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qualcomm/Qwen3-VL-4B-Instruct

sourceHugging Faceapache-2.0updated 1d agoView on Hugging Face
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Model Card

Qwen3-VL-4B-Instruct: Optimized for Qualcomm Devices

Qwen3-VL is a vision-language model from Alibaba Cloud capable of understanding both text and images for multimodal reasoning tasks such as visual question answering and image captioning.

This is based on the implementation of Qwen3-VL-4B-Instruct found here. This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the Qualcomm® AI Hub Models library to export with custom configurations. More details on model performance across various devices, can be found here.

Qualcomm AI Hub Models uses Qualcomm AI Hub Workbench to compile, profile, and evaluate this model. Sign up to run these models on a hosted Qualcomm® device.

Deploying Qwen3-VL-4B-Instruct on-device

Follow the GenieX quickstart to install GenieX and deploy the model on a target device.

See the LLM-on-Genie tutorial to run with the Genie runtime. Note: Genie support will be deprecated soon.

Getting Started

There are two ways to deploy this model on your device:

Option 1: Download Pre-Exported Models

Below are pre-exported model assets ready for deployment.

RuntimePrecisionChipsetSDK VersionsDownload
GENIEw4a16Snapdragon® 8 Elite Gen 5 For Galaxy MobileQAIRT 2.45Download
GENIEw4a16Snapdragon® 8 Elite For Galaxy MobileQAIRT 2.45Download
GENIEw4a16Snapdragon® X2 EliteQAIRT 2.45Download
GENIEw4a16Snapdragon® X EliteQAIRT 2.45Download
GENIEw4a16Qualcomm® Dragonwing™ IQ-8275QAIRT 2.45Download
GENIEw4a16Qualcomm® SA8775PQAIRT 2.45Download
GENIEw4a16Qualcomm® Dragonwing™ IQ-9075QAIRT 2.45Download
GENIEX_LLAMACPPq4_0UniversalDownload
GENIEX_QAIRTw4a16Snapdragon® 8 Elite Gen 5 For Galaxy MobileQAIRT 2.45Download
GENIEX_QAIRTw4a16Snapdragon® 8 Elite For Galaxy MobileQAIRT 2.45Download
GENIEX_QAIRTw4a16Snapdragon® X2 EliteQAIRT 2.45Download
GENIEX_QAIRTw4a16Snapdragon® X EliteQAIRT 2.45Download
GENIEX_QAIRTw4a16Qualcomm® Dragonwing™ IQ-8275QAIRT 2.45Download
GENIEX_QAIRTw4a16Qualcomm® Dragonwing™ IQ-9075QAIRT 2.45Download

For more device-specific assets and performance metrics, visit [Qwen3-VL-4B-Instruct on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/qwen3_vl_4b_instruct).

Option 2: Export with Custom Configurations

Use the Qualcomm® AI Hub Models Python library to compile and export the model with your own:

  • —Custom weights (e.g., fine-tuned checkpoints)
  • —Custom input shapes
  • —Target device and runtime configurations

This option is ideal if you need to customize the model beyond the default configuration provided here.

See our repository for Qwen3-VL-4B-Instruct on GitHub for usage instructions.

Model Details

Model Type: Modelusecase.text_generation

Model Stats:

  • —Model architecture: Transformer with ViT Vision Encoder, Grouped Query Attention (GQA), and SwiGLU activation.
  • —Response Rate: Rate of response generation after the first response token.
  • —Supported languages: 100+ languages and dialects
  • —TTFT: Time To First Token is the time it takes to generate the first response token. This is expressed as a range because it varies based on the length of the prompt.

Performance Summary

ModelRuntimePrecisionChipsetContext LengthResponse Rate (tokens per second)Time To First Token (range, seconds)
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® 8 Elite Gen 5 For Galaxy Mobile51221.0606190.9764346666666667 - 3.9057386666666667
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® 8 Elite Gen 5 For Galaxy Mobile51220.9983020.5379623333333333 - 2.1518493333333333
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® 8 Elite Gen 5 For Galaxy Mobile51219.8851450.11516533333333333 - 0.4606613333333333
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® 8 Elite Gen 5 For Galaxy Mobile40965.961642.9840616774193545 - 95.48997367741934
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® 8 Elite Gen 5 For Galaxy Mobile409613.9941561.0128197741935483 - 32.410232774193545
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® 8 Elite Gen 5 For Galaxy Mobile409610.740460.14600483870967743 - 4.672154838709678
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® 8 Elite For Galaxy Mobile51221.013291.1112463333333333 - 4.444985333333333
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® 8 Elite For Galaxy Mobile51219.8266250.5111666666666667 - 2.0446666666666666
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® 8 Elite For Galaxy Mobile51217.1800410.12326733333333334 - 0.49306933333333336
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® 8 Elite For Galaxy Mobile40965.0617112.960835548387097 - 94.7467375483871
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® 8 Elite For Galaxy Mobile409612.5419841.1360922258064516 - 36.35495122580645
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® 8 Elite For Galaxy Mobile40967.9341720.19025909677419356 - 6.088291096774194
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® X2 Elite51231.892611.117335 - 4.46934
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® X2 Elite51227.4127150.976281 - 3.905124
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® X2 Elite51225.8963530.399075 - 1.5963
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® X2 Elite409618.48868818.655281 - 596.968992
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® X2 Elite409622.08811415.776444999999999 - 504.84623999999997
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® X2 Elite409614.6934864.205133 - 134.564256
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® X Elite51221.5964612.323608 - 9.294432
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® X Elite51220.3263752.2151439999999996 - 8.860575999999998
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® X Elite51212.6429681.004591 - 4.018364
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® X Elite40965.78814849.641781 - 1588.536992
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® X Elite409611.38552245.134884 - 1444.316288
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Snapdragon® X Elite40966.07822911.663933 - 373.245856
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ IQ-82755123.96865715.613197 - 62.452788
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ IQ-82755122.53088923.050572 - 92.202288
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ IQ-82755129.1037161.280274 - 5.121096
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ IQ-827540961.292033182.580826 - 5842.586432
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ IQ-827540961.932154284.515082 - 9104.482624
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ IQ-827540964.63505913.209513999999999 - 422.70444799999996
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ IQ-907551217.0843626.884202 - 27.536808
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ IQ-90755127.8988237.846550000000001 - 31.386200000000002
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ IQ-907551211.3592271.175309 - 4.701236
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ IQ-X718151221.5964612.323608 - 9.294432
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ IQ-X718151220.3263752.2151439999999996 - 8.860575999999998
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ IQ-X718151212.6429681.004591 - 4.018364
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ Q-875051221.013291.1112463333333333 - 4.444985333333333
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ Q-875051219.8266250.5111666666666667 - 2.0446666666666666
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ Q-875051217.1800410.12326733333333334 - 0.49306933333333336
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ IQ-907540969.02144488.038753 - 2817.240096
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ IQ-907540965.696099100.822643 - 3226.324576
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ IQ-907540965.25068712.489227000000001 - 399.65526400000005
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ IQ-X718140965.78814849.641781 - 1588.536992
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ IQ-X7181409611.38552245.134884 - 1444.316288
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ IQ-X718140966.07822911.663933 - 373.245856
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ Q-875040965.0617112.960835548387097 - 94.7467375483871
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ Q-8750409612.5419841.1360922258064516 - 36.35495122580645
Qwen3-VL-4B-InstructGENIEX_LLAMACPPq4_0Qualcomm® Dragonwing™ Q-875040967.9341720.19025909677419356 - 6.088291096774194
Qwen3-VL-4B-InstructGENIEX_QAIRTw4a16Snapdragon® 8 Elite Gen 5 For Galaxy Mobile51215.9987960.095944 - 0.383776
Qwen3-VL-4B-InstructGENIEX_QAIRTw4a16Snapdragon® 8 Elite Gen 5 For Galaxy Mobile102415.5606340.09915399999999999 - 0.7932319999999999
Qwen3-VL-4B-InstructGENIEX_QAIRTw4a16Snapdragon® 8 Elite Gen 5 For Galaxy Mobile204815.5056430.095107 - 1.521712
Qwen3-VL-4B-InstructGENIEX_QAIRTw4a16Snapdragon® 8 Elite Gen 5 For Galaxy Mobile409615.1325830.103378 - 3.308096
Qwen3-VL-4B-InstructGENIEX_QAIRTw4a16Snapdragon® 8 Elite For Galaxy Mobile51215.9374710.085935 - 0.34374
Qwen3-VL-4B-InstructGENIEX_QAIRTw4a16Snapdragon® 8 Elite For Galaxy Mobile102415.4603940.09641 - 0.77128
Qwen3-VL-4B-InstructGENIEX_QAIRTw4a16Snapdragon® 8 Elite For Galaxy Mobile204815.4674070.09730899999999999 - 1.5569439999999999
Qwen3-VL-4B-InstructGENIEX_QAIRTw4a16Snapdragon® 8 Elite For Galaxy Mobile409615.6544130.098193 - 3.142176
Qwen3-VL-4B-InstructGENIEX_QAIRTw4a16Snapdragon® X2 Elite409639.349480.049329 - 1.578528
Qwen3-VL-4B-InstructGENIEX_QAIRTw4a16Snapdragon® X Elite409620.8169450.099474 - 3.183168
Qwen3-VL-4B-InstructGENIEX_QAIRTw4a16Qualcomm® Dragonwing™ IQ-8275409616.0148920.102327 - 3.274464
Qwen3-VL-4B-InstructGENIEX_QAIRTw4a16Qualcomm® Dragonwing™ Q-875051215.9374710.085935 - 0.34374
Qwen3-VL-4B-InstructGENIEX_QAIRTw4a16Qualcomm® Dragonwing™ Q-8750102415.4603940.09641 - 0.77128
Qwen3-VL-4B-InstructGENIEX_QAIRTw4a16Qualcomm® Dragonwing™ Q-8750204815.4674070.09730899999999999 - 1.5569439999999999
Qwen3-VL-4B-InstructGENIEX_QAIRTw4a16Qualcomm® Dragonwing™ IQ-9075409618.0630430.09700700000000001 - 3.1042240000000003
Qwen3-VL-4B-InstructGENIEX_QAIRTw4a16Qualcomm® Dragonwing™ IQ-X7181409620.8169450.099474 - 3.183168
Qwen3-VL-4B-InstructGENIEX_QAIRTw4a16Qualcomm® Dragonwing™ Q-8750409615.6544130.098193 - 3.142176
Vision-EncoderGENIEw4a16Snapdragon® X Elite
Vision-EncoderGENIEw4a16Qualcomm® Dragonwing™ IQ-X7181
Vision-EncoderGENIEX_QAIRTw4a16Snapdragon® 8 Elite Gen 5 For Galaxy Mobile
Vision-EncoderGENIEX_QAIRTw4a16Snapdragon® 8 Elite For Galaxy Mobile
Vision-EncoderGENIEX_QAIRTw4a16Snapdragon® X Elite
Vision-EncoderGENIEX_QAIRTw4a16Qualcomm® Dragonwing™ IQ-X7181
Vision-EncoderGENIEX_QAIRTw4a16Qualcomm® Dragonwing™ Q-8750

License

  • —The license for the original implementation of Qwen3-VL-4B-Instruct can be found here.

References

Community

Usage and Limitations

This model may not be used for or in connection with any of the following applications:

  • —Accessing essential private and public services and benefits;
  • —Administration of justice and democratic processes;
  • —Assessing or recognizing the emotional state of a person;
  • —Biometric and biometrics-based systems, including categorization of persons based on sensitive characteristics;
  • —Education and vocational training;
  • —Employment and workers management;
  • —Exploitation of the vulnerabilities of persons resulting in harmful behavior;
  • —General purpose social scoring;
  • —Law enforcement;
  • —Management and operation of critical infrastructure;
  • —Migration, asylum and border control management;
  • —Predictive policing;
  • —Real-time remote biometric identification in public spaces;
  • —Recommender systems of social media platforms;
  • —Scraping of facial images (from the internet or otherwise); and/or
  • —Subliminal manipulation