From 6bdd831a2007de4094de6e2b4a8815fe9e70e3c7 Mon Sep 17 00:00:00 2001 From: Robert Shaw Date: Thu, 6 Jul 2023 17:32:17 -0400 Subject: [PATCH 01/57] added ultralytics repo --- README.md | 9 + docs/images/ultralytics-yolov8.png | Bin 0 -> 45959 bytes integrations/ultralytics-yolov8/README.md | 316 +++++++++++++ .../tutorials/images/aerial-data-example.png | Bin 0 -> 1207545 bytes .../tutorials/sparse-transfer-learning.md | 429 ++++++++++++++++++ .../tutorials/sparsify-from-scratch.md | 407 +++++++++++++++++ 6 files changed, 1161 insertions(+) create mode 100644 docs/images/ultralytics-yolov8.png create mode 100644 integrations/ultralytics-yolov8/README.md create mode 100644 integrations/ultralytics-yolov8/tutorials/images/aerial-data-example.png create mode 100644 integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md create mode 100644 integrations/ultralytics-yolov8/tutorials/sparsify-from-scratch.md diff --git a/README.md b/README.md index 376c15e0bb2..d40e15810f5 100644 --- a/README.md +++ b/README.md @@ -75,6 +75,9 @@ SparseML enables you to create a sparse model trained on your dataset in two way + + + @@ -96,11 +99,16 @@ SparseML enables you to create a sparse model trained on your dataset in two way - [Sparse Transfer Learning with the CLI](integrations/ultralytics-yolov5/tutorials/sparse-transfer-learning.md) - [Sparsify From Scatch with the CLI](integrations/ultralytics-yolov5/tutorials/sparsify-from-scratch.md) +### Ultralytics YOLOv8 +- [Sparse Transfer Learning with the CLI](integrations/ultralytics-yolov5/tutorials/sparse-transfer-learning.md) +- [Sparsify From Scatch with the CLI](integrations/ultralytics-yolov5/tutorials/sparsify-from-scratch.md) + ### Links to Additional Examples - [PyTorch](integrations/torchvision#tutorials) - [Hugging Face Transformers](integrations/huggingface-transformers#tutorials) - [Ultralytics YOLOv5](integrations/ultralytics-yolov5#tutorials) +- [Ultralytics YOLOv8](integrations/ultralytics-yolov8#tutorials) ## Installation @@ -165,6 +173,7 @@ sparseml.yolov5.train \ ``` - Check out the [YOLOv5 CLI example](ultralytics-yolov5/tutorials/sparse-transfer-learning.md) for more details on the YOLOv5 training pipeline +- Check out the [YOLOv8 CLI example](ultralytics-yolov8/tutorials/sparse-transfer-learning.md) for more details on the YOLOv8 training pipeline - Check out the [Hugging Face CLI example](integrations/huggingface-transformers/tutorials/sparse-transfer-learning-bert.md) for more details on the available NLP training pipelines - Check out the [Torchvision CLI example](integrations/torchvision/tutorials/sparse-transfer-learning.md) for more details on the image classification training pipelines diff --git a/docs/images/ultralytics-yolov8.png b/docs/images/ultralytics-yolov8.png new file mode 100644 index 0000000000000000000000000000000000000000..ded3153c8c7c31974f5cb87a02e91496b1326261 GIT binary patch literal 45959 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b/integrations/ultralytics-yolov8/README.md new file mode 100644 index 00000000000..f760737260c --- /dev/null +++ b/integrations/ultralytics-yolov8/README.md @@ -0,0 +1,316 @@ + + +# **SparseML YOLOv8 Integration** + +This directory explains how to use SparseML's `ultralytics/ultralytics` integration to train inference-optimized sparse YOLOv8 models on your dataset. + +There are two main workflows enabled by SparseML: +- **Sparse Transfer Learning** - fine-tune a pre-sparsified YOLOv8 checkpoint on your own dataset **[RECOMMENDED]** +- **Sparsification from Scratch** - apply pruning and quantization to sparsify any YOLOv8 model from scratch + +Once trained, SparseML enables you to export models to the ONNX format, such that they can be deployed with DeepSparse. + +## **Installation** + +Install with `pip`: + +```bash +pip install sparseml[ultralytics] +``` + +## **Tutorials** + +- [Sparse Transfer Learning with the CLI](tutorials/sparse-transfer-learning.md) **[HIGHLY RECOMMENDED]** +- [Sparsifying From Scratch with the CLI](tutorials/sparsify-from-scratch.md) + +## **Quick Tour** + +### **SparseZoo** + +SparseZoo is an open-source repository of pre-sparsified models, including each version of of YOLOv8. With SparseML, you can fine-tune these pre-sparsified checkpoints onto custom datasets (while maintaining sparsity) via sparse transfer learning. This makes training inference-optimized sparse models almost identical to your typical YOLOv8 training workflow. + +[Check out the available models](https://sparsezoo.neuralmagic.com/?useCase=detection&architectures=yolov8) + +### **Recipes** + +Recipes are YAML files that encode the instructions for sparsifying a model or sparse transfer learning. SparseML accepts the recipes as inputs, parses the instructions, and applies the specified algorithms and hyperparameters during the training process. In this way, recipes are the declarative interface for specifying which sparsity-related algorithms to apply, allowing you to apply sparsity related algorithms from the familiar YOLOv8 training script. + +### **SparseML CLI** + +SparseML's CLI is built on top of YOLOv8's [`train` cli](https://docs.ultralytics.com/usage/cli/) script. This enables you to kick-off sparse training workflows with all of the friendly utilities from the Ultralytics repo like dataset loading and preprocessing, checkpoint saving, metric reporting, and logging handled for you. Appending the `--help` argument will provide a full list of options for training in SparseML: + +```bash +sparseml.ultralytics.train --help +``` + +output: +``` +usage: sparseml.yolov5.train [-h] [--model MODEL] [--data DATA] [--recipe RECIPE] [--recipe-args RECIPE_ARGS] [--batch BATCH_SIZE] [--epochs EPOCHS] [--imgsz IMGSZ] + [--resume] [--patience PAIENCE] [--save] [--cache] [--device [DEVICE]] [--workers WORKERS] [--project [PROJECT]] + ... + +``` + +SparseML inherits most arguments from the Ultralytics repository. [Check out the YOLOv8 documentation for usage](https://docs.ultralytics.com/usage/cli/). + +## **Quick Start: Sparse Transfer Learning** + +### **Sparse Transfer Learning Overview** + +Sparse Transfer is very similiar to the typical transfer learing process used to train YOLOv8 models, where we fine-tune a checkpoint pretrained on COCO onto a smaller downstream dataset. With Sparse Transfer Learning, however, we simply start the fine-tuning process from a pre-sparsified checkpoint and maintain sparsity while the training process occurs. + +Here, we will fine-tune a [80% pruned version of YOLOv8m](zoo:cv/detection/yolov8-m/pytorch/ultralytics/coco/pruned80-none) trained and sparsified on COCO onto the smaller COCO128 dataset. + +### **Kick off Training** + +We will use SparseML's `sparseml.ultralytics.train` training script. + +To run sparse transfer learning, we first need to create/select a sparsification recipe. For sparse transfer, we need a recipe that instructs SparseML to maintain sparsity during training and to quantize the model over the final epochs. In the SparseZoo, there are several sparse versions of YOLOv8 which were fine-tuned on the VOC dataset. The [80% pruned-quantized version ofYOLOv8m](https://sparsezoo.neuralmagic.com/models/yolov8-m-voc_coco-pruned80_quantized)) is identified by the following stub: + +```bash +zoo:cv/detection/yolov8-m/pytorch/ultralytics/voc/pruned80_quant-none +``` + +
+Here is what the recipe looks like: + +```yaml +version: 1.1.0 + +# General variables +num_epochs: 56 +init_lr: 1.e-6 +final_lr: 1.e-8 + +# Quantization variables +qat_start_epoch: 50 +observer_freeze_epoch: 51 +bn_freeze_epoch: 51 + +training_modifiers: + - !EpochRangeModifier + start_epoch: 0 + end_epoch: eval(num_epochs) + + - !LearningRateFunctionModifier + start_epoch: eval(qat_start_epoch) + end_epoch: eval(num_epochs) + lr_func: cosine + init_lr: eval(init_lr) + final_lr: eval(final_lr) + +pruning_modifiers: + - !ConstantPruningModifier + start_epoch: 0 + params: ["re:^((?!dfl).)*$"] + +quantization_modifiers: + - !QuantizationModifier + start_epoch: eval(qat_start_epoch) + disable_quantization_observer_epoch: eval(observer_freeze_epoch) + freeze_bn_stats_epoch: eval(bn_freeze_epoch) + ignore: ['Upsample', 'Concat', 'model.22.dfl.conv'] + scheme_overrides: + model.2.cv1.act: + output_activations: + num_bits: 8 + symmetric: False + model.2.m.0.cv1.conv: + input_activations: null + model.2.m.0.add_input_0: + input_activations: null + model.4.cv1.act: + output_activations: + num_bits: 8 + symmetric: False + model.4.m.0.cv1.conv: + input_activations: null + model.4.m.0.add_input_0: + input_activations: null + model.4.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.5.conv: + input_activations: null + model.6.cv1.act: + output_activations: + num_bits: 8 + symmetric: False + model.6.m.0.cv1.conv: + input_activations: null + model.6.m.0.add_input_0: + input_activations: null + model.6.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.7.conv: + input_activations: null + output_activations: + num_bits: 8 + symmetric: False + model.8.cv1.act: + output_activations: + num_bits: 8 + symmetric: False + model.8.m.0.cv1.conv: + input_activations: null + model.8.m.0.add_input_0: + input_activations: null + model.8.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.9.cv1.act: + output_activations: + num_bits: 8 + symmetric: False + model.9.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.12.cv1.act: + output_activations: + num_bits: 8 + symmetric: False + model.12.m.0.cv1.conv: + input_activations: null + model.12.m.0.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.12.m.1.cv1.conv: + input_activations: null + model.12.m.1.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.12.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.15.cv1.act: + output_activations: + num_bits: 8 + symmetric: False + model.15.m.0.cv1.conv: + input_activations: null + model.15.m.0.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.15.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.15.m.1.cv1.conv: + input_activations: null + model.15.m.1.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.16.conv: + input_activations: null + model.16.act: + output_activations: + num_bits: 8 + symmetric: False + model.18.cv1.act: + output_activations: + num_bits: 8 + symmetric: false + model.18.m.0.cv1.conv: + input_activations: null + model.18.m.0.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.18.m.1.cv1.conv: + input_activations: null + model.18.m.1.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.19.act: + output_activations: + num_bits: 8 + symmetric: False + model.21.cv1.act: + output_activations: + num_bits: 8 + symmetric: false + model.21.m.0.cv1.conv: + input_activations: null + model.21.m.0.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.21.m.1.cv1.conv: + input_activations: null + model.21.m.1.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.22.cv2.0.0.conv: + input_activations: null + model.22.cv3.0.0.conv: + input_activations: null +``` +
+ +The key `Modifiers` for sparse transfer learning are the following: +- `ConstantPruningModifier` instructs SparseML to maintain the sparsity structure of the network during the fine-tuning process +- `QuantizationModifier` instructs SparseML to apply quantization aware training to quantize the weights over the final epochs + +SparseML parses the `Modifers` in the recipe and updates the training loop with logic encoded therein. + +Run the following to transfer learn from the 80% pruned YOLOv8m onto the COCO128 dataset: +```bash +sparseml.ultralytics.train \ + --model "zoo:cv/detection/yolov8-m/pytorch/ultralytics/coco/pruned80-none" \ + --recipe "zoo:cv/detection/yolov8-m/pytorch/ultralytics/voc/pruned80_quant-none" \ + --data "coco128.yaml" \ + --batch 2 +``` + +The script uses the SparseZoo stubs to identify and download the starting checkpoint and YAML-based recipe file from the SparseZoo. SparseML parses the transfer learning recipe and adjusts the training process to maintain sparsity during the fine-tuning process. It then kicks off the training process. Note that in the command above, the `--model` has a zoo stub indicating the model was trained on COCO whereas the `--recipe` has a zoo stub indicating the model was trained on VOC. As such, SparseML downloads the 80% pruned model trained on COCO and the sparse transfer learning recipe that was used to fine-tune and quantized the model on VOC. + +The resulting model is 80% pruned and quantized and is trained on COCO128! + +Of course, you should feel free to download the recipes and edit the hyperparameters as needed! + +### **Export to ONNX** + +Run the `sparseml.ultralytics.export_onnx` command to export the model to ONNX. Be sure the `--model` argument points to your trained model. + +```bash +sparseml.ultralytics.export_onnx \ + --model ./runs/detect/train/weights/last.pt \ + --save_dir yolov8-m +``` + +### **DeepSparse Deployment** + +Once exported to ONNX, you can deploy your models with DeepSparse. Checkout the [DeepSparse Repository](https://github.com/neuralmagic/deepsparse) for more details. + +## **Next Steps** + +Check out the tutorials for more details on additional functionality like training with other YOLOv5 versions and using custom datasets: + +- [Sparse Transfer Learning with the CLI](tutorials/sparse-transfer-learning.md) **[HIGHLY RECOMMENDED]** +- [Sparsifying From Scratch with the CLI](tutorials/sparsify-from-scratch.md) diff --git a/integrations/ultralytics-yolov8/tutorials/images/aerial-data-example.png b/integrations/ultralytics-yolov8/tutorials/images/aerial-data-example.png new file mode 100644 index 0000000000000000000000000000000000000000..194692e9e36fc7559b44e0ae27fb9b994466f19d GIT binary patch literal 1207545 zcmb?@XE>X0{BO0|qE=fJHER>2grfG|s`iLcV#kiXDXkKUM(x&YL!(v{6$|IhEdIM+GXd3#>u%0-6cd7k_Jex{dCjI?Q}SgEdDxk96>qw)00m1~Os-6(DV zzrnb(!+|@wAWf?vQ(xDh5T^j>6+@>WKX2b4Z;xkO!O(y}4__ZCF=;U=5SM#UkYAv@ 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zli?5@SK|+KZ$_Rn>Zblo+BXo;ey{O?R=ldS90XM>%Gatg4iy?kT)3~8*7;{udFRi{ zSy*1{g}PX~)q-jEFjRwozju3E45%3Cj?N7nOs1&Q=4eucdO*ADt5Zi8t})QXjyd|N z
u@SsM?MqD-eoaV_gkq7lh z0lp{rYm!uYwe)bO^GipKVUC#pUTThy*{wFo>DF;euJ5Tmp~8ZZ*+ z1&Pp&FWEj#*_Z%U|9;fZ_w|tykHf;-)F5a^7|1Kw+{h2+u|9RuzM}IqYu?Jxj z+AI$L@1nK|?EU}y!;K|DP6rI;f4}2!QC8{;|Nrk*92RD5@;~=+2;0qhenlFR>|yPj S$s6o + +# Sparse Transfer Learning + +This page explains how to fine-tune a pre-sparsified YOLOv5 model with SparseML's CLI. + +## Overview + +Sparse Transfer is quite similiar to the typical YOLOv5 training, where we fine-tune a checkpoint pretrained on COCO onto a smaller downstream dataset. However, with Sparse Transfer Learning, we simply start the fine-tuning process from a pre-sparsified YOLOv5 and maintain sparsity while the training process occurs. + +SparseZoo contains pre-sparsified checkpoints of each YOLOv5 model. These models can be used as the starting checkpoint for the sparse transfer learning workflow. + +[Check out the full list of pre-sparsified YOLOv5 models](https://sparsezoo.neuralmagic.com/?domain=cv&sub_domain=detection&page=1) + +## Installations + +Install via `pip`: + +``` +pip install "sparseml[yolov5]" +``` + +## Table of Contents + +In this page, you will: +- [Sparse Transfer Learn YOLOv5s onto VOC](#sparse-transfer-learning-yolov5s-onto-voc) +- [Sparse Transfer Learn Other YOLOv5 Models](#sparse-transfer-learning-other-yolov5-models) +- [Sparse Transfer Learn with a Custom Dataset](#sparse-transfer-learning-with-a-custom-dataset) + +## SparseML CLI + +The examples below will use SparseML's CLI, which is built on top of YOLOv5's [`train.py`](https://github.com/ultralytics/yolov5/wiki/Train-Custom-Data) script. + +This enables you to kick-off sparse training workflows with all of the friendly utilities from the friendly Ultralytics repo like dataset loading and preprocessing, checkpoint saving, metric reporting, and logging handled for you. Appending the `--help` argument will provide a full list of options for training in SparseML: + +```bash +sparseml.yolov5.train --help +``` + +output: +``` +usage: sparseml.yolov5.train [-h] [--weights WEIGHTS] [--cfg CFG] [--data DATA] [--hyp HYP] [--epochs EPOCHS] [--batch-size BATCH_SIZE] [--imgsz IMGSZ] [--rect] + [--resume [RESUME]] [--nosave] [--noval] [--noautoanchor] [--evolve [EVOLVE]] [--bucket BUCKET] [--cache [CACHE]] [--image-weights] + [--device DEVICE] [--multi-scale] [--single-cls] [--optimizer {SGD,Adam,AdamW}] [--sync-bn] [--workers WORKERS] [--project PROJECT] + [--name NAME] [--exist-ok] [--quad] [--cos-lr] [--label-smoothing LABEL_SMOOTHING] [--patience PATIENCE] [--freeze FREEZE [FREEZE ...]] + [--save-period SAVE_PERIOD] [--local_rank LOCAL_RANK] [--entity ENTITY] [--upload_dataset [UPLOAD_DATASET]] + [--bbox_interval BBOX_INTERVAL] [--artifact_alias ARTIFACT_ALIAS] [--recipe RECIPE] [--disable-ema] [--max-train-steps MAX_TRAIN_STEPS] + [--max-eval-steps MAX_EVAL_STEPS] [--one-shot] [--num-export-samples NUM_EXPORT_SAMPLES] + +optional arguments: + -h, --help show this help message and exit + --weights WEIGHTS initial weights path + --cfg CFG model.yaml path + --data DATA dataset.yaml path + --hyp HYP hyperparameters path + --epochs EPOCHS + --batch-size BATCH_SIZE + total batch size for all GPUs, -1 for autobatch +... +``` + +SparseML inherits most arguments from the Ultralytics repository. [For more details, check out the YOLOv5 documentation](https://github.com/ultralytics/yolov5). + +## Sparse Transfer Learning YOLOv5s onto VOC + +Let's try a step-by-step example of Sparse Transfer Learning YOLOv5s onto the VOC dataset. + +To run sparse transfer learning, we first need to create/select a sparsification recipe. For sparse transfer, we need a recipe that instructs SparseML to maintain sparsity during training and to quantize the model over the final epochs. + +For the VOC dataset, there is a [transfer learning recipe available in SparseZoo](https://sparsezoo.neuralmagic.com/models/cv%2Fdetection%2Fyolov5-s%2Fpytorch%2Fultralytics%2Fcoco%2Fpruned75_quant-none), identified by the following stub: + +``` +zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/pruned75_quant-none?recipe_type=transfer_learn +``` + +Here's what the transfer learning recipe looks like: + +```yaml +version: 1.1.0 + +# General variables +num_epochs: 55 +quantization_epochs: 5 +quantization_lr: 1.e-5 +final_lr: 1.e-9 + +training_modifiers: + - !EpochRangeModifier + start_epoch: 0 + end_epoch: eval(num_epochs) + + - !LearningRateFunctionModifier + start_epoch: eval(num_epochs - quantization_epochs) + end_epoch: eval(num_epochs) + lr_func: cosine + init_lr: eval(quantization_lr) + final_lr: eval(final_lr) + +pruning_modifiers: + - !ConstantPruningModifier + start_epoch: 0.0 + params: __ALL_PRUNABLE__ + +quantization_modifiers: + - !QuantizationModifier + start_epoch: eval(num_epochs - quantization_epochs) + submodules: + - model + custom_quantizable_module_types: ['SiLU'] + exclude_module_types: ['SiLU'] + quantize_conv_activations: False + disable_quantization_observer_epoch: eval(num_epochs - quantization_epochs + 2) + freeze_bn_stats_epoch: eval(num_epochs - quantization_epochs + 1) +``` + +The "Modifiers" encode how SparseML should modify the training process for Sparse Transfer Learning. +- `ConstantPruningModifier` tells SparseML to pin weights at 0 over all epochs, maintaining the sparsity structure of the network +- `QuantizationModifier` tells SparseML to quantize the weights with quantization aware training over the last 5 epochs + +SparseML parses the instructions declared in the recipe and modifies the YOLOv5 training loop accordingly before running the fine-tuning. + +Run the following: +``` +sparseml.yolov5.train \ + --weights zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/pruned75_quant-none?recipe_type=transfer_learn \ + --recipe zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/pruned75_quant-none?recipe_type=transfer_learn \ + --data VOC.yaml \ + --patience 0 \ + --cfg yolov5s.yaml \ + --hyp hyps/hyp.finetune.yaml +``` + +Lets discuss the key arguments: +- `--weights` specifies the starting checkpoint for the training process. Here, we passed a SparseZoo stub, which +identifies the 75% pruned-quantized YOLOv5s model in the SparseZoo. The script downloads the PyTorch model to begin training. In addition to SparseZoo stubs, you can also pass a local path to a PyTorch checkpoint. + +- `--recipe` specifies the transfer learning recipe. In this case, we passed a SparseZoo stub, which instructs SparseML to download the premade YOLOv5s transfer learning recipe shown above. In addition to SparseZoo stubs, you can also pass a local path to a YAML recipe. + +- `--data` specifies the dataset configuration. Here, we specify the VOC dataset, which is automatically downloaded. See below for an example + using a custom dataset. + +- `--hyps` specifies a path to the hyperparameters for the training. Here, we use a [built in configuration](https://github.com/neuralmagic/yolov5/blob/master/data/hyps/hyp.finetune.yaml) for fine-tuning. Note that any hyperparameters specified in the `--recipe` (e.g. epochs or learning rate) will override anything passed to the `--hyps` argument. For instance, in this case, the recipe specifies the learning rate schedule for QAT. The specification in the recipe overrides the `lr` in the hyperparameter file. + +As a result, sparsity is maintained while the training occurs and we quantize the model over the final few epochs. In the end, we have a 75% pruned and quantized YOLOv5s trained on VOC! + +### Exporting for Inference + +Once trained, you can export the model to ONNX for inference with DeepSparse. + +Run the following: + +```bash +sparseml.yolov5.export_onnx \ + --weights yolov5_runs/train/exp/weights/last.pt \ + --dynamic +``` + +The resulting ONNX file is saved in your local directory. + +## Sparse Transfer Learning Other YOLOv5 Models + +Here are some sample transfer learning commands for other versions of YOLOv5. + + - YOLOv5n Pruned-Quantized: +```bash +sparseml.yolov5.train \ + --cfg yolov5n.yaml \ + --weights zoo:cv/detection/yolov5-n/pytorch/ultralytics/coco/pruned40_quant-none?recipe_type=transfer_learn \ + --recipe zoo:cv/detection/yolov5-n/pytorch/ultralytics/coco/pruned40_quant-none?recipe_type=transfer_learn \ + --data VOC.yaml \ + --patience 0 \ + --hyp hyps/hyp.finetune.yaml +``` + - YOLOv5s Pruned-Quantized: +```bash +sparseml.yolov5.train \ + --cfg yolov5s.yaml \ + --weights zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/pruned75_quant-none?recipe_type=transfer_learn \ + --recipe zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/pruned75_quant-none?recipe_type=transfer_learn \ + --data VOC.yaml \ + --patience 0 \ + --hyp hyps/hyp.finetune.yaml +``` + - YOLOv5m Pruned-Quantized: +```bash +sparseml.yolov5.train \ + --cfg yolov5m.yaml \ + --weights zoo:cv/detection/yolov5-m/pytorch/ultralytics/coco/pruned70_quant-none?recipe_type=transfer_learn \ + --recipe zoo:cv/detection/yolov5-m/pytorch/ultralytics/coco/pruned70_quant-none?recipe_type=transfer_learn \ + --data VOC.yaml \ + --patience 0 \ + --hyp hyps/hyp.finetune.yaml +``` + - YOLOv5l Pruned-Quantized: +```bash +sparseml.yolov5.train \ + --cfg yolov5l.yaml \ + --weights zoo:cv/detection/yolov5-l/pytorch/ultralytics/coco/pruned90_quant-none?recipe_type=transfer_learn \ + --recipe zoo:cv/detection/yolov5-l/pytorch/ultralytics/coco/pruned90_quant-none?recipe_type=transfer_learn \ + --data VOC.yaml \ + --patience 0 \ + --hyp hyps/hyp.finetune.yaml +``` + - YOLOv5x Pruned-Quantized +```bash +sparseml.yolov5.train \ + --cfg yolov5x.yaml \ + --weights zoo:cv/detection/yolov5-x/pytorch/ultralytics/coco/pruned80_quant-none?recipe_type=transfer_learn \ + --recipe zoo:cv/detection/yolov5-x/pytorch/ultralytics/coco/pruned80_quant-none?recipe_type=transfer_learn \ + --data VOC.yaml \ + --patience 0 \ + --hyp hyps/hyp.finetune.yaml +``` + +SparseZoo contains mutliple variants of each version of YOLOv5 at various levels of sparsity, which can be fine-tuned onto your dataset. + +[Checkout the full list](https://sparsezoo.neuralmagic.com/?page=1&domain=cv&sub_domain=detection) + +## Sparse Transfer Learning with a Custom Dataset + +Because SparseML is integrated with YOLOv5, we can easily pass custom datasets to the training flows in the Ultralytics format. + +### Ultralytics Dataset Format + +There are three steps to creating a custom dataset for YOLOv5. + +#### 1. Create `dataset.yaml` + +Ultralytics uses a YAML file to pass a dataset configuration that defines: +- The dataset root directory `path` and relative paths to `train` / `val` / `test` image directories (or *.txt files with image paths) +- A class names dictionary + +Here is an example for [COCO128](https://www.kaggle.com/datasets/ultralytics/coco128), +an example small tutorial dataset composed of the first 128 images in COCO train2017. These same 128 images are used for both training and validation to verify our training pipeline is capable of overfitting. + +```yaml +# Train/val/test sets as 1) dir: path/to/imgs, 2) file: path/to/imgs.txt, or 3) list: [path/to/imgs1, path/to/imgs2, ..] +path: ./datasets/coco128 # dataset root dir +train: images/train2017 # train images (relative to 'path') 128 images +val: images/train2017 # val images (relative to 'path') 128 images +test: # test images (optional) + +# Classes (80 COCO classes) +names: + 0: person + 1: bicycle + 2: car + ... + 77: teddy bear + 78: hair drier + 79: toothbrush +``` + +#### 2. Create Labels + +After using a tool like [Roboflow Annotate](https://roboflow.com/annotate?ref=ultralytics) to label your data, export your labels to the YOLO Format, with one +`*.txt` file per image (if no objects are in the image, no `*.txt` file is required). + +The `*.txt` file specifications are: +- One row per object +- Each row is `class x_center y_center width height` format. +- Box coordinates must be in normalized xywh format (from 0 - 1). If your boxes are in pixels, divide `x_center` and `width` by image width, and `y_center` and `height` by image height. +- Class numbers are zero-indexed (start from 0). + + +#### 3. Organize Directories + +Organize your train and val images and labels according to the example below. For the demo COCO128 file above, assumes `/coco128` is inside a `/datasets` directory in your current directory. YOLOv5 locates labels automatically for each image by replacing the last instance of `/images/` in each image path with `/labels/`. For example: + +``` +./datasets/coco128/images/im0.jpg # image +./datasets/coco128/labels/im0.txt # label +``` + +For more details, checkout the [custom dataset set tutorial](https://github.com/ultralytics/yolov5/wiki/Train-Custom-Data) in the Ultralytics repository. + +### Example + +Let's try a real example with an aerial dataset. + +#### Download the Dataset + +The dataset is hosted on Google Drive ([link to file](https://drive.google.com/file/d/1GWTv9s-H387X-6wxHf2lVllqEdIv2J7N/view?usp=share_link)). + +Install `gdown` and download/unzip the dataset: +``` +pip install --upgrade gdown +gdown 1GWTv9s-H387X-6wxHf2lVllqEdIv2J7N +tar -xvf aerial-dataset.tar.gz +``` + +After unzipping, we can see the directory conforms to the Ultralytics format: +``` +|-- aerial-dataset + |--train + |--images + |--00001_frame000000_original.jpg + ... + |--labels + |--00001_frame000000_original.txt + ... + |--val + |--images + |--00053_frame000000_original.jpg + ... + |--labels + |--00053_frame000000_original.txt + ... +``` + +Here is a sample label file for `aerial-dataset/train/labels/00001_frame000000_original.txt`: +``` +0 0.719010 0.124074 0.022396 0.083333 +0 0.943229 0.133333 0.039583 0.037037 +0 0.787240 0.153241 0.042188 0.041667 +0 0.741667 0.121759 0.017708 0.073148 +0 0.693229 0.100463 0.017708 0.063889 +0 0.670312 0.097222 0.025000 0.075926 +0 0.648177 0.077315 0.022396 0.069444 +0 0.619531 0.050463 0.022396 0.056481 +0 0.492448 0.078704 0.039062 0.059259 +0 0.418229 0.806019 0.034375 0.065741 +0 0.349479 0.646296 0.018750 0.064815 +0 0.461458 0.916204 0.037500 0.052778 +``` + +Run the following to visualize the data: + +```python +import pandas as pd +import numpy as np +import matplotlib.pyplot as plt +import random, cv2 +from PIL import Image + +plt.figure(figsize=(15, 15), facecolor='white') + +filename_image = f"aerial-dataset/train/images/00001_frame000000_original.jpg" +filename_label = filename_image.replace('images','labels').replace('jpg','txt') +data = pd.read_csv(filename_label, header=None, delimiter=' ', names=["class", "x_center", "y_center", "width", "height"]) + +print(filename_image) +print(filename_label) +im = cv2.imread(filename_image) +im_size = im.shape[:2] +for _, bbox in data.iterrows(): + + cls, xc, yc, w, h = bbox + xmin = xc - w/2 + ymin = yc - h/2 + xmax = xc + w/2 + ymax = yc + h/2 + + xmin *= im_size[1] + ymin *= im_size[0] + xmax *= im_size[1] + ymax *= im_size[0] + + start_point = (int(xmin), int(ymin)) + end_point = (int(xmax), int(ymax)) + color = (0, 255, 0) + thickness = 2 + + im = cv2.rectangle(im, start_point, end_point, color, thickness) + +plt.axis("off") +plt.imshow(im) +``` + +![sample-image](images/aerial-data-example.png) + +#### Create a Config + +Save the following configuration file as `aerial-dataset.yaml`: + +```yaml +# aerial-dataset.yaml +path: ./aerial-dataset +train: + - train/images +val: + - val/images + +# Classes +nc: 1 # number of classes +names: ['object'] +``` + +#### Run Transfer Learning + +With the config file setup and data downloaded, we can simply swap in the dataset configuration file in place of the `VOC.yaml`. + +``` +sparseml.yolov5.train \ + --weights zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/pruned75_quant-none?recipe_type=transfer_learn \ + --recipe zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/pruned75_quant-none?recipe_type=transfer_learn \ + --recipe-args '{"num_epochs":30}' \ + --data aerial-dataset.yaml \ + --patience 0 \ + --cfg yolov5s.yaml \ + --hyp hyps/hyp.finetune.yaml +``` + +You will notice that we added a `--recipe_args` argument, which updates the transfer +learning recipe to run for 30 epochs rather than 55 epochs. While you can always create +a custom recipe file and pass a local file to script, the `--recipe_args` enables you +to modify on the fly. + +Feel free to adjust the hyperparameters as needed! + +The model achieves ~80% mAP@50. + +## Wrapping Up + +Checkout [DeepSparse](https://github.com/neuralmagic/deepsparse) for more details on deploying your sparse models with GPU-class performance. diff --git a/integrations/ultralytics-yolov8/tutorials/sparsify-from-scratch.md b/integrations/ultralytics-yolov8/tutorials/sparsify-from-scratch.md new file mode 100644 index 00000000000..b0a48624dec --- /dev/null +++ b/integrations/ultralytics-yolov8/tutorials/sparsify-from-scratch.md @@ -0,0 +1,407 @@ + + +# Sparsifying YOLOv5 From Scratch + +This page explains how to sparsify a YOLOv5 model from scratch with SparseML's CLI. + +## Overview + +Sparsifying a model involves removing redundant information from a +trained model using algorithms such as pruning and quantization. The sparse models can then be deployed with DeepSparse, which implements many optimizations to take advantage of sparsity to gain a performance speedup. + +In this tutorial, we will demonstrate how to use recipes to create +sparse versions of YOLOv5. + +**Pro Tip**: For YOLOv5, there are pre-sparsified checkpoints of each version available in [SparseZoo](https://sparsezoo.neuralmagic.com/?domain=cv&sub_domain=detection&page=1). +***We highly recommend using the [Sparse Transfer Learning](sparse-transfer-learning.md) pathway to fine-tune one of these checkpoints onto your dataset +rather than sparsifying from scratch.*** + +## Sparsification Recipes + +Recipes are SparseML's YAML-based declarative interface for specifying the sparsity-related algorithms and parameters that should be applied during the training +process. The SparseML CLI script parses the recipes and modifies the YOLOv5 training loop to implement the specified algorithms. + +The SparseZoo hosts the recipes that were used to create the sparse versions of YOLOv5. + +
+ Click to see the recipe used to create the 75% pruned-quantized YOLOv5s + +```yaml +version: 1.1.0 + +# General Hyperparams +num_epochs: 250 +init_lr: 0.01 +final_lr: 0.002 +weights_warmup_lr: 0 +biases_warmup_lr: 0.1 + +# Pruning Hyperparams +init_sparsity: 0.05 +pruning_start_epoch: 4 +pruning_end_epoch: 150 +pruning_update_frequency: 1.0 + + +# Quantization variables +quantization_epochs: 10 +quantization_lr: 1.e-3 + +# Knowledge distillation variables +per_layer_distillation_gain: 0.01 + +#Modifiers +training_modifiers: + - !EpochRangeModifier + start_epoch: 0 + end_epoch: eval(num_epochs) + + - !LearningRateFunctionModifier + start_epoch: 3 + end_epoch: eval(num_epochs - quantization_epochs) + lr_func: linear + init_lr: eval(init_lr) + final_lr: eval(final_lr) + + - !LearningRateFunctionModifier + start_epoch: 0 + end_epoch: 3 + lr_func: linear + init_lr: eval(weights_warmup_lr) + final_lr: eval(init_lr) + param_groups: [0, 1] + + - !LearningRateFunctionModifier + start_epoch: 0 + end_epoch: 3 + lr_func: linear + init_lr: eval(biases_warmup_lr) + final_lr: eval(init_lr) + param_groups: [2] + + - !LearningRateFunctionModifier + start_epoch: eval(num_epochs - quantization_epochs) + end_epoch: eval(num_epochs) + lr_func: cosine + init_lr: eval(quantization_lr) + final_lr: 1.e-9 + +pruning_modifiers: + - !GMPruningModifier + params: + - model.13.cv1.conv.weight + - model.13.cv2.conv.weight + - model.13.cv3.conv.weight + - model.13.m.0.cv1.conv.weight + - model.14.conv.weight + - model.17.cv1.conv.weight + - model.17.cv2.conv.weight + - model.17.cv3.conv.weight + - model.17.m.0.cv1.conv.weight + - model.2.cv1.conv.weight + - model.2.cv2.conv.weight + - model.2.cv3.conv.weight + - model.2.m.0.cv1.conv.weight + - model.20.cv1.conv.weight + - model.20.cv2.conv.weight + - model.20.cv3.conv.weight + - model.23.cv1.conv.weight + - model.23.cv2.conv.weight + - model.23.m.0.cv1.conv.weight + - model.24.m.2.weight + - model.4.cv1.conv.weight + - model.4.cv2.conv.weight + - model.4.cv3.conv.weight + - model.4.m.0.cv1.conv.weight + - model.4.m.1.cv1.conv.weight + - model.4.m.1.cv2.conv.weight + - model.6.cv1.conv.weight + - model.6.cv2.conv.weight + - model.6.cv3.conv.weight + - model.8.cv1.conv.weight + - model.8.cv2.conv.weight + - model.8.cv3.conv.weight + - model.8.m.0.cv1.conv.weight + - model.9.cv1.conv.weight + init_sparsity: eval(init_sparsity) + final_sparsity: 0.4240 + start_epoch: eval(pruning_start_epoch) + end_epoch: eval(pruning_end_epoch) + update_frequency: eval(pruning_update_frequency) + + - !GMPruningModifier + params: + - model.20.m.0.cv1.conv.weight + - model.4.m.0.cv2.conv.weight + - model.9.cv2.conv.weight + init_sparsity: eval(init_sparsity) + final_sparsity: 0.4838 + start_epoch: eval(pruning_start_epoch) + end_epoch: eval(pruning_end_epoch) + update_frequency: eval(pruning_update_frequency) + + - !GMPruningModifier + params: + - model.18.conv.weight + - model.2.m.0.cv2.conv.weight + - model.6.m.2.cv2.conv.weight + init_sparsity: eval(init_sparsity) + final_sparsity: 0.5374 + start_epoch: eval(pruning_start_epoch) + end_epoch: eval(pruning_end_epoch) + update_frequency: eval(pruning_update_frequency) + + - !GMPruningModifier + params: + - model.0.conv.weight + - model.24.m.0.weight + - model.3.conv.weight + init_sparsity: eval(init_sparsity) + final_sparsity: 0.5854 + start_epoch: eval(pruning_start_epoch) + end_epoch: eval(pruning_end_epoch) + update_frequency: eval(pruning_update_frequency) + + - !GMPruningModifier + params: + - model.13.m.0.cv2.conv.weight + - model.24.m.1.weight + - model.5.conv.weight + - model.6.m.1.cv2.conv.weight + init_sparsity: eval(init_sparsity) + final_sparsity: 0.6284 + start_epoch: eval(pruning_start_epoch) + end_epoch: eval(pruning_end_epoch) + update_frequency: eval(pruning_update_frequency) + + - !GMPruningModifier + params: + - model.1.conv.weight + - model.17.m.0.cv2.conv.weight + - model.20.m.0.cv2.conv.weight + init_sparsity: eval(init_sparsity) + final_sparsity: 0.7325 + start_epoch: eval(pruning_start_epoch) + end_epoch: eval(pruning_end_epoch) + update_frequency: eval(pruning_update_frequency) + + - !GMPruningModifier + params: + - model.23.cv3.conv.weight + - model.6.m.0.cv2.conv.weight + - model.7.conv.weight + - model.8.m.0.cv2.conv.weight + init_sparsity: eval(init_sparsity) + final_sparsity: 0.7602 + start_epoch: eval(pruning_start_epoch) + end_epoch: eval(pruning_end_epoch) + update_frequency: eval(pruning_update_frequency) + + - !GMPruningModifier + params: + - model.23.m.0.cv2.conv.weight + init_sparsity: eval(init_sparsity) + final_sparsity: 0.8453 + start_epoch: eval(pruning_start_epoch) + end_epoch: eval(pruning_end_epoch) + update_frequency: eval(pruning_update_frequency) + + - !GMPruningModifier + params: + - model.21.conv.weight + init_sparsity: eval(init_sparsity) + final_sparsity: 0.9002 + start_epoch: eval(pruning_start_epoch) + end_epoch: eval(pruning_end_epoch) + update_frequency: eval(pruning_update_frequency) + +knowledge_disitillation_modifiers: + - !PerLayerDistillationModifier + start_epoch: 0.0 + end_epoch: eval(num_epochs - quantization_epochs) + gain: eval(per_layer_distillation_gain) + project_features: true + student_layer_names: + - model.0 + - model.1 + - model.2.cv1 + - model.2.cv2 + - model.2.cv3 + - model.2.m.0.cv1 + - model.2.m.0.cv2 + - model.3 + - model.4.cv1 + - model.4.cv2 + - model.4.cv3 + - model.4.m.0.cv1 + - model.4.m.0.cv2 + - model.5 + - model.6.cv1 + - model.6.cv2 + - model.6.cv3 + - model.6.m.0.cv1 + - model.6.m.0.cv2 + - model.7 + - model.8.cv1 + - model.8.cv2 + - model.8.cv3 + - model.8.m.0.cv1 + - model.8.m.0.cv2 + - model.9.cv1 + - model.9.cv2 + - model.10 + - model.13.cv1 + - model.13.cv2 + - model.13.cv3 + - model.13.m.0.cv1 + - model.13.m.0.cv2 + - model.14 + - model.17.cv1 + - model.17.cv2 + - model.17.cv3 + - model.17.m.0.cv1 + - model.17.m.0.cv2 + - model.18 + - model.20.cv1 + - model.20.cv2 + - model.20.cv3 + - model.20.m.0.cv1 + - model.20.m.0.cv2 + - model.21 + - model.23.cv1 + - model.23.cv2 + - model.23.cv3 + - model.23.m.0.cv1 + - model.23.m.0.cv2 + - model.24.m.0 + - model.24.m.1 + - model.24.m.2 + +quantization_modifiers: + - !QuantizationModifier + start_epoch: eval(num_epochs - quantization_epochs) + submodules: + - model + custom_quantizable_module_types: ['SiLU'] + exclude_module_types: ['SiLU'] + quantize_conv_activations: False + disable_quantization_observer_epoch: eval(num_epochs - quantization_epochs + 2) + freeze_bn_stats_epoch: eval(num_epochs - quantization_epochs + 1) +``` + +There is is a lot here, but the important items are the `pruning_modifiers`, `distillation_modifiers`, and +`quantization_modifiers`. + +The `pruning_modifiers` instruct SparseML to apply the Global Magnitude Pruning algorithm to various layers of +the network. As you can see, the recipe specifies a target level of sparsity for each layer of the network. +At the end of every epoch, the GMP algorithm iteratively removes the lowest magnitude weights gradually inducing +sparsitty into the network. + +The `distillation_modifiers` instruct SparseML to apply model distillation from a teacher during the +pruning process. In this case, we perform per-layer distillation. The teacher model helps to improve +accuracy during the pruning process. + +The `quantization_modifiers` instruct SparseML to apply Quantization Aware Training during the final +few epochs, creating a sparse version of the model. + +
+ +## Applying a Recipe + +We can use the SparseML CLI to apply this recipe to a YOLOv5 model. + +Run the following: + +```bash +sparseml.yolov5.train \ + --weights zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/base-none \ + --recipe zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/pruned75_quant-none \ + --teacher-weights zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/base-none \ + --data coco.yaml \ + --hyp hyps/hyp.scratch-low.yaml --cfg yolov5s.yaml --patience 0 --gradient-accum-steps 4 +``` + +Let's discuss the key arguments: + +- `--weights zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/base-none` specifies the starting checkpoint for the sparsification. Here, we passed a SparseZoo stub identifying the standard dense YOLOv5s model in SparseZoo. Alternatively, you can pass a path to a YOLOv5 PyTorch model. + +- `--recipe zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/pruned75_quant-none` specifies the sparsification recipe to be applied. Here, we passed a SparseZoo +stub identifying the sparsification recipe shown above in the SparseZoo. Alternatively, you can pass a path to a local YAML-based recipe. + +- `--teacher-weights zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/base-none` specifies the teacher model to be used for model distillation. This is an +optional argument (as pruning can be applied without model distillation as well). Here, we passed a SparseZoo stub identifying the standard dense YOLOv5s model in SparseZoo. Alternatively, you can pass a path to a YOLOv5 PyTorch model. + +- `--data coco.yaml` specifies dataset configuration file to use during the sparsification process. Here, we pass `coco.yaml`, which SparseML instructs SparseML to +automatically download the COCO dataset. Alternatively, you can pass a config file for your local dataset. Checkout the [Ultralytics Custom Data Tutorial Repo](https://github.com/ultralytics/yolov5/wiki/Train-Custom-Data) for more details on how to structure your datasets. SparseML conforms to the Ultralytics specification. + +- `--hyp hyps/hyp.scratch-low.yaml` specifies a path to the hyperparameters for the training. Here, we use a [built in configuration](https://github.com/neuralmagic/yolov5/blob/master/data/hyps/hyp.scratch-low.yaml). Note that any hyperparameters specified in the `--recipe` (e.g. epochs or learning rate) will override anything passed to the `--hyps` argument. For instance, in this case, the recipe specifies the learning rate schedule. The specification in the recipe overrides the lr in the hyperparameter file. + +At the end, you will have a 75% pruned and quantized version of YOLOv5s trained on COCO! This model achieves 54.69 mAP@0.5. + +## Exporting for Inference + +Once trained, you can export the model to ONNX for inference with DeepSparse. + +Run the following: + +```bash +sparseml.yolov5.export_onnx \ + --weights yolov5_runs/train/exp/weights/last.pt \ + --dynamic +``` + +The resulting ONNX file is saved in your local directory. + +## Other YOLOv5 Models + +Here are some sample transfer learning commands for other versions of YOLOv5. Checkout the [SparseZoo](https://sparsezoo.neuralmagic.com/?page=1&domain=cv&sub_domain=detection) for the full repository of pre-sparsified checkpoints. + + - YOLOv5n: Recipe Coming Soon + + - YOLOv5s: 75% Pruned-Quantized +```bash +sparseml.yolov5.train \ + --cfg yolov5s.yaml \ + --teacher-weights zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/base-none \ + --data coco.yaml \ + --recipe zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/pruned75_quant-none \ + --hyp hyps/hyp.scratch-low.yaml \ + --weights zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/base-none \ + --patience 0 \ + --gradient-accum-steps 4 +``` + + - YOLOv5m: Recipe Coming Soon + + - YOLOv5l: 90% Pruned-Quantized + +```bash +sparseml.yolov5.train \ + --cfg yolov5l.yaml \ + --teacher-weights zoo:cv/detection/yolov5-l/pytorch/ultralytics/coco/base-none \ + --data coco.yaml \ + --recipe zoo:cv/detection/yolov5-l/pytorch/ultralytics/coco/pruned90_quant-none \ + --hyp hyps/hyp.scratch-high.yaml \ + --weights zoo:cv/detection/yolov5-l/pytorch/ultralytics/coco/base-none \ + --patience 0 \ + --gradient-accum-steps 4 +``` + - YOLOv5x: Recipe Coming Soon + +## Next Steps + +Checkout the DeepSparse repository for more information on deploying your sparse YOLOv5 models with DeepSparse for GPU class performance on CPUs. From 8c025a22980c5112a56ea82237bccb711faa1431 Mon Sep 17 00:00:00 2001 From: Robert Shaw Date: Fri, 7 Jul 2023 12:10:38 -0400 Subject: [PATCH 02/57] added YOLOv8 example --- integrations/ultralytics-yolov8/README.md | 7 +- .../tutorials/sparse-transfer-learning.md | 388 +++++++++++------ .../tutorials/sparsify-from-scratch.md | 407 ------------------ 3 files changed, 257 insertions(+), 545 deletions(-) delete mode 100644 integrations/ultralytics-yolov8/tutorials/sparsify-from-scratch.md diff --git a/integrations/ultralytics-yolov8/README.md b/integrations/ultralytics-yolov8/README.md index f760737260c..5b742f96461 100644 --- a/integrations/ultralytics-yolov8/README.md +++ b/integrations/ultralytics-yolov8/README.md @@ -275,7 +275,7 @@ quantization_modifiers: The key `Modifiers` for sparse transfer learning are the following: - `ConstantPruningModifier` instructs SparseML to maintain the sparsity structure of the network during the fine-tuning process -- `QuantizationModifier` instructs SparseML to apply quantization aware training to quantize the weights over the final epochs +- `QuantizationModifier` tells SparseML to quantize the weights with quantization aware training over the last 5 epochs. The `scheme_overrides` are a bit complicated here to handle the GeLU activations followed by the C2f module introduced in YOLOv8, but you do not need to worry too much about this. SparseML parses the `Modifers` in the recipe and updates the training loop with logic encoded therein. @@ -310,7 +310,6 @@ Once exported to ONNX, you can deploy your models with DeepSparse. Checkout the ## **Next Steps** -Check out the tutorials for more details on additional functionality like training with other YOLOv5 versions and using custom datasets: +Check out the tutorials for more details on additional functionality like training with other YOLOv8 versions and using custom datasets: -- [Sparse Transfer Learning with the CLI](tutorials/sparse-transfer-learning.md) **[HIGHLY RECOMMENDED]** -- [Sparsifying From Scratch with the CLI](tutorials/sparsify-from-scratch.md) +- [Sparse Transfer Learning with the CLI](tutorials/sparse-transfer-learning.md) **[HIGHLY RECOMMENDED]** \ No newline at end of file diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 49089106608..cc9c16cbd9e 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -16,13 +16,13 @@ limitations under the License. # Sparse Transfer Learning -This page explains how to fine-tune a pre-sparsified YOLOv5 model with SparseML's CLI. +This page explains how to fine-tune a pre-sparsified YOLOv8 model with SparseML's CLI. ## Overview -Sparse Transfer is quite similiar to the typical YOLOv5 training, where we fine-tune a checkpoint pretrained on COCO onto a smaller downstream dataset. However, with Sparse Transfer Learning, we simply start the fine-tuning process from a pre-sparsified YOLOv5 and maintain sparsity while the training process occurs. +Sparse Transfer is quite similiar to the typical YOLOv8 training, where we fine-tune a checkpoint pretrained on COCO onto a smaller downstream dataset. However, with Sparse Transfer Learning, we simply start the fine-tuning process from a pre-sparsified YOLOv8 and maintain sparsity while the training process occurs. -SparseZoo contains pre-sparsified checkpoints of each YOLOv5 model. These models can be used as the starting checkpoint for the sparse transfer learning workflow. +SparseZoo contains pre-sparsified checkpoints of each YOLOv8 model. These models can be used as the starting checkpoint for the sparse transfer learning workflow. [Check out the full list of pre-sparsified YOLOv5 models](https://sparsezoo.neuralmagic.com/?domain=cv&sub_domain=detection&page=1) @@ -31,72 +31,63 @@ SparseZoo contains pre-sparsified checkpoints of each YOLOv5 model. These models Install via `pip`: ``` -pip install "sparseml[yolov5]" +pip install "sparseml[ultralytics]" ``` ## Table of Contents In this page, you will: -- [Sparse Transfer Learn YOLOv5s onto VOC](#sparse-transfer-learning-yolov5s-onto-voc) -- [Sparse Transfer Learn Other YOLOv5 Models](#sparse-transfer-learning-other-yolov5-models) +- [Sparse Transfer Learn YOLOv8m onto COCO128](#sparse-transfer-learning-yolov8m-onto-coco128) +- [Sparse Transfer Learn Other YOLOv8 Models](#sparse-transfer-learning-other-yolov8-models) - [Sparse Transfer Learn with a Custom Dataset](#sparse-transfer-learning-with-a-custom-dataset) ## SparseML CLI -The examples below will use SparseML's CLI, which is built on top of YOLOv5's [`train.py`](https://github.com/ultralytics/yolov5/wiki/Train-Custom-Data) script. - -This enables you to kick-off sparse training workflows with all of the friendly utilities from the friendly Ultralytics repo like dataset loading and preprocessing, checkpoint saving, metric reporting, and logging handled for you. Appending the `--help` argument will provide a full list of options for training in SparseML: +SparseML's CLI is built on top of YOLOv8's [`train` cli](https://docs.ultralytics.com/usage/cli/) script. This enables you to kick-off sparse training workflows with all of the friendly utilities from the Ultralytics repo like dataset loading and preprocessing, checkpoint saving, metric reporting, and logging handled for you. Appending the `--help` argument will provide a full list of options for training in SparseML: ```bash -sparseml.yolov5.train --help +sparseml.ultralytics.train --help ``` output: ``` -usage: sparseml.yolov5.train [-h] [--weights WEIGHTS] [--cfg CFG] [--data DATA] [--hyp HYP] [--epochs EPOCHS] [--batch-size BATCH_SIZE] [--imgsz IMGSZ] [--rect] - [--resume [RESUME]] [--nosave] [--noval] [--noautoanchor] [--evolve [EVOLVE]] [--bucket BUCKET] [--cache [CACHE]] [--image-weights] - [--device DEVICE] [--multi-scale] [--single-cls] [--optimizer {SGD,Adam,AdamW}] [--sync-bn] [--workers WORKERS] [--project PROJECT] - [--name NAME] [--exist-ok] [--quad] [--cos-lr] [--label-smoothing LABEL_SMOOTHING] [--patience PATIENCE] [--freeze FREEZE [FREEZE ...]] - [--save-period SAVE_PERIOD] [--local_rank LOCAL_RANK] [--entity ENTITY] [--upload_dataset [UPLOAD_DATASET]] - [--bbox_interval BBOX_INTERVAL] [--artifact_alias ARTIFACT_ALIAS] [--recipe RECIPE] [--disable-ema] [--max-train-steps MAX_TRAIN_STEPS] - [--max-eval-steps MAX_EVAL_STEPS] [--one-shot] [--num-export-samples NUM_EXPORT_SAMPLES] - -optional arguments: - -h, --help show this help message and exit - --weights WEIGHTS initial weights path - --cfg CFG model.yaml path - --data DATA dataset.yaml path - --hyp HYP hyperparameters path - --epochs EPOCHS - --batch-size BATCH_SIZE - total batch size for all GPUs, -1 for autobatch -... +usage: sparseml.yolov5.train [-h] [--model MODEL] [--data DATA] [--recipe RECIPE] [--recipe-args RECIPE_ARGS] [--batch BATCH_SIZE] [--epochs EPOCHS] [--imgsz IMGSZ] + [--resume] [--patience PAIENCE] [--save] [--cache] [--device [DEVICE]] [--workers WORKERS] [--project [PROJECT]] + ... + ``` -SparseML inherits most arguments from the Ultralytics repository. [For more details, check out the YOLOv5 documentation](https://github.com/ultralytics/yolov5). +SparseML inherits most arguments from the Ultralytics repository. [Check out the YOLOv8 documentation for usage](https://docs.ultralytics.com/usage/cli/). -## Sparse Transfer Learning YOLOv5s onto VOC +## Sparse Transfer Learning YOLOv5m onto COCO128 -Let's try a step-by-step example of Sparse Transfer Learning YOLOv5s onto the VOC dataset. +Let's try a step-by-step example of Sparse Transfer Learning YOLOv8m onto the COCO128 dataset. To run sparse transfer learning, we first need to create/select a sparsification recipe. For sparse transfer, we need a recipe that instructs SparseML to maintain sparsity during training and to quantize the model over the final epochs. -For the VOC dataset, there is a [transfer learning recipe available in SparseZoo](https://sparsezoo.neuralmagic.com/models/cv%2Fdetection%2Fyolov5-s%2Fpytorch%2Fultralytics%2Fcoco%2Fpruned75_quant-none), identified by the following stub: +Here is a [transfer learning recipe available in SparseZoo for YOLOv8m](https://sparsezoo.neuralmagic.com/models/yolov8-m-voc_coco-pruned80_quantized?hardware=deepsparse-c6i.12xlarge), identified by the following stub: ``` -zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/pruned75_quant-none?recipe_type=transfer_learn +zoo:cv/detection/yolov8-m/pytorch/ultralytics/voc/pruned80_quant-none ``` -Here's what the transfer learning recipe looks like: +We can tell this is a transfer learning stub because the dataset is `voc`. + +
+CLick to see what the recipe looks like: ```yaml version: 1.1.0 # General variables -num_epochs: 55 -quantization_epochs: 5 -quantization_lr: 1.e-5 -final_lr: 1.e-9 +num_epochs: 56 +init_lr: 1.e-6 +final_lr: 1.e-8 + +# Quantization variables +qat_start_epoch: 50 +observer_freeze_epoch: 51 +bn_freeze_epoch: 51 training_modifiers: - !EpochRangeModifier @@ -104,58 +95,198 @@ training_modifiers: end_epoch: eval(num_epochs) - !LearningRateFunctionModifier - start_epoch: eval(num_epochs - quantization_epochs) + start_epoch: eval(qat_start_epoch) end_epoch: eval(num_epochs) lr_func: cosine - init_lr: eval(quantization_lr) + init_lr: eval(init_lr) final_lr: eval(final_lr) - + pruning_modifiers: - !ConstantPruningModifier - start_epoch: 0.0 - params: __ALL_PRUNABLE__ + start_epoch: 0 + params: ["re:^((?!dfl).)*$"] quantization_modifiers: - !QuantizationModifier - start_epoch: eval(num_epochs - quantization_epochs) - submodules: - - model - custom_quantizable_module_types: ['SiLU'] - exclude_module_types: ['SiLU'] - quantize_conv_activations: False - disable_quantization_observer_epoch: eval(num_epochs - quantization_epochs + 2) - freeze_bn_stats_epoch: eval(num_epochs - quantization_epochs + 1) + start_epoch: eval(qat_start_epoch) + disable_quantization_observer_epoch: eval(observer_freeze_epoch) + freeze_bn_stats_epoch: eval(bn_freeze_epoch) + ignore: ['Upsample', 'Concat', 'model.22.dfl.conv'] + scheme_overrides: + model.2.cv1.act: + output_activations: + num_bits: 8 + symmetric: False + model.2.m.0.cv1.conv: + input_activations: null + model.2.m.0.add_input_0: + input_activations: null + model.4.cv1.act: + output_activations: + num_bits: 8 + symmetric: False + model.4.m.0.cv1.conv: + input_activations: null + model.4.m.0.add_input_0: + input_activations: null + model.4.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.5.conv: + input_activations: null + model.6.cv1.act: + output_activations: + num_bits: 8 + symmetric: False + model.6.m.0.cv1.conv: + input_activations: null + model.6.m.0.add_input_0: + input_activations: null + model.6.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.7.conv: + input_activations: null + output_activations: + num_bits: 8 + symmetric: False + model.8.cv1.act: + output_activations: + num_bits: 8 + symmetric: False + model.8.m.0.cv1.conv: + input_activations: null + model.8.m.0.add_input_0: + input_activations: null + model.8.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.9.cv1.act: + output_activations: + num_bits: 8 + symmetric: False + model.9.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.12.cv1.act: + output_activations: + num_bits: 8 + symmetric: False + model.12.m.0.cv1.conv: + input_activations: null + model.12.m.0.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.12.m.1.cv1.conv: + input_activations: null + model.12.m.1.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.12.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.15.cv1.act: + output_activations: + num_bits: 8 + symmetric: False + model.15.m.0.cv1.conv: + input_activations: null + model.15.m.0.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.15.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.15.m.1.cv1.conv: + input_activations: null + model.15.m.1.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.16.conv: + input_activations: null + model.16.act: + output_activations: + num_bits: 8 + symmetric: False + model.18.cv1.act: + output_activations: + num_bits: 8 + symmetric: false + model.18.m.0.cv1.conv: + input_activations: null + model.18.m.0.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.18.m.1.cv1.conv: + input_activations: null + model.18.m.1.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.19.act: + output_activations: + num_bits: 8 + symmetric: False + model.21.cv1.act: + output_activations: + num_bits: 8 + symmetric: false + model.21.m.0.cv1.conv: + input_activations: null + model.21.m.0.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.21.m.1.cv1.conv: + input_activations: null + model.21.m.1.cv2.act: + output_activations: + num_bits: 8 + symmetric: False + model.22.cv2.0.0.conv: + input_activations: null + model.22.cv3.0.0.conv: + input_activations: null ``` +
+ + The "Modifiers" encode how SparseML should modify the training process for Sparse Transfer Learning. - `ConstantPruningModifier` tells SparseML to pin weights at 0 over all epochs, maintaining the sparsity structure of the network -- `QuantizationModifier` tells SparseML to quantize the weights with quantization aware training over the last 5 epochs +- `QuantizationModifier` tells SparseML to quantize the weights with quantization aware training over the last 5 epochs. The `scheme_overrides` are a bit complicated here to handle the GeLU activations followed by the C2f module introduced in YOLOv8, but you do not need to worry too much about this. SparseML parses the instructions declared in the recipe and modifies the YOLOv5 training loop accordingly before running the fine-tuning. -Run the following: -``` -sparseml.yolov5.train \ - --weights zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/pruned75_quant-none?recipe_type=transfer_learn \ - --recipe zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/pruned75_quant-none?recipe_type=transfer_learn \ - --data VOC.yaml \ - --patience 0 \ - --cfg yolov5s.yaml \ - --hyp hyps/hyp.finetune.yaml +Run the following to transfer learn from the 80% pruned YOLOv8m onto the COCO128 dataset: +```bash +sparseml.ultralytics.train \ + --model "zoo:cv/detection/yolov8-m/pytorch/ultralytics/coco/pruned80-none" \ + --recipe "zoo:cv/detection/yolov8-m/pytorch/ultralytics/voc/pruned80_quant-none" \ + --data "coco128.yaml" \ + --batch 2 ``` Lets discuss the key arguments: -- `--weights` specifies the starting checkpoint for the training process. Here, we passed a SparseZoo stub, which -identifies the 75% pruned-quantized YOLOv5s model in the SparseZoo. The script downloads the PyTorch model to begin training. In addition to SparseZoo stubs, you can also pass a local path to a PyTorch checkpoint. +- `--model` specifies the starting checkpoint for the training process. Here, we passed a SparseZoo stub, which +identifies the 80% pruned YOLOv8m model in the SparseZoo trained on `coco` (which can be seen in the stub). The script downloads the PyTorch model to begin training. In addition to SparseZoo stubs, you can also pass a local path to a PyTorch checkpoint. -- `--recipe` specifies the transfer learning recipe. In this case, we passed a SparseZoo stub, which instructs SparseML to download the premade YOLOv5s transfer learning recipe shown above. In addition to SparseZoo stubs, you can also pass a local path to a YAML recipe. +- `--recipe` specifies the transfer learning recipe. In this case, we passed a SparseZoo stub, which instructs SparseML to download the premade YOLOv8m transfer learning recipe shown above. Note that the stub contains the `voc` term, indicating it was created to sparse transfer learn onto the VOC dataset. In addition to SparseZoo stubs, you can also pass a local path to a YAML recipe. -- `--data` specifies the dataset configuration. Here, we specify the VOC dataset, which is automatically downloaded. See below for an example - using a custom dataset. - -- `--hyps` specifies a path to the hyperparameters for the training. Here, we use a [built in configuration](https://github.com/neuralmagic/yolov5/blob/master/data/hyps/hyp.finetune.yaml) for fine-tuning. Note that any hyperparameters specified in the `--recipe` (e.g. epochs or learning rate) will override anything passed to the `--hyps` argument. For instance, in this case, the recipe specifies the learning rate schedule for QAT. The specification in the recipe overrides the `lr` in the hyperparameter file. +- `--data` specifies the dataset configuration. Here, we specify the `coco128` dataset, which is automatically downloaded (it is built into YOLOv8). See below for an example using a custom dataset. -As a result, sparsity is maintained while the training occurs and we quantize the model over the final few epochs. In the end, we have a 75% pruned and quantized YOLOv5s trained on VOC! +As a result, sparsity is maintained while the training occurs and we quantize the model over the final few epochs. In the end, we have a 80% pruned and quantized YOLOv8m trained on VOC! ### Exporting for Inference @@ -163,80 +294,54 @@ Once trained, you can export the model to ONNX for inference with DeepSparse. Run the following: -```bash -sparseml.yolov5.export_onnx \ - --weights yolov5_runs/train/exp/weights/last.pt \ - --dynamic +```bash +sparseml.ultralytics.export_onnx \ + --model ./runs/detect/train/weights/last.pt \ + --save_dir yolov8-m ``` The resulting ONNX file is saved in your local directory. -## Sparse Transfer Learning Other YOLOv5 Models +## Sparse Transfer Learning Other YOLOv8 Models Here are some sample transfer learning commands for other versions of YOLOv5. - - YOLOv5n Pruned-Quantized: -```bash -sparseml.yolov5.train \ - --cfg yolov5n.yaml \ - --weights zoo:cv/detection/yolov5-n/pytorch/ultralytics/coco/pruned40_quant-none?recipe_type=transfer_learn \ - --recipe zoo:cv/detection/yolov5-n/pytorch/ultralytics/coco/pruned40_quant-none?recipe_type=transfer_learn \ - --data VOC.yaml \ - --patience 0 \ - --hyp hyps/hyp.finetune.yaml -``` - - YOLOv5s Pruned-Quantized: -```bash -sparseml.yolov5.train \ - --cfg yolov5s.yaml \ - --weights zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/pruned75_quant-none?recipe_type=transfer_learn \ - --recipe zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/pruned75_quant-none?recipe_type=transfer_learn \ - --data VOC.yaml \ - --patience 0 \ - --hyp hyps/hyp.finetune.yaml -``` - - YOLOv5m Pruned-Quantized: + - YOLOv8n Pruned-Quantized: ```bash -sparseml.yolov5.train \ - --cfg yolov5m.yaml \ - --weights zoo:cv/detection/yolov5-m/pytorch/ultralytics/coco/pruned70_quant-none?recipe_type=transfer_learn \ - --recipe zoo:cv/detection/yolov5-m/pytorch/ultralytics/coco/pruned70_quant-none?recipe_type=transfer_learn \ - --data VOC.yaml \ - --patience 0 \ - --hyp hyps/hyp.finetune.yaml +sparseml.ultralytics.train \ + --model "zoo:cv/detection/yolov8-n/pytorch/ultralytics/coco/pruned49-none" \ + --recipe "zoo:cv/detection/yolov8-n/pytorch/ultralytics/voc/pruned49_quant-none" \ + --data "coco128.yaml" \ + --batch 8 ``` - - YOLOv5l Pruned-Quantized: + - YOLOv8m Pruned-Quantized: ```bash -sparseml.yolov5.train \ - --cfg yolov5l.yaml \ - --weights zoo:cv/detection/yolov5-l/pytorch/ultralytics/coco/pruned90_quant-none?recipe_type=transfer_learn \ - --recipe zoo:cv/detection/yolov5-l/pytorch/ultralytics/coco/pruned90_quant-none?recipe_type=transfer_learn \ - --data VOC.yaml \ - --patience 0 \ - --hyp hyps/hyp.finetune.yaml +sparseml.ultralytics.train \ + --model "zoo:cv/detection/yolov8-m/pytorch/ultralytics/coco/pruned80-none" \ + --recipe "zoo:cv/detection/yolov8-m/pytorch/ultralytics/voc/pruned80_quant-none" \ + --data "coco128.yaml" \ + --batch 2 ``` - - YOLOv5x Pruned-Quantized + - YOLOv8l Pruned-Quantized: ```bash -sparseml.yolov5.train \ - --cfg yolov5x.yaml \ - --weights zoo:cv/detection/yolov5-x/pytorch/ultralytics/coco/pruned80_quant-none?recipe_type=transfer_learn \ - --recipe zoo:cv/detection/yolov5-x/pytorch/ultralytics/coco/pruned80_quant-none?recipe_type=transfer_learn \ - --data VOC.yaml \ - --patience 0 \ - --hyp hyps/hyp.finetune.yaml +sparseml.ultralytics.train \ + --model "zoo:cv/detection/yolov8-l/pytorch/ultralytics/coco/pruned85-none" \ + --recipe "zoo:cv/detection/yolov8-l/pytorch/ultralytics/voc/pruned85_quant-none" \ + --data "coco128.yaml" \ + --batch 1 ``` -SparseZoo contains mutliple variants of each version of YOLOv5 at various levels of sparsity, which can be fine-tuned onto your dataset. +SparseZoo contains mutliple variants of each version of YOLOv8 at various levels of sparsity, which can be fine-tuned onto your dataset. -[Checkout the full list](https://sparsezoo.neuralmagic.com/?page=1&domain=cv&sub_domain=detection) +[Checkout the full list](https://sparsezoo.neuralmagic.com/?sort=null&useCase=detection&architectures=yolov8) ## Sparse Transfer Learning with a Custom Dataset -Because SparseML is integrated with YOLOv5, we can easily pass custom datasets to the training flows in the Ultralytics format. +Because SparseML is integrated with YOLOv8, we can easily pass custom datasets to the training flows in the Ultralytics format. Check out the [Ultralytics documentation](https://docs.ultralytics.com/datasets/detect/) for more details. ### Ultralytics Dataset Format -There are three steps to creating a custom dataset for YOLOv5. +There are three steps to creating a custom dataset for YOLOv8. #### 1. Create `dataset.yaml` @@ -296,11 +401,13 @@ Let's try a real example with an aerial dataset. The dataset is hosted on Google Drive ([link to file](https://drive.google.com/file/d/1GWTv9s-H387X-6wxHf2lVllqEdIv2J7N/view?usp=share_link)). -Install `gdown` and download/unzip the dataset: +Install `gdown` and download/unzip the dataset saving in a folder called `datasets`: ``` pip install --upgrade gdown gdown 1GWTv9s-H387X-6wxHf2lVllqEdIv2J7N tar -xvf aerial-dataset.tar.gz +mkdir datasets +mv aerial-dataset datasets/ ``` After unzipping, we can see the directory conforms to the Ultralytics format: @@ -385,7 +492,7 @@ plt.imshow(im) #### Create a Config -Save the following configuration file as `aerial-dataset.yaml`: +Save the following configuration file as `aerial-dataset.yaml` in a folder called `datasets`: ```yaml # aerial-dataset.yaml @@ -402,21 +509,34 @@ names: ['object'] #### Run Transfer Learning -With the config file setup and data downloaded, we can simply swap in the dataset configuration file in place of the `VOC.yaml`. +With the config file setup and data downloaded, we can simply swap in the dataset configuration file in place of the `coco128.yaml`. +Your directory should look like the following: + +```bash +|--datasets + |--aerial-dataset.yaml + |--aerial-dataset + |--train + |--images + |--labels + |--val + |--images + |--labels ``` -sparseml.yolov5.train \ - --weights zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/pruned75_quant-none?recipe_type=transfer_learn \ - --recipe zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/pruned75_quant-none?recipe_type=transfer_learn \ - --recipe-args '{"num_epochs":30}' \ - --data aerial-dataset.yaml \ - --patience 0 \ - --cfg yolov5s.yaml \ - --hyp hyps/hyp.finetune.yaml + +Kick off the transfer learning: +```bash +sparseml.ultralytics.train \ + --model "zoo:cv/detection/yolov8-m/pytorch/ultralytics/coco/pruned80-none" \ + --recipe "zoo:cv/detection/yolov8-m/pytorch/ultralytics/voc/pruned80_quant-none" \ + --data datasets/aerial-dataset.yaml \ + --recipe_args '{"num_epochs":15, "qat_start_epoch": 10, "observer_freeze_epoch": 12, "bn_freeze_epoch": 12}' \ + --batch 2 ``` You will notice that we added a `--recipe_args` argument, which updates the transfer -learning recipe to run for 30 epochs rather than 55 epochs. While you can always create +learning recipe to run for 15 epochs. While you can always create a custom recipe file and pass a local file to script, the `--recipe_args` enables you to modify on the fly. diff --git a/integrations/ultralytics-yolov8/tutorials/sparsify-from-scratch.md b/integrations/ultralytics-yolov8/tutorials/sparsify-from-scratch.md deleted file mode 100644 index b0a48624dec..00000000000 --- a/integrations/ultralytics-yolov8/tutorials/sparsify-from-scratch.md +++ /dev/null @@ -1,407 +0,0 @@ - - -# Sparsifying YOLOv5 From Scratch - -This page explains how to sparsify a YOLOv5 model from scratch with SparseML's CLI. - -## Overview - -Sparsifying a model involves removing redundant information from a -trained model using algorithms such as pruning and quantization. The sparse models can then be deployed with DeepSparse, which implements many optimizations to take advantage of sparsity to gain a performance speedup. - -In this tutorial, we will demonstrate how to use recipes to create -sparse versions of YOLOv5. - -**Pro Tip**: For YOLOv5, there are pre-sparsified checkpoints of each version available in [SparseZoo](https://sparsezoo.neuralmagic.com/?domain=cv&sub_domain=detection&page=1). -***We highly recommend using the [Sparse Transfer Learning](sparse-transfer-learning.md) pathway to fine-tune one of these checkpoints onto your dataset -rather than sparsifying from scratch.*** - -## Sparsification Recipes - -Recipes are SparseML's YAML-based declarative interface for specifying the sparsity-related algorithms and parameters that should be applied during the training -process. The SparseML CLI script parses the recipes and modifies the YOLOv5 training loop to implement the specified algorithms. - -The SparseZoo hosts the recipes that were used to create the sparse versions of YOLOv5. - -
- Click to see the recipe used to create the 75% pruned-quantized YOLOv5s - -```yaml -version: 1.1.0 - -# General Hyperparams -num_epochs: 250 -init_lr: 0.01 -final_lr: 0.002 -weights_warmup_lr: 0 -biases_warmup_lr: 0.1 - -# Pruning Hyperparams -init_sparsity: 0.05 -pruning_start_epoch: 4 -pruning_end_epoch: 150 -pruning_update_frequency: 1.0 - - -# Quantization variables -quantization_epochs: 10 -quantization_lr: 1.e-3 - -# Knowledge distillation variables -per_layer_distillation_gain: 0.01 - -#Modifiers -training_modifiers: - - !EpochRangeModifier - start_epoch: 0 - end_epoch: eval(num_epochs) - - - !LearningRateFunctionModifier - start_epoch: 3 - end_epoch: eval(num_epochs - quantization_epochs) - lr_func: linear - init_lr: eval(init_lr) - final_lr: eval(final_lr) - - - !LearningRateFunctionModifier - start_epoch: 0 - end_epoch: 3 - lr_func: linear - init_lr: eval(weights_warmup_lr) - final_lr: eval(init_lr) - param_groups: [0, 1] - - - !LearningRateFunctionModifier - start_epoch: 0 - end_epoch: 3 - lr_func: linear - init_lr: eval(biases_warmup_lr) - final_lr: eval(init_lr) - param_groups: [2] - - - !LearningRateFunctionModifier - start_epoch: eval(num_epochs - quantization_epochs) - end_epoch: eval(num_epochs) - lr_func: cosine - init_lr: eval(quantization_lr) - final_lr: 1.e-9 - -pruning_modifiers: - - !GMPruningModifier - params: - - model.13.cv1.conv.weight - - model.13.cv2.conv.weight - - model.13.cv3.conv.weight - - model.13.m.0.cv1.conv.weight - - model.14.conv.weight - - model.17.cv1.conv.weight - - model.17.cv2.conv.weight - - model.17.cv3.conv.weight - - model.17.m.0.cv1.conv.weight - - model.2.cv1.conv.weight - - model.2.cv2.conv.weight - - model.2.cv3.conv.weight - - model.2.m.0.cv1.conv.weight - - model.20.cv1.conv.weight - - model.20.cv2.conv.weight - - model.20.cv3.conv.weight - - model.23.cv1.conv.weight - - model.23.cv2.conv.weight - - model.23.m.0.cv1.conv.weight - - model.24.m.2.weight - - model.4.cv1.conv.weight - - model.4.cv2.conv.weight - - model.4.cv3.conv.weight - - model.4.m.0.cv1.conv.weight - - model.4.m.1.cv1.conv.weight - - model.4.m.1.cv2.conv.weight - - model.6.cv1.conv.weight - - model.6.cv2.conv.weight - - model.6.cv3.conv.weight - - model.8.cv1.conv.weight - - model.8.cv2.conv.weight - - model.8.cv3.conv.weight - - model.8.m.0.cv1.conv.weight - - model.9.cv1.conv.weight - init_sparsity: eval(init_sparsity) - final_sparsity: 0.4240 - start_epoch: eval(pruning_start_epoch) - end_epoch: eval(pruning_end_epoch) - update_frequency: eval(pruning_update_frequency) - - - !GMPruningModifier - params: - - model.20.m.0.cv1.conv.weight - - model.4.m.0.cv2.conv.weight - - model.9.cv2.conv.weight - init_sparsity: eval(init_sparsity) - final_sparsity: 0.4838 - start_epoch: eval(pruning_start_epoch) - end_epoch: eval(pruning_end_epoch) - update_frequency: eval(pruning_update_frequency) - - - !GMPruningModifier - params: - - model.18.conv.weight - - model.2.m.0.cv2.conv.weight - - model.6.m.2.cv2.conv.weight - init_sparsity: eval(init_sparsity) - final_sparsity: 0.5374 - start_epoch: eval(pruning_start_epoch) - end_epoch: eval(pruning_end_epoch) - update_frequency: eval(pruning_update_frequency) - - - !GMPruningModifier - params: - - model.0.conv.weight - - model.24.m.0.weight - - model.3.conv.weight - init_sparsity: eval(init_sparsity) - final_sparsity: 0.5854 - start_epoch: eval(pruning_start_epoch) - end_epoch: eval(pruning_end_epoch) - update_frequency: eval(pruning_update_frequency) - - - !GMPruningModifier - params: - - model.13.m.0.cv2.conv.weight - - model.24.m.1.weight - - model.5.conv.weight - - model.6.m.1.cv2.conv.weight - init_sparsity: eval(init_sparsity) - final_sparsity: 0.6284 - start_epoch: eval(pruning_start_epoch) - end_epoch: eval(pruning_end_epoch) - update_frequency: eval(pruning_update_frequency) - - - !GMPruningModifier - params: - - model.1.conv.weight - - model.17.m.0.cv2.conv.weight - - model.20.m.0.cv2.conv.weight - init_sparsity: eval(init_sparsity) - final_sparsity: 0.7325 - start_epoch: eval(pruning_start_epoch) - end_epoch: eval(pruning_end_epoch) - update_frequency: eval(pruning_update_frequency) - - - !GMPruningModifier - params: - - model.23.cv3.conv.weight - - model.6.m.0.cv2.conv.weight - - model.7.conv.weight - - model.8.m.0.cv2.conv.weight - init_sparsity: eval(init_sparsity) - final_sparsity: 0.7602 - start_epoch: eval(pruning_start_epoch) - end_epoch: eval(pruning_end_epoch) - update_frequency: eval(pruning_update_frequency) - - - !GMPruningModifier - params: - - model.23.m.0.cv2.conv.weight - init_sparsity: eval(init_sparsity) - final_sparsity: 0.8453 - start_epoch: eval(pruning_start_epoch) - end_epoch: eval(pruning_end_epoch) - update_frequency: eval(pruning_update_frequency) - - - !GMPruningModifier - params: - - model.21.conv.weight - init_sparsity: eval(init_sparsity) - final_sparsity: 0.9002 - start_epoch: eval(pruning_start_epoch) - end_epoch: eval(pruning_end_epoch) - update_frequency: eval(pruning_update_frequency) - -knowledge_disitillation_modifiers: - - !PerLayerDistillationModifier - start_epoch: 0.0 - end_epoch: eval(num_epochs - quantization_epochs) - gain: eval(per_layer_distillation_gain) - project_features: true - student_layer_names: - - model.0 - - model.1 - - model.2.cv1 - - model.2.cv2 - - model.2.cv3 - - model.2.m.0.cv1 - - model.2.m.0.cv2 - - model.3 - - model.4.cv1 - - model.4.cv2 - - model.4.cv3 - - model.4.m.0.cv1 - - model.4.m.0.cv2 - - model.5 - - model.6.cv1 - - model.6.cv2 - - model.6.cv3 - - model.6.m.0.cv1 - - model.6.m.0.cv2 - - model.7 - - model.8.cv1 - - model.8.cv2 - - model.8.cv3 - - model.8.m.0.cv1 - - model.8.m.0.cv2 - - model.9.cv1 - - model.9.cv2 - - model.10 - - model.13.cv1 - - model.13.cv2 - - model.13.cv3 - - model.13.m.0.cv1 - - model.13.m.0.cv2 - - model.14 - - model.17.cv1 - - model.17.cv2 - - model.17.cv3 - - model.17.m.0.cv1 - - model.17.m.0.cv2 - - model.18 - - model.20.cv1 - - model.20.cv2 - - model.20.cv3 - - model.20.m.0.cv1 - - model.20.m.0.cv2 - - model.21 - - model.23.cv1 - - model.23.cv2 - - model.23.cv3 - - model.23.m.0.cv1 - - model.23.m.0.cv2 - - model.24.m.0 - - model.24.m.1 - - model.24.m.2 - -quantization_modifiers: - - !QuantizationModifier - start_epoch: eval(num_epochs - quantization_epochs) - submodules: - - model - custom_quantizable_module_types: ['SiLU'] - exclude_module_types: ['SiLU'] - quantize_conv_activations: False - disable_quantization_observer_epoch: eval(num_epochs - quantization_epochs + 2) - freeze_bn_stats_epoch: eval(num_epochs - quantization_epochs + 1) -``` - -There is is a lot here, but the important items are the `pruning_modifiers`, `distillation_modifiers`, and -`quantization_modifiers`. - -The `pruning_modifiers` instruct SparseML to apply the Global Magnitude Pruning algorithm to various layers of -the network. As you can see, the recipe specifies a target level of sparsity for each layer of the network. -At the end of every epoch, the GMP algorithm iteratively removes the lowest magnitude weights gradually inducing -sparsitty into the network. - -The `distillation_modifiers` instruct SparseML to apply model distillation from a teacher during the -pruning process. In this case, we perform per-layer distillation. The teacher model helps to improve -accuracy during the pruning process. - -The `quantization_modifiers` instruct SparseML to apply Quantization Aware Training during the final -few epochs, creating a sparse version of the model. - -
- -## Applying a Recipe - -We can use the SparseML CLI to apply this recipe to a YOLOv5 model. - -Run the following: - -```bash -sparseml.yolov5.train \ - --weights zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/base-none \ - --recipe zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/pruned75_quant-none \ - --teacher-weights zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/base-none \ - --data coco.yaml \ - --hyp hyps/hyp.scratch-low.yaml --cfg yolov5s.yaml --patience 0 --gradient-accum-steps 4 -``` - -Let's discuss the key arguments: - -- `--weights zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/base-none` specifies the starting checkpoint for the sparsification. Here, we passed a SparseZoo stub identifying the standard dense YOLOv5s model in SparseZoo. Alternatively, you can pass a path to a YOLOv5 PyTorch model. - -- `--recipe zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/pruned75_quant-none` specifies the sparsification recipe to be applied. Here, we passed a SparseZoo -stub identifying the sparsification recipe shown above in the SparseZoo. Alternatively, you can pass a path to a local YAML-based recipe. - -- `--teacher-weights zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/base-none` specifies the teacher model to be used for model distillation. This is an -optional argument (as pruning can be applied without model distillation as well). Here, we passed a SparseZoo stub identifying the standard dense YOLOv5s model in SparseZoo. Alternatively, you can pass a path to a YOLOv5 PyTorch model. - -- `--data coco.yaml` specifies dataset configuration file to use during the sparsification process. Here, we pass `coco.yaml`, which SparseML instructs SparseML to -automatically download the COCO dataset. Alternatively, you can pass a config file for your local dataset. Checkout the [Ultralytics Custom Data Tutorial Repo](https://github.com/ultralytics/yolov5/wiki/Train-Custom-Data) for more details on how to structure your datasets. SparseML conforms to the Ultralytics specification. - -- `--hyp hyps/hyp.scratch-low.yaml` specifies a path to the hyperparameters for the training. Here, we use a [built in configuration](https://github.com/neuralmagic/yolov5/blob/master/data/hyps/hyp.scratch-low.yaml). Note that any hyperparameters specified in the `--recipe` (e.g. epochs or learning rate) will override anything passed to the `--hyps` argument. For instance, in this case, the recipe specifies the learning rate schedule. The specification in the recipe overrides the lr in the hyperparameter file. - -At the end, you will have a 75% pruned and quantized version of YOLOv5s trained on COCO! This model achieves 54.69 mAP@0.5. - -## Exporting for Inference - -Once trained, you can export the model to ONNX for inference with DeepSparse. - -Run the following: - -```bash -sparseml.yolov5.export_onnx \ - --weights yolov5_runs/train/exp/weights/last.pt \ - --dynamic -``` - -The resulting ONNX file is saved in your local directory. - -## Other YOLOv5 Models - -Here are some sample transfer learning commands for other versions of YOLOv5. Checkout the [SparseZoo](https://sparsezoo.neuralmagic.com/?page=1&domain=cv&sub_domain=detection) for the full repository of pre-sparsified checkpoints. - - - YOLOv5n: Recipe Coming Soon - - - YOLOv5s: 75% Pruned-Quantized -```bash -sparseml.yolov5.train \ - --cfg yolov5s.yaml \ - --teacher-weights zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/base-none \ - --data coco.yaml \ - --recipe zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/pruned75_quant-none \ - --hyp hyps/hyp.scratch-low.yaml \ - --weights zoo:cv/detection/yolov5-s/pytorch/ultralytics/coco/base-none \ - --patience 0 \ - --gradient-accum-steps 4 -``` - - - YOLOv5m: Recipe Coming Soon - - - YOLOv5l: 90% Pruned-Quantized - -```bash -sparseml.yolov5.train \ - --cfg yolov5l.yaml \ - --teacher-weights zoo:cv/detection/yolov5-l/pytorch/ultralytics/coco/base-none \ - --data coco.yaml \ - --recipe zoo:cv/detection/yolov5-l/pytorch/ultralytics/coco/pruned90_quant-none \ - --hyp hyps/hyp.scratch-high.yaml \ - --weights zoo:cv/detection/yolov5-l/pytorch/ultralytics/coco/base-none \ - --patience 0 \ - --gradient-accum-steps 4 -``` - - YOLOv5x: Recipe Coming Soon - -## Next Steps - -Checkout the DeepSparse repository for more information on deploying your sparse YOLOv5 models with DeepSparse for GPU class performance on CPUs. From 8684b67f015bce098c0840b40befd4c1dc7909eb Mon Sep 17 00:00:00 2001 From: Robert Shaw <114415538+rsnm2@users.noreply.github.com> Date: Fri, 7 Jul 2023 12:12:18 -0400 Subject: [PATCH 03/57] Update README.md --- integrations/ultralytics-yolov8/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/integrations/ultralytics-yolov8/README.md b/integrations/ultralytics-yolov8/README.md index 5b742f96461..1ea86261dab 100644 --- a/integrations/ultralytics-yolov8/README.md +++ b/integrations/ultralytics-yolov8/README.md @@ -35,7 +35,7 @@ pip install sparseml[ultralytics] ## **Tutorials** - [Sparse Transfer Learning with the CLI](tutorials/sparse-transfer-learning.md) **[HIGHLY RECOMMENDED]** -- [Sparsifying From Scratch with the CLI](tutorials/sparsify-from-scratch.md) +- Sparsifying From Scratch with the CLI (coming soon!) ## **Quick Tour** @@ -312,4 +312,4 @@ Once exported to ONNX, you can deploy your models with DeepSparse. Checkout the Check out the tutorials for more details on additional functionality like training with other YOLOv8 versions and using custom datasets: -- [Sparse Transfer Learning with the CLI](tutorials/sparse-transfer-learning.md) **[HIGHLY RECOMMENDED]** \ No newline at end of file +- [Sparse Transfer Learning with the CLI](tutorials/sparse-transfer-learning.md) **[HIGHLY RECOMMENDED]** From 6b3f8ea35448b53960fc55b170c3ec15c81292fc Mon Sep 17 00:00:00 2001 From: Robert Shaw <114415538+rsnm2@users.noreply.github.com> Date: Fri, 7 Jul 2023 12:12:49 -0400 Subject: [PATCH 04/57] Update sparse-transfer-learning.md --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index cc9c16cbd9e..7438f2b6b6c 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -74,7 +74,7 @@ zoo:cv/detection/yolov8-m/pytorch/ultralytics/voc/pruned80_quant-none We can tell this is a transfer learning stub because the dataset is `voc`.
-CLick to see what the recipe looks like: +CLick to see what the recipe looks like: ```yaml version: 1.1.0 @@ -259,8 +259,7 @@ quantization_modifiers: model.22.cv3.0.0.conv: input_activations: null ``` - -
+
The "Modifiers" encode how SparseML should modify the training process for Sparse Transfer Learning. From 3c1ef21802f54dbc1112157df712bac3e1e5bbf7 Mon Sep 17 00:00:00 2001 From: Robert Shaw <114415538+rsnm2@users.noreply.github.com> Date: Fri, 7 Jul 2023 12:13:54 -0400 Subject: [PATCH 05/57] Update sparse-transfer-learning.md --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 7438f2b6b6c..8874f7f849e 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -24,7 +24,7 @@ Sparse Transfer is quite similiar to the typical YOLOv8 training, where we fine- SparseZoo contains pre-sparsified checkpoints of each YOLOv8 model. These models can be used as the starting checkpoint for the sparse transfer learning workflow. -[Check out the full list of pre-sparsified YOLOv5 models](https://sparsezoo.neuralmagic.com/?domain=cv&sub_domain=detection&page=1) +[Check out the full list of pre-sparsified YOLOv8 models]([https://sparsezoo.neuralmagic.com/?domain=cv&sub_domain=detection&page=1](https://sparsezoo.neuralmagic.com/?useCase=detection&architectures=yolov8&sort=null&datasets=coco) ## Installations From 42a8b3be256c24341b07285551b54a1255e0ec29 Mon Sep 17 00:00:00 2001 From: Robert Shaw <114415538+rsnm2@users.noreply.github.com> Date: Fri, 7 Jul 2023 12:14:35 -0400 Subject: [PATCH 06/57] Update sparse-transfer-learning.md --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 8874f7f849e..82f7645bd17 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -59,7 +59,7 @@ usage: sparseml.yolov5.train [-h] [--model MODEL] [--data DATA] [--recipe RECIPE SparseML inherits most arguments from the Ultralytics repository. [Check out the YOLOv8 documentation for usage](https://docs.ultralytics.com/usage/cli/). -## Sparse Transfer Learning YOLOv5m onto COCO128 +## Sparse Transfer Learning YOLOv8m onto COCO128 Let's try a step-by-step example of Sparse Transfer Learning YOLOv8m onto the COCO128 dataset. From ddc9493b35e99a826c92d3502464a12891817dd5 Mon Sep 17 00:00:00 2001 From: Robert Shaw <114415538+rsnm2@users.noreply.github.com> Date: Fri, 7 Jul 2023 12:15:02 -0400 Subject: [PATCH 07/57] Update sparse-transfer-learning.md --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 82f7645bd17..4857174f4eb 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -74,7 +74,7 @@ zoo:cv/detection/yolov8-m/pytorch/ultralytics/voc/pruned80_quant-none We can tell this is a transfer learning stub because the dataset is `voc`.
-CLick to see what the recipe looks like: +Click to see the recipe: ```yaml version: 1.1.0 From c2031796bf59af54890f1ca47873449eca090dd8 Mon Sep 17 00:00:00 2001 From: Robert Shaw <114415538+rsnm2@users.noreply.github.com> Date: Fri, 7 Jul 2023 12:15:36 -0400 Subject: [PATCH 08/57] Update sparse-transfer-learning.md --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 4857174f4eb..4cb1b1f2166 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -24,7 +24,7 @@ Sparse Transfer is quite similiar to the typical YOLOv8 training, where we fine- SparseZoo contains pre-sparsified checkpoints of each YOLOv8 model. These models can be used as the starting checkpoint for the sparse transfer learning workflow. -[Check out the full list of pre-sparsified YOLOv8 models]([https://sparsezoo.neuralmagic.com/?domain=cv&sub_domain=detection&page=1](https://sparsezoo.neuralmagic.com/?useCase=detection&architectures=yolov8&sort=null&datasets=coco) +[Check out the full list of pre-sparsified YOLOv8 models](https://sparsezoo.neuralmagic.com/?useCase=detection&architectures=yolov8&sort=null&datasets=coco) ## Installations From c8886da451c27ec254eb0376ff3292c9edf9b6cc Mon Sep 17 00:00:00 2001 From: Robert Shaw <114415538+rsnm2@users.noreply.github.com> Date: Fri, 7 Jul 2023 12:16:02 -0400 Subject: [PATCH 09/57] Update sparse-transfer-learning.md --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 4cb1b1f2166..14656f9695a 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -303,7 +303,7 @@ The resulting ONNX file is saved in your local directory. ## Sparse Transfer Learning Other YOLOv8 Models -Here are some sample transfer learning commands for other versions of YOLOv5. +Here are some sample transfer learning commands for other versions of YOLOv8. - YOLOv8n Pruned-Quantized: ```bash From b15daa7e39154129396bdc267e5f5f238230eb40 Mon Sep 17 00:00:00 2001 From: Robert Shaw <114415538+rsnm2@users.noreply.github.com> Date: Fri, 7 Jul 2023 12:17:14 -0400 Subject: [PATCH 10/57] Update sparse-transfer-learning.md --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 14656f9695a..8c9b6bf2450 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -495,7 +495,7 @@ Save the following configuration file as `aerial-dataset.yaml` in a folder calle ```yaml # aerial-dataset.yaml -path: ./aerial-dataset +path: ./datasets/aerial-dataset train: - train/images val: From 9c3e7dc2fb1502be3496b5f2f286beccd3d591b6 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:04:32 -0400 Subject: [PATCH 11/57] Update integrations/ultralytics-yolov8/README.md Co-authored-by: Michael Goin --- integrations/ultralytics-yolov8/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/README.md b/integrations/ultralytics-yolov8/README.md index 1ea86261dab..7f29cf3eb8a 100644 --- a/integrations/ultralytics-yolov8/README.md +++ b/integrations/ultralytics-yolov8/README.md @@ -79,7 +79,7 @@ Here, we will fine-tune a [80% pruned version of YOLOv8m](zoo:cv/detection/yolov We will use SparseML's `sparseml.ultralytics.train` training script. -To run sparse transfer learning, we first need to create/select a sparsification recipe. For sparse transfer, we need a recipe that instructs SparseML to maintain sparsity during training and to quantize the model over the final epochs. In the SparseZoo, there are several sparse versions of YOLOv8 which were fine-tuned on the VOC dataset. The [80% pruned-quantized version ofYOLOv8m](https://sparsezoo.neuralmagic.com/models/yolov8-m-voc_coco-pruned80_quantized)) is identified by the following stub: +To run sparse transfer learning, you first need to create/select a sparsification recipe. For sparse transfer, you need a recipe that instructs SparseML to maintain sparsity during training and to quantize the model over the final epochs. In the SparseZoo, there are several sparse versions of YOLOv8 which were fine-tuned on the VOC dataset. The [80% pruned-quantized version of YOLOv8m](https://sparsezoo.neuralmagic.com/models/yolov8-m-voc_coco-pruned80_quantized) is identified by the following stub: ```bash zoo:cv/detection/yolov8-m/pytorch/ultralytics/voc/pruned80_quant-none From 43b9ca8dc91eb347f5bd7726944043e70c0e99e2 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:04:52 -0400 Subject: [PATCH 12/57] Update integrations/ultralytics-yolov8/README.md Co-authored-by: Michael Goin --- integrations/ultralytics-yolov8/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/README.md b/integrations/ultralytics-yolov8/README.md index 7f29cf3eb8a..65396171f75 100644 --- a/integrations/ultralytics-yolov8/README.md +++ b/integrations/ultralytics-yolov8/README.md @@ -59,7 +59,7 @@ sparseml.ultralytics.train --help output: ``` -usage: sparseml.yolov5.train [-h] [--model MODEL] [--data DATA] [--recipe RECIPE] [--recipe-args RECIPE_ARGS] [--batch BATCH_SIZE] [--epochs EPOCHS] [--imgsz IMGSZ] +usage: sparseml.ultralytics.train [-h] [--model MODEL] [--data DATA] [--recipe RECIPE] [--recipe-args RECIPE_ARGS] [--batch BATCH_SIZE] [--epochs EPOCHS] [--imgsz IMGSZ] [--resume] [--patience PAIENCE] [--save] [--cache] [--device [DEVICE]] [--workers WORKERS] [--project [PROJECT]] ... From b03a3f837a6d8c2f875f59e0a559987091afc9b6 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:05:04 -0400 Subject: [PATCH 13/57] Update README.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index d40e15810f5..0148313b9e4 100644 --- a/README.md +++ b/README.md @@ -96,7 +96,7 @@ SparseML enables you to create a sparse model trained on your dataset in two way - [Sparse Transfer Learning for Sentiment Analysis](integrations/huggingface-transformers/tutorials/sentiment-analysis/sentiment-analysis-cli.md), [for Text Classification](integrations/huggingface-transformers/tutorials/text-classification/text-classification-cli.md), [for Token Classification](integrations/huggingface-transformers/tutorials/token-classification/token-classification-cli.md), [for Question Answering](integrations/huggingface-transformers/tutorials/question-answering/question-answering-cli.md) ### Ultralytics YOLOv5 -- [Sparse Transfer Learning with the CLI](integrations/ultralytics-yolov5/tutorials/sparse-transfer-learning.md) +- [Sparse Transfer Learning With the CLI](integrations/ultralytics-yolov5/tutorials/sparse-transfer-learning.md) - [Sparsify From Scatch with the CLI](integrations/ultralytics-yolov5/tutorials/sparsify-from-scratch.md) ### Ultralytics YOLOv8 From 40ed882db9ff89e320f2c960bbdafee18c761a40 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:05:13 -0400 Subject: [PATCH 14/57] Update README.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 0148313b9e4..1d3b42726a6 100644 --- a/README.md +++ b/README.md @@ -97,7 +97,7 @@ SparseML enables you to create a sparse model trained on your dataset in two way ### Ultralytics YOLOv5 - [Sparse Transfer Learning With the CLI](integrations/ultralytics-yolov5/tutorials/sparse-transfer-learning.md) -- [Sparsify From Scatch with the CLI](integrations/ultralytics-yolov5/tutorials/sparsify-from-scratch.md) +- [Sparsify From Scratch With the CLI](integrations/ultralytics-yolov5/tutorials/sparsify-from-scratch.md) ### Ultralytics YOLOv8 - [Sparse Transfer Learning with the CLI](integrations/ultralytics-yolov5/tutorials/sparse-transfer-learning.md) From 4d7aa8ade0ec0f1f226c352bd68ee39fa8a249b7 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:05:22 -0400 Subject: [PATCH 15/57] Update README.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 1d3b42726a6..a9bbc0e359d 100644 --- a/README.md +++ b/README.md @@ -100,7 +100,7 @@ SparseML enables you to create a sparse model trained on your dataset in two way - [Sparsify From Scratch With the CLI](integrations/ultralytics-yolov5/tutorials/sparsify-from-scratch.md) ### Ultralytics YOLOv8 -- [Sparse Transfer Learning with the CLI](integrations/ultralytics-yolov5/tutorials/sparse-transfer-learning.md) +- [Sparse Transfer Learning With the CLI](integrations/ultralytics-yolov5/tutorials/sparse-transfer-learning.md) - [Sparsify From Scatch with the CLI](integrations/ultralytics-yolov5/tutorials/sparsify-from-scratch.md) ### Links to Additional Examples From 443435845b84963ee156c134d8b8e9c57ba11bde Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:05:30 -0400 Subject: [PATCH 16/57] Update README.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index a9bbc0e359d..4b6d70d9aaa 100644 --- a/README.md +++ b/README.md @@ -101,7 +101,7 @@ SparseML enables you to create a sparse model trained on your dataset in two way ### Ultralytics YOLOv8 - [Sparse Transfer Learning With the CLI](integrations/ultralytics-yolov5/tutorials/sparse-transfer-learning.md) -- [Sparsify From Scatch with the CLI](integrations/ultralytics-yolov5/tutorials/sparsify-from-scratch.md) +- [Sparsify From Scratch With the CLI](integrations/ultralytics-yolov5/tutorials/sparsify-from-scratch.md) ### Links to Additional Examples From 68b0daff9f1719374a9cd0386c638d8d3482d5b3 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:05:39 -0400 Subject: [PATCH 17/57] Update README.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 4b6d70d9aaa..f2440521fda 100644 --- a/README.md +++ b/README.md @@ -103,7 +103,7 @@ SparseML enables you to create a sparse model trained on your dataset in two way - [Sparse Transfer Learning With the CLI](integrations/ultralytics-yolov5/tutorials/sparse-transfer-learning.md) - [Sparsify From Scratch With the CLI](integrations/ultralytics-yolov5/tutorials/sparsify-from-scratch.md) -### Links to Additional Examples +### Additional Examples - [PyTorch](integrations/torchvision#tutorials) - [Hugging Face Transformers](integrations/huggingface-transformers#tutorials) From 323c62f7bbc153045e3ca24b211e747fa0ab83a0 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:05:54 -0400 Subject: [PATCH 18/57] Update README.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index f2440521fda..444312c61ce 100644 --- a/README.md +++ b/README.md @@ -172,7 +172,7 @@ sparseml.yolov5.train \ --hyp hyps/hyp.finetune.yaml --cfg yolov5s.yaml --patience 0 ``` -- Check out the [YOLOv5 CLI example](ultralytics-yolov5/tutorials/sparse-transfer-learning.md) for more details on the YOLOv5 training pipeline +- [YOLOv5 CLI](ultralytics-yolov5/tutorials/sparse-transfer-learning.md) - Check out the [YOLOv8 CLI example](ultralytics-yolov8/tutorials/sparse-transfer-learning.md) for more details on the YOLOv8 training pipeline - Check out the [Hugging Face CLI example](integrations/huggingface-transformers/tutorials/sparse-transfer-learning-bert.md) for more details on the available NLP training pipelines - Check out the [Torchvision CLI example](integrations/torchvision/tutorials/sparse-transfer-learning.md) for more details on the image classification training pipelines From e5936483a616984b822f05527a306af5520f99a4 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:06:02 -0400 Subject: [PATCH 19/57] Update README.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 444312c61ce..cc10b34a441 100644 --- a/README.md +++ b/README.md @@ -173,7 +173,7 @@ sparseml.yolov5.train \ ``` - [YOLOv5 CLI](ultralytics-yolov5/tutorials/sparse-transfer-learning.md) -- Check out the [YOLOv8 CLI example](ultralytics-yolov8/tutorials/sparse-transfer-learning.md) for more details on the YOLOv8 training pipeline +-[YOLOv8 CLI](ultralytics-yolov8/tutorials/sparse-transfer-learning.md) - Check out the [Hugging Face CLI example](integrations/huggingface-transformers/tutorials/sparse-transfer-learning-bert.md) for more details on the available NLP training pipelines - Check out the [Torchvision CLI example](integrations/torchvision/tutorials/sparse-transfer-learning.md) for more details on the image classification training pipelines From 97afc6de2bdc71b97376966049285d1a091e5637 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:06:09 -0400 Subject: [PATCH 20/57] Update README.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index cc10b34a441..b1e0f29d9a4 100644 --- a/README.md +++ b/README.md @@ -174,7 +174,7 @@ sparseml.yolov5.train \ - [YOLOv5 CLI](ultralytics-yolov5/tutorials/sparse-transfer-learning.md) -[YOLOv8 CLI](ultralytics-yolov8/tutorials/sparse-transfer-learning.md) -- Check out the [Hugging Face CLI example](integrations/huggingface-transformers/tutorials/sparse-transfer-learning-bert.md) for more details on the available NLP training pipelines +- [Hugging Face CLI](integrations/huggingface-transformers/tutorials/sparse-transfer-learning-bert.md) - Check out the [Torchvision CLI example](integrations/torchvision/tutorials/sparse-transfer-learning.md) for more details on the image classification training pipelines ### Additional Resources From efc6409b4546f3b9d17aead842e68f9fdef9061e Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:06:19 -0400 Subject: [PATCH 21/57] Update README.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index b1e0f29d9a4..f5e8c21366d 100644 --- a/README.md +++ b/README.md @@ -175,7 +175,7 @@ sparseml.yolov5.train \ - [YOLOv5 CLI](ultralytics-yolov5/tutorials/sparse-transfer-learning.md) -[YOLOv8 CLI](ultralytics-yolov8/tutorials/sparse-transfer-learning.md) - [Hugging Face CLI](integrations/huggingface-transformers/tutorials/sparse-transfer-learning-bert.md) -- Check out the [Torchvision CLI example](integrations/torchvision/tutorials/sparse-transfer-learning.md) for more details on the image classification training pipelines +-[Torchvision CLI](integrations/torchvision/tutorials/sparse-transfer-learning.md) ### Additional Resources From b3230fdef38e2f033780812c17149e35f87d8ce4 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:06:26 -0400 Subject: [PATCH 22/57] Update integrations/ultralytics-yolov8/README.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- integrations/ultralytics-yolov8/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/README.md b/integrations/ultralytics-yolov8/README.md index 65396171f75..b1c02133c09 100644 --- a/integrations/ultralytics-yolov8/README.md +++ b/integrations/ultralytics-yolov8/README.md @@ -19,7 +19,7 @@ limitations under the License. This directory explains how to use SparseML's `ultralytics/ultralytics` integration to train inference-optimized sparse YOLOv8 models on your dataset. There are two main workflows enabled by SparseML: -- **Sparse Transfer Learning** - fine-tune a pre-sparsified YOLOv8 checkpoint on your own dataset **[RECOMMENDED]** +- **Sparse Transfer Learning** - fine-tune a pre-sparsified YOLOv8 checkpoint on your own dataset. **[RECOMMENDED]** - **Sparsification from Scratch** - apply pruning and quantization to sparsify any YOLOv8 model from scratch Once trained, SparseML enables you to export models to the ONNX format, such that they can be deployed with DeepSparse. From ba1f3afb06cbc133a0099ae23d3eca7bbef8d0f7 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:06:35 -0400 Subject: [PATCH 23/57] Update integrations/ultralytics-yolov8/README.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- integrations/ultralytics-yolov8/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/README.md b/integrations/ultralytics-yolov8/README.md index b1c02133c09..6171ed29512 100644 --- a/integrations/ultralytics-yolov8/README.md +++ b/integrations/ultralytics-yolov8/README.md @@ -20,7 +20,7 @@ This directory explains how to use SparseML's `ultralytics/ultralytics` integrat There are two main workflows enabled by SparseML: - **Sparse Transfer Learning** - fine-tune a pre-sparsified YOLOv8 checkpoint on your own dataset. **[RECOMMENDED]** -- **Sparsification from Scratch** - apply pruning and quantization to sparsify any YOLOv8 model from scratch +- **Sparsification from Scratch** - apply pruning and quantization to sparsify any YOLOv8 model from scratch. Once trained, SparseML enables you to export models to the ONNX format, such that they can be deployed with DeepSparse. From a83a2b5593cb6e7f241b16b220bb46ec8b15ec50 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:06:48 -0400 Subject: [PATCH 24/57] Update integrations/ultralytics-yolov8/README.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- integrations/ultralytics-yolov8/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/README.md b/integrations/ultralytics-yolov8/README.md index 6171ed29512..d91a8d742d8 100644 --- a/integrations/ultralytics-yolov8/README.md +++ b/integrations/ultralytics-yolov8/README.md @@ -34,7 +34,7 @@ pip install sparseml[ultralytics] ## **Tutorials** -- [Sparse Transfer Learning with the CLI](tutorials/sparse-transfer-learning.md) **[HIGHLY RECOMMENDED]** +- [Sparse Transfer Learning With the CLI](tutorials/sparse-transfer-learning.md) **[HIGHLY RECOMMENDED]** - Sparsifying From Scratch with the CLI (coming soon!) ## **Quick Tour** From ba19b577257c544c735995ae325575a8a84fe031 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:06:55 -0400 Subject: [PATCH 25/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 8c9b6bf2450..a538112da2c 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -489,7 +489,7 @@ plt.imshow(im) ![sample-image](images/aerial-data-example.png) -#### Create a Config +#### Create a Configuration Save the following configuration file as `aerial-dataset.yaml` in a folder called `datasets`: From 295793252ae0a1ccb4826fb8797b8e86440974a1 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:07:05 -0400 Subject: [PATCH 26/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index a538112da2c..69a091e6e39 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -508,7 +508,7 @@ names: ['object'] #### Run Transfer Learning -With the config file setup and data downloaded, we can simply swap in the dataset configuration file in place of the `coco128.yaml`. +With the configuration file setup and data downloaded, simply swap in the dataset configuration file in place of the `coco128.yaml`. Your directory should look like the following: From 21a4b3a4ae4a5cacdfdc6604385f41cecd7b6486 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:07:12 -0400 Subject: [PATCH 27/57] Update integrations/ultralytics-yolov8/README.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- integrations/ultralytics-yolov8/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/README.md b/integrations/ultralytics-yolov8/README.md index d91a8d742d8..d5cbcb21893 100644 --- a/integrations/ultralytics-yolov8/README.md +++ b/integrations/ultralytics-yolov8/README.md @@ -71,7 +71,7 @@ SparseML inherits most arguments from the Ultralytics repository. [Check out the ### **Sparse Transfer Learning Overview** -Sparse Transfer is very similiar to the typical transfer learing process used to train YOLOv8 models, where we fine-tune a checkpoint pretrained on COCO onto a smaller downstream dataset. With Sparse Transfer Learning, however, we simply start the fine-tuning process from a pre-sparsified checkpoint and maintain sparsity while the training process occurs. +Sparse Transfer is very similar to the typical transfer learning process used to train YOLOv8 models, where a checkpoint pre-trained on COCO is fine-tuned onto a smaller downstream dataset. With Sparse Transfer Learning, however, the fine-tuning process is started from a pre-sparsified checkpoint and maintains sparsity while the training process occurs. Here, we will fine-tune a [80% pruned version of YOLOv8m](zoo:cv/detection/yolov8-m/pytorch/ultralytics/coco/pruned80-none) trained and sparsified on COCO onto the smaller COCO128 dataset. From 181795e9d8e84cf998806d0df56bc0939a167be1 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:07:20 -0400 Subject: [PATCH 28/57] Update integrations/ultralytics-yolov8/README.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- integrations/ultralytics-yolov8/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/README.md b/integrations/ultralytics-yolov8/README.md index d5cbcb21893..09e371ee4ee 100644 --- a/integrations/ultralytics-yolov8/README.md +++ b/integrations/ultralytics-yolov8/README.md @@ -73,7 +73,7 @@ SparseML inherits most arguments from the Ultralytics repository. [Check out the Sparse Transfer is very similar to the typical transfer learning process used to train YOLOv8 models, where a checkpoint pre-trained on COCO is fine-tuned onto a smaller downstream dataset. With Sparse Transfer Learning, however, the fine-tuning process is started from a pre-sparsified checkpoint and maintains sparsity while the training process occurs. -Here, we will fine-tune a [80% pruned version of YOLOv8m](zoo:cv/detection/yolov8-m/pytorch/ultralytics/coco/pruned80-none) trained and sparsified on COCO onto the smaller COCO128 dataset. +Here, you will fine-tune a [80% pruned version of YOLOv8m](zoo:cv/detection/yolov8-m/pytorch/ultralytics/coco/pruned80-none) trained and sparsified on COCO onto the smaller COCO128 dataset. ### **Kick off Training** From 56a6a19fd3220d2151702e27015b1d75f83555fd Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:07:28 -0400 Subject: [PATCH 29/57] Update integrations/ultralytics-yolov8/README.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- integrations/ultralytics-yolov8/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/README.md b/integrations/ultralytics-yolov8/README.md index 09e371ee4ee..cd7ea7b5063 100644 --- a/integrations/ultralytics-yolov8/README.md +++ b/integrations/ultralytics-yolov8/README.md @@ -77,7 +77,7 @@ Here, you will fine-tune a [80% pruned version of YOLOv8m](zoo:cv/detection/yolo ### **Kick off Training** -We will use SparseML's `sparseml.ultralytics.train` training script. +You will use SparseML's `sparseml.ultralytics.train` training script. To run sparse transfer learning, you first need to create/select a sparsification recipe. For sparse transfer, you need a recipe that instructs SparseML to maintain sparsity during training and to quantize the model over the final epochs. In the SparseZoo, there are several sparse versions of YOLOv8 which were fine-tuned on the VOC dataset. The [80% pruned-quantized version of YOLOv8m](https://sparsezoo.neuralmagic.com/models/yolov8-m-voc_coco-pruned80_quantized) is identified by the following stub: From 12a605592f08d8ae8fa6ea5cf9a9360561b3fba6 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:07:39 -0400 Subject: [PATCH 30/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 69a091e6e39..8f51ba8e72a 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -63,7 +63,7 @@ SparseML inherits most arguments from the Ultralytics repository. [Check out the Let's try a step-by-step example of Sparse Transfer Learning YOLOv8m onto the COCO128 dataset. -To run sparse transfer learning, we first need to create/select a sparsification recipe. For sparse transfer, we need a recipe that instructs SparseML to maintain sparsity during training and to quantize the model over the final epochs. +To run sparse transfer learning, you first need to create/select a sparsification recipe. For sparse transfer, you need a recipe that instructs SparseML to maintain sparsity during training and to quantize the model over the final epochs. Here is a [transfer learning recipe available in SparseZoo for YOLOv8m](https://sparsezoo.neuralmagic.com/models/yolov8-m-voc_coco-pruned80_quantized?hardware=deepsparse-c6i.12xlarge), identified by the following stub: From 3986b1cca0169ddb8b2febf3e50644c83ea904fc Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:07:48 -0400 Subject: [PATCH 31/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 8f51ba8e72a..ff188fbf2fc 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -278,7 +278,7 @@ sparseml.ultralytics.train \ ``` Lets discuss the key arguments: -- `--model` specifies the starting checkpoint for the training process. Here, we passed a SparseZoo stub, which +- `--model` specifies the starting checkpoint for the training process. Here, a SparseZoo stub is passed, which identifies the 80% pruned YOLOv8m model in the SparseZoo trained on `coco` (which can be seen in the stub). The script downloads the PyTorch model to begin training. In addition to SparseZoo stubs, you can also pass a local path to a PyTorch checkpoint. - `--recipe` specifies the transfer learning recipe. In this case, we passed a SparseZoo stub, which instructs SparseML to download the premade YOLOv8m transfer learning recipe shown above. Note that the stub contains the `voc` term, indicating it was created to sparse transfer learn onto the VOC dataset. In addition to SparseZoo stubs, you can also pass a local path to a YAML recipe. From 85f27a6c301d76b033fd53a4f0703153d8be5280 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:07:57 -0400 Subject: [PATCH 32/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index ff188fbf2fc..1446c108a35 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -281,7 +281,7 @@ Lets discuss the key arguments: - `--model` specifies the starting checkpoint for the training process. Here, a SparseZoo stub is passed, which identifies the 80% pruned YOLOv8m model in the SparseZoo trained on `coco` (which can be seen in the stub). The script downloads the PyTorch model to begin training. In addition to SparseZoo stubs, you can also pass a local path to a PyTorch checkpoint. -- `--recipe` specifies the transfer learning recipe. In this case, we passed a SparseZoo stub, which instructs SparseML to download the premade YOLOv8m transfer learning recipe shown above. Note that the stub contains the `voc` term, indicating it was created to sparse transfer learn onto the VOC dataset. In addition to SparseZoo stubs, you can also pass a local path to a YAML recipe. +- `--recipe` specifies the transfer learning recipe. In this case, a SparseZoo stub is passed, which instructs SparseML to download the premade YOLOv8m transfer learning recipe shown above. Note that the stub contains the `voc` term, indicating it was created to sparse transfer learn onto the VOC dataset. In addition to SparseZoo stubs, you can also pass a local path to a YAML recipe. - `--data` specifies the dataset configuration. Here, we specify the `coco128` dataset, which is automatically downloaded (it is built into YOLOv8). See below for an example using a custom dataset. From 90fc077a6b1f39582e40a798e9513c2896a7fd75 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:08:05 -0400 Subject: [PATCH 33/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 1446c108a35..65e49ec211c 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -283,7 +283,7 @@ identifies the 80% pruned YOLOv8m model in the SparseZoo trained on `coco` (whic - `--recipe` specifies the transfer learning recipe. In this case, a SparseZoo stub is passed, which instructs SparseML to download the premade YOLOv8m transfer learning recipe shown above. Note that the stub contains the `voc` term, indicating it was created to sparse transfer learn onto the VOC dataset. In addition to SparseZoo stubs, you can also pass a local path to a YAML recipe. -- `--data` specifies the dataset configuration. Here, we specify the `coco128` dataset, which is automatically downloaded (it is built into YOLOv8). See below for an example using a custom dataset. +- `--data` specifies the dataset configuration. Here, the `coco128` dataset is specified, which is automatically downloaded (it is built into YOLOv8). See below for an example using a custom dataset. As a result, sparsity is maintained while the training occurs and we quantize the model over the final few epochs. In the end, we have a 80% pruned and quantized YOLOv8m trained on VOC! From 3f3464df144befad126d65373905c1291fd10698 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:08:12 -0400 Subject: [PATCH 34/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 65e49ec211c..66a8dbae12c 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -285,7 +285,7 @@ identifies the 80% pruned YOLOv8m model in the SparseZoo trained on `coco` (whic - `--data` specifies the dataset configuration. Here, the `coco128` dataset is specified, which is automatically downloaded (it is built into YOLOv8). See below for an example using a custom dataset. -As a result, sparsity is maintained while the training occurs and we quantize the model over the final few epochs. In the end, we have a 80% pruned and quantized YOLOv8m trained on VOC! +As a result, sparsity is maintained while the training occurs, and you quantize the model over the final few epochs. In the end, you have an 80% pruned and quantized YOLOv8m trained on VOC! ### Exporting for Inference From a75a7f4ec861729949fd26d0816562a4ac91b219 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:08:20 -0400 Subject: [PATCH 35/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 66a8dbae12c..d54fb7d5f6d 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -336,7 +336,7 @@ SparseZoo contains mutliple variants of each version of YOLOv8 at various levels ## Sparse Transfer Learning with a Custom Dataset -Because SparseML is integrated with YOLOv8, we can easily pass custom datasets to the training flows in the Ultralytics format. Check out the [Ultralytics documentation](https://docs.ultralytics.com/datasets/detect/) for more details. +Because SparseML is integrated with YOLOv8, you can easily pass custom datasets to the training flows in the Ultralytics format. Check out the [Ultralytics documentation](https://docs.ultralytics.com/datasets/detect/) for more details. ### Ultralytics Dataset Format From 2bfd91e9a709ac063402a45f93465f5b9e7a4de6 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:08:28 -0400 Subject: [PATCH 36/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index d54fb7d5f6d..76ad6171334 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -409,7 +409,7 @@ mkdir datasets mv aerial-dataset datasets/ ``` -After unzipping, we can see the directory conforms to the Ultralytics format: +After unzipping, observe that the directory conforms to the Ultralytics format: ``` |-- aerial-dataset |--train From c07a8e1df84f7f071c31b1fac7827a19d96e1d77 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:08:35 -0400 Subject: [PATCH 37/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 76ad6171334..3c9c86193c1 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -534,7 +534,7 @@ sparseml.ultralytics.train \ --batch 2 ``` -You will notice that we added a `--recipe_args` argument, which updates the transfer +You will notice that a `--recipe_args` argument is added, which updates the transfer learning recipe to run for 15 epochs. While you can always create a custom recipe file and pass a local file to script, the `--recipe_args` enables you to modify on the fly. From 300676d5461127303c4e3b30eebe8a59a90f0c06 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:08:43 -0400 Subject: [PATCH 38/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 3c9c86193c1..e6e62246213 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -545,4 +545,4 @@ The model achieves ~80% mAP@50. ## Wrapping Up -Checkout [DeepSparse](https://github.com/neuralmagic/deepsparse) for more details on deploying your sparse models with GPU-class performance. +Check out [DeepSparse](https://github.com/neuralmagic/deepsparse) for more details on deploying your sparse models with GPU-class performance. From 9731b5d24f41bedb58e770885f35374e32863cae Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:10:05 -0400 Subject: [PATCH 39/57] Update integrations/ultralytics-yolov8/README.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- integrations/ultralytics-yolov8/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/README.md b/integrations/ultralytics-yolov8/README.md index cd7ea7b5063..ee55f41f2da 100644 --- a/integrations/ultralytics-yolov8/README.md +++ b/integrations/ultralytics-yolov8/README.md @@ -35,7 +35,7 @@ pip install sparseml[ultralytics] ## **Tutorials** - [Sparse Transfer Learning With the CLI](tutorials/sparse-transfer-learning.md) **[HIGHLY RECOMMENDED]** -- Sparsifying From Scratch with the CLI (coming soon!) +- Sparsifying From Scratch With the CLI (coming soon!) ## **Quick Tour** From 005d8f0588cee2f0053f02bac8a0d9e143a9fb27 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:10:14 -0400 Subject: [PATCH 40/57] Update integrations/ultralytics-yolov8/README.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- integrations/ultralytics-yolov8/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/README.md b/integrations/ultralytics-yolov8/README.md index ee55f41f2da..e5c3f096c31 100644 --- a/integrations/ultralytics-yolov8/README.md +++ b/integrations/ultralytics-yolov8/README.md @@ -51,7 +51,7 @@ Recipes are YAML files that encode the instructions for sparsifying a model or s ### **SparseML CLI** -SparseML's CLI is built on top of YOLOv8's [`train` cli](https://docs.ultralytics.com/usage/cli/) script. This enables you to kick-off sparse training workflows with all of the friendly utilities from the Ultralytics repo like dataset loading and preprocessing, checkpoint saving, metric reporting, and logging handled for you. Appending the `--help` argument will provide a full list of options for training in SparseML: +SparseML's CLI is built on top of YOLOv8's [`train` cli](https://docs.ultralytics.com/usage/cli/) script. This enables you to kick-off sparse training workflows with all of the friendly utilities from the Ultralytics repository like dataset loading and preprocessing, checkpoint saving, metric reporting, and logging handled for you. Appending the `--help` argument will provide a full list of options for training in SparseML: ```bash sparseml.ultralytics.train --help From 26727453dd050ce61f51ee1deeafd4590622b939 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:10:20 -0400 Subject: [PATCH 41/57] Update integrations/ultralytics-yolov8/README.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- integrations/ultralytics-yolov8/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/README.md b/integrations/ultralytics-yolov8/README.md index e5c3f096c31..eaa338c1038 100644 --- a/integrations/ultralytics-yolov8/README.md +++ b/integrations/ultralytics-yolov8/README.md @@ -67,7 +67,7 @@ usage: sparseml.ultralytics.train [-h] [--model MODEL] [--data DATA] [--recipe R SparseML inherits most arguments from the Ultralytics repository. [Check out the YOLOv8 documentation for usage](https://docs.ultralytics.com/usage/cli/). -## **Quick Start: Sparse Transfer Learning** +## **Quickstart: Sparse Transfer Learning** ### **Sparse Transfer Learning Overview** From 45bfbe8c778391696b20be379097788400e8083b Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:10:41 -0400 Subject: [PATCH 42/57] Update integrations/ultralytics-yolov8/README.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- integrations/ultralytics-yolov8/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/README.md b/integrations/ultralytics-yolov8/README.md index eaa338c1038..b0863df9b25 100644 --- a/integrations/ultralytics-yolov8/README.md +++ b/integrations/ultralytics-yolov8/README.md @@ -275,7 +275,7 @@ quantization_modifiers: The key `Modifiers` for sparse transfer learning are the following: - `ConstantPruningModifier` instructs SparseML to maintain the sparsity structure of the network during the fine-tuning process -- `QuantizationModifier` tells SparseML to quantize the weights with quantization aware training over the last 5 epochs. The `scheme_overrides` are a bit complicated here to handle the GeLU activations followed by the C2f module introduced in YOLOv8, but you do not need to worry too much about this. +- `QuantizationModifier` tells SparseML to quantize the weights with quantization-aware training over the last 5 epochs. The `scheme_overrides` are a bit complicated here to handle the GeLU activations followed by the C2f module introduced in YOLOv8, but you do not need to worry too much about this. SparseML parses the `Modifers` in the recipe and updates the training loop with logic encoded therein. From d3f0157c08f3ef543bc8f97dfd1196423d54a3ab Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:10:55 -0400 Subject: [PATCH 43/57] Update integrations/ultralytics-yolov8/README.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- integrations/ultralytics-yolov8/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/README.md b/integrations/ultralytics-yolov8/README.md index b0863df9b25..3b2ee2550a8 100644 --- a/integrations/ultralytics-yolov8/README.md +++ b/integrations/ultralytics-yolov8/README.md @@ -312,4 +312,4 @@ Once exported to ONNX, you can deploy your models with DeepSparse. Checkout the Check out the tutorials for more details on additional functionality like training with other YOLOv8 versions and using custom datasets: -- [Sparse Transfer Learning with the CLI](tutorials/sparse-transfer-learning.md) **[HIGHLY RECOMMENDED]** +- [Sparse Transfer Learning With the CLI](tutorials/sparse-transfer-learning.md). **[HIGHLY RECOMMENDED]** From 96f2318f26140b5012e6e0a6d8762ca91bf38bf6 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:11:08 -0400 Subject: [PATCH 44/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index e6e62246213..cfffaafacaf 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -20,7 +20,7 @@ This page explains how to fine-tune a pre-sparsified YOLOv8 model with SparseML' ## Overview -Sparse Transfer is quite similiar to the typical YOLOv8 training, where we fine-tune a checkpoint pretrained on COCO onto a smaller downstream dataset. However, with Sparse Transfer Learning, we simply start the fine-tuning process from a pre-sparsified YOLOv8 and maintain sparsity while the training process occurs. +Sparse Transfer is quite similar to the typical YOLOv8 training, where a checkpoint pre-trained on COCO is fine-tuned onto a smaller downstream dataset. However, with Sparse Transfer Learning, the fine-tuning process is started from a pre-sparsified YOLOv8 and maintains sparsity during the training process. SparseZoo contains pre-sparsified checkpoints of each YOLOv8 model. These models can be used as the starting checkpoint for the sparse transfer learning workflow. From a5f782b532230fc4867dfd9477b1f66a43c47fa9 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:11:23 -0400 Subject: [PATCH 45/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index cfffaafacaf..5d64f0a1e10 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -37,7 +37,7 @@ pip install "sparseml[ultralytics]" ## Table of Contents In this page, you will: -- [Sparse Transfer Learn YOLOv8m onto COCO128](#sparse-transfer-learning-yolov8m-onto-coco128) +- [Sparse Transfer Learn YOLOv8m Onto COCO128](#sparse-transfer-learning-yolov8m-onto-coco128). - [Sparse Transfer Learn Other YOLOv8 Models](#sparse-transfer-learning-other-yolov8-models) - [Sparse Transfer Learn with a Custom Dataset](#sparse-transfer-learning-with-a-custom-dataset) From b971f2ab94186561e97bc774f416e6988c9a2b0e Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:11:31 -0400 Subject: [PATCH 46/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 5d64f0a1e10..7d799e63584 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -39,7 +39,7 @@ pip install "sparseml[ultralytics]" In this page, you will: - [Sparse Transfer Learn YOLOv8m Onto COCO128](#sparse-transfer-learning-yolov8m-onto-coco128). - [Sparse Transfer Learn Other YOLOv8 Models](#sparse-transfer-learning-other-yolov8-models) -- [Sparse Transfer Learn with a Custom Dataset](#sparse-transfer-learning-with-a-custom-dataset) +- [Sparse Transfer Learn With a Custom Dataset](#sparse-transfer-learning-with-a-custom-dataset). ## SparseML CLI From 2025d15ed1b3af0fb5fa9f320cc450c6e2507047 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:11:46 -0400 Subject: [PATCH 47/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 7d799e63584..8a1679e058e 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -38,7 +38,7 @@ pip install "sparseml[ultralytics]" In this page, you will: - [Sparse Transfer Learn YOLOv8m Onto COCO128](#sparse-transfer-learning-yolov8m-onto-coco128). -- [Sparse Transfer Learn Other YOLOv8 Models](#sparse-transfer-learning-other-yolov8-models) +- [Sparse Transfer Learn Other YOLOv8 Models](#sparse-transfer-learning-other-yolov8-models). - [Sparse Transfer Learn With a Custom Dataset](#sparse-transfer-learning-with-a-custom-dataset). ## SparseML CLI From faa50a2661f8cfc81c04c63469461b220129d474 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:11:54 -0400 Subject: [PATCH 48/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 8a1679e058e..10d2d402a2f 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -43,7 +43,7 @@ In this page, you will: ## SparseML CLI -SparseML's CLI is built on top of YOLOv8's [`train` cli](https://docs.ultralytics.com/usage/cli/) script. This enables you to kick-off sparse training workflows with all of the friendly utilities from the Ultralytics repo like dataset loading and preprocessing, checkpoint saving, metric reporting, and logging handled for you. Appending the `--help` argument will provide a full list of options for training in SparseML: +SparseML's CLI is built on top of YOLOv8's [`train` cli](https://docs.ultralytics.com/usage/cli/) script. This enables you to kick off sparse training workflows with all of the friendly utilities from the Ultralytics repository like dataset loading and preprocessing, checkpoint saving, metric reporting, and logging handled for you. Appending the `--help` argument will provide a full list of options for training in SparseML: ```bash sparseml.ultralytics.train --help From e447c8d9c4b8d7d989f062dee690f06e6cc7d99a Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:12:05 -0400 Subject: [PATCH 49/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 10d2d402a2f..a1ddccff17a 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -59,7 +59,7 @@ usage: sparseml.yolov5.train [-h] [--model MODEL] [--data DATA] [--recipe RECIPE SparseML inherits most arguments from the Ultralytics repository. [Check out the YOLOv8 documentation for usage](https://docs.ultralytics.com/usage/cli/). -## Sparse Transfer Learning YOLOv8m onto COCO128 +## Sparse Transfer Learning YOLOv8m Onto COCO128 Let's try a step-by-step example of Sparse Transfer Learning YOLOv8m onto the COCO128 dataset. From 0ba42bd5bcdcfe8465e908f83925e8fedeb0a0fa Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:12:20 -0400 Subject: [PATCH 50/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index a1ddccff17a..52614f9dbcb 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -61,7 +61,7 @@ SparseML inherits most arguments from the Ultralytics repository. [Check out the ## Sparse Transfer Learning YOLOv8m Onto COCO128 -Let's try a step-by-step example of Sparse Transfer Learning YOLOv8m onto the COCO128 dataset. +The following is a step-by-step example of Sparse Transfer Learning YOLOv8m onto the COCO128 dataset. To run sparse transfer learning, you first need to create/select a sparsification recipe. For sparse transfer, you need a recipe that instructs SparseML to maintain sparsity during training and to quantize the model over the final epochs. From 34f231bf07c729c922757a9feb91cad815a4f632 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:12:29 -0400 Subject: [PATCH 51/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 52614f9dbcb..ce928e00c9e 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -264,7 +264,7 @@ quantization_modifiers: The "Modifiers" encode how SparseML should modify the training process for Sparse Transfer Learning. - `ConstantPruningModifier` tells SparseML to pin weights at 0 over all epochs, maintaining the sparsity structure of the network -- `QuantizationModifier` tells SparseML to quantize the weights with quantization aware training over the last 5 epochs. The `scheme_overrides` are a bit complicated here to handle the GeLU activations followed by the C2f module introduced in YOLOv8, but you do not need to worry too much about this. +- `QuantizationModifier` tells SparseML to quantize the weights with quantization-aware training over the last 5 epochs. The `scheme_overrides` are a bit complicated here to handle the GeLU activations followed by the C2f module introduced in YOLOv8, but you do not need to worry too much about this. SparseML parses the instructions declared in the recipe and modifies the YOLOv5 training loop accordingly before running the fine-tuning. From f2cfeba6b8d9a37db880c01cda3119ef94d4cad2 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:12:39 -0400 Subject: [PATCH 52/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index ce928e00c9e..9583b765e56 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -277,7 +277,7 @@ sparseml.ultralytics.train \ --batch 2 ``` -Lets discuss the key arguments: +Key arguments are: - `--model` specifies the starting checkpoint for the training process. Here, a SparseZoo stub is passed, which identifies the 80% pruned YOLOv8m model in the SparseZoo trained on `coco` (which can be seen in the stub). The script downloads the PyTorch model to begin training. In addition to SparseZoo stubs, you can also pass a local path to a PyTorch checkpoint. From 0c66181a9a77fa4f1affb405723843bf03408418 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:12:51 -0400 Subject: [PATCH 53/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 9583b765e56..fd95a2ac627 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -332,7 +332,7 @@ sparseml.ultralytics.train \ SparseZoo contains mutliple variants of each version of YOLOv8 at various levels of sparsity, which can be fine-tuned onto your dataset. -[Checkout the full list](https://sparsezoo.neuralmagic.com/?sort=null&useCase=detection&architectures=yolov8) +[Check out the full list](https://sparsezoo.neuralmagic.com/?sort=null&useCase=detection&architectures=yolov8). ## Sparse Transfer Learning with a Custom Dataset From 48c321d6d17a0ee94632386af195eed9def3c288 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:12:59 -0400 Subject: [PATCH 54/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index fd95a2ac627..313a0e87dfb 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -334,7 +334,7 @@ SparseZoo contains mutliple variants of each version of YOLOv8 at various levels [Check out the full list](https://sparsezoo.neuralmagic.com/?sort=null&useCase=detection&architectures=yolov8). -## Sparse Transfer Learning with a Custom Dataset +## Sparse Transfer Learning With a Custom Dataset Because SparseML is integrated with YOLOv8, you can easily pass custom datasets to the training flows in the Ultralytics format. Check out the [Ultralytics documentation](https://docs.ultralytics.com/datasets/detect/) for more details. From c361bbde3862a895127da364ec5ef1952f0d51d3 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:13:10 -0400 Subject: [PATCH 55/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 313a0e87dfb..53775769f28 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -349,7 +349,7 @@ Ultralytics uses a YAML file to pass a dataset configuration that defines: - A class names dictionary Here is an example for [COCO128](https://www.kaggle.com/datasets/ultralytics/coco128), -an example small tutorial dataset composed of the first 128 images in COCO train2017. These same 128 images are used for both training and validation to verify our training pipeline is capable of overfitting. +a small tutorial dataset composed of the first 128 images in COCO train2017. These same 128 images are used for both training and validation to verify our training pipeline is capable of overfitting. ```yaml # Train/val/test sets as 1) dir: path/to/imgs, 2) file: path/to/imgs.txt, or 3) list: [path/to/imgs1, path/to/imgs2, ..] From 227ce437fed2ceca3f7d098f3ce3d7d80ba69887 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:13:21 -0400 Subject: [PATCH 56/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 53775769f28..7e5c39f2146 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -390,7 +390,7 @@ Organize your train and val images and labels according to the example below. Fo ./datasets/coco128/labels/im0.txt # label ``` -For more details, checkout the [custom dataset set tutorial](https://github.com/ultralytics/yolov5/wiki/Train-Custom-Data) in the Ultralytics repository. +For more details, check out the [custom dataset set tutorial](https://github.com/ultralytics/yolov5/wiki/Train-Custom-Data) in the Ultralytics repository. ### Example From 94ad163a797e63d9247771450440abd59f9a21c3 Mon Sep 17 00:00:00 2001 From: Mark Kurtz Date: Fri, 15 Sep 2023 14:13:32 -0400 Subject: [PATCH 57/57] Update integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md Co-authored-by: Jeannie Finks <74554921+jeanniefinks@users.noreply.github.com> --- .../ultralytics-yolov8/tutorials/sparse-transfer-learning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md index 7e5c39f2146..b4bf9dbe089 100644 --- a/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md +++ b/integrations/ultralytics-yolov8/tutorials/sparse-transfer-learning.md @@ -394,7 +394,7 @@ For more details, check out the [custom dataset set tutorial](https://github.com ### Example -Let's try a real example with an aerial dataset. +The following is a real example with an aerial dataset. #### Download the Dataset