cstr / qwen3-vl-2b-crispembed-gguf

huggingface.co
Total runs: 574
24-hour runs: -10
7-day runs: -56
30-day runs: -565
Model's Last Updated: August 02 2026

Introduction of qwen3-vl-2b-crispembed-gguf

Model Details of qwen3-vl-2b-crispembed-gguf

Qwen3-VL-2B-Instruct GGUF (CrispEmbed format)

GGUF conversion of Qwen/Qwen3-VL-2B-Instruct for use with the CrispEmbed inference engine.

Files
File Size Description
qwen3-vl-2b-f16.gguf 4.6 GB Full precision (FP16)
qwen3-vl-2b-q8_0.gguf 2.2 GB 8-bit quantization (2.1x compression)
qwen3-vl-2b-q4_k.gguf 1.5 GB 4-bit quantization (3.1x compression)
qwen3-vl-2b-diff-ref.gguf 38 MB Reference activations for parity testing
test_small.png 197 KB Test image (256x256, random seed 42)
Architecture

Qwen3-VL-2B is a vision-language model with:

  • Vision encoder : 24-layer ViT (1024d, patch_size=16, learned bilinear position embeddings + 2D RoPE)
  • DeepStack : Intermediate vision features from layers 5, 11, 17 injected into LLM layers 0-2
  • LLM decoder : 28-layer Qwen3 (2048d, 16 heads, 8 KV heads, interleaved mRoPE, QK RMSNorm)
  • Tokenizer : GPT-2 BPE (151,669 tokens)
Usage with CrispEmbed
# OCR
crispembed -m qwen3-vl-2b-q8_0.gguf --ocr document.png

# Parity test (crispembed-diff)
test-qwen2vl-diff qwen3-vl-2b-f16.gguf qwen3-vl-2b-diff-ref.gguf test_small.png
Parity Verification

Full per-layer parity against Python reference (pure numpy forward pass):

Stage cos_min
Vision patch embed + bilinear pos 1.000000
Vision layers 0-23 >= 0.984
Vision merger 0.999831
DeepStack mergers (3x) >= 0.999
LLM embed (spliced) 1.000000
LLM Q after IMROPE 1.000000
LLM layer 0 1.000000
LLM layer 1 0.999995
Conversion
python models/convert-qwen3vl-to-gguf.py \
    --model Qwen/Qwen3-VL-2B-Instruct \
    --output qwen3-vl-2b-f16.gguf --dtype f16

crispembed-quantize qwen3-vl-2b-f16.gguf qwen3-vl-2b-q8_0.gguf q8_0
crispembed-quantize qwen3-vl-2b-f16.gguf qwen3-vl-2b-q4_k.gguf q4_k

Runs of cstr qwen3-vl-2b-crispembed-gguf on huggingface.co

574
Total runs
-10
24-hour runs
-35
3-day runs
-56
7-day runs
-565
30-day runs

More Information About qwen3-vl-2b-crispembed-gguf huggingface.co Model

More qwen3-vl-2b-crispembed-gguf license Visit here:

https://choosealicense.com/licenses/apache-2.0

qwen3-vl-2b-crispembed-gguf huggingface.co

qwen3-vl-2b-crispembed-gguf huggingface.co is an AI model on huggingface.co that provides qwen3-vl-2b-crispembed-gguf's model effect (), which can be used instantly with this cstr qwen3-vl-2b-crispembed-gguf model. huggingface.co supports a free trial of the qwen3-vl-2b-crispembed-gguf model, and also provides paid use of the qwen3-vl-2b-crispembed-gguf. Support call qwen3-vl-2b-crispembed-gguf model through api, including Node.js, Python, http.

qwen3-vl-2b-crispembed-gguf huggingface.co Url

https://huggingface.co/cstr/qwen3-vl-2b-crispembed-gguf

cstr qwen3-vl-2b-crispembed-gguf online free

qwen3-vl-2b-crispembed-gguf huggingface.co is an online trial and call api platform, which integrates qwen3-vl-2b-crispembed-gguf's modeling effects, including api services, and provides a free online trial of qwen3-vl-2b-crispembed-gguf, you can try qwen3-vl-2b-crispembed-gguf online for free by clicking the link below.

cstr qwen3-vl-2b-crispembed-gguf online free url in huggingface.co:

https://huggingface.co/cstr/qwen3-vl-2b-crispembed-gguf

qwen3-vl-2b-crispembed-gguf install

qwen3-vl-2b-crispembed-gguf is an open source model from GitHub that offers a free installation service, and any user can find qwen3-vl-2b-crispembed-gguf on GitHub to install. At the same time, huggingface.co provides the effect of qwen3-vl-2b-crispembed-gguf install, users can directly use qwen3-vl-2b-crispembed-gguf installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

qwen3-vl-2b-crispembed-gguf install url in huggingface.co:

https://huggingface.co/cstr/qwen3-vl-2b-crispembed-gguf

Url of qwen3-vl-2b-crispembed-gguf

qwen3-vl-2b-crispembed-gguf huggingface.co Url

Provider of qwen3-vl-2b-crispembed-gguf huggingface.co

cstr
ORGANIZATIONS

Other API from cstr

huggingface.co

Total runs: 6.1K
Run Growth: 2.0K
Growth Rate: 32.21%
Updated:August 02 2026
huggingface.co

Total runs: 5.0K
Run Growth: -542
Growth Rate: -10.84%
Updated:August 14 2026
huggingface.co

Total runs: 4.8K
Run Growth: 2.0K
Growth Rate: 42.18%
Updated:October 09 2026
huggingface.co

Total runs: 4.6K
Run Growth: 2.3K
Growth Rate: 49.22%
Updated:August 31 2026
huggingface.co

Total runs: 2.6K
Run Growth: 48
Growth Rate: 1.83%
Updated:August 02 2026
huggingface.co

Total runs: 2.6K
Run Growth: 300
Growth Rate: 11.48%
Updated:August 02 2026
huggingface.co

Total runs: 2.6K
Run Growth: 581
Growth Rate: 22.04%
Updated:August 02 2026
huggingface.co

Total runs: 2.0K
Run Growth: 1.9K
Growth Rate: 100.00%
Updated:September 15 2026
huggingface.co

Total runs: 1.8K
Run Growth: 378
Growth Rate: 20.92%
Updated:July 21 2026
huggingface.co

Total runs: 1.8K
Run Growth: 428
Growth Rate: 23.78%
Updated:August 02 2026
huggingface.co

Total runs: 1.7K
Run Growth: -73
Growth Rate: -4.41%
Updated:August 03 2026
huggingface.co

Total runs: 1.6K
Run Growth: 483
Growth Rate: 31.49%
Updated:August 02 2026
huggingface.co

Total runs: 1.5K
Run Growth: -1.7K
Growth Rate: -115.64%
Updated:August 02 2026
huggingface.co

Total runs: 1.4K
Run Growth: 1.0K
Growth Rate: 72.18%
Updated:August 03 2026
huggingface.co

Total runs: 1.4K
Run Growth: 626
Growth Rate: 44.71%
Updated:August 02 2026
huggingface.co

Total runs: 1.4K
Run Growth: 419
Growth Rate: 29.40%
Updated:August 02 2026
huggingface.co

Total runs: 1.4K
Run Growth: 307
Growth Rate: 21.93%
Updated:July 21 2026
huggingface.co

Total runs: 1.3K
Run Growth: 1.2K
Growth Rate: 99.68%
Updated:September 13 2026
huggingface.co

Total runs: 1.2K
Run Growth: 388
Growth Rate: 30.84%
Updated:August 02 2026
huggingface.co

Total runs: 1.2K
Run Growth: 155
Growth Rate: 13.06%
Updated:August 02 2026
huggingface.co

Total runs: 1.1K
Run Growth: 1.1K
Growth Rate: 100.00%
Updated:September 13 2026