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update 2.1.10 performance numbers (#2652)
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Performance | ||
=========== | ||
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## Overview | ||
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This page shows performance boost with Intel® Extension for PyTorch\* on several popular topologies. | ||
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## Performance Data for Intel® AI Data Center Products | ||
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Find the latest performance data for Intel® Data Center Max 1550 GPU, including detailed hardware and software configurations. | ||
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## LLM Performance | ||
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We benchmarked GPT-J 6B, LLaMA2 7B, 13B, OPT 6.7B, Bloom-7B with test input token length set to 1024. The datatype is FP16 for all the models. | ||
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![Single Tile](../images/performancev2.1.10/single_tile.png) | ||
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![Single Card](../images/performancev2.1.10/single_card.png) | ||
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![Two Card](../images/performancev2.1.10/two_card.png) | ||
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![Four Card](../images/performancev2.1.10/four_card.png) | ||
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### Configuration | ||
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#### Software Version | ||
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| Software | Version | | ||
| :-: | :-: | | ||
| PyTorch | [v2.1](https://pytorch.org/get-started/locally/) | | ||
| Intel® Extension for PyTorch\* | [v2.1.10+xpu](https://github.com/intel/intel-extension-for-pytorch/releases) | | ||
| Intel® oneAPI Base Toolkit | [2024.0](https://www.intel.com/content/www/us/en/developer/tools/oneapi/base-toolkit-download.html) | | ||
| Torch-CCL | [2.1.100](https://github.com/intel/torch-ccl/tree/ccl_torch2.1.100%2Bxpu) | | ||
| GPU Driver | [736.25](https://dgpu-docs.intel.com/releases/stable_736_25_20231031.html) | | ||
| Transformers | [v4.31.0](https://github.com/huggingface/transformers/tree/v4.31.0) | | ||
| DeepSpeed | [commit 4fc181b0](https://github.com/microsoft/DeepSpeed/tree/4fc181b0) | | ||
| Intel® Extension for DeepSpeed\* | [commit ec33277](https://github.com/intel/intel-extension-for-deepspeed/tree/ec33277) | | ||
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#### Hardware Configuration | ||
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CPU Configuration: | ||
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| CPU | Intel(R) Xeon(R) Platinum 8480+ CPU | | ||
| :-: | :-: | | ||
| Number of nodes | 1 | | ||
| Number of sockets | 2 | | ||
| Cores/Socket | 56 | | ||
| Threads/Core | 2 | | ||
| uCode | 0x2b0004b1 | | ||
| Hyper-Threading | ON | | ||
| TurboBoost | ON | | ||
| BIOS version | SE5C7411.86B.9525.D25.2304190630 | | ||
| Number of DDR Memory slots | 16 | | ||
| Capacity of DDR memory per slot | 64GB | | ||
| DDR frequency | 4800 | | ||
| Total Memory/Node (DDR+DCPMM) | 1024GB | | ||
| Host OS | Ubuntu 22.04.3 LTS | | ||
| Host Kernel | 5.17.0-1020-oem | | ||
| [Spectre-Meltdown Mitigation](https://github.com/speed47/spectre-meltdown-checker) | Mitigated | | ||
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Single tile of 4X PVC OAM Configuration: | ||
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| GPU | Intel(R) Data Center Max 1550 GPU | | ||
| :-: | :-: | | ||
| IFWI | PVC.PS.B4.P.Si.2023.WW42.3\_25MHzi\_Quad\_DAMeni\_OAM600W\_IFRv2332i\_PSCnull\_IFWI.bin | | ||
| ECC | ON | | ||
| AMC SW | AMC FW 6.2 | | ||
| Precision | FP16 | | ||
|
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