From 680ee4e92ab3b29508b28c0759cf0f5b169c4045 Mon Sep 17 00:00:00 2001 From: agunapal Date: Fri, 20 Jan 2023 22:15:28 +0000 Subject: [PATCH 01/19] Updating examples --- examples/README.md | 47 ++++++++--- examples/images/dlrm.png | Bin 0 -> 25708 bytes examples/images/huggingface_logo-noborder.svg | 73 ++++++++++++++++++ examples/images/seq2seq.png | Bin 0 -> 22357 bytes 4 files changed, 111 insertions(+), 9 deletions(-) create mode 100644 examples/images/dlrm.png create mode 100644 examples/images/huggingface_logo-noborder.svg create mode 100644 examples/images/seq2seq.png diff --git a/examples/README.md b/examples/README.md index cd464941cc..d3d5f33162 100644 --- a/examples/README.md +++ b/examples/README.md @@ -1,22 +1,51 @@ # Contents of this Document + +## TorchServe Internals + * [Creating mar file for an eager mode model](#creating-mar-file-for-eager-mode-model) * [Creating mar file for torchscript mode model](#creating-mar-file-for-torchscript-mode-model) -* [Serving torchvision image classification models](#serving-image-classification-models) * [Serving custom model with custom service handler](#serving-custom-model-with-custom-service-handler) -* [Serving text classification model](#serving-text-classification-model) -* [Serving text classification model with scriptable tokenizer](#serving-text-classification-model-with-scriptable-tokenizer) +* [Serving Image Classification Workflow](#serving-image-classification-workflow) + + +## TorchServe Integrations + +### Hugging Face + + + +* [Serving huggingface transformers model](#serving-huggingface-transformers) + +### TorchRec DLRM + + +* [Serving Torchrec DLRM (Recommender Model)](#serving-torchrec-dlrm-recommender-model) + +### TorchData +* [Serving Image Classifier model and loading image data using torchdata (datapipes)](#serving-image-classifier-model-with-torchdata-datapipes) + +## UseCases + +### Vision +* [Serving torchvision image classification models](#serving-image-classification-models) * [Serving object detection model](#serving-object-detection-model) * [Serving image segmentation model](#serving-image-segmentation-model) -* [Serving huggingface transformers model](#serving-huggingface-transformers) * [Serving image generator model](#example-to-serve-gan-model) +* [Serving Image Classifier model for on-premise near real-time video](#serving-image-classifier-model-for-on-premise-near-real-time-video) + +### Text +#### Neural Machine Translation + + * [Serving machine translation model](#serving-neural-machine-translation) +* [Serving Neural Machine Translation Workflow](#serving-neural-machine-translation-workflow) + +* [Serving text classification model](#serving-text-classification-model) +* [Serving text classification model with scriptable tokenizer](#serving-text-classification-model-with-scriptable-tokenizer) * [Serving waveglow text to speech synthesizer model](#serving-waveglow-text-to-speech-synthesizer) + +### MultiModal * [Serving multi modal framework model](#serving-multi-modal-model) -* [Serving Image Classification Workflow](#serving-image-classification-workflow) -* [Serving Neural Machine Translation Workflow](#serving-neural-machine-translation-workflow) -* [Serving Torchrec DLRM (Recommender Model)](#serving-torchrec-dlrm-recommender-model) -* [Serving Image Classifier model for on-premise near real-time video](#serving-image-classifier-model-for-on-premise-near-real-time-video) -* [Serving Image Classifier model and loading image data using torchdata (datapipes)](#serving-image-classifier-model-with-torchdata-datapipes) # TorchServe Examples diff --git a/examples/images/dlrm.png b/examples/images/dlrm.png new file mode 100644 index 0000000000000000000000000000000000000000..0342102cc4b23ae1a548d7c8a3de4f7bf2e9f676 GIT binary patch literal 25708 zcmd?RbyQVf6fR0B2!b?CVA7W-sV|LF!Cyn?%eu70lJ${lFe(;;O<2OEEvsc|?W3-MJdoK6adRBV; zp0KokZSWBqVqS49c*R+_?9!69*xnBFEJ2UWt+Z5d3EB>@Cf5PLE`> 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d3d5f33162..040044f4d9 100644 --- a/examples/README.md +++ b/examples/README.md @@ -5,17 +5,20 @@ * [Creating mar file for an eager mode model](#creating-mar-file-for-eager-mode-model) * [Creating mar file for torchscript mode model](#creating-mar-file-for-torchscript-mode-model) * [Serving custom model with custom service handler](#serving-custom-model-with-custom-service-handler) -* [Serving Image Classification Workflow](#serving-image-classification-workflow) - +* [Creating a Workflow](#serving-image-classification-workflow) +* [Custom Metrics](custom_metrics) +* [Batch Processing](image_classifier/resnet_152_batch) +* [Async requests](#serving-image-classifier-model-for-on-premise-near-real-time-video) ## TorchServe Integrations -### Hugging Face - - +### Hugging Face * [Serving huggingface transformers model](#serving-huggingface-transformers) +### Captum + +* [Integration with Captum](#captum-integration) ### TorchRec DLRM @@ -24,6 +27,27 @@ ### TorchData * [Serving Image Classifier model and loading image data using torchdata (datapipes)](#serving-image-classifier-model-with-torchdata-datapipes) +### PyTorch 2.0 +* [PyTorch 2.0 Integration](pt2) + +### IntelĀ® Extension for PyTorch +* [ Boost Performance on Intel Hardware](intel-extension-for-pytorch) + +### Stable Diffusion +* [Stable Diffusion using HuggingFace Diffusers](diffusers) + +### Microsoft DeepSpeed-MII + + + +* [HuggingFace Stable Diffusion Model with Microsoft DeepSpeed-MII](#deepspeed_mii) + +### Prometheus and mtail + +* [Custom Metrics with mtail and Prometheus](custom_metrics) + + + ## UseCases ### Vision @@ -124,6 +148,12 @@ The following example demonstrates how to create and serve a pretrained transfor * [Hugging Face Transformers](Huggingface_Transformers) +## Captum Integration + +The following example demonstrates TorchServe's integration with Captum, an open source, extensible library for model interpretability built on PyTorch + +* [Captum](captum) + ## Example to serve GAN model The following example demonstrates how to create and serve a pretrained DCGAN model from [facebookresearch/pytorch_GAN_zoo](https://github.com/facebookresearch/pytorch_GAN_zoo) diff --git a/examples/images/captum_logo.svg b/examples/images/captum_logo.svg new file mode 100644 index 0000000000..01a58ea307 --- /dev/null +++ b/examples/images/captum_logo.svg @@ -0,0 +1 @@ + diff --git a/examples/images/mii-white.svg b/examples/images/mii-white.svg new file mode 100644 index 0000000000..70b40f63e3 --- /dev/null +++ b/examples/images/mii-white.svg @@ -0,0 +1,19 @@ + + + + + + + + + + + + + + + + + + + diff --git a/examples/images/mtail.png b/examples/images/mtail.png new file mode 100644 index 0000000000000000000000000000000000000000..9f8a1ebd633fa79688b3ac39ca40f6884e95b2b1 GIT binary patch literal 3805 zcmZ`+2{aVm+nyO?oynd;jBFVuMA^5oW?#ongY0WUBV_4Egb0mnL$*oEGIpaemh8KX z3Mq^&B3X*?>HDAmx195R=id9g=e+lMpZlJB&b{}&NoFQ`=a_hy006)_{hQhrXEx>U 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03/19] Updated integrations and internals sections --- examples/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/README.md b/examples/README.md index 040044f4d9..40509669cc 100644 --- a/examples/README.md +++ b/examples/README.md @@ -44,9 +44,9 @@ ### Prometheus and mtail -* [Custom Metrics with mtail and Prometheus](custom_metrics) +* [Custom Metrics with mtail and Prometheus](custom_metrics) ## UseCases From 139f9b6e13b8419c260fd63af0064a81e9bc01f5 Mon Sep 17 00:00:00 2001 From: agunapal Date: Sat, 21 Jan 2023 01:36:27 +0000 Subject: [PATCH 04/19] corrected alignment --- examples/README.md | 15 ++++++++++++--- 1 file changed, 12 insertions(+), 3 deletions(-) diff --git a/examples/README.md b/examples/README.md index 40509669cc..66ecf7c7a9 100644 --- a/examples/README.md +++ b/examples/README.md @@ -1,4 +1,4 @@ -# Contents of this Document +# Examples showcasing TorchServe Features and Integrations ## TorchServe Internals @@ -45,17 +45,23 @@ ### Prometheus and mtail - + * [Custom Metrics with mtail and Prometheus](custom_metrics) + ## UseCases ### Vision +#### Image Classification * [Serving torchvision image classification models](#serving-image-classification-models) +* [Serving Image Classifier model for on-premise near real-time video](#serving-image-classifier-model-for-on-premise-near-real-time-video) + +#### Object Detection * [Serving object detection model](#serving-object-detection-model) * [Serving image segmentation model](#serving-image-segmentation-model) + +#### GAN * [Serving image generator model](#example-to-serve-gan-model) -* [Serving Image Classifier model for on-premise near real-time video](#serving-image-classifier-model-for-on-premise-near-real-time-video) ### Text #### Neural Machine Translation @@ -64,8 +70,11 @@ * [Serving machine translation model](#serving-neural-machine-translation) * [Serving Neural Machine Translation Workflow](#serving-neural-machine-translation-workflow) +#### Text Classification * [Serving text classification model](#serving-text-classification-model) * [Serving text classification model with scriptable tokenizer](#serving-text-classification-model-with-scriptable-tokenizer) + +#### Text to Speech * [Serving waveglow text to speech synthesizer model](#serving-waveglow-text-to-speech-synthesizer) ### MultiModal From 0159549b5a36f15874c1fc36f04ff59dd836fdc4 Mon Sep 17 00:00:00 2001 From: agunapal Date: Sat, 21 Jan 2023 01:39:08 +0000 Subject: [PATCH 05/19] corrected alignment --- examples/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/README.md b/examples/README.md index 66ecf7c7a9..47b567282b 100644 --- a/examples/README.md +++ b/examples/README.md @@ -44,7 +44,7 @@ ### Prometheus and mtail - + * [Custom Metrics with mtail and Prometheus](custom_metrics) From 29ed7b3410a3952396da28c4cdf192dbeaa51c2f Mon Sep 17 00:00:00 2001 From: agunapal Date: Sat, 21 Jan 2023 01:41:02 +0000 Subject: [PATCH 06/19] changed prometheus logo --- examples/images/prometheus-logo.svg | 50 ++++++++++++++++++++++++ examples/images/prometheus_logo_grey.svg | 19 --------- 2 files changed, 50 insertions(+), 19 deletions(-) create mode 100644 examples/images/prometheus-logo.svg delete mode 100644 examples/images/prometheus_logo_grey.svg diff --git a/examples/images/prometheus-logo.svg b/examples/images/prometheus-logo.svg new file mode 100644 index 0000000000..026f9e5bcc --- /dev/null +++ b/examples/images/prometheus-logo.svg @@ -0,0 +1,50 @@ + + + +image/svg+xml diff --git a/examples/images/prometheus_logo_grey.svg b/examples/images/prometheus_logo_grey.svg deleted file mode 100644 index b914095ecf..0000000000 --- a/examples/images/prometheus_logo_grey.svg +++ /dev/null @@ -1,19 +0,0 @@ - - - - - - - - - - From af342852757184d098ffa199efeedbaa4e14a38f Mon Sep 17 00:00:00 2001 From: agunapal Date: Sat, 21 Jan 2023 01:42:03 +0000 Subject: [PATCH 07/19] changed prometheus logo --- examples/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/README.md b/examples/README.md index 47b567282b..73ef0991b3 100644 --- a/examples/README.md +++ b/examples/README.md @@ -44,7 +44,7 @@ ### Prometheus and mtail - + * [Custom Metrics with mtail and Prometheus](custom_metrics) From 891e05fccb16daeef7a0ff1ef6cf3ac6ef77ee6e Mon Sep 17 00:00:00 2001 From: agunapal Date: Sat, 21 Jan 2023 01:46:58 +0000 Subject: [PATCH 08/19] updated main readme --- README.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index ff1d4aa99e..2d4b92afe6 100644 --- a/README.md +++ b/README.md @@ -77,7 +77,9 @@ Refer to [torchserve docker](docker/README.md) for details. * [MultiModal models with MMF](https://github.com/pytorch/serve/tree/master/examples/MMF-activity-recognition) combining text, audio and video * [Dual Neural Machine Translation](examples/Workflows/nmt_transformers_pipeline) for a complex workflow DAG - +* [Torch Serve Integrations](examples/README.md#torchserve-integrations) +* [Torch Serve Internals](examples/README.md#torchserve-internals) +* [Torch Serve UseCases](examples/README.md#usecases) For [more examples](examples/README.md) ## šŸ¤“ Learn More From 1247c69ebb541a6e1490f0ba996ea6cb34602db3 Mon Sep 17 00:00:00 2001 From: agunapal Date: Sat, 21 Jan 2023 01:49:02 +0000 Subject: [PATCH 09/19] updated main readme --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 2d4b92afe6..8f0c734e55 100644 --- a/README.md +++ b/README.md @@ -76,11 +76,11 @@ Refer to [torchserve docker](docker/README.md) for details. * [Model parallel inference](examples/Huggingface_Transformers#model-parallelism) * [MultiModal models with MMF](https://github.com/pytorch/serve/tree/master/examples/MMF-activity-recognition) combining text, audio and video * [Dual Neural Machine Translation](examples/Workflows/nmt_transformers_pipeline) for a complex workflow DAG - * [Torch Serve Integrations](examples/README.md#torchserve-integrations) * [Torch Serve Internals](examples/README.md#torchserve-internals) * [Torch Serve UseCases](examples/README.md#usecases) -For [more examples](examples/README.md) + + For [more examples](examples/README.md) ## šŸ¤“ Learn More https://pytorch.org/serve From 419fa0a41a227d6c82ce9dd039e0ecd0fe33b2f0 Mon Sep 17 00:00:00 2001 From: agunapal Date: Sat, 21 Jan 2023 01:58:59 +0000 Subject: [PATCH 10/19] updated main readme --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 8f0c734e55..b6f457d6a4 100644 --- a/README.md +++ b/README.md @@ -80,7 +80,7 @@ Refer to [torchserve docker](docker/README.md) for details. * [Torch Serve Internals](examples/README.md#torchserve-internals) * [Torch Serve UseCases](examples/README.md#usecases) - For [more examples](examples/README.md) +For [more examples](examples/README.md) ## šŸ¤“ Learn More https://pytorch.org/serve From 76c14addc702f3ed74a85a8e3acf82a851a3eef8 Mon Sep 17 00:00:00 2001 From: agunapal Date: Mon, 23 Jan 2023 17:30:25 +0000 Subject: [PATCH 11/19] Review comments --- README.md | 6 +++--- examples/README.md | 4 ++-- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index b6f457d6a4..b08f9c0323 100644 --- a/README.md +++ b/README.md @@ -76,9 +76,9 @@ Refer to [torchserve docker](docker/README.md) for details. * [Model parallel inference](examples/Huggingface_Transformers#model-parallelism) * [MultiModal models with MMF](https://github.com/pytorch/serve/tree/master/examples/MMF-activity-recognition) combining text, audio and video * [Dual Neural Machine Translation](examples/Workflows/nmt_transformers_pipeline) for a complex workflow DAG -* [Torch Serve Integrations](examples/README.md#torchserve-integrations) -* [Torch Serve Internals](examples/README.md#torchserve-internals) -* [Torch Serve UseCases](examples/README.md#usecases) +* [TorchServe Integrations](examples/README.md#torchserve-integrations) +* [TorchServe Internals](examples/README.md#torchserve-internals) +* [TorchServe UseCases](examples/README.md#usecases) For [more examples](examples/README.md) diff --git a/examples/README.md b/examples/README.md index 73ef0991b3..cfb0f051ca 100644 --- a/examples/README.md +++ b/examples/README.md @@ -7,8 +7,8 @@ * [Serving custom model with custom service handler](#serving-custom-model-with-custom-service-handler) * [Creating a Workflow](#serving-image-classification-workflow) * [Custom Metrics](custom_metrics) -* [Batch Processing](image_classifier/resnet_152_batch) -* [Async requests](#serving-image-classifier-model-for-on-premise-near-real-time-video) +* [Dynamic Batch Processing](image_classifier/resnet_152_batch) +* [Dynamic Batched Async Requests](#serving-image-classifier-model-for-on-premise-near-real-time-video) ## TorchServe Integrations From 0fda94763b3a4f783c36956e9c8838393b406f6d Mon Sep 17 00:00:00 2001 From: agunapal Date: Mon, 23 Jan 2023 18:47:05 +0000 Subject: [PATCH 12/19] added onnx and tensorrt --- examples/README.md | 9 +++++++++ examples/images/onnx.png | Bin 0 -> 70339 bytes 2 files changed, 9 insertions(+) create mode 100644 examples/images/onnx.png diff --git a/examples/README.md b/examples/README.md index cfb0f051ca..9da17cd975 100644 --- a/examples/README.md +++ b/examples/README.md @@ -30,6 +30,15 @@ ### PyTorch 2.0 * [PyTorch 2.0 Integration](pt2) +### ONNX + + +* [Example for ONNX Integration](../test/pytest/test_onnx.py) + +### TensorRT + +* [Support for TensorRT optmizations](../docs/performance_guide.md#tensorrt-and-nvfuser-support) + ### IntelĀ® Extension for PyTorch * [ Boost Performance on Intel Hardware](intel-extension-for-pytorch) diff --git a/examples/images/onnx.png b/examples/images/onnx.png new file mode 100644 index 0000000000000000000000000000000000000000..e93090bdd3bc81b9f8f8ac16049bd3194e5fd5a5 GIT binary patch literal 70339 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examples/images/kserve.png | Bin 0 -> 36347 bytes examples/images/mlflow.png | Bin 0 -> 15930 bytes 4 files changed, 31 insertions(+), 24 deletions(-) create mode 100644 examples/images/k8s.png create mode 100644 examples/images/kserve.png create mode 100644 examples/images/mlflow.png diff --git a/examples/README.md b/examples/README.md index 9da17cd975..cb1d60aaf4 100644 --- a/examples/README.md +++ b/examples/README.md @@ -12,26 +12,27 @@ ## TorchServe Integrations -### Hugging Face +### Kubernetes -* [Serving huggingface transformers model](#serving-huggingface-transformers) +* [Serving HuggingFace faster transformers model in K8s](../kubernetes/examples/FasterTransformer_HuggingFace_Bert.md) -### Captum +### KServe -* [Integration with Captum](#captum-integration) -### TorchRec DLRM - +* [Serving HuggingFace BERT model using KServe](https://github.com/kserve/kserve/blob/master/docs/samples/v1beta1/custom/torchserve/bert-sample/hugging-face-bert-sample.md) -* [Serving Torchrec DLRM (Recommender Model)](#serving-torchrec-dlrm-recommender-model) +### Hugging Face -### TorchData -* [Serving Image Classifier model and loading image data using torchdata (datapipes)](#serving-image-classifier-model-with-torchdata-datapipes) +* [Serving HuggingFace transformers model](#serving-huggingface-transformers) -### PyTorch 2.0 -* [PyTorch 2.0 Integration](pt2) +### MLFlow + +* [Deploy models using `mlflow-torchserve` plugin](https://github.com/mlflow/mlflow-torchserve/tree/master/examples) + +### Captum -### ONNX - +* [Model Explainability with Captum](#captum-integration) + +### ONNX * [Example for ONNX Integration](../test/pytest/test_onnx.py) @@ -39,24 +40,30 @@ * [Support for TensorRT optmizations](../docs/performance_guide.md#tensorrt-and-nvfuser-support) -### IntelĀ® Extension for PyTorch -* [ Boost Performance on Intel Hardware](intel-extension-for-pytorch) +### Microsoft DeepSpeed-MII -### Stable Diffusion -* [Stable Diffusion using HuggingFace Diffusers](diffusers) +* [HuggingFace Stable Diffusion Model with Microsoft DeepSpeed-MII](#deepspeed_mii) -### Microsoft DeepSpeed-MII +### Prometheus and mtail - +* [Custom Metrics with mtail and Prometheus](custom_metrics) -* [HuggingFace Stable Diffusion Model with Microsoft DeepSpeed-MII](#deepspeed_mii) +### IntelĀ® Extension for PyTorch +* [ Boost Performance on Intel Hardware](intel-extension-for-pytorch) + +### TorchRec DLRM + -### Prometheus and mtail +* [Serving Torchrec DLRM (Recommender Model)](#serving-torchrec-dlrm-recommender-model) + +### TorchData +* [Serving Image Classifier model and loading image data using torchdata (datapipes)](#serving-image-classifier-model-with-torchdata-datapipes) - +### PyTorch 2.0 +* [PyTorch 2.0 Integration](pt2) -* [Custom Metrics with mtail and Prometheus](custom_metrics) - +### Stable Diffusion +* [Stable Diffusion using HuggingFace Diffusers](diffusers) ## UseCases diff --git a/examples/images/k8s.png b/examples/images/k8s.png new file mode 100644 index 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++++++------ 2 files changed, 10 insertions(+), 7 deletions(-) diff --git a/docs/README.md b/docs/README.md index 497ae39e1c..355a6e0268 100644 --- a/docs/README.md +++ b/docs/README.md @@ -33,9 +33,12 @@ TorchServe is a performant, flexible and easy to use tool for serving PyTorch ea * [HuggingFace Language Model](https://github.com/pytorch/serve/blob/master/examples/Huggingface_Transformers/Transformer_handler_generalized.py) - This handler takes an input sentence and can return sequence classifications, token classifications or Q&A answers * [Multi Modal Framework](https://github.com/pytorch/serve/blob/master/examples/MMF-activity-recognition/handler.py) - Build and deploy a classifier that combines text, audio and video input data -* [Dual Translation Workflow](https://github.com/pytorch/serve/tree/master/examples/Workflows/nmt_transformers_pipeline) - +* [Dual Translation Workflow](https://github.com/pytorch/serve/tree/master/examples/Workflows/nmt_transformers_pipeline) - * [Model Zoo](model_zoo.md) - List of pre-trained model archives ready to be served for inference with TorchServe. * [Examples](https://github.com/pytorch/serve/tree/master/examples) - Many examples of how to package and deploy models with TorchServe + - [TorchServe Internals](../examples/README.md#torchserve-internals) + - [TorchServe Integrations](../examples/README.md#torchserve-integrations) + - [TorchServe UseCases](../examples/README.md#usecases) * [Workflow Examples](https://github.com/pytorch/serve/tree/master/examples/Workflows) - Examples of how to compose models in a workflow with TorchServe ## Advanced Features diff --git a/examples/README.md b/examples/README.md index cb1d60aaf4..75a849fe7c 100644 --- a/examples/README.md +++ b/examples/README.md @@ -22,7 +22,7 @@ ### Hugging Face -* [Serving HuggingFace transformers model](#serving-huggingface-transformers) +* [Serving HuggingFace transformers model](Huggingface_Transformers) ### MLFlow @@ -30,7 +30,7 @@ ### Captum -* [Model Explainability with Captum](#captum-integration) +* [Model Explainability with Captum](captum) ### ONNX @@ -42,22 +42,22 @@ ### Microsoft DeepSpeed-MII -* [HuggingFace Stable Diffusion Model with Microsoft DeepSpeed-MII](#deepspeed_mii) +* [HuggingFace Stable Diffusion Model with Microsoft DeepSpeed-MII](deepspeed_mii) ### Prometheus and mtail * [Custom Metrics with mtail and Prometheus](custom_metrics) ### IntelĀ® Extension for PyTorch -* [ Boost Performance on Intel Hardware](intel-extension-for-pytorch) +* [ Boost Performance on Intel Hardware](intel_extension_for_pytorch) ### TorchRec DLRM -* [Serving Torchrec DLRM (Recommender Model)](#serving-torchrec-dlrm-recommender-model) +* [Serving Torchrec DLRM (Recommender Model)](torchrec_dlrm) ### TorchData -* [Serving Image Classifier model and loading image data using torchdata (datapipes)](#serving-image-classifier-model-with-torchdata-datapipes) +* [Serving Image Classifier model and loading image data using torchdata (datapipes)](image_classifier/mnist/torchdata) ### PyTorch 2.0 * [PyTorch 2.0 Integration](pt2) From f1e5aeaed201e6a0308b15b8fa7060b08bc56f21 Mon Sep 17 00:00:00 2001 From: agunapal Date: Fri, 27 Jan 2023 21:10:11 +0000 Subject: [PATCH 15/19] spelling checks --- examples/README.md | 32 ++++++++++++------------- ts_scripts/spellcheck_conf/wordlist.txt | 13 +++++++++- 2 files changed, 28 insertions(+), 17 deletions(-) diff --git a/examples/README.md b/examples/README.md index 75a849fe7c..82de772c18 100644 --- a/examples/README.md +++ b/examples/README.md @@ -5,10 +5,10 @@ * [Creating mar file for an eager mode model](#creating-mar-file-for-eager-mode-model) * [Creating mar file for torchscript mode model](#creating-mar-file-for-torchscript-mode-model) * [Serving custom model with custom service handler](#serving-custom-model-with-custom-service-handler) -* [Creating a Workflow](#serving-image-classification-workflow) +* [Creating a Workflow](Workflows/dog_breed_classification) * [Custom Metrics](custom_metrics) * [Dynamic Batch Processing](image_classifier/resnet_152_batch) -* [Dynamic Batched Async Requests](#serving-image-classifier-model-for-on-premise-near-real-time-video) +* [Dynamic Batched Async Requests](image_classifier/near_real_time_video) ## TorchServe Integrations @@ -38,7 +38,7 @@ ### TensorRT -* [Support for TensorRT optmizations](../docs/performance_guide.md#tensorrt-and-nvfuser-support) +* [Support for TensorRT optimizations](../docs/performance_guide.md#tensorrt-and-nvfuser-support) ### Microsoft DeepSpeed-MII @@ -69,32 +69,32 @@ ### Vision #### Image Classification -* [Serving torchvision image classification models](#serving-image-classification-models) -* [Serving Image Classifier model for on-premise near real-time video](#serving-image-classifier-model-for-on-premise-near-real-time-video) +* [Serving torchvision image classification models](image_classifier) +* [Serving Image Classifier model for on-premise near real-time video](image_classifier/near_real_time_video) #### Object Detection -* [Serving object detection model](#serving-object-detection-model) -* [Serving image segmentation model](#serving-image-segmentation-model) +* [Serving object detection model](object_detector) +* [Serving image segmentation model](image_segmenter) #### GAN -* [Serving image generator model](#example-to-serve-gan-model) +* [Serving image generator model](dcgan_fashiongen) ### Text #### Neural Machine Translation -* [Serving machine translation model](#serving-neural-machine-translation) -* [Serving Neural Machine Translation Workflow](#serving-neural-machine-translation-workflow) +* [Serving machine translation model](nmt_transformer) +* [Serving Neural Machine Translation Workflow](Workflows/nmt_transformers_pipeline) #### Text Classification -* [Serving text classification model](#serving-text-classification-model) -* [Serving text classification model with scriptable tokenizer](#serving-text-classification-model-with-scriptable-tokenizer) +* [Serving text classification model](text_classification) +* [Serving text classification model with scriptable tokenizer](text_classification_with_scriptable_tokenizer) #### Text to Speech -* [Serving waveglow text to speech synthesizer model](#serving-waveglow-text-to-speech-synthesizer) +* [Serving waveglow text to speech synthesizer model](speech2text_wav2vec2) ### MultiModal -* [Serving multi modal framework model](#serving-multi-modal-model) +* [Serving multi modal framework model](MMF-activity-recognition) # TorchServe Examples @@ -226,8 +226,8 @@ The following example demonstrates how to serve an image classification model wi * [Near Real-Time Video Batched Image Classification](image_classifier/near_real_time_video) -## Serving Image Classifier Model with torchdata datapipes +## Serving Image Classifier Model with TorchData datapipes -The following example demonstrates how to integrate torchdata with torchserve +The following example demonstrates how to integrate TorchData with torchserve * [Torchdata integration with torchserve an image classification example](image_classifier/mnist/torchdata) diff --git a/ts_scripts/spellcheck_conf/wordlist.txt b/ts_scripts/spellcheck_conf/wordlist.txt index 73fbeb937b..6818810b21 100644 --- a/ts_scripts/spellcheck_conf/wordlist.txt +++ b/ts_scripts/spellcheck_conf/wordlist.txt @@ -1005,4 +1005,15 @@ MetricTypes MetricsCache TIMM backends -inductor \ No newline at end of file +inductor +Integrations +integrations +UseCases +usecases +Explainability +TorchData +px +svg +nvfuser +noborder +datapipes From 84692772c7fc0670236b8cbda030dab93088c1ac Mon Sep 17 00:00:00 2001 From: agunapal Date: Fri, 27 Jan 2023 21:12:33 +0000 Subject: [PATCH 16/19] spelling checks --- ts_scripts/spellcheck_conf/wordlist.txt | 2 ++ 1 file changed, 2 insertions(+) diff --git a/ts_scripts/spellcheck_conf/wordlist.txt b/ts_scripts/spellcheck_conf/wordlist.txt index 6818810b21..666a10cef8 100644 --- a/ts_scripts/spellcheck_conf/wordlist.txt +++ b/ts_scripts/spellcheck_conf/wordlist.txt @@ -1017,3 +1017,5 @@ svg nvfuser noborder datapipes +tensorrt +vec From 1ebd921b8c21980261e8947485f45834f8d6315d Mon Sep 17 00:00:00 2001 From: agunapal Date: Fri, 27 Jan 2023 21:14:39 +0000 Subject: [PATCH 17/19] spelling checks --- ts_scripts/spellcheck_conf/wordlist.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/ts_scripts/spellcheck_conf/wordlist.txt b/ts_scripts/spellcheck_conf/wordlist.txt index 666a10cef8..75f2b3a669 100644 --- a/ts_scripts/spellcheck_conf/wordlist.txt +++ b/ts_scripts/spellcheck_conf/wordlist.txt @@ -1019,3 +1019,4 @@ noborder datapipes tensorrt vec +torchdata From 50ced4f4b2867720a8b04d1e1817bd50a412a63e Mon Sep 17 00:00:00 2001 From: agunapal Date: Fri, 27 Jan 2023 21:19:55 +0000 Subject: [PATCH 18/19] added link to HF large models --- examples/README.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/examples/README.md b/examples/README.md index 82de772c18..e71b3c02be 100644 --- a/examples/README.md +++ b/examples/README.md @@ -57,7 +57,7 @@ * [Serving Torchrec DLRM (Recommender Model)](torchrec_dlrm) ### TorchData -* [Serving Image Classifier model and loading image data using torchdata (datapipes)](image_classifier/mnist/torchdata) +* [Serving Image Classifier model and loading image data using TorchData (datapipes)](image_classifier/mnist/torchdata) ### PyTorch 2.0 * [PyTorch 2.0 Integration](pt2) @@ -65,6 +65,9 @@ ### Stable Diffusion * [Stable Diffusion using HuggingFace Diffusers](diffusers) +### HuggingFace Large Models +* [HuggingFace Large Models with contrained resources](Huggingface_Largemodels) + ## UseCases ### Vision From 4f9348d6e75bb2d239c400c242bd016e7f2acfce Mon Sep 17 00:00:00 2001 From: agunapal Date: Fri, 27 Jan 2023 21:21:20 +0000 Subject: [PATCH 19/19] added link to HF large models --- examples/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/README.md b/examples/README.md index e71b3c02be..1bafd53e58 100644 --- a/examples/README.md +++ b/examples/README.md @@ -66,7 +66,7 @@ * [Stable Diffusion using HuggingFace Diffusers](diffusers) ### HuggingFace Large Models -* [HuggingFace Large Models with contrained resources](Huggingface_Largemodels) +* [HuggingFace Large Models with constrained resources](Huggingface_Largemodels) ## UseCases