Model profile · Parakeet

Parakeet Redux

Parakeet Redux is a speech-to-text model (1.58-bit Parakeet 0.6B (178 MB)) from Moondream, released under the CC BY 4.0 license. The reviewed source lists 25 European languages (25 explicitly enumerated in our record), and the model is designed for batch-first transcription. Among the common setups we test, it ranks highest for CPU-only machines (#2 of 26 in the matcher).

A 1.58-bit (ternary) version of Parakeet TDT 0.6B v3 that fits in 178 MB and keeps its 25 languages and CC BY 4.0 license. Moondream reports 113× real time on eight x86 CPU cores with its Photon runtime; streaming and timestamps are not stated on the card. Ratings are provisional until independent benchmarks are available.

Provisional ratings. Added on November 3, 2026 from its official model card. Languages, license and features are verified; the 1–5 hardware and workload ratings are conservative estimates until independent benchmarks exist. About new models.
CC BY 4.01.58-bit Parakeet 0.6B (178 MB)25 European languagesBatch-first

Key facts

Parakeet Redux — reviewed facts
ProviderMoondream
Model familyParakeet
Parameters1.58-bit Parakeet 0.6B (178 MB)
LicenseCC BY 4.0 · Attribution required — license text ↗
Language coverage25 European languages · 25 enumerated in our record
StreamingBatch-first (no streaming path in the reviewed source)
TimestampsNot documented
Speaker diarizationNo — needs a separate component
Speech translationNo
Documented runtimesPhoton (moondream package) — how to run it
Primary sourcehuggingface.co/moondream/parakeet-redux ↗
Rating statusProvisional (added November 3, 2026)
Last reviewed

Hardware and workload fit

These are Speech Model Match's conservative 1–5 editorial ratings, relative to the other 19 reviewed models. They come from model size, official memory guidance and documented runtimes — not from a universal benchmark. How the ratings work.

Parakeet Redux — fit ratings (1 = weak, 5 = strong)
DimensionRatingScale
CPU-only fit5/5
Apple Silicon fit4/5
NVIDIA GPU fit3/5
Speed5/5
Accuracy (relative)3/5
Low memory use5/5
Long recordings4/5
Live / low latency2/5
Subtitle work2/5
Edge / low-power devices4/5

Where it is strong

  • CPU-only fit: rated 5/5
  • Apple Silicon fit: rated 4/5
  • Speed: rated 5/5
  • Low memory use: rated 5/5
  • Long recordings: rated 4/5
  • Edge / low-power devices: rated 4/5

What to check first

  • No streaming path in the reviewed source — plan for file/batch transcription
  • Live / low latency: rated 2/5
  • Subtitle work: rated 2/5
  • No native speaker diarization — pair it with a separate diarization pipeline if you need speaker labels
  • Timestamp support is limited or runtime-dependent — test it if you need subtitles
  • Commercial use is possible, but the license requires attribution.

How it ranks in common setups

Ranks come from the same deterministic matcher that runs on the homepage, applied to all 26 reviewed models. They are decision guidance, not accuracy claims.

Parakeet Redux — matcher rank by setup
SetupRankFit scoreTop match
Long recordings on an 8–12 GB NVIDIA GPU, balanced#23 of 2666/100 · Possible fitWhisper turbo
Live captions or voice input (native streaming + timestamps, speed first)#23 of 2651/100 · Weak fitNemotron 3.5 ASR Streaming 0.6B
Subtitles with timing, accuracy first#26 of 2656/100 · Weak fitWhisper medium
Meetings with speaker labels (diarization + timestamps)#25 of 2660/100 · Possible fitVibeVoice-ASR 7B
CPU-only machine, low memory use#2 of 2678/100 · Strong fitVibeVoice-ASR-BitNet
Apple Silicon with 8–16 GB unified memory, long recordings#7 of 2670/100 · Possible fitWhisper small
Japanese live transcription (native streaming, speed first)Not ranked (language not listed)—Nemotron 3.5 ASR Streaming 0.6B

Supported languages

Compare coverage across every reviewed model in the language support matrix.

Community activity on Hugging Face

Downloads, last 30 days
9,581
Likes
317
Repository last updated
23 Sept 2026
Published on the Hub
18 Sept 2026

Figures from the Hugging Face Hub API, 11 Nov 2026. Source: huggingface.co/moondream/parakeet-redux ↗. Downloads count file downloads, not active users, and do not affect the matcher's scores. Compare all models.

How to run Parakeet Redux locally

Moondream runs its 1.58-bit Parakeet through the Photon runtime in the moondream Python package. Runtimes below are the ones the official model card or repository documents for this model (checked November 2, 2026).

Install command shown in the official huggingface.co page ↗:

pip install moondream

Official hardware guidance: The model fits in 178 MB. Moondream reports 113× real time on eight x86 CPU cores (AMD EPYC 9575F) and about 38× on the CPU of an M2 MacBook Air. Source ↗

Whatever runtime you choose, measure speed and accuracy on your own audio with the benchmark tool; results differ a lot between runtimes, precision and hardware.

Before you deploy Parakeet Redux

A printable checklist built from the facts on this page. Tick it off before putting the model into production.

  1. Language. Confirm your language is in the 25-language list on this page, and test any accents or code-switching you expect.
  2. License. CC BY 4.0: Give appropriate credit, provide a link to the license and indicate if changes were made. Do not add terms or technical measures that restrict others from doing what the license permits. License guide.
  3. Install. Start from the official command: pip install moondream (full run notes).
  4. Audio input. Convert a sample of your real recordings to the format the runtime expects before benchmarking.
  5. Hardware. The model fits in 178 MB. Moondream reports 113× real time on eight x86 CPU cores (AMD EPYC 9575F) and about 38× on the CPU of an M2 MacBook Air.
  6. Features you rely on. For Parakeet Redux, no streaming path is documented; timestamps are not documented; speaker labels need a separate diarization component. Test each one you need with real audio.
  7. Measure. Run 10–20 representative clips, score them with the WER calculator and record speed in the benchmark workspace before you commit.
  8. Provisional ratings. This model was added on November 3, 2026; treat its hardware and workload ratings as estimates and weight your own measurements higher.

Alternatives and related models

Same family: Parakeet TDT 0.6B v3.

Similar fit profile: Granite Speech 5.0 470M TurboCTC (IBM, 470M), VibeVoice-ASR-BitNet (Microsoft, 0.3B quantized), Whisper base (OpenAI, 74M). Similarity is computed from the ten fit ratings plus streaming and diarization support.

Parakeet Redux side by side with Parakeet TDT 0.6B v3
FactParakeet ReduxParakeet TDT 0.6B v3
Provider · sizeMoondream · 1.58-bit Parakeet 0.6B (178 MB)NVIDIA · 600M
LicenseCC BY 4.0
Attribution required
CC BY 4.0
Attribution required
Languages25 European languages25 European languages
StreamingBatch-firstVia runtime
TimestampsNot documentedYes
Speaker diarizationSeparate pipelineSeparate pipeline
CPU · Apple · NVIDIA fit5/5 · 4/5 · 3/52/5 · 3/5 · 5/5
Live · long recordings2/5 · 4/52/5 · 5/5
Main runtimePhoton (moondream package)NVIDIA NeMo

Head-to-head pages: Parakeet TDT 0.6B v3 vs Parakeet Redux

Compare Parakeet Redux side by side

Guides that cover Parakeet Redux

Check Parakeet Redux for your setup

Pick your language, hardware and workload to see this model's fit score, the reasons behind it and where it ranks against all reviewed models. Everything runs in your browser.

Common questions

Can I use Parakeet Redux commercially?

Commercial use is possible, but the license requires attribution. The listed license is CC BY 4.0; read the current license text ↗ before shipping a product, because terms can change. The license guide compares the obligations of all 26 reviewed models.

Does Parakeet Redux support real-time streaming?

No streaming path is documented in the reviewed source. Treat it as a file/batch transcription model.

Which languages does Parakeet Redux transcribe?

25 European languages. The full list of 25 explicitly enumerated languages is shown above.

Can Parakeet Redux tell speakers apart?

Not natively. Combine it with a dedicated diarization component and evaluate that component separately; the meetings guide covers this workflow.

Primary sources

Parakeet Redux — official sourcePrimary source ↗
CC BY 4.0 licenseLicense text ↗

Reviewed against primary sources on November 3, 2026. Model behavior, runtime support, language coverage and licenses can change; re-check the linked primary source before production use. See the full source directory.