PixArt-Σ
A 0.6B diffusion transformer with a T5-XXL text encoder and SDXL's VAE, by the PixArt team. The XL/2 1024 checkpoint makes 1024x1024 images in 20 steps.
Conditional: code Apache-2.0, weights LicenseRef-CreativeML-OpenRAIL-PlusPlus-M. Measured on our RTX 4090: 2.47 s per 1024×1024 image at 20 steps, 16.9 GiB VRAM peak. We scored it 0.55 on GenEval. safetensors weights, 20.33 GB.
License
Conditional
- Code
- Apache-2.0checked 11 Nov 2026
- Weights
- LicenseRef-CreativeML-OpenRAIL-PlusPlus-Mall sizes, checked 11 Nov 2026
CreativeML Open RAIL++-M, as the model card states: commercial use is allowed, under the use restrictions in its Attachment A. The repository has no LICENSE file; the card links the license's text in the SDXL base 1.0 repository.
On our RTX 4090, measured
2.47s per image
p90 2.47 s, fp16, batch 1, 1024x1024, 20 steps, guidance 4.5
- VRAM peak
- 16.9 GiB
- Status
- Runs as is
Environment, 11 Nov 2026
NVIDIA GeForce RTX 4090, driver 580.173.02, CUDA 13.0, torch 2.14.1+cu130, Python 3.12.9, diffusers==0.42.1. DPMSolverMultistepScheduler, seed 0 on cpu. Baseline 801 MiB. 2 warm-up + 10 timed images, median of 3 runs. Scope: predict(): one image from the prompt: text encoding, every denoising step and the VAE decode, to a PIL image; prompt read beforehand.
Accuracy
0.55GenEvalmeasured
GenEval, 2,212 images, fp16, GenEval af4902f · 11 Nov 2026
Weights
safetensors
- Size
- 20.33 GB
- sha256
2fa4dee9229c02b03163f57bdb8e80c7a5ee364b7161796abe9c05e8dd13f239
Images for the shared prompts
Same prompts and seed for every model of this task, at each model's official settings. Failures are marked by hand.
14 of 14 prompts made, 9 marked as failures.

Counting
Fails: Four apples in a cluster, not five in a rowThe prompt
Exactly five green apples in a single row on a wooden table, plain white background, product photo.
A correct image: Exactly five apples, all green, in one row on a wooden surface.

Color binding
Fails: The blue cube sits on a red cube, with the red sphere beside itThe prompt
A blue cube resting on top of a red sphere, with a yellow cone standing beside them, on a grey studio floor.
A correct image: Each color on its own shape: a blue cube on top of a red sphere, and a yellow cone beside them. No swapped or mixed colors.

Spatial relations
The prompt
A cat sitting on the left end of a sofa and a dog sitting on the right end, both facing the camera, living room.
A correct image: A cat on the left and a dog on the right, both on one sofa, both facing the viewer.

Text rendering
Fails: Garbled letters instead of FRESH BREAD DAILYThe prompt
A wooden sign above a bakery door that reads "FRESH BREAD DAILY" in white painted capital letters.
A correct image: The sign reads FRESH BREAD DAILY, spelled exactly and legible, with no extra letters.

Text rendering, several lines
Fails: Garbled handwriting instead of the three linesThe prompt
A café chalkboard menu with three lines written in chalk: "Coffee 3", "Tea 2" and "Cake 4".
A correct image: Three legible lines, each spelled exactly with its number: Coffee 3, Tea 2, Cake 4. No other words.

Photorealism, landscape
The prompt
Aerial photograph of a winding river through an autumn forest at sunrise, thin mist lying over the water.
A correct image: Reads as a photo from above: a winding river, autumn-colored trees, mist on the water, with no duplicated or melted trees.

Photorealism, food
Fails: Three slices of pork, not two, and a second dish with an egg yolkThe prompt
Close-up photo of a bowl of ramen with a soft-boiled egg cut in half, sliced green onions and two slices of pork, steam rising, on a dark wooden table.
A correct image: A ramen bowl with a halved soft-boiled egg, green onion and two slices of pork, on a dark wooden table.

Transparency and reflection
Fails: No street shows through the water in the glassThe prompt
A glass of water on a windowsill, a rainy city street outside the window, the street seen bent and upside down through the water in the glass.
A correct image: A clear glass of water on a sill, rain outside, and the street visibly refracted through the glass.

Hands
Fails: Thick, fused fingers, fewer than five on each handThe prompt
Close-up of an adult's two hands kneading bread dough on a floured wooden counter, no face in the frame.
A correct image: Two hands with five fingers each and plausible joints, kneading dough on a floured counter. No face.

Fine detail
Fails: An ornate dial with subdials, and the hands don't show 10:10The prompt
Macro photograph of a plain mechanical wristwatch with no brand name, its hands showing ten past ten, the second hand pointing at six.
A correct image: The hour and minute hands show 10:10 and the second hand points at 6. The dial has no brand or logo.

Long, dense prompt
Fails: Tables on both sides with several pots and cups, and many more than three booksThe prompt
A cozy reading nook: a green armchair with a striped blanket over its arm, a sleeping orange cat curled up on the seat, a floor lamp with a yellow shade to the right of the chair, a small round table to the left holding a white teapot and two cups, a stack of three books on the floor, and rain running down the window behind.
A correct image: All of it: green armchair, striped blanket, orange cat asleep on the seat, floor lamp with a yellow shade on the right, round table on the left with a white teapot and two cups, three books stacked on the floor, rain on the window.

Style
The prompt
A watercolor painting of a lighthouse on a rocky coast under a stormy sky, loose brush strokes, visible paper texture.
A correct image: Looks like a watercolor, with washes and paper texture, not a photo: a lighthouse on rocks under a stormy sky.

Negation
The prompt
An empty park bench in fresh snow, with no people and no birds anywhere.
A correct image: A park bench in snow. No people and no birds anywhere in the image.

Unusual combination
The prompt
A giraffe wearing a long knitted red scarf, standing in a snowy city square at night, street lamps glowing.
A correct image: A giraffe with a red knitted scarf around its neck, in a snowy city square at night, with lit street lamps.
Use it when
You want a small diffusion transformer for 1024x1024 scenes and styles: an aerial landscape, a watercolor and a giraffe in a scarf came out right in our prompts.
Avoid it when
You need text, exact counts or hands: it garbled both signs, drew four apples for five, and gave both hands thick, fused fingers.
Sizes
| Size | Per image | VRAM | Accuracy | Weights | Runs | License |
|---|---|---|---|---|---|---|
| xl-2-1024-ms | 2.47 s1024x1024 · 20 steps | 16.9 GiB | 0.55 GenEval, measured | 20.33 GB | As is | Conditional |
Estimated on other GPUs
Estimate, not measured. Worked out from our RTX 4090 run and NVIDIA's spec sheets. Each kind of GPU work is scaled by that GPU's peak for it: tensor cores at the precision the kernels used, CUDA cores, or memory bandwidth. The CPU's part of each call is kept at what it took on our Intel Core i7-10700K. How we estimate
Where a call's time goes on our RTX 4090: tensor cores, FP16 (FP32 accumulate) 83%, memory-bound 13%, CUDA cores, FP32 1%, CPU and kernel launches 1%, unclassified kernels 1%.
GeForce (13)
| GPU | Fits | Per image |
|---|---|---|
| GeForce RTX 5090Blackwell, 32 GB GDDR7 | Yes | ≈ 1.9 s |
| GeForce RTX 5080Blackwell, 16 GB GDDR7 | No, needs 17 GB | Doesn’t fit |
| GeForce RTX 5070 TiBlackwell, 16 GB GDDR7 | No, needs 17 GB | Doesn’t fit |
| GeForce RTX 5070Blackwell, 12 GB GDDR7 | No, needs 17 GB | Doesn’t fit |
| GeForce RTX 5060 Ti 16GBBlackwell, 16 GB GDDR7 | No, needs 17 GB | Doesn’t fit |
| GeForce RTX 5060Blackwell, 8 GB GDDR7 | No, needs 17 GB | Doesn’t fit |
| GeForce RTX 4080Ada Lovelace, 16 GB GDDR6X | No, needs 17 GB | Doesn’t fit |
| GeForce RTX 4070 TiAda Lovelace, 12 GB GDDR6X | No, needs 17 GB | Doesn’t fit |
| GeForce RTX 4070Ada Lovelace, 12 GB GDDR6X | No, needs 17 GB | Doesn’t fit |
| GeForce RTX 3090Ampere, 24 GB GDDR6X | Yes | ≈ 5.3 s |
| GeForce RTX 3080Ampere, 10 GB GDDR6X | No, needs 17 GB | Doesn’t fit |
| GeForce RTX 3070 TiAmpere, 8 GB GDDR6X | No, needs 17 GB | Doesn’t fit |
| GeForce RTX 3070Ampere, 8 GB GDDR6 | No, needs 17 GB | Doesn’t fit |
Workstation (4)
| GPU | Fits | Per image |
|---|---|---|
| RTX PRO 6000 Blackwell Workstation EditionBlackwell, 96 GB GDDR7 | Yes | ≈ 0.92–0.93 s |
| RTX PRO 6000 Blackwell Max-Q Workstation EditionBlackwell, 96 GB GDDR7 | Yes | ≈ 1.0 s |
| RTX 6000 Ada GenerationAda Lovelace, 48 GB GDDR6 | Yes | ≈ 1.3–1.4 s |
| RTX A6000Ampere, 48 GB GDDR6 | Yes | ≈ 2.7–2.8 s |
Data center (6)
| GPU | Fits | Per image |
|---|---|---|
| B200 (HGX, one GPU)Blackwell, 180 GB HBM3E | Yes | ≈ 0.27–0.30 s |
| H200 SXMHopper, 141 GB HBM3e | Yes | ≈ 0.49–0.52 s |
| H100 SXMHopper, 80 GB HBM3 | Yes | ≈ 0.52–0.55 s |
| A100 SXM 80GBAmpere, 80 GB HBM2e | Yes | ≈ 1.4–1.6 s |
| L40SAda Lovelace, 48 GB GDDR6 | Yes | ≈ 1.4 s |
| L4Ada Lovelace, 24 GB GDDR6 | Yes | ≈ 4.0–4.1 s |
Alternatives
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