Side by side
Apache TVM vs Paperspace Gradient
Both stand on deep learning software. Which one you can start free with, which one lets you read the code, and what each costs once you pay.
Free plan Open source AndroidAPIiPhone+5
TVM offers broad model, backend, and runtime support with Python-based optimization. Treat its RPC server as a high-trust interface because API users can write files and execute code remotely.
Visit Apache TVM Free plan Open source APIExtensionLinux+4
Gradient combines browser-based notebook work with model deployment and on-demand compute. Check the limits of the selected free plan and account for paid instance utilization costs.
Visit Paperspace GradientThe facts
| Apache TVM | Paperspace Gradient | |
|---|---|---|
| Free plan | Yes | Yes |
| Open source | Yes | Yes |
| Runs on | Android, API, iPhone, Linux, Mac, Self-hosted, Web, Windows | API, Extension, Linux, Mac, Self-hosted, Web, Windows |
| Lowest paid plan | Free or on request | Pro: $8 a month |
| Plans published | 1 | 14 |
| Maker | Not published | Not published |
| Website | tvm.apache.org | paperspace.com |
| On deep learning software | #1 of 35 | #2 of 35 |
Apache TVM: what it does well
- Imports PyTorch, ONNX, and TensorFlow Lite models
- Customizes optimization in Python without recompiling TVM
- Supports CPU, GPU, and multiple deployment backends
- Lightweight runtime covers mobile devices and browsers
- Free open-source software under Apache License 2.0
What to know first
- RPC assumes trusted users and networks
- RPC API users can write arbitrary files and execute code remotely
Paperspace Gradient: what it does well
- Browser-based IDE launches GPU-enabled Jupyter notebooks.
- Projects can be shared with collaborators.
- Deployments serve models as API endpoints.
- Offers on-demand GPU and IPU instances.
- Free plans are available.
What to know first
- Paid instance utilization can add costs beyond plan fees.
- Free plans have storage and notebook or instance limits.
- Native app lists Linux as beta.
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