Update README.md and index.mdx.

README.md

@@ -45,9 +45,9 @@ The `--upgrade-strategy eager` option is needed to ensure `optimum-habana` is up
 To use the example associated with the latest stable release, run:
 > ```
 > git clone https://github.com/huggingface/optimum-habana
-> cd optimum-habana && git checkout v1.11.0
+> cd optimum-habana && git checkout v1.11.1
 > ```
-> with `v1.11.0` the version number of this release.
+> with `v1.11.1` the version number of this release.
 
 ### Option 2: Use the latest main branch under development
 
@@ -175,14 +175,17 @@ The following model architectures, tasks and device distributions have been vali
 | GPT-J | <div style="text-align:left"><li>DeepSpeed</li></div> | <div style="text-align:left"><li>Single card</li><li>DeepSpeed</li></div> | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | GPT-NeoX | <div style="text-align:left"><li>DeepSpeed</li></div> | <div style="text-align:left"><li>DeepSpeed</li></div> | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | OPT | | <div style="text-align:left"><li>DeepSpeed</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
-| Llama 2 / CodeLlama | :heavy_check_mark: | :heavy_check_mark: | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
+| Llama 2 / CodeLlama / Llama 3 | :heavy_check_mark: | :heavy_check_mark: | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li><li>[question answering](https://github.com/huggingface/optimum-habana/tree/main/examples/question-answering)</li> |
 | StableLM | | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | Falcon | <div style="text-align:left"><li>LoRA</li></div> | :heavy_check_mark: | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | CodeGen | | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | MPT | | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | Mistral | | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | Phi | :heavy_check_mark: | <div style="text-align:left"><li>Single card</li></div> | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | Mixtral | | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
+| Persimmon | | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
+| Qwen2 | <div style="text-align:left"><li>Single card</li></div> | <div style="text-align:left"><li>Single card</li></div> | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
+| Gemma | :heavy_check_mark: | <div style="text-align:left"><li>Single card</li></div> | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | T5 / Flan T5 | :heavy_check_mark: | :heavy_check_mark: | <li>[summarization](https://github.com/huggingface/optimum-habana/tree/main/examples/summarization)</li><li>[translation](https://github.com/huggingface/optimum-habana/tree/main/examples/translation)</li><li>[question answering](https://github.com/huggingface/optimum-habana/tree/main/examples/question-answering#fine-tuning-t5-on-squad20)</li> |
 | BART | | <div style="text-align:left"><li>Single card</li></div> | <li>[summarization](https://github.com/huggingface/optimum-habana/tree/main/examples/summarization)</li><li>[translation](https://github.com/huggingface/optimum-habana/tree/main/examples/translation)</li><li>[question answering](https://github.com/huggingface/optimum-habana/tree/main/examples/question-answering#fine-tuning-t5-on-squad20)</li> |
 | ViT | :heavy_check_mark: | :heavy_check_mark: | <li>[image classification](https://github.com/huggingface/optimum-habana/tree/main/examples/image-classification)</li> |
@@ -194,7 +197,9 @@ The following model architectures, tasks and device distributions have been vali
 | BridgeTower | :heavy_check_mark: | :heavy_check_mark: | <li>[contrastive image-text training](https://github.com/huggingface/optimum-habana/tree/main/examples/contrastive-image-text)</li> |
 | ESMFold | | <div style="text-align:left"><li>Single card</li></div> | <li>[protein folding](https://github.com/huggingface/optimum-habana/tree/main/examples/protein-folding)</li> |
 | Blip | | <div style="text-align:left"><li>Single card</li></div> | <li>[visual question answering](https://github.com/huggingface/optimum-habana/tree/main/examples/visual-question-answering)</li><li>[image to text](https://github.com/huggingface/optimum-habana/tree/main/examples/image-to-text)</li> |
-| Segment Anything Model | | <div style="text-align:left"><li>Single card</li></div> | <li>[object segmentation](https://github.com/huggingface/optimum-habana/tree/main/examples/object-segementation/SegmentAnythingModel)</li> |
+| OWLViT | | <div style="text-align:left"><li>Single card</li></div> | <li>[zero shot object detection](https://github.com/huggingface/optimum-habana/tree/main/examples/zero-shot-object-detection)</li> |
+| Segment Anything Model | | <div style="text-align:left"><li>Single card</li></div> | <li>[object segmentation](https://github.com/huggingface/optimum-habana/tree/main/examples/object-segementation)</li> |
+
 </div>
 
 - Diffusers:
@@ -203,7 +208,8 @@ The following model architectures, tasks and device distributions have been vali
 
 | Architecture | Training | Inference | Tasks |
 |------------------|:--------:|:--------------------:|:------|
-| Stable Diffusion | | <li>Single card</li> | <li>[text-to-image generation](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion)</li> |
+| Stable Diffusion | <li>[textual inversion](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion/training#textual-inversion)</li><li>[ControlNet](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion/training#controlnet-training)</li> | <li>Single card</li> | <li>[text-to-image generation](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion)</li> |
+| Stable Diffusion XL | <li>[fine-tuning](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion/training#fine-tuning-for-stable-diffusion-xl)</li> | <li>Single card</li> | <li>[text-to-image generation](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion)</li> |
 | LDM3D | | <li>Single card</li> | <li>[text-to-image generation](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion)</li> |
 
 </div>
@@ -212,10 +218,11 @@ The following model architectures, tasks and device distributions have been vali
 
 <div align="center">
 
-| Architecture | Training | Inference | Tasks |
-|------------------|:--------:|:--------------------:|:------|
-| Llama 2 | :heavy_check_mark: | | <li>[DPO Pipeline](https://github.com/huggingface/optimum-habana/tree/main/examples/trl)</li> |
-| Llama 2 | :heavy_check_mark: | | <li>[PPO Pipeline](https://github.com/huggingface/optimum-habana/tree/main/examples/trl)</li> |
+| Architecture | Training | Inference | Tasks |
+|------------------|:--------:|:--------------------:|:-----------------------------------------------------------------------------------------------|
+| Llama 2 | :heavy_check_mark: | | <li>[DPO Pipeline](https://github.com/huggingface/optimum-habana/tree/main/examples/trl)</li> |
+| Llama 2 | :heavy_check_mark: | | <li>[PPO Pipeline](https://github.com/huggingface/optimum-habana/tree/main/examples/trl)</li> |
+| Stable Diffusion | :heavy_check_mark: | | <li>[DDPO Pipeline](https://github.com/huggingface/optimum-habana/tree/main/examples/trl)</li> |
 
 </div>
 

docs/source/index.mdx

@@ -47,14 +47,17 @@ In the tables below, ✅ means single-card, multi-card and DeepSpeed have all be
 | GPT-J | <div style="text-align:left"><li>DeepSpeed</li></div> | <div style="text-align:left"><li>Single card</li><li>DeepSpeed</li></div> | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | GPT-NeoX | <div style="text-align:left"><li>DeepSpeed</li></div> | <div style="text-align:left"><li>DeepSpeed</li></div> | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | OPT | | <div style="text-align:left"><li>DeepSpeed</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
-| Llama 2 / CodeLlama | ✅ | ✅ | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
+| Llama 2 / CodeLlama / Llama 3 | ✅ | ✅ | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li><li>[question answering](https://github.com/huggingface/optimum-habana/tree/main/examples/question-answering)</li> |
 | StableLM | | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | Falcon | <div style="text-align:left"><li>LoRA</li></div> | ✅ | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | CodeGen | | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | MPT | | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | Mistral | | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | Phi | ✅ | <div style="text-align:left"><li>Single card</li></div> | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | Mixtral | | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
+| Gemma | ✅ | <div style="text-align:left"><li>Single card</li></div> | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
+| Qwen2 | <div style="text-align:left"><li>Single card</li></div> | <div style="text-align:left"><li>Single card</li></div> | <li>[language modeling](https://github.com/huggingface/optimum-habana/tree/main/examples/language-modeling)</li><li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
+| Persimmon | | <div style="text-align:left"><li>Single card</li></div> | <li>[text generation](https://github.com/huggingface/optimum-habana/tree/main/examples/text-generation)</li> |
 | T5 / Flan T5 | ✅ | ✅ | <li>[summarization](https://github.com/huggingface/optimum-habana/tree/main/examples/summarization)</li><li>[translation](https://github.com/huggingface/optimum-habana/tree/main/examples/translation)</li><li>[question answering](https://github.com/huggingface/optimum-habana/tree/main/examples/question-answering#fine-tuning-t5-on-squad20)</li> |
 | BART | | <div style="text-align:left"><li>Single card</li></div> | <li>[summarization](https://github.com/huggingface/optimum-habana/tree/main/examples/summarization)</li><li>[translation](https://github.com/huggingface/optimum-habana/tree/main/examples/translation)</li><li>[question answering](https://github.com/huggingface/optimum-habana/tree/main/examples/question-answering#fine-tuning-t5-on-squad20)</li> |
 | ViT | ✅ | ✅ | <li>[image classification](https://github.com/huggingface/optimum-habana/tree/main/examples/image-classification)</li> |
@@ -66,14 +69,16 @@ In the tables below, ✅ means single-card, multi-card and DeepSpeed have all be
 | BridgeTower | ✅ | ✅ | <li>[contrastive image-text training](https://github.com/huggingface/optimum-habana/tree/main/examples/contrastive-image-text)</li> |
 | ESMFold | | <div style="text-align:left"><li>Single card</li></div> | <li>[protein folding](https://github.com/huggingface/optimum-habana/tree/main/examples/protein-folding)</li> |
 | Blip | | <div style="text-align:left"><li>Single card</li></div> | <li>[visual question answering](https://github.com/huggingface/optimum-habana/tree/main/examples/visual-question-answering)</li><li>[image to text](https://github.com/huggingface/optimum-habana/tree/main/examples/image-to-text)</li> |
-| SAM | | <div style="text-align:left"><li>Single card</li></div> | <li>[object segmentation](https://github.com/huggingface/optimum-habana/tree/main/examples/object-segementation/SegmentAnythingModel)</li> |
+| OWLViT | | <div style="text-align:left"><li>Single card</li></div> | <li>[zero shot object detection](https://github.com/huggingface/optimum-habana/tree/main/examples/zero-shot-object-detection)</li> |
+| SAM | | <div style="text-align:left"><li>Single card</li></div> | <li>[object segmentation](https://github.com/huggingface/optimum-habana/tree/main/examples/object-segementation)</li> |
 
 - Diffusers
 
-| Architecture | Training | Inference | Tasks |
-|------------------|:--------:|:---------:|:------|
-| Stable Diffusion | | <div style="text-align:left"><li>Single card</li></div> | <li>[text-to-image generation](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion)</li> |
-| LDM3D | | <div style="text-align:left"><li>Single card</li></div> | <li>[text-to-image generation](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion)</li> |
+| Architecture | Training | Inference | Tasks |
+|---------------------|:--------:|:---------:|:------|
+| Stable Diffusion | <li>[textual inversion](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion/training#textual-inversion)</li><li>[ControlNet](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion/training#controlnet-training)</li> | <div style="text-align:left"><li>Single card</li></div> | <li>[text-to-image generation](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion)</li> |
+| Stable Diffusion XL | <li>[fine-tuning](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion/training#fine-tuning-for-stable-diffusion-xl)</li> | <div style="text-align:left"><li>Single card</li></div> | <li>[text-to-image generation](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion)</li> |
+| LDM3D | | <div style="text-align:left"><li>Single card</li></div> | <li>[text-to-image generation](https://github.com/huggingface/optimum-habana/tree/main/examples/stable-diffusion)</li> |
 
 
 - TRL:
@@ -82,6 +87,7 @@ In the tables below, ✅ means single-card, multi-card and DeepSpeed have all be
 |------------------|:--------:|:--------------------:|:------|
 | Llama 2 | ✅ | | <li>[DPO Pipeline](https://github.com/huggingface/optimum-habana/tree/main/examples/trl)</li> |
 | Llama 2 | ✅ | | <li>[PPO Pipeline](https://github.com/huggingface/optimum-habana/tree/main/examples/trl)</li> |
+| Stable Diffusion | ✅ | | <li>[DDPO Pipeline](https://github.com/huggingface/optimum-habana/tree/main/examples/trl)</li> |
 
 
 Other models and tasks supported by the 🤗 Transformers and 🤗 Diffusers library may also work.