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Model-References content for 1.12.1
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Diff for: ‎MLPERF3.0/Habana/benchmarks/README.md

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@@ -633,8 +633,8 @@ See the examples below, where TTT is given in minutes.
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| Validated on | SynapseAI Version | Framework Version(s) | Mode |
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| :----------: | :---------------: | :------------------: | :------: |
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| Gaudi2 | 1.12.0 | TensorFlow 2.13.0 | Training |
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| Gaudi2 | 1.12.0 | PyTorch 2.0.1 | Training |
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| Gaudi2 | 1.12.1 | TensorFlow 2.13.0 | Training |
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| Gaudi2 | 1.12.1 | PyTorch 2.0.1 | Training |
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## Changelog
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### 1.12.0

Diff for: ‎PyTorch/computer_vision/classification/dino/README.md

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@@ -188,7 +188,7 @@ $PYTHON video_generation.py --help
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## Supported Configurations
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| Validated on | SynapseAI Version | PyTorch Version | Mode |
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|--------|-------------------|-----------------|----------------|
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| Gaudi | 1.12.0 | 2.0.1 | Training |
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| Gaudi | 1.12.1 | 2.0.1 | Training |
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193193
## Changelog
194194
### 1.5.0

Diff for: ‎PyTorch/computer_vision/classification/lightning/resnet/README.md

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@@ -65,7 +65,7 @@ https://github.com/soumith/imagenet-multiGPU.torch
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| Validated on | SynapseAI Version | PyTorch Lightning Version | Lightning Habana Version | Mode |
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|-----|-----|-----|-----|-----|
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| Gaudi | 1.12.0 | 2.0.6 | 1.0.1 | Training |
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| Gaudi | 1.12.1 | 2.0.6 | 1.0.1 | Training |
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## Changelog
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### 1.7.0

Diff for: ‎PyTorch/computer_vision/classification/torchvision/README.md

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@@ -408,23 +408,23 @@ If HPU graphs are disabled, there could be noticeable host time spent in interpr
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| Validated on | SynapseAI Version | PyTorch Version | Mode |
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|-----|-----|-----|---------|
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| Gaudi | 1.12.0 | 2.0.1 | Training |
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| Gaudi2 | 1.12.0 | 2.0.1 | Training |
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| Gaudi2 | 1.12.0 | 2.0.1 | Inference |
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| Gaudi | 1.12.1 | 2.0.1 | Training |
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| Gaudi2 | 1.12.1 | 2.0.1 | Training |
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| Gaudi2 | 1.12.1 | 2.0.1 | Inference |
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**ResNeXt101**
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| Validated on | SynapseAI Version | PyTorch Version | Mode |
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|-----|-----|-----|---------|
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| Gaudi | 1.10.0 | 2.0.1 | Training |
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| Gaudi2 | 1.12.0 | 2.0.1 | Training |
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| Gaudi2 | 1.12.0 | 2.0.1 | Inference |
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| Gaudi2 | 1.12.1 | 2.0.1 | Training |
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| Gaudi2 | 1.12.1 | 2.0.1 | Inference |
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**MobileNetV2, ResNet152 and GoogLeNet**
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| Validated on | SynapseAI Version | PyTorch Version | Mode |
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|-----|-----|-----|--------|
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| Gaudi | 1.12.0 | 2.0.1 | Training |
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| Gaudi | 1.12.1 | 2.0.1 | Training |
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## Changelog
430430
### 1.12.0

Diff for: ‎PyTorch/computer_vision/detection/mlcommons/SSD/ssd/README.md

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@@ -353,8 +353,8 @@ All the images in COCO 2017 val data set.
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| Validated on | SynapseAI Version | PyTorch Version | Mode |
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|--------|-------------------|-----------------|----------------|
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| Gaudi | 1.12.0 | 2.0.1 | Training |
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| Gaudi2 | 1.12.0 | 2.0.1 | Training |
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| Gaudi | 1.12.1 | 2.0.1 | Training |
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| Gaudi2 | 1.12.1 | 2.0.1 | Training |
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359359
## Changelog
360360
### 1.12.0

Diff for: ‎PyTorch/computer_vision/detection/yolox/README.md

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@@ -141,7 +141,7 @@ Alternatively, you can pass the COCO dataset location to the `--data_dir` argume
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# Supported Configurations
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| Device | SynapseAI Version | PyTorch Version |
143143
|--------|-------------------|-----------------|
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| Gaudi | 1.12.0 | 2.0.1 |
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| Gaudi | 1.12.1 | 2.0.1 |
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## Changelog
147147
### 1.12.0

Diff for: ‎PyTorch/computer_vision/segmentation/Unet/README.md

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@@ -347,17 +347,17 @@ $PYTHON -u main.py --help
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| Validated on | SynapseAI Version | PyTorch Lightning Version | Mode |
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|-----|-----|-----|-----|--------|
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| Gaudi | 1.12.0 | 2.0.6 | Training |
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| Gaudi2 | 1.12.0 | 2.0.6 | Training |
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| Gaudi | 1.12.0 | 2.0.6 | Inference |
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| Gaudi2 | 1.12.0 | 2.0.6 | Inference |
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| Gaudi | 1.12.1 | 2.0.6 | Training |
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| Gaudi2 | 1.12.1 | 2.0.6 | Training |
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| Gaudi | 1.12.1 | 2.0.6 | Inference |
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| Gaudi2 | 1.12.1 | 2.0.6 | Inference |
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**UNet2D and UNet3D 8x cards**
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| Validated on | SynapseAI Version | PyTorch Lightning Version | Mode |
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|-----|-----|-----|--------|
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| Gaudi | 1.12.0 | 2.0.6 | Training |
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| Gaudi2 | 1.12.0 | 2.0.6 | Training |
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| Gaudi | 1.12.1 | 2.0.6 | Training |
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| Gaudi2 | 1.12.1 | 2.0.6 | Training |
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## Changelog

Diff for: ‎PyTorch/examples/gpu_migration/computer_vision/classification/torchvision/README.md

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@@ -69,8 +69,8 @@ torchrun --nproc_per_node 8 train.py --batch-size=256 --model=resnet50 --device=
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## Supported Configurations
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| Device | SynapseAI Version | PyTorch Version | Mode |
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|---------|-------------------|-----------------|-------|
72-
| Gaudi | 1.12.0 | 2.0.1 | Training |
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| Gaudi2 | 1.12.0 | 2.0.1 | Training |
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| Gaudi | 1.12.1 | 2.0.1 | Training |
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| Gaudi2 | 1.12.1 | 2.0.1 | Training |
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## Known Issues
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* The accuracy on Gaudi2 is slightly lower due to the use of a different data loader.

Diff for: ‎PyTorch/examples/gpu_migration/generative_models/stable-diffusion/README.md

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@@ -133,8 +133,8 @@ For further details on running inference with HPU Graphs, refer to [Run Inferenc
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## Supported Configuration
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| Device | SynapseAI Version | PyTorch Version | Mode |
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|---------|-------------------|-----------------|-----------|
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| Gaudi | 1.12.0 | 2.0.1 | Inference |
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| Gaudi2 | 1.12.0 | 2.0.1 | Inference |
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| Gaudi | 1.12.1 | 2.0.1 | Inference |
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| Gaudi2 | 1.12.1 | 2.0.1 | Inference |
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139139
## Known Issues
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* Initial random noise generation has been moved to CPU.

Diff for: ‎PyTorch/examples/gpu_migration/nlp/DeepSpeedExamples/Megatron-DeepSpeed/README.md

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@@ -113,4 +113,4 @@ You can review GPU Migration Toolkit logs under `gpu_migration_logs/gpu_migratio
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## Supported Configuration
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| Device | SynapseAI Version | PyTorch Version | Mode |
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|---------|-------------------|-----------------|-----------|
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| Gaudi2 | 1.12.0 | 2.0.1 | Training |
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| Gaudi2 | 1.12.1 | 2.0.1 | Training |

Diff for: ‎PyTorch/examples/gpu_migration/nlp/bert/README.md

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@@ -281,8 +281,8 @@ torchrun \
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| Device | SynapseAI Version | PyTorch Version | Mode |
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|-----|-----|-----|------|
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| Gaudi | 1.12.0 | 2.0.1 | Training |
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| Gaudi2 | 1.12.0 | 2.0.1 | Training |
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| Gaudi | 1.12.1 | 2.0.1 | Training |
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| Gaudi2 | 1.12.1 | 2.0.1 | Training |
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## Changelog
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Diff for: ‎PyTorch/examples/gpu_migration/simple_examples/mnist/README.md

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@@ -44,8 +44,8 @@ $PYTHON main.py
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## Supported Configurations
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| Device | SynapseAI Version | PyTorch Version | Mode |
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|---------|-------------------|-----------------|------|
47-
| Gaudi | 1.12.0 | 2.0.1 | Training |
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| Gaudi2 | 1.12.0 | 2.0.1 | Training |
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| Gaudi | 1.12.1 | 2.0.1 | Training |
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| Gaudi2 | 1.12.1 | 2.0.1 | Training |
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## Script Modifications
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The following lists the significant changes made to the original script.

Diff for: ‎PyTorch/generative_models/README.md

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@@ -13,7 +13,7 @@ Since Stable-diffusion-v-2-1 is newer version, it is recommended to consider it
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### Supported Configuration
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| Project | SynapseAI Version | Mode |
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|:---------|-------------------|-------|
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| stable-diffusion-v-2-1 | 1.12.0 | Inference |
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| stable-diffusion | 1.12.0 | Training |
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| stable-diffusion-v-2-1 | 1.12.1 | Inference |
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| stable-diffusion | 1.12.1 | Training |
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| stable-diffusion | 1.7.1 | Inference |
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| stable-diffusion-finetuning | 1.12.0 | Training |
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| stable-diffusion-finetuning | 1.12.1 | Training |

Diff for: ‎PyTorch/generative_models/stable-diffusion-finetuning/README.md

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@@ -115,7 +115,7 @@ lora_pti \
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| Validated on | SynapseAI Version | PyTorch Version | Mode |
116116
|---------|-------------------|-----------------|------------|
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| Gaudi | 1.11.0 | 2.0.1 | Training |
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| Gaudi2 | 1.12.0 | 2.0.1 | Training |
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| Gaudi2 | 1.12.1 | 2.0.1 | Training |
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## Changelog
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Diff for: ‎PyTorch/generative_models/stable-diffusion-v-2-1/README.md

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@@ -80,8 +80,8 @@ All subsequent batches will be generated much faster.
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## Supported Configuration
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| Validated on | SynapseAI Version | PyTorch Version | Mode |
8282
|---------|-------------------|-----------------|----------------|
83-
| Gaudi | 1.12.0 | 2.0.1 | Inference |
84-
| Gaudi2 | 1.12.0 | 2.0.1 | Inference |
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| Gaudi | 1.12.1 | 2.0.1 | Inference |
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| Gaudi2 | 1.12.1 | 2.0.1 | Inference |
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## Changelog
8787
### 1.8.0

Diff for: ‎PyTorch/generative_models/stable-diffusion/README.md

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@@ -224,7 +224,7 @@ $PYTHON scripts/txt2img.py --prompt "a virus monster is playing guitar, oil on c
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|---------|-------------------|-----------------|--------------|------------|
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| Gaudi | 1.11.0 | 2.0.1 | 2.0.6 | Training |
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| Gaudi | 1.7.1 | 1.13.1 | - | Inference |
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| Gaudi2 | 1.12.0 | 2.0.1 | 2.0.6 | Training |
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| Gaudi2 | 1.12.1 | 2.0.1 | 2.0.6 | Training |
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| Gaudi2 | 1.7.1 | 1.13.1 | - | Inference |
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## Known Issues

Diff for: ‎PyTorch/nlp/BART/simpletransformers/README.md

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@@ -99,7 +99,7 @@ To run multi-card demo, make sure the host machine has 512 GB of RAM installed.
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| Device | SynapseAI Version | PyTorch Version |
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|-----|-----|-----|
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| Gaudi | 1.12.0 | 2.0.1 |
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| Gaudi | 1.12.1 | 2.0.1 |
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## Changelog
105105
### 1.12.0

Diff for: ‎PyTorch/nlp/DeepSpeedExamples/DeepSpeed-Chat/README.md

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## Supported Configuration
6262
| Validated on | SynapseAI Version | PyTorch Version | Mode |
6363
|---------|-------------------|-----------------|-------------|
64-
| Gaudi2 | 1.12.0 | 2.0.1 | Training |
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| Gaudi2 | 1.12.1 | 2.0.1 | Training |
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## Changelog

Diff for: ‎PyTorch/nlp/DeepSpeedExamples/Megatron-DeepSpeed/README.md

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## Supported Configuration
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| Validated on | SynapseAI Version | PyTorch Version | Mode |
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|---------|-------------------|-----------------|-------------|
112-
| Gaudi2 | 1.12.0 | 2.0.1 | Training |
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| Gaudi2 | 1.12.1 | 2.0.1 | Training |
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## Changelog

Diff for: ‎PyTorch/nlp/DeepSpeedExamples/deepspeed-bert/README.md

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| Validated on | SynapseAI Version | PyTorch Version | Mode |
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|--------------|-------------------|-----------------|----------|
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| Gaudi2 | 1.12.0 | 2.0.1 | Training |
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| Gaudi2 | 1.12.1 | 2.0.1 | Training |
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220220
## Changelog
221221
### 1.8.0

Diff for: ‎PyTorch/nlp/bert/README.md

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| Validated on | SynapseAI Version | PyTorch Version | Mode |
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|--------|-------------------|-----------------|----------------|
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| Gaudi | 1.12.0 | 2.0.1 | Training |
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| Gaudi | 1.12.0 | 2.0.1 | Inference |
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| Gaudi2 | 1.12.0 | 2.0.1 | Training |
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| Gaudi2 | 1.12.0 | 2.0.1 | Inference |
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| Gaudi | 1.12.1 | 2.0.1 | Training |
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| Gaudi | 1.12.1 | 2.0.1 | Inference |
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| Gaudi2 | 1.12.1 | 2.0.1 | Training |
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| Gaudi2 | 1.12.1 | 2.0.1 | Inference |
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## Changelog
661661
### 1.12.0

Diff for: ‎PyTorch/nlp/bloom/README.md

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@@ -220,8 +220,8 @@ deepspeed --num_gpus 8 ./bloom_eval.py --weights ./checkpoints --model bloom --d
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**BLOOM 7B and BLOOM 176B**
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| Validated on | SynapseAI Version | PyTorch Version | Mode |
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|--------|-------------------|-----------------|----------------|
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| Gaudi | 1.12.0 | 2.0.1 | Inference |
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| Gaudi2 | 1.12.0 | 2.0.1 | Inference |
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| Gaudi | 1.12.1 | 2.0.1 | Inference |
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| Gaudi2 | 1.12.1 | 2.0.1 | Inference |
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226226
## Changelog
227227
### 1.11.0

Diff for: ‎TensorFlow/computer_vision/Resnets/ResNeXt/README.md

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@@ -219,7 +219,7 @@ The above example will produce profile trace for 4 steps (5,6,7,8).
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| Validated on | SynapseAI Version | TensorFlow Version(s) | Mode |
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|:------:|:-----------------:|:-----:|:----------:|
221221
| Gaudi | 1.10.0 | 2.12.0 | Training |
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| Gaudi2 | 1.12.0 | 2.13.0 | Training |
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| Gaudi2 | 1.12.1 | 2.13.0 | Training |
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224224
## Changelog
225225
### 1.8.0

Diff for: ‎TensorFlow/computer_vision/Resnets/resnet_keras/README.md

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@@ -512,8 +512,8 @@ $PYTHON resnet_ctl_imagenet_main.py -bs 128 --optimizer LARS --base_learning_rat
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| Validated on | SynapseAI Version | TensorFlow Version(s) | Mode |
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|:------:|:-----------------:|:-----:|:----------:|
515-
| Gaudi | 1.12.0 | 2.13.0 | Training |
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| Gaudi2 | 1.12.0 | 2.13.0 | Training |
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| Gaudi | 1.12.1 | 2.13.0 | Training |
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| Gaudi2 | 1.12.1 | 2.13.0 | Training |
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## Changelog
519519

Diff for: ‎TensorFlow/computer_vision/SSD_ResNet34/README.md

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@@ -187,8 +187,8 @@ The above example will produce profile trace for 4 steps (50,51,52,53).
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188188
| Validated on | SynapseAI Version | TensorFlow Version(s) | Mode |
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|:------:|:-----------------:|:-----:|:----------:|
190-
| Gaudi | 1.12.0 | 2.13.0 | Training |
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| Gaudi2 | 1.12.0 | 2.13.0 | Training |
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| Gaudi | 1.12.1 | 2.13.0 | Training |
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| Gaudi2 | 1.12.1 | 2.13.0 | Training |
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193193
## Changelog
194194
### 1.7.0

Diff for: ‎TensorFlow/computer_vision/UNet3D/README.md

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@@ -285,8 +285,8 @@ The script will then perform the following:
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| Validated on | SynapseAI Version | TensorFlow Version(s) | Mode |
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|:------:|:-----------------:|:-----:|:----------:|
288-
| Gaudi | 1.12.0 | 2.13.0 | Training |
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| Gaudi2 | 1.12.0 | 2.13.0 | Training |
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| Gaudi | 1.12.1 | 2.13.0 | Training |
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| Gaudi2 | 1.12.1 | 2.13.0 | Training |
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291291
## Changelog
292292

Diff for: ‎TensorFlow/computer_vision/Unet2D/README.md

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@@ -252,8 +252,8 @@ $PYTHON unet2d.py --help
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| Validated on | SynapseAI Version | TensorFlow Version(s) | Mode |
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|:------:|:-----------------:|:-----:|:----------:|
255-
| Gaudi | 1.12.0 | 2.13.0 | Training |
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| Gaudi2 | 1.12.0 | 2.13.0 | Training |
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| Gaudi | 1.12.1 | 2.13.0 | Training |
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| Gaudi2 | 1.12.1 | 2.13.0 | Training |
257257

258258
## Changelog
259259
### 1.12.0

Diff for: ‎TensorFlow/computer_vision/maskrcnn/README.md

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@@ -196,8 +196,8 @@ You can modify the training behavior through the various flags in the `mask_rcnn
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| Validated on | SynapseAI Version | TensorFlow Version(s) | Mode |
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|:------:|:-----------------:|:-----:|:----------:|
199-
| Gaudi | 1.12.0 | 2.13.0 | Training |
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| Gaudi2 | 1.12.0 | 2.13.0 | Training |
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| Gaudi | 1.12.1 | 2.13.0 | Training |
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| Gaudi2 | 1.12.1 | 2.13.0 | Training |
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202202
## Changelog
203203

Diff for: ‎TensorFlow/nlp/bert/README.md

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@@ -1008,8 +1008,8 @@ The above examples will produce profile trace for 2 steps (30,31)
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| Validated on | SynapseAI Version | TensorFlow Version(s) | Mode |
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|:------:|:-----------------:|:-----:|:----------:|
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| Gaudi | 1.12.0 | 2.13.0 | Training |
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| Gaudi2 | 1.12.0 | 2.13.0 | Training |
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| Gaudi | 1.12.1 | 2.13.0 | Training |
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| Gaudi2 | 1.12.1 | 2.13.0 | Training |
10131013

10141014
## Changelog
10151015

Diff for: ‎TensorFlow/nlp/transformer/README.md

+2-2
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@@ -305,8 +305,8 @@ The above example will produce profile trace for 4 steps (50,51,52,53).
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## Supported Configuration
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| Validated on | SynapseAI Version | TensorFlow Version(s) | Mode |
307307
|:------:|:-----------------:|:-----:|:----------:|
308-
| Gaudi | 1.12.0 | 2.13.0 | Training |
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| Gaudi2 | 1.12.0 | 2.13.0 | Training |
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| Gaudi | 1.12.1 | 2.13.0 | Training |
309+
| Gaudi2 | 1.12.1 | 2.13.0 | Training |
310310

311311
## Changelog
312312
### 1.6.0

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