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The tests here are adapted from [`transformers` tests](https://github.com/huggingface/transformers/blob/3a8eb74668e9c2cc563b2f5c62fac174797063e0/tests/quantization/torchao_integration/).
The benchmarks were run on a single H100. Below is `nvidia-smi`:
```bash
+---------------------------------------------------------------------------------------+
| NVIDIA-SMI 535.104.12 Driver Version: 535.104.12 CUDA Version: 12.2 |
|-----------------------------------------+----------------------+----------------------+
| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. |
| | | MIG M. |
|=========================================+======================+======================|
| 0 NVIDIA H100 80GB HBM3 On | 00000000:53:00.0 Off | 0 |
| N/A 34C P0 69W / 700W | 2MiB / 81559MiB | 0% Default |
| | | Disabled |
+-----------------------------------------+----------------------+----------------------+
+---------------------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=======================================================================================|
| No running processes found |
+---------------------------------------------------------------------------------------+
```
The benchmark results for Flux and CogVideoX can be found in [this](https://github.com/huggingface/diffusers/pull/10009) PR.
The tests, and the expected slices, were obtained from the `aws-g6e-xlarge-plus` GPU test runners. To run the slow tests, use the following command or an equivalent:
```bash
HF_HUB_ENABLE_HF_TRANSFER=1 RUN_SLOW=1 pytest -s tests/quantization/torchao/test_torchao.py::SlowTorchAoTests
```
`diffusers-cli`:
```bash
- 🤗 Diffusers version: 0.32.0.dev0
- Platform: Linux-5.15.0-1049-aws-x86_64-with-glibc2.31
- Running on Google Colab?: No
- Python version: 3.10.14
- PyTorch version (GPU?): 2.6.0.dev20241112+cu121 (False)
- Flax version (CPU?/GPU?/TPU?): not installed (NA)
- Jax version: not installed
- JaxLib version: not installed
- Huggingface_hub version: 0.26.2
- Transformers version: 4.46.3
- Accelerate version: 1.1.1
- PEFT version: not installed
- Bitsandbytes version: not installed
- Safetensors version: 0.4.5
- xFormers version: not installed
```
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