Pi0.5

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Model card

Pi0.5: Optimized for Qualcomm Devices

Pi0.5 is a vision-language-action model that co-trains on diverse data sources (robot demos, web data, semantic subtasks) to enable open-world generalization for long-horizon robotic manipulation.

This is based on the implementation of Pi0.5 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.

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.

Runtime Precision Chipset SDK Versions Download
PRECOMPILED_QNN_ONNX mixed Snapdragon® X2 Elite QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX mixed Snapdragon® X Elite QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX mixed Snapdragon® 8 Gen 3 Mobile QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ IQ-8275 QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ QCS8550 (Proxy) QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ IQ-9075 QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX mixed Snapdragon® 8 Elite Mobile QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX mixed Snapdragon® 8 Elite Gen 5 Mobile QAIRT 2.45, ONNX Runtime 1.27.1 Download
QNN_CONTEXT_BINARY mixed Snapdragon® X2 Elite QAIRT 2.45 Download
QNN_CONTEXT_BINARY mixed Snapdragon® X Elite QAIRT 2.45 Download
QNN_CONTEXT_BINARY mixed Snapdragon® 8 Gen 3 Mobile QAIRT 2.45 Download
QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ IQ-8275 QAIRT 2.45 Download
QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ QCS8550 (Proxy) QAIRT 2.45 Download
QNN_CONTEXT_BINARY mixed Qualcomm® SA8775P QAIRT 2.45 Download
QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ IQ-9075 QAIRT 2.45 Download
QNN_CONTEXT_BINARY mixed Qualcomm® SA7255P QAIRT 2.45 Download
QNN_CONTEXT_BINARY mixed Snapdragon® 8 Elite Mobile QAIRT 2.45 Download
QNN_CONTEXT_BINARY mixed Snapdragon® 8 Elite Gen 5 Mobile QAIRT 2.45 Download

For more device-specific assets and performance metrics, visit Pi0.5 on Qualcomm® AI Hub.

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 Pi0.5 on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.robotics

Model Stats:

  • Action chunk size: 50
  • Number of cameras: 3
  • Quantization: Mixed (w4a16 backbone, w8a16 vision encoder and action expert)
  • Vision resolution: 224x224

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
action_expert PRECOMPILED_QNN_ONNX mixed Snapdragon® X2 Elite 14.023 ms 35 - 35 MB NPU
action_expert PRECOMPILED_QNN_ONNX mixed Snapdragon® X Elite 28.798 ms 387 - 387 MB NPU
action_expert PRECOMPILED_QNN_ONNX mixed Snapdragon® 8 Gen 3 Mobile 22.063 ms 35 - 47 MB NPU
action_expert PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ IQ-8275 29.126 ms 34 - 72 MB NPU
action_expert PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ QCS8550 (Proxy) 29.48 ms 35 - 37 MB NPU
action_expert PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ IQ-9075 30.726 ms 34 - 71 MB NPU
action_expert PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ IQ-X7181 28.798 ms 387 - 387 MB NPU
action_expert PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ Q-8750 16.87 ms 15 - 27 MB NPU
action_expert PRECOMPILED_QNN_ONNX mixed Snapdragon® 8 Elite Mobile 16.87 ms 15 - 27 MB NPU
action_expert PRECOMPILED_QNN_ONNX mixed Snapdragon® 8 Elite Gen 5 Mobile 14.16 ms 30 - 41 MB NPU
action_expert QNN_CONTEXT_BINARY mixed Snapdragon® X2 Elite 14.388 ms 34 - 34 MB NPU
action_expert QNN_CONTEXT_BINARY mixed Snapdragon® X Elite 28.572 ms 34 - 34 MB NPU
action_expert QNN_CONTEXT_BINARY mixed Snapdragon® 8 Gen 3 Mobile 21.779 ms 35 - 42 MB NPU
action_expert QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ IQ-8275 29.232 ms 34 - 71 MB NPU
action_expert QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ QCS8550 (Proxy) 29.507 ms 35 - 36 MB NPU
action_expert QNN_CONTEXT_BINARY mixed Qualcomm® SA8775P 29.703 ms 11 - 21 MB NPU
action_expert QNN_CONTEXT_BINARY mixed Qualcomm® SA8650P 29.703 ms 11 - 21 MB NPU
action_expert QNN_CONTEXT_BINARY mixed Qualcomm® SA8255P 29.703 ms 11 - 21 MB NPU
action_expert QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ IQ-9075 30.415 ms 34 - 70 MB NPU
action_expert QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ IQ-X7181 28.572 ms 34 - 34 MB NPU
action_expert QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ Q-8750 17.097 ms 15 - 28 MB NPU
action_expert QNN_CONTEXT_BINARY mixed Qualcomm® SA7255P 53.916 ms 10 - 19 MB NPU
action_expert QNN_CONTEXT_BINARY mixed Snapdragon® 8 Elite Mobile 17.097 ms 15 - 28 MB NPU
action_expert QNN_CONTEXT_BINARY mixed Snapdragon® 8 Elite Gen 5 Mobile 14.137 ms 28 - 37 MB NPU
backbone PRECOMPILED_QNN_ONNX mixed Snapdragon® X2 Elite 254.053 ms 132 - 132 MB NPU
backbone PRECOMPILED_QNN_ONNX mixed Snapdragon® X Elite 446.536 ms 924 - 924 MB NPU
backbone PRECOMPILED_QNN_ONNX mixed Snapdragon® 8 Gen 3 Mobile 338.189 ms 85 - 95 MB NPU
backbone PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ IQ-8275 428.394 ms 12 - 28 MB NPU
backbone PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ QCS8550 (Proxy) 459.794 ms 0 - 1013 MB NPU
backbone PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ IQ-9075 398.22 ms 12 - 27 MB NPU
backbone PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ IQ-X7181 446.536 ms 924 - 924 MB NPU
backbone PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ Q-8750 293.922 ms 74 - 85 MB NPU
backbone PRECOMPILED_QNN_ONNX mixed Snapdragon® 8 Elite Mobile 293.922 ms 74 - 85 MB NPU
backbone PRECOMPILED_QNN_ONNX mixed Snapdragon® 8 Elite Gen 5 Mobile 265.33 ms 74 - 85 MB NPU
backbone QNN_CONTEXT_BINARY mixed Snapdragon® X2 Elite 251.058 ms 12 - 12 MB NPU
backbone QNN_CONTEXT_BINARY mixed Snapdragon® X Elite 448.173 ms 12 - 12 MB NPU
backbone QNN_CONTEXT_BINARY mixed Snapdragon® 8 Gen 3 Mobile 328.943 ms 3 - 11 MB NPU
backbone QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ IQ-8275 428.763 ms 12 - 61 MB NPU
backbone QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ QCS8550 (Proxy) 457.398 ms 12 - 42 MB NPU
backbone QNN_CONTEXT_BINARY mixed Qualcomm® SA8775P 404.558 ms 1 - 9 MB NPU
backbone QNN_CONTEXT_BINARY mixed Qualcomm® SA8650P 404.558 ms 1 - 9 MB NPU
backbone QNN_CONTEXT_BINARY mixed Qualcomm® SA8255P 404.558 ms 1 - 9 MB NPU
backbone QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ IQ-9075 397.608 ms 12 - 60 MB NPU
backbone QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ IQ-X7181 448.173 ms 12 - 12 MB NPU
backbone QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ Q-8750 284.541 ms 1 - 14 MB NPU
backbone QNN_CONTEXT_BINARY mixed Qualcomm® SA7255P 1091.433 ms 3 - 12 MB NPU
backbone QNN_CONTEXT_BINARY mixed Snapdragon® 8 Elite Mobile 284.541 ms 1 - 14 MB NPU
backbone QNN_CONTEXT_BINARY mixed Snapdragon® 8 Elite Gen 5 Mobile 266.075 ms 4 - 13 MB NPU
token_emb PRECOMPILED_QNN_ONNX mixed Snapdragon® X2 Elite 2.125 ms 39 - 39 MB NPU
token_emb PRECOMPILED_QNN_ONNX mixed Snapdragon® X Elite 3.427 ms 1002 - 1002 MB NPU
token_emb PRECOMPILED_QNN_ONNX mixed Snapdragon® 8 Gen 3 Mobile 2.828 ms 1 - 11 MB NPU
token_emb PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ IQ-8275 4.415 ms 6 - 15 MB NPU
token_emb PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.69 ms 33 - 35 MB NPU
token_emb PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ IQ-9075 4.317 ms 6 - 14 MB NPU
token_emb PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ IQ-X7181 3.427 ms 1002 - 1002 MB NPU
token_emb PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ Q-8750 2.919 ms 1 - 13 MB NPU
token_emb PRECOMPILED_QNN_ONNX mixed Snapdragon® 8 Elite Mobile 2.919 ms 1 - 13 MB NPU
token_emb PRECOMPILED_QNN_ONNX mixed Snapdragon® 8 Elite Gen 5 Mobile 2.198 ms 1 - 13 MB NPU
token_emb QNN_CONTEXT_BINARY mixed Snapdragon® X2 Elite 2.258 ms 6 - 6 MB NPU
token_emb QNN_CONTEXT_BINARY mixed Snapdragon® X Elite 3.472 ms 6 - 6 MB NPU
token_emb QNN_CONTEXT_BINARY mixed Snapdragon® 8 Gen 3 Mobile 2.753 ms 0 - 7 MB NPU
token_emb QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ IQ-8275 4.33 ms 6 - 27 MB NPU
token_emb QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.512 ms 2 - 17 MB NPU
token_emb QNN_CONTEXT_BINARY mixed Qualcomm® SA8775P 4.392 ms 0 - 10 MB NPU
token_emb QNN_CONTEXT_BINARY mixed Qualcomm® SA8650P 4.392 ms 0 - 10 MB NPU
token_emb QNN_CONTEXT_BINARY mixed Qualcomm® SA8255P 4.392 ms 0 - 10 MB NPU
token_emb QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ IQ-9075 4.26 ms 6 - 26 MB NPU
token_emb QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ IQ-X7181 3.472 ms 6 - 6 MB NPU
token_emb QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ Q-8750 2.757 ms 4 - 17 MB NPU
token_emb QNN_CONTEXT_BINARY mixed Qualcomm® SA7255P 6.254 ms 0 - 9 MB NPU
token_emb QNN_CONTEXT_BINARY mixed Snapdragon® 8 Elite Mobile 2.757 ms 4 - 17 MB NPU
token_emb QNN_CONTEXT_BINARY mixed Snapdragon® 8 Elite Gen 5 Mobile 2.194 ms 2 - 11 MB NPU
vision_encoder PRECOMPILED_QNN_ONNX mixed Snapdragon® X2 Elite 16.827 ms 5 - 5 MB NPU
vision_encoder PRECOMPILED_QNN_ONNX mixed Snapdragon® X Elite 43.072 ms 516 - 516 MB NPU
vision_encoder PRECOMPILED_QNN_ONNX mixed Snapdragon® 8 Gen 3 Mobile 27.84 ms 5 - 17 MB NPU
vision_encoder PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ IQ-8275 36.158 ms 4 - 8 MB NPU
vision_encoder PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ QCS8550 (Proxy) 41.735 ms 0 - 641 MB NPU
vision_encoder PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ IQ-9075 40.479 ms 4 - 7 MB NPU
vision_encoder PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ IQ-X7181 43.072 ms 516 - 516 MB NPU
vision_encoder PRECOMPILED_QNN_ONNX mixed Qualcomm® Dragonwing™ Q-8750 21.378 ms 5 - 17 MB NPU
vision_encoder PRECOMPILED_QNN_ONNX mixed Snapdragon® 8 Elite Mobile 21.378 ms 5 - 17 MB NPU
vision_encoder PRECOMPILED_QNN_ONNX mixed Snapdragon® 8 Elite Gen 5 Mobile 16.666 ms 5 - 17 MB NPU
vision_encoder QNN_CONTEXT_BINARY mixed Snapdragon® X2 Elite 17.205 ms 1 - 1 MB NPU
vision_encoder QNN_CONTEXT_BINARY mixed Snapdragon® X Elite 43.291 ms 1 - 1 MB NPU
vision_encoder QNN_CONTEXT_BINARY mixed Snapdragon® 8 Gen 3 Mobile 27.6 ms 1 - 8 MB NPU
vision_encoder QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ IQ-8275 36.708 ms 1 - 6 MB NPU
vision_encoder QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ QCS8550 (Proxy) 41.652 ms 1 - 3 MB NPU
vision_encoder QNN_CONTEXT_BINARY mixed Qualcomm® SA8775P 39.96 ms 1 - 11 MB NPU
vision_encoder QNN_CONTEXT_BINARY mixed Qualcomm® SA8650P 39.96 ms 1 - 11 MB NPU
vision_encoder QNN_CONTEXT_BINARY mixed Qualcomm® SA8255P 39.96 ms 1 - 11 MB NPU
vision_encoder QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ IQ-9075 40.431 ms 3 - 7 MB NPU
vision_encoder QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ IQ-X7181 43.291 ms 1 - 1 MB NPU
vision_encoder QNN_CONTEXT_BINARY mixed Qualcomm® Dragonwing™ Q-8750 21.324 ms 1 - 13 MB NPU
vision_encoder QNN_CONTEXT_BINARY mixed Qualcomm® SA7255P 84.474 ms 1 - 10 MB NPU
vision_encoder QNN_CONTEXT_BINARY mixed Snapdragon® 8 Elite Mobile 21.324 ms 1 - 13 MB NPU
vision_encoder QNN_CONTEXT_BINARY mixed Snapdragon® 8 Elite Gen 5 Mobile 16.494 ms 1 - 9 MB NPU

License

  • The license for the original implementation of Pi0.5 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