Maswali ya Hotuba ya NVIDIA Riva na NeMo

Majibu na maelezo huonekana unapojibu maswali.

1. Ni tofauti gani ya msingi kati ya NeMo na Riva?
   • NeMo ni chanzo-chanzo wakati Riva ni chanzo-wazi
   • NeMo ni ya miundo ya mafunzo na usanifu mzuri, wakati Riva ni ya uwekaji na huduma iliyoboreshwa
   • NeMo hushughulikia tu maandishi-kwa-hotuba na Riva hushughulikia utambuzi pekee
   • Ni majina mawili ya bidhaa sawa
2. Which NVIDIA components does Riva documentation identify for optimized model execution and inference serving?
   • TensorRT for optimizations and Triton Inference Server for serving
   • OpenGL for language modeling and a SQL database for waveform decoding
   • Only CUDA kernels with no inference server
   • A browser rendering engine and an image-editing service
3. Katika bomba la kawaida la Riva TTS, ni nini jukumu la kipiga sauti kama HiFi-GAN?
   • Inabadilisha sauti ya hotuba kuwa maandishi
   • Inatambua ni mzungumzaji gani anayezungumza
   • Inatafsiri maandishi kati ya lugha
   • Inabadilisha vipengele vya akustisk (kama mel-spectrograms) kuwa muundo wa sauti
4. 'Kutiririsha' ASR katika Riva kunawezesha nini?
   • Unukuzi tu baada ya rekodi kamili kupakiwa
   • Utiririshaji wa video bila usindikaji wowote wa sauti
   • Nakala kiasi hurejeshwa sauti inapowasili, na muda wa kusubiri wa chini sana
   • Inapakua miundo haraka zaidi kwenye mtandao
5. Je, ni mfano gani wa ubinafsishaji unaowashwa na NeMo kwa miundo ya usemi?
   • Kuandika upya programu dhibiti ya GPU
   • Kurekebisha muundo wa ASR kwenye msamiati mahususi wa kikoa kama vile maneno ya matibabu
   • Inasimba sauti kwa njia fiche kwenye safu ya mtandao
   • Inabana faili za video
6. Which service interface does Riva expose for speech requests in the documented deployment?
   • A local spreadsheet macro interface only
   • A graphics-driver rendering API only
   • A text tokenizer with no service endpoint
   • gRPC-based microservices
7. Before exporting a fine-tuned NeMo model to Riva, what compatibility check is necessary?
   • Assume every NeMo checkpoint is directly interchangeable with a Riva model
   • Check only the checkpoint's file name
   • Confirm that the architecture, export path, and software versions are supported
   • Assume an ASR model can be deployed as a vocoder without conversion
8. How should a team determine whether Riva streaming ASR meets its latency target under many simultaneous calls?
   • Measure the chosen model and hardware with representative buffering and concurrent streams
   • Treat one published single-workload number as a guarantee for every deployment
   • Measure only the time needed to download the checkpoint
   • Ignore audio-chunk settings because they cannot affect latency