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Run it on your own hardware · updated 2026-10-16

whisper-large-v3-turbo
How much memory it needs, what its licence allows, and whether it fits an office box.

Short answer. whisper-large-v3-turbo needs about 2.0 GB of memory at 4-bit, 2.4 GB at 8-bit and 3.1 GB at full 16-bit precision, including runtime overhead. It has about 809 million parameters. Licence in short: commercial use allowed. By memory alone, on ANVE’s launch configurations: ANVE One fits at BF16, ANVE Office fits at BF16, ANVE Office Pro (GPU) fits at BF16. These are estimates from its published size, not benchmarks.

01

What it is

whisper-large-v3-turbo is a speech-recognition model that turns recorded speech into text, published by OpenAI on Hugging Face on 1 October 2024. It has about 809 million parameters.

Its card lists the licence as MIT. In short, the licence allows commercial use, modification and redistribution as long as the copyright notice is kept.

Hugging Face counted about 6,348,038 downloads of it in the 30 days before we checked (7 Oct 2026), and 3,419 people have liked it there.

The card lists 99 languages: en, zh, de, es, ru, ko, fr, ja, pt, tr, pl, ca and 87 more (ISO codes as given on the card).

It is built on openai/whisper-large-v3, according to its card.

02

How much memory it needs

The arithmetic: parameters × bits per weight ÷ 8 gives the weights, plus about 1.5 GB for the runtime. These are planning estimates, not measurements.

Speech models also need working memory for the audio being processed, which is small next to the weights.

PrecisionWeightsTotal, estimated
BF16 (full precision)1.6 GB3.1 GB
8-bit (Q8_0)0.86 GB2.4 GB
4-bit (Q4_K)0.45 GB2.0 GB
03

Architecture at a glance

SettingValue in config.json
Architecture classWhisperForConditionalGeneration
Model typewhisper
Layers32
Vocabulary51,866
Stored precisionfloat16
04

Will it fit on ANVE?

These verdicts are arithmetic, not tests, against the specification at launch: ANVE One can give a model about three quarters of its 64 GB of unified memory, while ANVE Office and ANVE Office Pro hold it on a 24 GB graphics card and keep the rest of the stack in 64 GB or 128 GB of system memory. ANVE’s tested default is Qwen 3.8 27B; this model is not yet validated on ANVE.

Configuration (at launch)Memory for the modelVerdict
ANVE Oneabout 48 GB of 64 GB unified memoryfits at BF16
ANVE Office24 GB on the RTX PRO 4000 Blackwell SFF Editionfits at BF16
ANVE Office Pro (GPU)24 GB on the RTX PRO 4000 Blackwellfits at BF16
05

What an office would use it for

For an office, this is the model that turns a recorded meeting or call into a transcript. Accuracy depends heavily on the language, the microphone and how people talk over each other, so test it on your own recordings.

06

Similar models to compare

  • Qwen3-ASR-0.6B (0.9B parameters, about 2.0 GB at 4-bit before context; commercial use allowed)
  • mms-1b-all (1.0B parameters, about 2.0 GB at 4-bit before context; non-commercial only)
  • canary-1b-v2 (1.0B parameters, about 2.1 GB at 4-bit before context; commercial use allowed)
07

Questions people ask

How much memory does whisper-large-v3-turbo need?
About 2.0 GB at 4-bit, 2.4 GB at 8-bit and 3.1 GB at full 16-bit precision, including about 1.5 GB of runtime overhead. These are estimates from its parameter count.
Can whisper-large-v3-turbo run on a 24 GB graphics card?
Yes, at BF16 by this estimate, with room left for context.
Is whisper-large-v3-turbo free for commercial use?
Its card lists MIT, which allows commercial use, modification and redistribution as long as the copyright notice is kept. Read the licence itself before relying on this summary; it is not legal advice.
08

What is not real yet

No sealed ANVE unit exists; every image of the appliance on this site is a labelled render. The software runs today on a development machine. No customers yet, no certifications, no delivery date, and the final price is not announced.

Reservations are ₹999 in India or US$12 elsewhere, refundable in full until you confirm an order in writing (terms). Offices that cannot use cloud AI can apply to be one of ten design partners.