Document translation · ML deployment quick-start guide

Technical translation — Aurora ML deploy guide

Fictional brand. Aurora ML does not exist. This page shows the format of a real deliverable — no third-party logos, no real data. Layout is our own; the craft is what you are buying.

1 · English source

Before deploying, verify that your environment meets the minimum requirements: Python 3.10 or later, 8 GB of RAM, and a CUDA-compatible GPU if you plan to run inference on-device. Install the package with pip install aurora-ml, then download the pretrained weights using the command below. Keep in mind that the weights file is approximately 4.2 GB — if your connection is unstable, use the --resume flag to continue an interrupted download. Once the download completes, run aurora verify to confirm the installation. If the check fails with an "out of memory" error during the test inference pass, reduce the batch size in your configuration file rather than disabling GPU acceleration entirely.

2 · Italian translation

Prima della distribuzione, verifica che l'ambiente soddisfi i requisiti minimi: Python 3.10 o superiore, 8 GB di RAM e una GPU compatibile CUDA se prevedi di eseguire l'inferenza in locale. Installa il pacchetto con pip install aurora-ml, quindi scarica i pesi preaddestrati con il comando qui sotto. Tieni presente che il file dei pesi pesa circa 4,2 GB: se la connessione è instabile, usa il flag --resume per riprendere un download interrotto. Al termine del download, esegui aurora verify per confermare l'installazione. Se il controllo fallisce con un errore "out of memory" durante il passaggio di inferenza di test, riduci il batch size nel file di configurazione anziché disattivare completamente l'accelerazione GPU.

3 · Terminology decisions

ENITWhy
on-devicein localeThe calque 'on-device' is common in spoken IT dev slang but reads as anglicism in written docs; 'in locale' is the standard in Italian technical publishing.
pretrained weightspesi preaddestratiStandard term in the Italian ML literature; 'pre-addestrati' with a hyphen is a hypercorrection.
batch sizebatch sizeLeft in English: the Italian ML community uses the English term in both speech and writing; translating it ('dimensione del batch') would mark the text as non-native.
4.2 GB4,2 GBDecimal comma per Italian convention — SI standard. The unit and symbol (GB) stay unchanged.
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