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Update numbers for Habana Gaudi in documentation (huggingface#2734)
Update numbers for Habana Gaudi in doc
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docs/source/en/optimization/habana.mdx

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@@ -16,8 +16,8 @@ specific language governing permissions and limitations under the License.
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## Requirements
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- Optimum Habana 1.3 or later, [here](https://huggingface.co/docs/optimum/habana/installation) is how to install it.
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- SynapseAI 1.7.
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- Optimum Habana 1.4 or later, [here](https://huggingface.co/docs/optimum/habana/installation) is how to install it.
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- SynapseAI 1.8.
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## Inference Pipeline
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## Benchmark
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Here are the latencies for Habana Gaudi 1 and Gaudi 2 with the [Habana/stable-diffusion](https://huggingface.co/Habana/stable-diffusion) Gaudi configuration (mixed precision bf16/fp32):
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Here are the latencies for Habana first-generation Gaudi and Gaudi2 with the [Habana/stable-diffusion](https://huggingface.co/Habana/stable-diffusion) Gaudi configuration (mixed precision bf16/fp32):
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| | Latency | Batch size |
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| ------- |:-------:|:----------:|
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| Gaudi 1 | 4.37s | 4/8 |
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| Gaudi 2 | 1.19s | 4/8 |
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| | Latency (batch size = 1) | Throughput (batch size = 8) |
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| ---------------------- |:------------------------:|:---------------------------:|
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| first-generation Gaudi | 4.29s | 0.283 images/s |
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| Gaudi2 | 1.54s | 0.904 images/s |

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