DEUCALION | | |
| +---------------------------------------------------------------------------+ | |
| | Data/Hora : 2026-05-29 16:32:43 | | |
| | Script : train_neox_bracarense | | |
| | Modelo Base : /projects/F202500024INOVIANEOSCOPIO/voicemodels/mo | | |
| | Tempo Total : 1h 00m 11s | | |
| +---------------------------------------------------------------------------+ | |
| | CONFIGURA脟脙O (Learning Rate: 5e-06 | Epochs: 1 | Batch: 16 ) | | |
| +---------------------------------------------------------------------------+ | |
| | PROGRESS脙O E PERFORMANCE | | |
| +---------------------------------------------------------------------------+ | |
| | Loss Inicial : 2.7326 | Loss Final : 1.4853 | | |
| | Throughput : 31.50 spl/s | Audio M茅dio : 30s (Whisper Fixed) | | |
| +---------------------------------------------------------------------------+ | |
| | AMBIENTE DE SOFTWARE | | |
| +---------------------------------------------------------------------------+ | |
| | Py: 3.11.3 | Torch: 2.10.0+cu128 | Trans: 5.3.0 | CUDA: 12.8 | | |
| +---------------------------------------------------------------------------+ | |
| | RECURSOS E I/O (LUSTRE/LOCAL) | | |
| +---------------------------------------------------------------------------+ | |
| | Mem贸ria Total : RAM: 21.74GB | GPU Alocada: 11.52GB | Reservada: 18.09GB | | |
| | Disco I/O : Leitura Proc: 194.90 MB | Escrita Proc: 20621.82 MB | | |
| +---------------------------------------------------------------------------+ | |
| | SLURM: Nodo: 2 | Rank: 0 | Master: gnx518.deucalion.macc.fccn.pt:42171 | | |
| +---------------------------------------------------------------------------+ | |
| | GPUs: UTILIZA脟脙O, ENERGIA E VRAM | | |
| +---------------------------------------------------------------------------+ | |
| | GPU 0 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 16.89GB | | |
| | GPU 1 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| | GPU 2 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| | GPU 3 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| +---------------------------------------------------------------------------+ | |
| | Output Final : /projects/F202500024INOVIANEOSCOPIO/voicemodels/models/hub/n | | |
| +---------------------------------------------------------------------------+ | |
| +---------------------------------------------------------------------------+ | |
| | RELAT脫RIO DE EXECU脟脙O DE TREINO - DEUCALION | | |
| +---------------------------------------------------------------------------+ | |
| | Data/Hora : 2026-05-29 16:32:43 | | |
| | Script : train_neox_bracarense | | |
| | Modelo Base : /projects/F202500024INOVIANEOSCOPIO/voicemodels/mo | | |
| | Tempo Total : 1h 00m 11s | | |
| +---------------------------------------------------------------------------+ | |
| | CONFIGURA脟脙O (Learning Rate: 5e-06 | Epochs: 1 | Batch: 16 ) | | |
| +---------------------------------------------------------------------------+ | |
| | PROGRESS脙O E PERFORMANCE | | |
| +---------------------------------------------------------------------------+ | |
| | Loss Inicial : 2.7326 | Loss Final : 1.4853 | | |
| | Throughput : 31.58 spl/s | Audio M茅dio : 30s (Whisper Fixed) | | |
| +---------------------------------------------------------------------------+ | |
| | AMBIENTE DE SOFTWARE | | |
| +---------------------------------------------------------------------------+ | |
| | Py: 3.11.3 | Torch: 2.10.0+cu128 | Trans: 5.3.0 | CUDA: 12.8 | | |
| +---------------------------------------------------------------------------+ | |
| | RECURSOS E I/O (LUSTRE/LOCAL) | | |
| +---------------------------------------------------------------------------+ | |
| | Mem贸ria Total : RAM: 21.96GB | GPU Alocada: 11.52GB | Reservada: 17.96GB | | |
| | Disco I/O : Leitura Proc: 194.82 MB | Escrita Proc: 2947.95 MB | | |
| +---------------------------------------------------------------------------+ | |
| | SLURM: Nodo: 2 | Rank: 0 | Master: gnx518.deucalion.macc.fccn.pt:42171 | | |
| +---------------------------------------------------------------------------+ | |
| | GPUs: UTILIZA脟脙O, ENERGIA E VRAM | | |
| +---------------------------------------------------------------------------+ | |
| | GPU 0 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| | GPU 1 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 16.89GB | | |
| | GPU 2 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| | GPU 3 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| +---------------------------------------------------------------------------+ | |
| | Output Final : /projects/F202500024INOVIANEOSCOPIO/voicemodels/models/hub/n | | |
| +---------------------------------------------------------------------------+ | |
| +---------------------------------------------------------------------------+ | |
| | RELAT脫RIO DE EXECU脟脙O DE TREINO - DEUCALION | | |
| +---------------------------------------------------------------------------+ | |
| | Data/Hora : 2026-05-29 16:32:43 | | |
| | Script : train_neox_bracarense | | |
| | Modelo Base : /projects/F202500024INOVIANEOSCOPIO/voicemodels/mo | | |
| | Tempo Total : 1h 00m 11s | | |
| +---------------------------------------------------------------------------+ | |
| | CONFIGURA脟脙O (Learning Rate: 5e-06 | Epochs: 1 | Batch: 16 ) | | |
| +---------------------------------------------------------------------------+ | |
| | PROGRESS脙O E PERFORMANCE | | |
| +---------------------------------------------------------------------------+ | |
| | Loss Inicial : 2.7326 | Loss Final : 1.4853 | | |
| | Throughput : 31.58 spl/s | Audio M茅dio : 30s (Whisper Fixed) | | |
| +---------------------------------------------------------------------------+ | |
| | AMBIENTE DE SOFTWARE | | |
| +---------------------------------------------------------------------------+ | |
| | Py: 3.11.3 | Torch: 2.10.0+cu128 | Trans: 5.3.0 | CUDA: 12.8 | | |
| +---------------------------------------------------------------------------+ | |
| | RECURSOS E I/O (LUSTRE/LOCAL) | | |
| +---------------------------------------------------------------------------+ | |
| | Mem贸ria Total : RAM: 21.78GB | GPU Alocada: 11.52GB | Reservada: 18.17GB | | |
| | Disco I/O : Leitura Proc: 194.83 MB | Escrita Proc: 2947.95 MB | | |
| +---------------------------------------------------------------------------+ | |
| | SLURM: Nodo: 2 | Rank: 1 | Master: gnx518.deucalion.macc.fccn.pt:42171 | | |
| +---------------------------------------------------------------------------+ | |
| | GPUs: UTILIZA脟脙O, ENERGIA E VRAM | | |
| +---------------------------------------------------------------------------+ | |
| | GPU 0 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| | GPU 1 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| | GPU 2 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 16.88GB | | |
| | GPU 3 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| +---------------------------------------------------------------------------+ | |
| | Output Final : /projects/F202500024INOVIANEOSCOPIO/voicemodels/models/hub/n | | |
| +---------------------------------------------------------------------------+ | |
| +---------------------------------------------------------------------------+ | |
| | RELAT脫RIO DE EXECU脟脙O DE TREINO - DEUCALION | | |
| +---------------------------------------------------------------------------+ | |
| | Data/Hora : 2026-05-29 16:32:43 | | |
| | Script : train_neox_bracarense | | |
| | Modelo Base : /projects/F202500024INOVIANEOSCOPIO/voicemodels/mo | | |
| | Tempo Total : 1h 00m 11s | | |
| +---------------------------------------------------------------------------+ | |
| | CONFIGURA脟脙O (Learning Rate: 5e-06 | Epochs: 1 | Batch: 16 ) | | |
| +---------------------------------------------------------------------------+ | |
| | PROGRESS脙O E PERFORMANCE | | |
| +---------------------------------------------------------------------------+ | |
| | Loss Inicial : 2.7326 | Loss Final : 1.4853 | | |
| | Throughput : 31.58 spl/s | Audio M茅dio : 30s (Whisper Fixed) | | |
| +---------------------------------------------------------------------------+ | |
| | AMBIENTE DE SOFTWARE | | |
| +---------------------------------------------------------------------------+ | |
| | Py: 3.11.3 | Torch: 2.10.0+cu128 | Trans: 5.3.0 | CUDA: 12.8 | | |
| +---------------------------------------------------------------------------+ | |
| | RECURSOS E I/O (LUSTRE/LOCAL) | | |
| +---------------------------------------------------------------------------+ | |
| | Mem贸ria Total : RAM: 21.82GB | GPU Alocada: 11.52GB | Reservada: 17.92GB | | |
| | Disco I/O : Leitura Proc: 194.83 MB | Escrita Proc: 2947.95 MB | | |
| +---------------------------------------------------------------------------+ | |
| | SLURM: Nodo: 2 | Rank: 1 | Master: gnx518.deucalion.macc.fccn.pt:42171 | | |
| +---------------------------------------------------------------------------+ | |
| | GPUs: UTILIZA脟脙O, ENERGIA E VRAM | | |
| +---------------------------------------------------------------------------+ | |
| | GPU 0 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| | GPU 1 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| | GPU 2 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 0.00GB | | |
| | GPU 3 (NVIDIA A100-SXM): Erro leitura Util | MaxVRAM: 16.89GB | | |
| +---------------------------------------------------------------------------+ | |
| | Output Final : /projects/F202500024INOVIANEOSCOPIO/voicemodels/models/hub/n | | |
| +---------------------------------------------------------------------------+ | |