Merge remote-tracking branch 'upstream/master' into tensor

.github/actions/setup_python/action.yml

@@ -41,7 +41,7 @@ runs:
 
     - if: ${{ runner.os == 'macOS' || runner.os == 'Windows' || (runner.os == 'Linux' && runner.arch != 'ARM64') }}
       name: Setup Python ${{ inputs.version }}
-      uses: actions/setup-python@v4
+      uses: actions/setup-python@v5
       with:
         python-version: ${{ inputs.version }}
       env:

.github/workflows/windows_conditional_compilation.yml

@@ -50,7 +50,7 @@ jobs:
     defaults:
       run:
         shell: pwsh
-    runs-on: aks-win-16-cores-32gb
+    runs-on: aks-win-8-cores-64gb
     env:
       CMAKE_BUILD_TYPE: 'Release'
       CMAKE_GENERATOR: 'Ninja Multi-Config'
@@ -266,7 +266,7 @@ jobs:
     defaults:
       run:
         shell: pwsh
-    runs-on: aks-win-16-cores-32gb
+    runs-on: aks-win-8-cores-64gb
     env:
       CMAKE_BUILD_TYPE: 'Release'
       CMAKE_CXX_COMPILER_LAUNCHER: sccache

docs/articles_en/about_openvino/compatibility_and_support/supported_operations_inference_devices.rst

@@ -4,14 +4,22 @@ Supported Operations - by Inference Devices
 ===========================================
 
 
-This page lists operations supported by OpenVINO inference devices. The table presents general information,
+This page presents operations supported by OpenVINO inference devices. The table presents general information,
 for a more detailed and most recent listing of operations that are implemented and tested:
 
-.. button-link:: _static/download/operation_conformance_table_files/opset_report_omz_static.html
+
+.. button-link:: _static/download/conformance_reports/opset_report_omz_static.html
+   :color: primary
+   :outline:
+
+   See the full conformance report table (static)
+
+.. button-link:: _static/download/conformance_reports/opset_report_omz_dynamic.html
    :color: primary
    :outline:
 
-   See the full conformance report table
+   See the full conformance report table (dynamic)
+
 
 
 =================================  ===============  ==============  ==================
@@ -163,7 +171,7 @@ for a more detailed and most recent listing of operations that are implemented a
  Upsampling                         Not Supported    Supported       Not Supported
 =================================  ===============  ==============  ==================
 
-|   `*` - support is limited to the specific parameters. Refer to "Known Layer Limitations" section for the device :doc:`from the list of supported <openvino_docs_OV_UG_supported_plugins_Supported_Devices>`.
+|   `*` - support is limited to the specific parameters.
 |   `**` - support is implemented via :doc:`Extensibility mechanism <openvino_docs_Extensibility_UG_Intro>`.
 |   `***` - supports NCDHW layout.
 |   `****` - support is implemented via runtime reference.

docs/articles_en/about_openvino/releasenotes_for_openvino.rst

@@ -241,13 +241,14 @@ OpenVINO™ Runtime
 
   * Introducing string tensor support for Python API.
   * Added support for the following:
+
     * Create ov.Tensor from Python lists
     * Create ov.Tensor from empty numpy arrays.
     * Constants from empty numpy arrays.
     * Autogenerated get/set methods for Node attributes.
     * Inference functions (``InferRequest.infer/start_async``, ``CompiledModel.__call__`` etc.) support OVDict as the input.
-    * PILLOW interpolation modes bindings.
-      (`PR #21188 <https://github.com/openvinotoolkit/openvino/pull/21188>`__ external contribution: @meetpatel0963)
+    * PILLOW interpolation modes bindings. (`PR #21188 <https://github.com/openvinotoolkit/openvino/pull/21188>`__ external contribution: @meetpatel0963)
+
   * Torchvision to :doc:`OpenVINO preprocessing <openvino_docs_OV_UG_string_tensors>`
     converter documentation has been added to OpenVINO docs.
 

docs/articles_en/learn_openvino/tutorials.rst

@@ -60,64 +60,68 @@ Below you will find a selection of recommended tutorials that demonstrate infere
 
 
 .. showcase::
-   :title: 272-paint-by-example
-   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/272-paint-by-example/272-paint-by-example.png
+   :title: 280-depth-anything
+   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/280-depth-anything/280-depth-anything.gif
 
-   Paint by Example using Stable Diffusion and OpenVINO.
+   Depth estimation with DepthAnything and OpenVINO.
 
 .. showcase::
-   :title: 271-sdxl-turbo
-   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/271-sdxl-turbo/271-sdxl-turbo.png
+   :title: 279-mobilevlm-language-assistant
+   :img: _static/images/notebook_eye.png
 
-   Single step image generation using SDXL-turbo and OpenVINO.
+   Mobile language assistant with MobileVLM and OpenVINO.
 
 .. showcase::
-   :title: 270-sound-generation-audioldm2
-   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/270-sound-generation-audioldm2/270-sound-generation-audioldm2.png
+   :title: 278-stable-diffusion-ip-adapter
+   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/278-stable-diffusion-ip-adapter/278-stable-diffusion-ip-adapter.png
 
-   Sound Generation with AudioLDM2 and OpenVINO.
+   Image Generation with Stable Diffusion and IP-Adapter.
 
 .. showcase::
-   :title: 269-film-slowmo
-   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/269-film-slowmo/269-film-slowmo.gif
+   :title: 275-llm-question-answering
+   :img: _static/images/notebook_eye.png
+
+   LLM Instruction-following pipeline with OpenVINO.
 
-   Frame interpolation using FILM and OpenVINO.
 
 .. showcase::
-   :title: 267-distil-whisper-asr
-   :img: _static/images/notebook_eye.png
+   :title: 274-efficient-sam
+   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/274-efficient-sam/274-efficient-sam.png
+
+   Object segmentations with EfficientSAM and OpenVINO.
 
-   Automatic speech recognition using Distil-Whisper and OpenVINO.
 
 .. showcase::
-   :title: 265-wuerstchen-image-generation
-   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/265-wuerstchen-image-generation/265-wuerstchen-image-generation.png
+   :title: 273-stable-zephyr-3b-chatbot
+   :img: _static/images/notebook_eye.png
+
+   LLM-powered chatbot using Stable-Zephyr-3b and OpenVINO.
 
-   Image generation with Würstchen and OpenVINO.
 
 .. showcase::
-   :title: 264-qrcode-monster
-   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/264-qrcode-monster/264-qrcode-monster.png
+   :title: 272-paint-by-example
+   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/272-paint-by-example/272-paint-by-example.png
 
-   Generate creative QR codes with ControlNet QR Code Monster and OpenVINO.
+   Paint by Example using Stable Diffusion and OpenVINO.
 
 .. showcase::
-   :title: 263-latent-consistency-models-image-generation
-   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/263-latent-consistency-models-image-generation/263-latent-consistency-models-image-generation.png
+   :title: 271-sdxl-turbo
+   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/271-sdxl-turbo/271-sdxl-turbo.png
 
-   Image generation with Latent Consistency Model and OpenVINO.
+   Single step image generation using SDXL-turbo and OpenVINO.
 
 .. showcase::
-   :title: 263-lcm-lora-controlnet
-   :img: https://user-images.githubusercontent.com/29454499/284292122-f146e16d-7233-49f7-a401-edcb714b5288.png
+   :title: 270-sound-generation-audioldm2
+   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/270-sound-generation-audioldm2/270-sound-generation-audioldm2.png
 
-   Text-to-Image Generation with LCM LoRA and ControlNet Conditioning.
+   Sound Generation with AudioLDM2 and OpenVINO.
 
 .. showcase::
-   :title: 262-softvc-voice-conversion
-   :img: _static/images/notebook_eye.png
+   :title: 269-film-slowmo
+   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/269-film-slowmo/269-film-slowmo.gif
+
+   Frame interpolation using FILM and OpenVINO.
 
-   SoftVC VITS Singing Voice Conversion and OpenVINO.
 
 
 .. note::

docs/articles_en/learn_openvino/tutorials/notebooks_section_1.rst

@@ -53,11 +53,17 @@ Tutorials that explain how to optimize and quantize models with OpenVINO tools.
 
    Quantize Speech Recognition Models with accuracy control using NNCF PTQ API.
 
+.. showcase::
+   :title: 121-legacy-mo-convert-to-openvino
+   :img: _static/images/notebook_eye.png
+
+   Learn about OpenVINO™ model conversion API.
+
 .. showcase::
    :title: 121-convert-to-openvino
    :img: _static/images/notebook_eye.png
 
-   Learn OpenVINO model conversion API.
+   Learn about model conversion in OpenVINO™.
 
 .. showcase::
    :title: 120-tensorflow-object-detection-to-openvino

docs/articles_en/learn_openvino/tutorials/notebooks_section_2.rst

@@ -11,6 +11,54 @@ Model Demos
 
 Demos that demonstrate inference on a particular model.
 
+.. showcase::
+   :title: 280-depth-anything
+   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/280-depth-anything/280-depth-anything.gif
+
+   Depth estimation with DepthAnything and OpenVINO.
+
+.. showcase::
+   :title: 279-mobilevlm-language-assistant
+   :img: _static/images/notebook_eye.png
+
+   Mobile language assistant with MobileVLM and OpenVINO.
+
+.. showcase::
+   :title: 278-stable-diffusion-ip-adapter
+   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/278-stable-diffusion-ip-adapter/278-stable-diffusion-ip-adapter.png
+
+   Image Generation with Stable Diffusion and IP-Adapter.
+
+.. showcase::
+   :title: 277-amused-lightweight-text-to-image
+   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/277-amused-lightweight-text-to-image/277-amused-lightweight-text-to-image.png
+
+   Lightweight image generation with aMUSEd and OpenVINO.
+
+.. showcase::
+   :title: 276-stable-diffusion-torchdynamo-backend
+   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/276-stable-diffusion-torchdynamo-backend/276-stable-diffusion-torchdynamo-backend.png
+
+   Image Generation with Stable Diffusion using OpenVINO TorchDynamo backend.
+
+.. showcase::
+   :title: 275-llm-question-answering
+   :img: _static/images/notebook_eye.png
+
+   LLM Instruction-following pipeline with OpenVINO.
+
+.. showcase::
+   :title: 274-efficient-sam
+   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/274-efficient-sam/274-efficient-sam.png
+
+   Object segmentations with EfficientSAM and OpenVINO.
+
+.. showcase::
+   :title: 273-stable-zephyr-3b-chatbot
+   :img: _static/images/notebook_eye.png
+
+   LLM-powered chatbot using Stable-Zephyr-3b and OpenVINO.
+
 .. showcase::
    :title: 272-paint-by-example
    :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/272-paint-by-example/272-paint-by-example.png
@@ -105,12 +153,24 @@ Demos that demonstrate inference on a particular model.
 
    Visual-language assistant with LLaVA and OpenVINO.
 
+.. showcase::
+   :title: 257-videollava-multimodal-chatbot.ipynb
+   :img: _static/images/notebook_eye.png
+
+   Visual-language assistant with Video-LLaVA and OpenVINO.
+
 .. showcase::
    :title: 256-bark-text-to-audio
    :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/256-bark-text-to-audio/256-bark-text-to-audio.png
 
    Text-to-speech generation using Bark and OpenVINO.
 
+.. showcase::
+   :title: 254-rag-chatbot
+   :img: _static/images/notebook_eye.png
+
+   Create an LLM-powered RAG system using OpenVINO.
+
 .. showcase::
    :title: 254-llm-chatbot
    :img: _static/images/notebook_eye.png
@@ -147,9 +207,15 @@ Demos that demonstrate inference on a particular model.
 
    Universal segmentation with OneFormer and OpenVINO™.
 
+.. showcase::
+   :title: 248-segmind-vegart
+   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/248-stable-diffusion-xl/248-stable-diffusion-xl.png
+
+   High-resolution image generation with Segmind-VegaRT and OpenVINO.
+
 .. showcase::
    :title: 248-ssd-b1
-   :img: https://user-images.githubusercontent.com/29454499/258651862-28b63016-c5ff-4263-9da8-73ca31100165.jpeg
+   :img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/248-stable-diffusion-xl/248-stable-diffusion-xl.png
 
    Image generation with Stable Diffusion XL and OpenVINO™.
 

docs/articles_en/openvino_workflow/running_inference_with_openvino/Device_Plugins/NPU.rst

@@ -20,7 +20,7 @@ to use it successfully.
 | **Supported Platforms:**
 |   Host: Intel® Core™ Ultra (former Meteor Lake)
 |   NPU device: NPU 3720
-|   OS: Ubuntu* 20, MS Windows* 11 (both 64-bit)
+|   OS: Ubuntu* 22.04 (with Linux kernel 6.6+), MS Windows* 11 (both 64-bit)
 
 
 | **Supported Inference Data Types**
@@ -106,14 +106,6 @@ offer a limited set of supported OpenVINO features.
          ov::device::id
          ov::cache_dir
          ov::internal::exclusive_async_requests
-         ov::intel_vpux::dpu_groups
-         ov::intel_vpux::dma_engines
-         ov::intel_vpux::compilation_mode
-         ov::intel_vpux::compilation_mode_params
-         ov::intel_vpux::print_profiling
-         ov::intel_vpux::profiling_output_file
-         ov::intel_vpux::vpux_platform
-         ov::intel_vpux::use_elf_compiler_backend
 
    .. tab-item:: Read-only properties
 
@@ -128,8 +120,6 @@ offer a limited set of supported OpenVINO features.
          ov::device::uuid
          ov::device::architecture
          ov::device::full_name
-         ov::intel_vpux::device_total_mem_size
-         ov::intel_vpux::driver_version
 
 .. note::
 

docs/nbdoc/consts.py

@@ -5,7 +5,7 @@
 repo_owner = "openvinotoolkit"
 repo_name = "openvino_notebooks"
 repo_branch = "tree/main"
-artifacts_link = "http://repository.toolbox.iotg.sclab.intel.com/projects/ov-notebook/0.1.0-latest/20231206220809/dist/rst_files/"
+artifacts_link = "http://repository.toolbox.iotg.sclab.intel.com/projects/ov-notebook/0.1.0-latest/20240125220808/dist/rst_files/"
 blacklisted_extensions = ['.xml', '.bin']
 notebooks_repo = "https://github.com/openvinotoolkit/openvino_notebooks/blob/main/"
 notebooks_binder = "https://mybinder.org/v2/gh/openvinotoolkit/openvino_notebooks/HEAD?filepath="