
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
- For questions or feedback, chat with our engineers in Qualcomm® AI Hub Workbench.
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