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v.14 comes with improved accuracy (especially tiny variant) and runtime optimizations. Former-commit-id: 8370323
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![Description](resources/images/description.png) | ||
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# Porcupine [![Tweet](https://img.shields.io/twitter/url/http/shields.io.svg?style=social)](https://twitter.com/intent/tweet?text=On-device%20wake%20word%20detection%20engine%20powered%20by%20deep%20learning&url=https://github.com/Picovoice/Porcupine&hashtags=deeplearning,voice,AI,privacy) | ||
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[![Build Status](https://travis-ci.org/Picovoice/Porcupine.svg?branch=master)](https://travis-ci.org/Picovoice/Porcupine) | ||
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@@ -12,7 +10,7 @@ build always-listening voice-enabled applications/platforms. Porcupine is | |
* self-service. Developers are empowered to **choose any wake word** and build its model **within seconds**. | ||
* using **deep neural networks** trained in **real-world situations** (i.e. noise and reverberation). | ||
* compact and computationally-efficient making it suitable for **IoT** applications. | ||
* **cross platform**. It is implemented in pure ANSI C. Currently **Raspberry Pi**, **Android**, **iOS**, **watchOS**, **Linux**, | ||
* **cross platform**. It is implemented in pure fixed-point ANSI C. Currently **Raspberry Pi**, **Android**, **iOS**, **watchOS**, **Linux**, | ||
**Mac**, and **Windows** are supported. | ||
* **scalable**. It can detect tens of wake-words concurrently with virtually no added CPU/memory footprint. | ||
* **open-source**. Anything you find in this repository is Apache 2.0 licensed. | ||
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@@ -22,6 +20,7 @@ build always-listening voice-enabled applications/platforms. Porcupine is | |
* [Try It Out](#try-it-out) | ||
* [Getting Started](#getting-started) | ||
* [Performance](#performance) | ||
* [Model Variants](#model-variants) | ||
* [Structure of Repository](#structure-of-repository) | ||
* [Running Demo Applications](#running-demo-applications) | ||
* [Python Demo Application](#python-demo-application) | ||
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@@ -51,13 +50,22 @@ The demo application allows you to test Porcupine on a variety of wake words in | |
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## Performance | ||
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A scientific comparison between accuracy of Porcupine and two other widely-used libraries, PocketSphinx and Snowboy, is provided | ||
[here](https://github.com/Picovoice/wakeword-benchmark). Below is miss rate measurements for different engines given a fixed | ||
false alarm rate in noisy conditions. It can be seen that Porcupine achieves much lower miss rate for any given false alarm rate. | ||
A comparison between accuracy and runtime metrics of Porcupine and two other widely-used libraries, PocketSphinx and Snowboy, is provided | ||
[here](https://github.com/Picovoice/wakeword-benchmark). Compared to best performing engine, Porcupine's standard model is | ||
2.53 times more accurate, 2.6 times faster (on Raspberry Pi 3), and consumes 45% less memory. | ||
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## Model Variants | ||
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Porcupine comes in two different variations: **standard** and **tiny**. The tiny model is specifically designed for | ||
deeply-embedded applications. Its accuracy is slightly lower than the standard model but it consumes considerably less | ||
resources. Below is a comparison of runtime measurements for different variants of Porcupine on Raspberry Pi3 | ||
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![Accuracy](https://raw.githubusercontent.com/Picovoice/wakeword-benchmark/master/doc/img/benchmark_noisy_bar.png?raw=true ) | ||
| Model Variant | CPU Usage | Memory Usage | | ||
:---: | :---: | :---: | ||
Standard | 7.39% | 1380 KB | | ||
Tiny | 3.42% | 240 KB | | ||
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Porcupine is lightweight. It uses less than 1.4 MB of RAM. On a Raspberry Pi 3, it uses less than 7% of one of the CPU cores. The [tiny model](/lib/common/porcupine_tiny_params.pv) uses 2% of one of the CPU cores and less than 200 KB of RAM. | ||
For accuracy comparison of different variants refer to [benchmark repository](https://github.com/Picovoice/wakeword-benchmark). | ||
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## Structure of Repository | ||
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@@ -366,10 +374,16 @@ If you like to contribute to Porcupine, please read through [CONTRIBUTING.md](CO | |
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## Releases | ||
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### v1.4.0 July 20, 2018 | ||
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* Improved accuracy across all models (specifically tiny variant) | ||
* Runtime optimizations | ||
* Updated documentation | ||
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### v1.3.0 June 19, 2018 | ||
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* Added tiny model for deeply embedded platforms. | ||
* Improved model's accuracy. | ||
* Added tiny model (200 KB) for deeply embedded platforms. | ||
* Improved accuracy. | ||
* Runtime optimization and bug fixes. | ||
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### v1.2.0 April 21, 2018 | ||
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@@ -389,5 +403,7 @@ Initial release. | |
## License | ||
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Anything you find in this repository is licensed under Apache 2.0. This allows running the library on all supported platforms. Furthermore, | ||
custom wake-words can be generated for Linux, Mac, and Windows. Custom wake-words for other platforms are provided with | ||
the purchase of commercial license. In order to purchase a commercial license contact [email protected]. | ||
custom wake-words can be generated for Linux, Mac, and Windows. | ||
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Custom wake-words for other platforms are provided with the purchase of commercial license. In order to purchase a | ||
commercial license send an email to [email protected] with a brief description of your use case. |
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