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d1-Omni-2B is a 2.17B parameter decision model from Liquid AI, built on LFM3-Omni-2B. It answers named questions over text, pictures, video frames and audio in a single forward pass, returning probabilities for yes/no, choice and score questions plus extracted values, spans, boxes and numeric intervals, with no generated tokens. It has a 128K token context and open weights under the LFM Open License v1.0. Liquid AI reports 5.8 ms per decision on an NVIDIA H100.
A solid 2.17B-parameter dense decision model from Liquid AI. Treat the modality benchmarks above as the leading indicator of fit — composite scoring across modalities is still maturing. Newly released, so production-readiness is still being shaken out.
Generated from this model’s benchmarks and ranking signals. Editor reviews refine it over time.
Access model weights, configuration files, and documentation.
The top devices for this model at 4-bit, ranked by fit and speed.
| Device | Grade | VRAM |
|---|---|---|
| ACEMAGIC M1A Pro (i9-13900HK + ARC A770)ACEMAGIC | SS | 4.0 GB |
| Acer Veriton GN100 AI MiniAcer | SS | 4.0 GB |
| AI TOP ATOM ATAGB10-9003Gigabyte | SS | 4.0 GB |
| AMD Instinct MI300XAMD | SS | 4.0 GB |
| AMD Instinct MI325XAMD | SS | 4.0 GB |
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Aggregate stats, leaderboard, release timeline, and benchmark coverage across every Liquid AI model we track.
Benchmark data sourced from: Hugging Face, Arena.ai, Artificial Analysis.
Decision model for text, pictures and audio built on LFM3-Omni-2B. It returns calibrated answers in one forward pass without generating tokens, handling noul, choice and score questions as well as text, number and date extraction, object boxes and quantity estimates with an interval.
Cheapest current cloud rentals with at least 4 GB VRAM, refreshed hourly.
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| Option | Cost / GPU-hour |
|---|---|
NVIDIA GeForce RTX 3060Vast.ai · Spot · 12 GB VRAM | $0.06 |
NVIDIA GeForce RTX 3060Vast.ai · On-Demand · 12 GB VRAM | $0.06 |
NVIDIA Tesla V100 16GBVast.ai · Spot · 16 GB VRAM | $0.07 |
NVIDIA GeForce RTX 4060 TiVast.ai · Spot · 8 GB VRAM | $0.07 |
NVIDIA GeForce RTX 5060 TiVast.ai · Spot · 16 GB VRAM | $0.07 |
Per-GPU rate across RunPod, the Vast.ai marketplace, DigitalOcean, and Vultr.
Spot tier is interruptible. Plan for restarts when comparing against on-demand prices.
View on Hugging Face
