From 6b95967e080dcba832a7f505c7925d9137f51733 Mon Sep 17 00:00:00 2001 From: Muhammad Rizwan Munawar Date: Wed, 11 Sep 2024 21:27:32 +0500 Subject: [PATCH 1/8] Distance calculation docs fix (#16220) Co-authored-by: UltralyticsAssistant --- docs/en/guides/distance-calculation.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/en/guides/distance-calculation.md b/docs/en/guides/distance-calculation.md index 656c7c962..905051a0f 100644 --- a/docs/en/guides/distance-calculation.md +++ b/docs/en/guides/distance-calculation.md @@ -23,9 +23,9 @@ Measuring the gap between two objects is known as distance calculation within a ## Visuals -| Distance Calculation using Ultralytics YOLOv8 | -| :----------------------------------------------------------------------------------------------------------------------------------------------: | -| ![Ultralytics YOLOv8 Distance Calculation](https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov8-distance-calculation.avif) | +| Distance Calculation using Ultralytics YOLOv8 | +| :---------------------------------------------------------------------------------------------------------------------------: | +| ![Ultralytics YOLOv8 Distance Calculation](https://github.com/ultralytics/docs/releases/download/0/distance-calculation.avif) | ## Advantages of Distance Calculation? From b9f0983e8289f3359700dd7555b815078dc0d5f4 Mon Sep 17 00:00:00 2001 From: Jan Knobloch <116908874+jk4e@users.noreply.github.com> Date: Wed, 11 Sep 2024 18:30:13 +0200 Subject: [PATCH 2/8] Update more/missing type qualifiers to lowercase MkDocs admonitions (#16215) Co-authored-by: Glenn Jocher --- docs/build_reference.py | 2 +- docs/en/datasets/classify/imagewoof.md | 2 +- docs/en/datasets/explorer/dashboard.md | 2 +- docs/en/datasets/explorer/index.md | 2 +- docs/en/datasets/segment/index.md | 2 +- .../guides/coral-edge-tpu-on-raspberry-pi.md | 8 ++-- docs/en/guides/distance-calculation.md | 2 +- .../guides/isolating-segmentation-objects.md | 2 +- docs/en/guides/ros-quickstart.md | 6 +-- docs/en/guides/security-alarm-system.md | 2 +- docs/en/hub/cloud-training.md | 12 +++--- docs/en/hub/datasets.md | 20 +++++----- docs/en/hub/inference-api.md | 8 ++-- docs/en/hub/integrations.md | 8 ++-- docs/en/hub/models.md | 38 +++++++++---------- docs/en/hub/pro.md | 4 +- docs/en/hub/projects.md | 28 +++++++------- docs/en/hub/quickstart.md | 8 ++-- docs/en/hub/teams.md | 18 ++++----- docs/en/models/yolo-world.md | 2 +- docs/en/modes/benchmark.md | 2 +- docs/en/modes/export.md | 2 +- docs/en/modes/predict.md | 2 +- docs/en/modes/train.md | 2 +- docs/en/modes/val.md | 2 +- docs/en/quickstart.md | 4 +- docs/en/reference/cfg/__init__.md | 2 +- docs/en/reference/data/annotator.md | 2 +- docs/en/reference/data/augment.md | 2 +- docs/en/reference/data/base.md | 2 +- docs/en/reference/data/build.md | 2 +- docs/en/reference/data/converter.md | 2 +- docs/en/reference/data/dataset.md | 2 +- docs/en/reference/data/explorer/explorer.md | 2 +- docs/en/reference/data/explorer/gui/dash.md | 2 +- docs/en/reference/data/explorer/utils.md | 2 +- docs/en/reference/data/loaders.md | 2 +- docs/en/reference/data/split_dota.md | 2 +- docs/en/reference/data/utils.md | 2 +- docs/en/reference/engine/exporter.md | 2 +- docs/en/reference/engine/model.md | 2 +- docs/en/reference/engine/predictor.md | 2 +- docs/en/reference/engine/results.md | 2 +- docs/en/reference/engine/trainer.md | 2 +- docs/en/reference/engine/tuner.md | 2 +- docs/en/reference/engine/validator.md | 2 +- docs/en/reference/hub/__init__.md | 2 +- docs/en/reference/hub/auth.md | 2 +- docs/en/reference/hub/google/__init__.md | 2 +- docs/en/reference/hub/session.md | 2 +- docs/en/reference/hub/utils.md | 2 +- docs/en/reference/models/fastsam/model.md | 2 +- docs/en/reference/models/fastsam/predict.md | 2 +- docs/en/reference/models/fastsam/utils.md | 2 +- docs/en/reference/models/fastsam/val.md | 2 +- docs/en/reference/models/nas/model.md | 2 +- docs/en/reference/models/nas/predict.md | 2 +- docs/en/reference/models/nas/val.md | 2 +- docs/en/reference/models/rtdetr/model.md | 2 +- docs/en/reference/models/rtdetr/predict.md | 2 +- docs/en/reference/models/rtdetr/train.md | 2 +- docs/en/reference/models/rtdetr/val.md | 2 +- docs/en/reference/models/sam/amg.md | 2 +- docs/en/reference/models/sam/build.md | 2 +- docs/en/reference/models/sam/model.md | 2 +- .../en/reference/models/sam/modules/blocks.md | 2 +- .../reference/models/sam/modules/decoders.md | 2 +- .../reference/models/sam/modules/encoders.md | 2 +- .../models/sam/modules/memory_attention.md | 2 +- docs/en/reference/models/sam/modules/sam.md | 2 +- .../models/sam/modules/tiny_encoder.md | 2 +- .../models/sam/modules/transformer.md | 2 +- docs/en/reference/models/sam/modules/utils.md | 2 +- docs/en/reference/models/sam/predict.md | 2 +- docs/en/reference/models/utils/loss.md | 2 +- docs/en/reference/models/utils/ops.md | 2 +- .../reference/models/yolo/classify/predict.md | 2 +- .../reference/models/yolo/classify/train.md | 2 +- docs/en/reference/models/yolo/classify/val.md | 2 +- .../reference/models/yolo/detect/predict.md | 2 +- docs/en/reference/models/yolo/detect/train.md | 2 +- docs/en/reference/models/yolo/detect/val.md | 2 +- docs/en/reference/models/yolo/model.md | 2 +- docs/en/reference/models/yolo/obb/predict.md | 2 +- docs/en/reference/models/yolo/obb/train.md | 2 +- docs/en/reference/models/yolo/obb/val.md | 2 +- docs/en/reference/models/yolo/pose/predict.md | 2 +- docs/en/reference/models/yolo/pose/train.md | 2 +- docs/en/reference/models/yolo/pose/val.md | 2 +- .../reference/models/yolo/segment/predict.md | 2 +- .../en/reference/models/yolo/segment/train.md | 2 +- docs/en/reference/models/yolo/segment/val.md | 2 +- docs/en/reference/models/yolo/world/train.md | 2 +- .../models/yolo/world/train_world.md | 2 +- docs/en/reference/nn/autobackend.md | 2 +- docs/en/reference/nn/modules/activation.md | 2 +- docs/en/reference/nn/modules/block.md | 2 +- docs/en/reference/nn/modules/conv.md | 2 +- docs/en/reference/nn/modules/head.md | 2 +- docs/en/reference/nn/modules/transformer.md | 2 +- docs/en/reference/nn/modules/utils.md | 2 +- docs/en/reference/nn/tasks.md | 2 +- docs/en/reference/solutions/ai_gym.md | 2 +- docs/en/reference/solutions/analytics.md | 2 +- .../solutions/distance_calculation.md | 2 +- docs/en/reference/solutions/heatmap.md | 2 +- docs/en/reference/solutions/object_counter.md | 2 +- .../reference/solutions/parking_management.md | 2 +- .../reference/solutions/queue_management.md | 2 +- .../reference/solutions/speed_estimation.md | 2 +- .../solutions/streamlit_inference.md | 2 +- docs/en/reference/trackers/basetrack.md | 2 +- docs/en/reference/trackers/bot_sort.md | 2 +- docs/en/reference/trackers/byte_tracker.md | 2 +- docs/en/reference/trackers/track.md | 2 +- docs/en/reference/trackers/utils/gmc.md | 2 +- .../reference/trackers/utils/kalman_filter.md | 2 +- docs/en/reference/trackers/utils/matching.md | 2 +- docs/en/reference/utils/__init__.md | 2 +- docs/en/reference/utils/autobatch.md | 2 +- docs/en/reference/utils/benchmarks.md | 2 +- docs/en/reference/utils/callbacks/base.md | 2 +- docs/en/reference/utils/callbacks/clearml.md | 2 +- docs/en/reference/utils/callbacks/comet.md | 2 +- docs/en/reference/utils/callbacks/dvc.md | 2 +- docs/en/reference/utils/callbacks/hub.md | 2 +- docs/en/reference/utils/callbacks/mlflow.md | 2 +- docs/en/reference/utils/callbacks/neptune.md | 2 +- docs/en/reference/utils/callbacks/raytune.md | 2 +- .../reference/utils/callbacks/tensorboard.md | 2 +- docs/en/reference/utils/callbacks/wb.md | 2 +- docs/en/reference/utils/checks.md | 2 +- docs/en/reference/utils/dist.md | 2 +- docs/en/reference/utils/downloads.md | 2 +- docs/en/reference/utils/errors.md | 2 +- docs/en/reference/utils/files.md | 2 +- docs/en/reference/utils/instance.md | 2 +- docs/en/reference/utils/loss.md | 2 +- docs/en/reference/utils/metrics.md | 2 +- docs/en/reference/utils/ops.md | 2 +- docs/en/reference/utils/patches.md | 2 +- docs/en/reference/utils/plotting.md | 2 +- docs/en/reference/utils/tal.md | 2 +- docs/en/reference/utils/torch_utils.md | 2 +- docs/en/reference/utils/triton.md | 2 +- docs/en/reference/utils/tuner.md | 2 +- docs/en/usage/cli.md | 12 +++--- docs/en/yolov5/tutorials/train_custom_data.md | 4 +- 148 files changed, 223 insertions(+), 223 deletions(-) diff --git a/docs/build_reference.py b/docs/build_reference.py index 77f9e7baa..104135bff 100644 --- a/docs/build_reference.py +++ b/docs/build_reference.py @@ -59,7 +59,7 @@ def create_markdown(py_filepath: Path, module_path: str, classes: list, function pretty = url.replace("__init__.py", "\\_\\_init\\_\\_.py") # properly display __init__.py filenames title_content = ( f"# Reference for `{module_path}.py`\n\n" - f"!!! Note\n\n" + f"!!! note\n\n" f" This file is available at [{pretty}]({url}). If you spot a problem please help fix it by [contributing]" f"(https://docs.ultralytics.com/help/contributing/) a [Pull Request]({edit}) 🛠️. Thank you 🙏!\n\n" ) diff --git a/docs/en/datasets/classify/imagewoof.md b/docs/en/datasets/classify/imagewoof.md index 3abb512a0..54361abc6 100644 --- a/docs/en/datasets/classify/imagewoof.md +++ b/docs/en/datasets/classify/imagewoof.md @@ -59,7 +59,7 @@ ImageWoof dataset comes in three different sizes to accommodate various research To use these variants in your training, simply replace 'imagewoof' in the dataset argument with 'imagewoof320' or 'imagewoof160'. For example: -!!! example "Example" +!!! example === "Python" diff --git a/docs/en/datasets/explorer/dashboard.md b/docs/en/datasets/explorer/dashboard.md index ed5760be0..160d2b7ab 100644 --- a/docs/en/datasets/explorer/dashboard.md +++ b/docs/en/datasets/explorer/dashboard.md @@ -29,7 +29,7 @@ Explorer GUI is like a playground build using [Ultralytics Explorer API](api.md) pip install ultralytics[explorer] ``` -!!! note "Note" +!!! note Ask AI feature works using OpenAI, so you'll be prompted to set the api key for OpenAI when you first run the GUI. You can set it like this - `yolo settings openai_api_key="..."` diff --git a/docs/en/datasets/explorer/index.md b/docs/en/datasets/explorer/index.md index c709aa2a4..d1092a762 100644 --- a/docs/en/datasets/explorer/index.md +++ b/docs/en/datasets/explorer/index.md @@ -50,7 +50,7 @@ The GUI demo runs in your browser allowing you to create embeddings for your dat yolo explorer ``` -!!! note "Note" +!!! note Ask AI feature works using OpenAI, so you'll be prompted to set the api key for OpenAI when you first run the GUI. You can set it like this - `yolo settings openai_api_key="..."` diff --git a/docs/en/datasets/segment/index.md b/docs/en/datasets/segment/index.md index 838dda2c7..4d39fc124 100644 --- a/docs/en/datasets/segment/index.md +++ b/docs/en/datasets/segment/index.md @@ -33,7 +33,7 @@ Here is an example of the YOLO dataset format for a single image with two object 1 0.504 0.000 0.501 0.004 0.498 0.004 0.493 0.010 0.492 0.0104 ``` -!!! tip "Tip" +!!! tip - The length of each row does **not** have to be equal. - Each segmentation label must have a **minimum of 3 xy points**: ` ` diff --git a/docs/en/guides/coral-edge-tpu-on-raspberry-pi.md b/docs/en/guides/coral-edge-tpu-on-raspberry-pi.md index ca0916900..8f8f07674 100644 --- a/docs/en/guides/coral-edge-tpu-on-raspberry-pi.md +++ b/docs/en/guides/coral-edge-tpu-on-raspberry-pi.md @@ -85,7 +85,7 @@ After installing the runtime, you need to plug in your Coral Edge TPU into a USB To use the Edge TPU, you need to convert your model into a compatible format. It is recommended that you run export on Google Colab, x86_64 Linux machine, using the official [Ultralytics Docker container](docker-quickstart.md), or using [Ultralytics HUB](../hub/quickstart.md), since the Edge TPU compiler is not available on ARM. See the [Export Mode](../modes/export.md) for the available arguments. -!!! exporting the model +!!! note "Exporting the model" === "Python" @@ -111,7 +111,7 @@ The exported model will be saved in the `_saved_model/` folder with After exporting your model, you can run inference with it using the following code: -!!! running the model +!!! note "Running the model" === "Python" @@ -170,7 +170,7 @@ Make sure to uninstall any previous Coral Edge TPU runtime versions by following Yes, you can export your Ultralytics YOLOv8 model to be compatible with the Coral Edge TPU. It is recommended to perform the export on Google Colab, an x86_64 Linux machine, or using the [Ultralytics Docker container](docker-quickstart.md). You can also use Ultralytics HUB for exporting. Here is how you can export your model using Python and CLI: -!!! exporting the model +!!! note "Exporting the model" === "Python" @@ -212,7 +212,7 @@ For a specific wheel, such as TensorFlow 2.15.0 `tflite-runtime`, you can downlo After exporting your YOLOv8 model to an Edge TPU-compatible format, you can run inference using the following code snippets: -!!! running the model +!!! note "Running the model" === "Python" diff --git a/docs/en/guides/distance-calculation.md b/docs/en/guides/distance-calculation.md index 905051a0f..a805b95e6 100644 --- a/docs/en/guides/distance-calculation.md +++ b/docs/en/guides/distance-calculation.md @@ -73,7 +73,7 @@ Measuring the gap between two objects is known as distance calculation within a cv2.destroyAllWindows() ``` -???+ tip "Note" +???+ note - Mouse Right Click will delete all drawn points - Mouse Left Click can be used to draw points diff --git a/docs/en/guides/isolating-segmentation-objects.md b/docs/en/guides/isolating-segmentation-objects.md index 9f099c8ca..0954dc195 100644 --- a/docs/en/guides/isolating-segmentation-objects.md +++ b/docs/en/guides/isolating-segmentation-objects.md @@ -137,7 +137,7 @@ After performing the [Segment Task](../tasks/segment.md), it's sometimes desirab ### Object Isolation Options - !!! example "" + !!! example === "Black Background Pixels" diff --git a/docs/en/guides/ros-quickstart.md b/docs/en/guides/ros-quickstart.md index c0691ffa0..227286de0 100644 --- a/docs/en/guides/ros-quickstart.md +++ b/docs/en/guides/ros-quickstart.md @@ -129,7 +129,7 @@ while True: rospy.spin() ``` -??? Example "Complete code" +??? example "Complete code" ```python import time @@ -297,7 +297,7 @@ while True: rospy.spin() ``` -??? Example "Complete code" +??? example "Complete code" ```python import time @@ -448,7 +448,7 @@ for index, class_id in enumerate(classes): o3d.visualization.draw_geometries([pcd]) ``` -??? Example "Complete code" +??? example "Complete code" ```python import sys diff --git a/docs/en/guides/security-alarm-system.md b/docs/en/guides/security-alarm-system.md index 78bc2a9c2..7e7051b63 100644 --- a/docs/en/guides/security-alarm-system.md +++ b/docs/en/guides/security-alarm-system.md @@ -29,7 +29,7 @@ The Security Alarm System Project utilizing Ultralytics YOLOv8 integrates advanc #### Set up the parameters of the message -???+ tip "Note" +???+ note App Password Generation is necessary diff --git a/docs/en/hub/cloud-training.md b/docs/en/hub/cloud-training.md index 42dd68108..557e2847d 100644 --- a/docs/en/hub/cloud-training.md +++ b/docs/en/hub/cloud-training.md @@ -28,7 +28,7 @@ Follow the [Train Model](./models.md#train-model) instructions from the [Models] ![Ultralytics HUB screenshot of the Train Model dialog with arrows pointing to the Cloud Training options and the Start Training button](https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub-train-model-dialog.avif) -??? note "Note" +??? note When you are on this step, you have the option to close the **Train Model** dialog and start training your model from the Model page later. @@ -36,13 +36,13 @@ Follow the [Train Model](./models.md#train-model) instructions from the [Models] Most of the times, you will use the Epochs training. The number of epochs can be adjusted on this step (if the training didn't start yet) and represents the number of times your dataset needs to go through the cycle of train, label, and test. The exact pricing based on the number of epochs is hard to determine, reason why we only allow the [Account Balance](./pro.md#account-balance) payment method. -!!! note "Note" +!!! note When using the Epochs training, your [account balance](./pro.md#account-balance) needs to be at least US$5.00 to start training. In case you have a low balance, you can top-up directly from this step. ![Ultralytics HUB screenshot of the Train Model dialog with an arrow pointing to the Top-Up button](https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub-train-model-dialog-top-up.avif) -!!! note "Note" +!!! note When using the Epochs training, the [account balance](./pro.md#account-balance) is deducted after every epoch. @@ -64,7 +64,7 @@ Before the training session starts, the initialization process spins up a dedica ![Ultralytics HUB screenshot of the Model page during the initialization process](https://github.com/ultralytics/docs/releases/download/0/model-page-initialization-process.avif) -!!! note "Note" +!!! note The account balance is not deducted during the initialization process (before the training session starts). @@ -74,7 +74,7 @@ If needed, you can stop the training by clicking on the **Stop Training** button ![Ultralytics HUB screenshot of the Model page of a model that is currently training with an arrow pointing to the Stop Training button](https://github.com/ultralytics/docs/releases/download/0/model-page-training-stop-button.avif) -!!! note "Note" +!!! note You can resume training your model from the last checkpoint saved. @@ -90,7 +90,7 @@ If needed, you can stop the training by clicking on the **Stop Training** button Watch: Pause and Resume Model Training Using Ultralytics HUB

-!!! note "Note" +!!! note Unfortunately, at the moment, you can only train one model at a time using Ultralytics Cloud. diff --git a/docs/en/hub/datasets.md b/docs/en/hub/datasets.md index a323508b9..40d76f546 100644 --- a/docs/en/hub/datasets.md +++ b/docs/en/hub/datasets.md @@ -58,7 +58,7 @@ Once your dataset ZIP is ready, navigate to the [Datasets](https://hub.ultralyti ![Ultralytics HUB screenshot of the Datasets page with an arrow pointing to the Datasets button in the sidebar and one to the Upload Dataset button](https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub-datasets-upload.avif) -??? tip "Tip" +??? tip You can upload a dataset directly from the [Home](https://hub.ultralytics.com/home) page. @@ -82,7 +82,7 @@ You can view the images in your dataset grouped by splits (Train, Validation, Te ![Ultralytics HUB screenshot of the Dataset page with an arrow pointing to the Images tab](https://github.com/ultralytics/docs/releases/download/0/hub-dataset-page-images-tab.avif) -??? tip "Tip" +??? tip Each image can be enlarged for better visualization. @@ -104,7 +104,7 @@ Navigate to the Dataset page of the dataset you want to download, open the datas ![Ultralytics HUB screenshot of the Dataset page with an arrow pointing to the Download option](https://github.com/ultralytics/docs/releases/download/0/hub-download-dataset-1.avif) -??? tip "Tip" +??? tip You can download a dataset directly from the [Datasets](https://hub.ultralytics.com/datasets) page. @@ -112,11 +112,11 @@ Navigate to the Dataset page of the dataset you want to download, open the datas ## Share Dataset -!!! info "Info" +!!! info [Ultralytics HUB](https://www.ultralytics.com/hub)'s sharing functionality provides a convenient way to share datasets with others. This feature is designed to accommodate both existing [Ultralytics HUB](https://www.ultralytics.com/hub) users and those who have yet to create an account. -!!! note "Note" +!!! note You have control over the general access of your datasets. @@ -126,7 +126,7 @@ Navigate to the Dataset page of the dataset you want to share, open the dataset ![Ultralytics HUB screenshot of the Dataset page with an arrow pointing to the Share option](https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub-share-dataset.avif) -??? tip "Tip" +??? tip You can share a dataset directly from the [Datasets](https://hub.ultralytics.com/datasets) page. @@ -138,7 +138,7 @@ Set the general access to "Unlisted" and click **Save**. Now, anyone who has the direct link to your dataset can view it. -??? tip "Tip" +??? tip You can easily click on the dataset's link shown in the **Share Dataset** dialog to copy it. @@ -150,7 +150,7 @@ Navigate to the Dataset page of the dataset you want to edit, open the dataset a ![Ultralytics HUB screenshot of the Dataset page with an arrow pointing to the Edit option](https://github.com/ultralytics/docs/releases/download/0/hub-edit-dataset-1.avif) -??? tip "Tip" +??? tip You can edit a dataset directly from the [Datasets](https://hub.ultralytics.com/datasets) page. @@ -166,13 +166,13 @@ Navigate to the Dataset page of the dataset you want to delete, open the dataset ![Ultralytics HUB screenshot of the Dataset page with an arrow pointing to the Delete option](https://github.com/ultralytics/docs/releases/download/0/hub-delete-dataset-option.avif) -??? tip "Tip" +??? tip You can delete a dataset directly from the [Datasets](https://hub.ultralytics.com/datasets) page. ![Ultralytics HUB screenshot of the Datasets page with an arrow pointing to the Delete option of one of the datasets](https://github.com/ultralytics/docs/releases/download/0/hub-delete-dataset-page.avif) -!!! note "Note" +!!! note If you change your mind, you can restore the dataset from the [Trash](https://hub.ultralytics.com/trash) page. diff --git a/docs/en/hub/inference-api.md b/docs/en/hub/inference-api.md index 845802a81..4146599f8 100644 --- a/docs/en/hub/inference-api.md +++ b/docs/en/hub/inference-api.md @@ -24,7 +24,7 @@ After you [train a model](./models.md#train-model), you can use the [Shared Infe In response to high demand and widespread interest, we are thrilled to unveil the [Ultralytics HUB](https://www.ultralytics.com/hub) Dedicated Inference API, offering single-click deployment in a dedicated environment for our [Pro](./pro.md) users! -!!! note "Note" +!!! note We are excited to offer this feature FREE during our public beta as part of the [Pro Plan](./pro.md), with paid tiers possible in the future. @@ -37,7 +37,7 @@ To use the [Ultralytics HUB](https://www.ultralytics.com/hub) Dedicated Inferenc ![Ultralytics HUB screenshot of the Deploy tab inside the Model page with an arrow pointing to the Start Endpoint button in Dedicated Inference API card](https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub-dedicated-inference-api.avif) -!!! tip "Tip" +!!! tip Choose the region with the lowest latency for the best performance as described in the [documentation](https://docs.ultralytics.com/reference/hub/google/__init__). @@ -83,7 +83,7 @@ with open("path/to/image.jpg", "rb") as image_file: print(response.json()) ``` -!!! note "Note" +!!! note Replace `MODEL_ID` with the desired model ID, `API_KEY` with your actual API key, and `path/to/image.jpg` with the path to the image you want to run inference on. @@ -102,7 +102,7 @@ curl -X POST "https://api.ultralytics.com/v1/predict/MODEL_ID" \ -F "iou=0.45" ``` -!!! note "Note" +!!! note Replace `MODEL_ID` with the desired model ID, `API_KEY` with your actual API key, and `path/to/image.jpg` with the path to the image you want to run inference on. diff --git a/docs/en/hub/integrations.md b/docs/en/hub/integrations.md index 2e8a8ef4e..6885f0763 100644 --- a/docs/en/hub/integrations.md +++ b/docs/en/hub/integrations.md @@ -44,7 +44,7 @@ Navigate to the Dataset page of the [Roboflow](https://roboflow.com/?ref=ultraly ![Ultralytics HUB screenshot of the Dataset page of a Roboflow Universe dataset with an arrow pointing to the Remove option](https://github.com/ultralytics/docs/releases/download/0/hub-roboflow-universe-remove.avif) -??? tip "Tip" +??? tip You can remove an imported [Roboflow](https://roboflow.com/?ref=ultralytics) dataset directly from the [Datasets](https://hub.ultralytics.com/datasets) page. @@ -60,7 +60,7 @@ Navigate to the [Integrations](https://hub.ultralytics.com/settings?tab=integrat Type your [Roboflow](https://roboflow.com/?ref=ultralytics) Workspace private API key and click on the **Add** button. -??? tip "Tip" +??? tip You can click on the **Get my API key** button which will redirect you to the settings of your [Roboflow](https://roboflow.com/?ref=ultralytics) Workspace from where you can obtain your private API key. @@ -80,13 +80,13 @@ Navigate to the [Integrations](https://hub.ultralytics.com/settings?tab=integrat ![Ultralytics HUB screenshot of the Integrations page with an arrow pointing to the Integrations button in the sidebar and one to the Unlink button of one of the connected workspaces](https://github.com/ultralytics/docs/releases/download/0/hub-roboflow-workspace-remove-1.avif) -??? tip "Tip" +??? tip You can remove a connected [Roboflow](https://roboflow.com/?ref=ultralytics) Workspace directly from the Dataset page of one of the datasets from your [Roboflow](https://roboflow.com/?ref=ultralytics) Workspace. ![Ultralytics HUB screenshot of the Dataset page of a Roboflow Workspace dataset with an arrow pointing to the remove option](https://github.com/ultralytics/docs/releases/download/0/hub-roboflow-workspace-remove-2.avif) -??? tip "Tip" +??? tip You can remove a connected [Roboflow](https://roboflow.com/?ref=ultralytics) Workspace directly from the [Datasets](https://hub.ultralytics.com/datasets) page. diff --git a/docs/en/hub/models.md b/docs/en/hub/models.md index 60b023425..90dfc792b 100644 --- a/docs/en/hub/models.md +++ b/docs/en/hub/models.md @@ -26,7 +26,7 @@ Navigate to the [Models](https://hub.ultralytics.com/models) page by clicking on ![Ultralytics HUB screenshot of the Models page with an arrow pointing to the Models button in the sidebar and one to the Train Model button](https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub-train-model-page.avif) -??? tip "Tip" +??? tip You can train a model directly from the [Home](https://hub.ultralytics.com/home) page. @@ -40,7 +40,7 @@ In this step, you have to select the dataset you want to train your model on. Af ![Ultralytics HUB screenshot of the Train Model dialog with an arrow pointing to a dataset and one to the Continue button](https://github.com/ultralytics/docs/releases/download/0/hub-train-model-dialog-dataset-step.avif) -??? tip "Tip" +??? tip You can skip this step if you train a model directly from the Dataset page. @@ -52,7 +52,7 @@ In this step, you have to choose the project in which you want to create your mo ![Ultralytics HUB screenshot of the Train Model dialog with arrows pointing to the project dropdown, model name and Continue button](https://github.com/ultralytics/docs/releases/download/0/hub-train-model-dialog.avif) -??? note "Note" +??? note Ultralytics HUB will try to pre-select the project. @@ -64,7 +64,7 @@ In this step, you have to choose the project in which you want to create your mo In case you don't have a project created yet, you can set the name of your project in this step and it will be created together with your model. -!!! info "Info" +!!! info You can read more about the available [YOLOv8](https://docs.ultralytics.com/models/yolov8) (and [YOLOv5](https://docs.ultralytics.com/models/yolov5)) architectures in our documentation. @@ -72,7 +72,7 @@ By default, your model will use a pre-trained model (trained on the [COCO](https ![Ultralytics HUB screenshot of the Train Model dialog with an arrow pointing to the Advanced Model Configuration accordion](https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub-train-model-dialog-2.avif) -!!! note "Note" +!!! note You can easily change the most common model configuration options (such as the number of epochs) but you can also use the **Custom** option to access all [Train Settings](https://docs.ultralytics.com/modes/train/#train-settings) relevant to [Ultralytics HUB](https://www.ultralytics.com/hub). @@ -97,7 +97,7 @@ When you're happy with your model configuration, click **Continue**. In this step, you will start training you model. -??? note "Note" +??? note When you are on this step, you have the option to close the **Train Model** dialog and start training your model from the Model page later. @@ -133,7 +133,7 @@ When the training starts, you can click **Done** and monitor the training progre ![Ultralytics HUB screenshot of the Model page of a model that is currently training](https://github.com/ultralytics/docs/releases/download/0/hub-train-model-progress.avif) -!!! note "Note" +!!! note In case the training stops and a checkpoint was saved, you can resume training your model from the Model page. @@ -169,7 +169,7 @@ When the training starts, you can click **Done** and monitor the training progre ![Ultralytics HUB screenshot of the Model page of a model that is currently training](https://github.com/ultralytics/docs/releases/download/0/model-training-progress.avif) -!!! note "Note" +!!! note In case the training stops and a checkpoint was saved, you can resume training your model from the Model page. @@ -187,7 +187,7 @@ To access all model metrics, click on the **Charts** tab. ![Ultralytics HUB screenshot of the Preview tab inside the Model page with an arrow pointing to the Charts tab](https://github.com/ultralytics/docs/releases/download/0/hub-analyze-model-2.avif) -??? tip "Tip" +??? tip Each chart can be enlarged for better visualization. @@ -207,7 +207,7 @@ In the **Test** card, you can select a preview image from the dataset used durin ![Ultralytics HUB screenshot of the Preview tab inside the Model page with an arrow pointing to Charts tab and one to the Test card](https://github.com/ultralytics/docs/releases/download/0/hub-preview-model-charts-test-card.avif) -!!! note "Note" +!!! note You can also use your camera to take a picture and run inference on it directly. @@ -223,13 +223,13 @@ After you [train a model](#train-model), you can export it to 13 different forma ![Ultralytics HUB screenshot of the Deploy tab inside the Model page with an arrow pointing to the Export card and all formats exported](https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub-deploy-export-formats.avif) -??? tip "Tip" +??? tip You can customize the export options of each format if you open the export actions dropdown and click on the **Advanced** option. ![Ultralytics HUB screenshot of the Deploy tab inside the Model page with an arrow pointing to the Advanced option of one of the formats](https://github.com/ultralytics/docs/releases/download/0/hub-deploy-model-advanced-option.avif) -!!! note "Note" +!!! note You can re-export each format if you open the export actions dropdown and click on the **Advanced** option. @@ -241,11 +241,11 @@ Read the [Ultralytics Inference API](./inference-api.md) documentation for more ## Share Model -!!! info "Info" +!!! info [Ultralytics HUB](https://www.ultralytics.com/hub)'s sharing functionality provides a convenient way to share models with others. This feature is designed to accommodate both existing [Ultralytics HUB](https://www.ultralytics.com/hub) users and those who have yet to create an account. -??? note "Note" +??? note You have control over the general access of your models. @@ -255,7 +255,7 @@ Navigate to the Model page of the model you want to share, open the model action ![Ultralytics HUB screenshot of the Model page with an arrow pointing to the Share option](https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub-share-model.avif) -??? tip "Tip" +??? tip You can also share a model directly from the [Models](https://hub.ultralytics.com/models) page or from the Project page of the project where your model is located. @@ -267,7 +267,7 @@ Set the general access to "Unlisted" and click **Save**. Now, anyone who has the direct link to your model can view it. -??? tip "Tip" +??? tip You can easily click on the model's link shown in the **Share Model** dialog to copy it. @@ -279,7 +279,7 @@ Navigate to the Model page of the model you want to edit, open the model actions ![Ultralytics HUB screenshot of the Model page with an arrow pointing to the Edit option](https://github.com/ultralytics/docs/releases/download/0/hub-edit-model-1.avif) -??? tip "Tip" +??? tip You can also edit a model directly from the [Models](https://hub.ultralytics.com/models) page or from the Project page of the project where your model is located. @@ -295,13 +295,13 @@ Navigate to the Model page of the model you want to delete, open the model actio ![Ultralytics HUB screenshot of the Model page with an arrow pointing to the Delete option](https://github.com/ultralytics/docs/releases/download/0/hub-delete-model-1.avif) -??? tip "Tip" +??? tip You can also delete a model directly from the [Models](https://hub.ultralytics.com/models) page or from the Project page of the project where your model is located. ![Ultralytics HUB screenshot of the Models page with an arrow pointing to the Delete option of one of the models](https://github.com/ultralytics/docs/releases/download/0/hub-delete-model-2.avif) -!!! note "Note" +!!! note If you change your mind, you can restore the model from the [Trash](https://hub.ultralytics.com/trash) page. diff --git a/docs/en/hub/pro.md b/docs/en/hub/pro.md index c20e8802a..207ec1c67 100644 --- a/docs/en/hub/pro.md +++ b/docs/en/hub/pro.md @@ -26,7 +26,7 @@ Next, select the Pro Plan. ![Ultralytics HUB screenshot of the Upgrade dialog with an arrow pointing to the Select Plan button](https://github.com/ultralytics/docs/releases/download/0/hub-pro-upgrade-select-plan.avif) -!!! tip "Tip" +!!! tip You can save 20% if you choose the annual Pro Plan. @@ -36,7 +36,7 @@ Fill in your details during the checkout. ![Ultralytics HUB screenshot of the Checkout with an arrow pointing to the checkbox for saving the payment information for future purchases](https://github.com/ultralytics/docs/releases/download/0/hub-pro-upgrade-save-payment-info.avif) -!!! tip "Tip" +!!! tip We recommend ticking the checkbox to save your payment information for future purchases, facilitating easier top-ups to your account balance. diff --git a/docs/en/hub/projects.md b/docs/en/hub/projects.md index 253f64bca..a07abb0b9 100644 --- a/docs/en/hub/projects.md +++ b/docs/en/hub/projects.md @@ -26,7 +26,7 @@ Navigate to the [Projects](https://hub.ultralytics.com/projects) page by clickin ![Ultralytics HUB screenshot of the Projects page with an arrow pointing to the Projects button in the sidebar and one to the Create Project button](https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub-create-project-page.avif) -??? tip "Tip" +??? tip You can create a project directly from the [Home](https://hub.ultralytics.com/home) page. @@ -52,11 +52,11 @@ Next, [train a model](./models.md#train-model) inside your project. ## Share Project -!!! info "Info" +!!! info [Ultralytics HUB](https://www.ultralytics.com/hub)'s sharing functionality provides a convenient way to share projects with others. This feature is designed to accommodate both existing [Ultralytics HUB](https://www.ultralytics.com/hub) users and those who have yet to create an account. -??? note "Note" +??? note You have control over the general access of your projects. @@ -66,7 +66,7 @@ Navigate to the Project page of the project you want to share, open the project ![Ultralytics HUB screenshot of the Project page with an arrow pointing to the Share option](https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub-share-project-dialog.avif) -??? tip "Tip" +??? tip You can share a project directly from the [Projects](https://hub.ultralytics.com/projects) page. @@ -76,13 +76,13 @@ Set the general access to "Unlisted" and click **Save**. ![Ultralytics HUB screenshot of the Share Project dialog with an arrow pointing to the dropdown and one to the Save button](https://github.com/ultralytics/docs/releases/download/0/hub-share-project-dialog.avif) -!!! warning "Warning" +!!! warning When changing the general access of a project, the general access of the models inside the project will be changed as well. Now, anyone who has the direct link to your project can view it. -??? tip "Tip" +??? tip You can easily click on the project's link shown in the **Share Project** dialog to copy it. @@ -94,7 +94,7 @@ Navigate to the Project page of the project you want to edit, open the project a ![Ultralytics HUB screenshot of the Project page with an arrow pointing to the Edit option](https://github.com/ultralytics/docs/releases/download/0/hub-edit-project-1.avif) -??? tip "Tip" +??? tip You can edit a project directly from the [Projects](https://hub.ultralytics.com/projects) page. @@ -110,17 +110,17 @@ Navigate to the Project page of the project you want to delete, open the project ![Ultralytics HUB screenshot of the Project page with an arrow pointing to the Delete option](https://github.com/ultralytics/docs/releases/download/0/hub-delete-project-option.avif) -??? tip "Tip" +??? tip You can delete a project directly from the [Projects](https://hub.ultralytics.com/projects) page. ![Ultralytics HUB screenshot of the Projects page with an arrow pointing to the Delete option of one of the projects](https://github.com/ultralytics/docs/releases/download/0/hub-delete-project-option-1.avif) -!!! warning "Warning" +!!! warning When deleting a project, the models inside the project will be deleted as well. -!!! note "Note" +!!! note If you change your mind, you can restore the project from the [Trash](https://hub.ultralytics.com/trash) page. @@ -136,7 +136,7 @@ This will display all the relevant charts. Each chart corresponds to a different ![Ultralytics HUB screenshot of the Charts tab inside the Project page](https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub-charts-tab.avif) -??? tip "Tip" +??? tip Each chart can be enlarged for better visualization. @@ -148,7 +148,7 @@ This will display all the relevant charts. Each chart corresponds to a different ![Ultralytics HUB screenshot of the Charts tab inside the Project page with one of the charts expanded and zoomed](https://github.com/ultralytics/docs/releases/download/0/hub-charts-tab-expanded-zoomed.avif) -??? tip "Tip" +??? tip You have the flexibility to customize your view by selectively hiding certain models. This feature allows you to concentrate on the models of interest. @@ -156,7 +156,7 @@ This will display all the relevant charts. Each chart corresponds to a different ## Reorder Models -??? note "Note" +??? note Ultralytics HUB's reordering functionality works only inside projects you own. @@ -170,7 +170,7 @@ Navigate to the Project page of the project where the model you want to mode is ![Ultralytics HUB screenshot of the Project page with an arrow pointing to the Transfer option of one of the models](https://github.com/ultralytics/docs/releases/download/0/hub-transfer-models-1.avif) -??? tip "Tip" +??? tip You can also transfer a model directly from the [Models](https://hub.ultralytics.com/models) page. diff --git a/docs/en/hub/quickstart.md b/docs/en/hub/quickstart.md index 3fb3c8774..e73105d56 100644 --- a/docs/en/hub/quickstart.md +++ b/docs/en/hub/quickstart.md @@ -28,7 +28,7 @@ During the signup, you will be asked to complete your profile. ![Ultralytics HUB screenshot of the Signup page profile form](https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub-signup-profile-form.avif) -??? tip "Tip" +??? tip You can update your profile from the [Account](https://hub.ultralytics.com/settings?tab=account) tab on the [Settings](https://hub.ultralytics.com/settings) page. @@ -80,7 +80,7 @@ We value your feedback! Feel free to leave a review at any time. ![Ultralytics HUB screenshot of the Feedback dialog](https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub-feedback-dialog.avif) -??? info "Info" +??? info Only our team will see your feedback, and we will use it to improve our platform. @@ -90,12 +90,12 @@ If you encounter any issues or have questions, we're here to assist you. You can report a bug, request a feature, or ask a question on GitHub. -!!! note "Note" +!!! note When reporting a bug, please include your Environment Details from the [Support](https://hub.ultralytics.com/support) page. ![Ultralytics HUB screenshot of the Support page with an arrow pointing to Support button in the sidebar and one to the Copy Environment Details button](https://github.com/ultralytics/docs/releases/download/0/hub-support-page.avif) -??? tip "Tip" +??? tip You can join our Discord community for questions and discussions! diff --git a/docs/en/hub/teams.md b/docs/en/hub/teams.md index 1fee1cf59..f7bbf4591 100644 --- a/docs/en/hub/teams.md +++ b/docs/en/hub/teams.md @@ -10,13 +10,13 @@ We're excited to introduce you to the new Teams feature within [Ultralytics HUB] Here, you'll learn how to manage team members, share resources seamlessly, and collaborate efficiently on various projects. -!!! note "Note" +!!! note As this is a new feature, we're still in the process of developing and refining it to ensure it meets your needs. ## Create Team -!!! note "Note" +!!! note You need to [upgrade](./pro.md#upgrade) to the [Pro Plan](./pro.md) in order to create a team. @@ -56,7 +56,7 @@ Navigate to the [Teams](https://hub.ultralytics.com/settings?tab=teams) page, op ![Ultralytics HUB screenshot of the Teams page with an arrow pointing to the Delete option of one of the teams](https://github.com/ultralytics/docs/releases/download/0/hub-delete-team-option.avif) -!!! warning "Warning" +!!! warning When deleting a team, the team can't be restored. @@ -72,7 +72,7 @@ Type the email and select the role of the new member and click **Invite**. ![Ultralytics HUB screenshot of the Team page with a new member invited](https://github.com/ultralytics/docs/releases/download/0/hub-invite-member-3.avif) -??? tip "Tip" +??? tip You can cancel the invite before the new member accepts it. @@ -82,7 +82,7 @@ The **Pending** status disappears after the new member accepts the invite. ![Ultralytics HUB screenshot of the Team page with two members](https://github.com/ultralytics/docs/releases/download/0/team-page-two-members.avif) -??? tip "Tip" +??? tip You can update a member's role at any time. @@ -132,7 +132,7 @@ If you don't want to join the team, click on the **Reject Invitation** button. ![Ultralytics HUB screenshot of the Team page with an arrow pointing to the Reject Invitation button](https://github.com/ultralytics/docs/releases/download/0/hub-join-team-reject-invitation.avif) -??? tip "Tip" +??? tip You can join the team directly from the [Teams](https://hub.ultralytics.com/settings?tab=teams) page. @@ -158,7 +158,7 @@ That's it! Your team now has access to your dataset. ![Ultralytics HUB screenshot of the Team page with a dataset shared](https://github.com/ultralytics/docs/releases/download/0/hub-share-dataset-team-page.avif) -??? tip "Tip" +??? tip As a team owner or team admin, you can remove a shared dataset. @@ -178,13 +178,13 @@ That's it! Your team now has access to your project. ![Ultralytics HUB screenshot of the Team page with a project shared](https://github.com/ultralytics/docs/releases/download/0/team-page-project-shared.avif) -??? tip "Tip" +??? tip As a team owner or team admin, you can remove a shared project. ![Ultralytics HUB screenshot of the Team page with an arrow pointing to the Remove option of one of the projects shared](https://github.com/ultralytics/docs/releases/download/0/hub-share-project-remove-option.avif) -!!! note "Note" +!!! note When you share a project with your team, all models inside the project are shared as well. diff --git a/docs/en/models/yolo-world.md b/docs/en/models/yolo-world.md index 06b69798f..f5dcd0b72 100644 --- a/docs/en/models/yolo-world.md +++ b/docs/en/models/yolo-world.md @@ -77,7 +77,7 @@ The YOLO-World models are easy to integrate into your Python applications. Ultra ### Train Usage -!!! tip "Tip" +!!! tip We strongly recommend to use `yolov8-worldv2` model for custom training, because it supports deterministic training and also easy to export other formats i.e onnx/tensorrt. diff --git a/docs/en/modes/benchmark.md b/docs/en/modes/benchmark.md index 8e24c0a0c..bdce015e5 100644 --- a/docs/en/modes/benchmark.md +++ b/docs/en/modes/benchmark.md @@ -43,7 +43,7 @@ Once your model is trained and validated, the next logical step is to evaluate i - **OpenVINO:** For Intel hardware optimization - **CoreML, TensorFlow SavedModel, and More:** For diverse deployment needs. -!!! tip "Tip" +!!! tip * Export to ONNX or OpenVINO for up to 3x CPU speedup. * Export to TensorRT for up to 5x GPU speedup. diff --git a/docs/en/modes/export.md b/docs/en/modes/export.md index bd14bfd9b..443343947 100644 --- a/docs/en/modes/export.md +++ b/docs/en/modes/export.md @@ -39,7 +39,7 @@ Here are some of the standout functionalities: - **Optimized Inference:** Exported models are optimized for quicker inference times. - **Tutorial Videos:** In-depth guides and tutorials for a smooth exporting experience. -!!! tip "Tip" +!!! tip * Export to [ONNX](../integrations/onnx.md) or [OpenVINO](../integrations/openvino.md) for up to 3x CPU speedup. * Export to [TensorRT](../integrations/tensorrt.md) for up to 5x GPU speedup. diff --git a/docs/en/modes/predict.md b/docs/en/modes/predict.md index f9a832f3f..3bda0c079 100644 --- a/docs/en/modes/predict.md +++ b/docs/en/modes/predict.md @@ -100,7 +100,7 @@ Ultralytics YOLO models return either a Python list of `Results` objects, or a m YOLOv8 can process different types of input sources for inference, as shown in the table below. The sources include static images, video streams, and various data formats. The table also indicates whether each source can be used in streaming mode with the argument `stream=True` ✅. Streaming mode is beneficial for processing videos or live streams as it creates a generator of results instead of loading all frames into memory. -!!! tip "Tip" +!!! tip Use `stream=True` for processing long videos or large datasets to efficiently manage memory. When `stream=False`, the results for all frames or data points are stored in memory, which can quickly add up and cause out-of-memory errors for large inputs. In contrast, `stream=True` utilizes a generator, which only keeps the results of the current frame or data point in memory, significantly reducing memory consumption and preventing out-of-memory issues. diff --git a/docs/en/modes/train.md b/docs/en/modes/train.md index 03348b6cb..7ac428d66 100644 --- a/docs/en/modes/train.md +++ b/docs/en/modes/train.md @@ -41,7 +41,7 @@ The following are some notable features of YOLOv8's Train mode: - **Hyperparameter Configuration:** The option to modify hyperparameters through YAML configuration files or CLI arguments. - **Visualization and Monitoring:** Real-time tracking of training metrics and visualization of the learning process for better insights. -!!! tip "Tip" +!!! tip * YOLOv8 datasets like COCO, VOC, ImageNet and many others automatically download on first use, i.e. `yolo train data=coco.yaml` diff --git a/docs/en/modes/val.md b/docs/en/modes/val.md index 58fdc906a..1cbd900d9 100644 --- a/docs/en/modes/val.md +++ b/docs/en/modes/val.md @@ -41,7 +41,7 @@ These are the notable functionalities offered by YOLOv8's Val mode: - **CLI and Python API:** Choose from command-line interface or Python API based on your preference for validation. - **Data Compatibility:** Works seamlessly with datasets used during the training phase as well as custom datasets. -!!! tip "Tip" +!!! tip * YOLOv8 models automatically remember their training settings, so you can validate a model at the same image size and on the original dataset easily with just `yolo val model=yolov8n.pt` or `model('yolov8n.pt').val()` diff --git a/docs/en/quickstart.md b/docs/en/quickstart.md index f8d3a7cf8..a844dbbe7 100644 --- a/docs/en/quickstart.md +++ b/docs/en/quickstart.md @@ -141,7 +141,7 @@ Ultralytics provides various installation methods including pip, conda, and Dock See the `ultralytics` [pyproject.toml](https://github.com/ultralytics/ultralytics/blob/main/pyproject.toml) file for a list of dependencies. Note that all examples above install all required dependencies. -!!! tip "Tip" +!!! tip PyTorch requirements vary by operating system and CUDA requirements, so it's recommended to install PyTorch first following instructions at [https://pytorch.org/get-started/locally](https://pytorch.org/get-started/locally/). @@ -208,7 +208,7 @@ The Ultralytics command line interface (CLI) allows for simple single-line comma yolo cfg ``` -!!! warning "Warning" +!!! warning Arguments must be passed as `arg=val` pairs, split by an equals `=` sign and delimited by spaces between pairs. Do not use `--` argument prefixes or commas `,` between arguments. diff --git a/docs/en/reference/cfg/__init__.md b/docs/en/reference/cfg/__init__.md index 48ed75caa..5997b37f2 100644 --- a/docs/en/reference/cfg/__init__.md +++ b/docs/en/reference/cfg/__init__.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, configuration, cfg2dict, get_cfg, check_cfg, save_d # Reference for `ultralytics/cfg/__init__.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/\_\_init\_\_.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/__init__.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/cfg/__init__.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/data/annotator.md b/docs/en/reference/data/annotator.md index 02ef04e04..f76eb9a4d 100644 --- a/docs/en/reference/data/annotator.md +++ b/docs/en/reference/data/annotator.md @@ -5,7 +5,7 @@ keywords: Ultralytics, image annotation, YOLO, SAM, Python script, GitHub, objec # Reference for `ultralytics/data/annotator.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/annotator.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/annotator.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/annotator.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/data/augment.md b/docs/en/reference/data/augment.md index 951141b9c..cee9f1499 100644 --- a/docs/en/reference/data/augment.md +++ b/docs/en/reference/data/augment.md @@ -5,7 +5,7 @@ keywords: Ultralytics, image augmentation, MixUp, Mosaic, Random Perspective, de # Reference for `ultralytics/data/augment.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/augment.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/augment.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/augment.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/data/base.md b/docs/en/reference/data/base.md index ddb9eb703..46700118a 100644 --- a/docs/en/reference/data/base.md +++ b/docs/en/reference/data/base.md @@ -5,7 +5,7 @@ keywords: Ultralytics, BaseDataset, image processing, data augmentation, YOLO, d # Reference for `ultralytics/data/base.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/base.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/base.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/base.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/data/build.md b/docs/en/reference/data/build.md index bae38c9e2..cb179dade 100644 --- a/docs/en/reference/data/build.md +++ b/docs/en/reference/data/build.md @@ -5,7 +5,7 @@ keywords: Ultralytics, Data Builders, InfiniteDataLoader, YOLO dataset, build.py # Reference for `ultralytics/data/build.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/build.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/build.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/data/converter.md b/docs/en/reference/data/converter.md index 2854e7d22..d4ba3d58d 100644 --- a/docs/en/reference/data/converter.md +++ b/docs/en/reference/data/converter.md @@ -5,7 +5,7 @@ keywords: Ultralytics, data conversion, YOLO models, COCO, DOTA, YOLO bbox2segme # Reference for `ultralytics/data/converter.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/converter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/converter.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/converter.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/data/dataset.md b/docs/en/reference/data/dataset.md index 8038780bf..2793935fa 100644 --- a/docs/en/reference/data/dataset.md +++ b/docs/en/reference/data/dataset.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLODataset, object detection, segmentation, dataset load # Reference for `ultralytics/data/dataset.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/dataset.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/dataset.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/dataset.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/data/explorer/explorer.md b/docs/en/reference/data/explorer/explorer.md index 65e642613..22aa6d062 100644 --- a/docs/en/reference/data/explorer/explorer.md +++ b/docs/en/reference/data/explorer/explorer.md @@ -6,7 +6,7 @@ keywords: Ultralytics, YOLO, data explorer, image querying, embeddings, similari # Reference for `ultralytics/data/explorer/explorer.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/explorer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/explorer.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/explorer.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/data/explorer/gui/dash.md b/docs/en/reference/data/explorer/gui/dash.md index 68a2fa46d..b2e512036 100644 --- a/docs/en/reference/data/explorer/gui/dash.md +++ b/docs/en/reference/data/explorer/gui/dash.md @@ -6,7 +6,7 @@ keywords: Ultralytics, Explorer, GUI, dash, documentation, data explorer, AI que # Reference for `ultralytics/data/explorer/gui/dash.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/gui/dash.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/gui/dash.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/gui/dash.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/data/explorer/utils.md b/docs/en/reference/data/explorer/utils.md index e8f56c01e..9a953a066 100644 --- a/docs/en/reference/data/explorer/utils.md +++ b/docs/en/reference/data/explorer/utils.md @@ -6,7 +6,7 @@ keywords: Ultralytics, data explorer, utils, schema, sanitize batch, plot query # Reference for `ultralytics/data/explorer/utils.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/utils.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/data/loaders.md b/docs/en/reference/data/loaders.md index 2925a8833..9cf42cd7e 100644 --- a/docs/en/reference/data/loaders.md +++ b/docs/en/reference/data/loaders.md @@ -5,7 +5,7 @@ keywords: Ultralytics, data loaders, SourceTypes, LoadStreams, LoadScreenshots, # Reference for `ultralytics/data/loaders.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/loaders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/loaders.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/loaders.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/data/split_dota.md b/docs/en/reference/data/split_dota.md index 27d448411..8ba1862c8 100644 --- a/docs/en/reference/data/split_dota.md +++ b/docs/en/reference/data/split_dota.md @@ -5,7 +5,7 @@ keywords: Ultralytics, DOTA dataset, data splitting, YOLO, Python, bbox_iof, loa # Reference for `ultralytics/data/split_dota.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/split_dota.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/split_dota.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/split_dota.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/data/utils.md b/docs/en/reference/data/utils.md index 07474265b..c5aba5e7b 100644 --- a/docs/en/reference/data/utils.md +++ b/docs/en/reference/data/utils.md @@ -5,7 +5,7 @@ keywords: Ultralytics, dataset utils, data handling, image verification, Python, # Reference for `ultralytics/data/utils.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/utils.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/engine/exporter.md b/docs/en/reference/engine/exporter.md index b6354dec9..98e81a8aa 100644 --- a/docs/en/reference/engine/exporter.md +++ b/docs/en/reference/engine/exporter.md @@ -5,7 +5,7 @@ keywords: YOLOv8, export formats, ONNX, TensorRT, CoreML, machine learning model # Reference for `ultralytics/engine/exporter.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/exporter.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/engine/model.md b/docs/en/reference/engine/model.md index d8001a63c..0177e5eca 100644 --- a/docs/en/reference/engine/model.md +++ b/docs/en/reference/engine/model.md @@ -5,7 +5,7 @@ keywords: YOLO model, Ultralytics, machine learning, deep learning, PyTorch mode # Reference for `ultralytics/engine/model.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/model.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/engine/predictor.md b/docs/en/reference/engine/predictor.md index 12e6bb7ce..8601d8af2 100644 --- a/docs/en/reference/engine/predictor.md +++ b/docs/en/reference/engine/predictor.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, Base Predictor, image inference, video inference, m # Reference for `ultralytics/engine/predictor.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/predictor.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/engine/results.md b/docs/en/reference/engine/results.md index 1dab8064b..c34740062 100644 --- a/docs/en/reference/engine/results.md +++ b/docs/en/reference/engine/results.md @@ -5,7 +5,7 @@ keywords: Ultralytics, engine results, BaseTensor, Results class, Boxes, Masks, # Reference for `ultralytics/engine/results.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/results.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/engine/trainer.md b/docs/en/reference/engine/trainer.md index d8d69f692..4bcf2fc2d 100644 --- a/docs/en/reference/engine/trainer.md +++ b/docs/en/reference/engine/trainer.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, BaseTrainer, model training, configuration, dataset # Reference for `ultralytics/engine/trainer.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/trainer.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/engine/tuner.md b/docs/en/reference/engine/tuner.md index bc88c8ebf..edf102086 100644 --- a/docs/en/reference/engine/tuner.md +++ b/docs/en/reference/engine/tuner.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, hyperparameter tuning, machine learning, deep learn # Reference for `ultralytics/engine/tuner.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/tuner.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/tuner.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/tuner.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/engine/validator.md b/docs/en/reference/engine/validator.md index aebcaf864..f94653be1 100644 --- a/docs/en/reference/engine/validator.md +++ b/docs/en/reference/engine/validator.md @@ -5,7 +5,7 @@ keywords: Ultralytics, BaseValidator, model validation, PyTorch, TensorFlow, ONN # Reference for `ultralytics/engine/validator.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/validator.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/hub/__init__.md b/docs/en/reference/hub/__init__.md index 697bb0509..106b2e9d1 100644 --- a/docs/en/reference/hub/__init__.md +++ b/docs/en/reference/hub/__init__.md @@ -5,7 +5,7 @@ keywords: Ultralytics HUB API, login, logout, reset model, export model, check d # Reference for `ultralytics/hub/__init__.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/\_\_init\_\_.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/__init__.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/__init__.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/hub/auth.md b/docs/en/reference/hub/auth.md index dac368c02..0e280f9cf 100644 --- a/docs/en/reference/hub/auth.md +++ b/docs/en/reference/hub/auth.md @@ -5,7 +5,7 @@ keywords: Ultralytics, authentication, API key, cookies, Auth class, YOLO, API, # Reference for `ultralytics/hub/auth.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/auth.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/hub/google/__init__.md b/docs/en/reference/hub/google/__init__.md index ac8c0441e..16ede65e9 100644 --- a/docs/en/reference/hub/google/__init__.md +++ b/docs/en/reference/hub/google/__init__.md @@ -5,7 +5,7 @@ keywords: Ultralytics, GCP, Google Cloud Platform, regions, latency testing, clo # Reference for `ultralytics/hub/google/__init__.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/google/\_\_init\_\_.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/google/__init__.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/google/__init__.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/hub/session.md b/docs/en/reference/hub/session.md index d9cadf4eb..cc0b20f28 100644 --- a/docs/en/reference/hub/session.md +++ b/docs/en/reference/hub/session.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, HUBTrainingSession, model training, heartbeats, che # Reference for `ultralytics/hub/session.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/session.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/hub/utils.md b/docs/en/reference/hub/utils.md index d7e439a9e..59079ad49 100644 --- a/docs/en/reference/hub/utils.md +++ b/docs/en/reference/hub/utils.md @@ -5,7 +5,7 @@ keywords: Ultralytics, HUB, Utilities, YOLO, smart_request, request_with_credent # Reference for `ultralytics/hub/utils.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/utils.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/fastsam/model.md b/docs/en/reference/models/fastsam/model.md index 86d43933d..c74235e87 100644 --- a/docs/en/reference/models/fastsam/model.md +++ b/docs/en/reference/models/fastsam/model.md @@ -5,7 +5,7 @@ keywords: FastSAM, Ultralytics, model interface, YOLO, deep learning, machine le # Reference for `ultralytics/models/fastsam/model.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/model.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/fastsam/predict.md b/docs/en/reference/models/fastsam/predict.md index ba7cd4821..4a5f58d23 100644 --- a/docs/en/reference/models/fastsam/predict.md +++ b/docs/en/reference/models/fastsam/predict.md @@ -5,7 +5,7 @@ keywords: Ultralytics, Fast SAM Predictor, YOLO, segmentation, prediction, AI mo # Reference for `ultralytics/models/fastsam/predict.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/predict.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/fastsam/utils.md b/docs/en/reference/models/fastsam/utils.md index 14695908d..a847086b0 100644 --- a/docs/en/reference/models/fastsam/utils.md +++ b/docs/en/reference/models/fastsam/utils.md @@ -5,7 +5,7 @@ keywords: FastSAM, bounding boxes, IoU, Ultralytics, image processing, computer # Reference for `ultralytics/models/fastsam/utils.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/utils.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/fastsam/val.md b/docs/en/reference/models/fastsam/val.md index e37aa7442..00bd90320 100644 --- a/docs/en/reference/models/fastsam/val.md +++ b/docs/en/reference/models/fastsam/val.md @@ -5,7 +5,7 @@ keywords: FastSAM Validator, Ultralytics, YOLO, segmentation, validation, metric # Reference for `ultralytics/models/fastsam/val.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/val.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/nas/model.md b/docs/en/reference/models/nas/model.md index a7f71960b..ecc658d98 100644 --- a/docs/en/reference/models/nas/model.md +++ b/docs/en/reference/models/nas/model.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, YOLO-NAS, object detection, pre-trained models, mac # Reference for `ultralytics/models/nas/model.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/model.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/nas/predict.md b/docs/en/reference/models/nas/predict.md index 476402528..2f1836314 100644 --- a/docs/en/reference/models/nas/predict.md +++ b/docs/en/reference/models/nas/predict.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, NASPredictor, object detection, machine learning, A # Reference for `ultralytics/models/nas/predict.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/predict.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/nas/val.md b/docs/en/reference/models/nas/val.md index 1a3b7da3c..b98069654 100644 --- a/docs/en/reference/models/nas/val.md +++ b/docs/en/reference/models/nas/val.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, NASValidator, object detection, non-maximum suppres # Reference for `ultralytics/models/nas/val.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/val.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/rtdetr/model.md b/docs/en/reference/models/rtdetr/model.md index 620eaf7ff..262950194 100644 --- a/docs/en/reference/models/rtdetr/model.md +++ b/docs/en/reference/models/rtdetr/model.md @@ -5,7 +5,7 @@ keywords: RT-DETR, real-time object detection, Vision Transformer, Ultralytics, # Reference for `ultralytics/models/rtdetr/model.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/model.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/rtdetr/predict.md b/docs/en/reference/models/rtdetr/predict.md index 8786346eb..39f0c6716 100644 --- a/docs/en/reference/models/rtdetr/predict.md +++ b/docs/en/reference/models/rtdetr/predict.md @@ -5,7 +5,7 @@ keywords: RTDETRPredictor, Ultralytics, Real-Time Detection Transformer, object # Reference for `ultralytics/models/rtdetr/predict.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/predict.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/rtdetr/train.md b/docs/en/reference/models/rtdetr/train.md index 52dbb174a..91c1b3901 100644 --- a/docs/en/reference/models/rtdetr/train.md +++ b/docs/en/reference/models/rtdetr/train.md @@ -5,7 +5,7 @@ keywords: RTDETRTrainer, real-time object detection, Vision Transformers, YOLO, # Reference for `ultralytics/models/rtdetr/train.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/train.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/rtdetr/val.md b/docs/en/reference/models/rtdetr/val.md index 525b300dd..64bae616a 100644 --- a/docs/en/reference/models/rtdetr/val.md +++ b/docs/en/reference/models/rtdetr/val.md @@ -5,7 +5,7 @@ keywords: RTDETR, Ultralytics, object detection, tracking, YOLO, RTDETRDataset, # Reference for `ultralytics/models/rtdetr/val.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/val.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/sam/amg.md b/docs/en/reference/models/sam/amg.md index 8c1685042..832f74a2c 100644 --- a/docs/en/reference/models/sam/amg.md +++ b/docs/en/reference/models/sam/amg.md @@ -5,7 +5,7 @@ keywords: Ultralytics, SAM, AMG, API Reference, models, mask stability, crop box # Reference for `ultralytics/models/sam/amg.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/amg.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/sam/build.md b/docs/en/reference/models/sam/build.md index 5b608c7ec..53c221ff1 100644 --- a/docs/en/reference/models/sam/build.md +++ b/docs/en/reference/models/sam/build.md @@ -5,7 +5,7 @@ keywords: Ultralytics, SAM model, Segment Anything Model, SAM 2 model, Segment A # Reference for `ultralytics/models/sam/build.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/build.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/sam/model.md b/docs/en/reference/models/sam/model.md index 9c0f9301c..9e50360c3 100644 --- a/docs/en/reference/models/sam/model.md +++ b/docs/en/reference/models/sam/model.md @@ -5,7 +5,7 @@ keywords: Ultralytics, SAM, Segment Anything Model, SAM 2, Segment Anything Mode # Reference for `ultralytics/models/sam/model.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/model.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/sam/modules/blocks.md b/docs/en/reference/models/sam/modules/blocks.md index 5303a852e..a79c75d04 100644 --- a/docs/en/reference/models/sam/modules/blocks.md +++ b/docs/en/reference/models/sam/modules/blocks.md @@ -5,7 +5,7 @@ keywords: Ultralytics, SAM encoder, SAM 2 encoder, DropPath, MaskDownSampler, CX # Reference for `ultralytics/models/sam/modules/blocks.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/blocks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/blocks.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/blocks.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/sam/modules/decoders.md b/docs/en/reference/models/sam/modules/decoders.md index df2fc528f..fb95f5749 100644 --- a/docs/en/reference/models/sam/modules/decoders.md +++ b/docs/en/reference/models/sam/modules/decoders.md @@ -5,7 +5,7 @@ keywords: Ultralytics, MaskDecoder, MLP, machine learning, transformer architect # Reference for `ultralytics/models/sam/modules/decoders.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/decoders.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/sam/modules/encoders.md b/docs/en/reference/models/sam/modules/encoders.md index a2ff493f6..bbafacb27 100644 --- a/docs/en/reference/models/sam/modules/encoders.md +++ b/docs/en/reference/models/sam/modules/encoders.md @@ -5,7 +5,7 @@ keywords: Ultralytics, SAM encoder, ImageEncoderViT, PromptEncoder, PositionEmbe # Reference for `ultralytics/models/sam/modules/encoders.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/encoders.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/sam/modules/memory_attention.md b/docs/en/reference/models/sam/modules/memory_attention.md index a341d6fed..8e07a36f3 100644 --- a/docs/en/reference/models/sam/modules/memory_attention.md +++ b/docs/en/reference/models/sam/modules/memory_attention.md @@ -5,7 +5,7 @@ keywords: Ultralytics, SAM 2 encoder, MemoryAttentionLayer, MemoryAttention # Reference for `ultralytics/models/sam/modules/memory_attention.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/memory_attention.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/memory_attention.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/memory_attention.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/sam/modules/sam.md b/docs/en/reference/models/sam/modules/sam.md index d66508bb5..d0c4d240b 100644 --- a/docs/en/reference/models/sam/modules/sam.md +++ b/docs/en/reference/models/sam/modules/sam.md @@ -5,7 +5,7 @@ keywords: Ultralytics, SAM Module, SAM 2 Module, object segmentation, image enco # Reference for `ultralytics/models/sam/modules/sam.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/sam.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/sam/modules/tiny_encoder.md b/docs/en/reference/models/sam/modules/tiny_encoder.md index fa5e0988d..2dc1e1f4b 100644 --- a/docs/en/reference/models/sam/modules/tiny_encoder.md +++ b/docs/en/reference/models/sam/modules/tiny_encoder.md @@ -5,7 +5,7 @@ keywords: Ultralytics, TinyViT, Conv2d_BN, PatchEmbed, MBConv, Attention, PyTorc # Reference for `ultralytics/models/sam/modules/tiny_encoder.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/tiny_encoder.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/sam/modules/transformer.md b/docs/en/reference/models/sam/modules/transformer.md index ba190a43e..65eb83ccb 100644 --- a/docs/en/reference/models/sam/modules/transformer.md +++ b/docs/en/reference/models/sam/modules/transformer.md @@ -5,7 +5,7 @@ keywords: Ultralytics, TwoWayTransformer, module, deep learning, transformer, ob # Reference for `ultralytics/models/sam/modules/transformer.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/transformer.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/sam/modules/utils.md b/docs/en/reference/models/sam/modules/utils.md index 5611d156e..19db24a59 100644 --- a/docs/en/reference/models/sam/modules/utils.md +++ b/docs/en/reference/models/sam/modules/utils.md @@ -5,7 +5,7 @@ keywords: Ultralytics, SAM, SAM 2, API Reference, models, window partition, data # Reference for `ultralytics/models/sam/modules/utils.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/utils.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/sam/predict.md b/docs/en/reference/models/sam/predict.md index 76bdce18b..e715225c6 100644 --- a/docs/en/reference/models/sam/predict.md +++ b/docs/en/reference/models/sam/predict.md @@ -5,7 +5,7 @@ keywords: Ultralytics, SAM, Segment Anything Model, SAM 2, Segment Anything Mode # Reference for `ultralytics/models/sam/predict.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/predict.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/utils/loss.md b/docs/en/reference/models/utils/loss.md index 8092d71a9..424bab20b 100644 --- a/docs/en/reference/models/utils/loss.md +++ b/docs/en/reference/models/utils/loss.md @@ -5,7 +5,7 @@ keywords: ultralytics, YOLO, DETR, RT-DETR, loss functions, object detection, de # Reference for `ultralytics/models/utils/loss.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/utils/loss.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/utils/ops.md b/docs/en/reference/models/utils/ops.md index 2aa12614e..5e322bb02 100644 --- a/docs/en/reference/models/utils/ops.md +++ b/docs/en/reference/models/utils/ops.md @@ -5,7 +5,7 @@ keywords: Ultralytics, models, utils, operations, HungarianMatcher, get_cdn_grou # Reference for `ultralytics/models/utils/ops.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/utils/ops.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/yolo/classify/predict.md b/docs/en/reference/models/yolo/classify/predict.md index 2f53cfcbc..1dd53008f 100644 --- a/docs/en/reference/models/yolo/classify/predict.md +++ b/docs/en/reference/models/yolo/classify/predict.md @@ -5,7 +5,7 @@ keywords: YOLO, ClassificationPredictor, Ultralytics, model prediction, preproce # Reference for `ultralytics/models/yolo/classify/predict.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/predict.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/yolo/classify/train.md b/docs/en/reference/models/yolo/classify/train.md index c2da7eecf..c8e46f0af 100644 --- a/docs/en/reference/models/yolo/classify/train.md +++ b/docs/en/reference/models/yolo/classify/train.md @@ -5,7 +5,7 @@ keywords: YOLO, Ultralytics, classification, training, machine learning, deep le # Reference for `ultralytics/models/yolo/classify/train.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/train.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/yolo/classify/val.md b/docs/en/reference/models/yolo/classify/val.md index 5afd20fb1..70681627a 100644 --- a/docs/en/reference/models/yolo/classify/val.md +++ b/docs/en/reference/models/yolo/classify/val.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, classification, validation, ClassifyMetrics, Confus # Reference for `ultralytics/models/yolo/classify/val.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/val.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/yolo/detect/predict.md b/docs/en/reference/models/yolo/detect/predict.md index 3ad1182b3..a7368c4ab 100644 --- a/docs/en/reference/models/yolo/detect/predict.md +++ b/docs/en/reference/models/yolo/detect/predict.md @@ -5,7 +5,7 @@ keywords: YOLO, Ultralytics, DetectionPredictor, object detection, Python, machi # Reference for `ultralytics/models/yolo/detect/predict.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/predict.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/yolo/detect/train.md b/docs/en/reference/models/yolo/detect/train.md index 906449b2f..e1ca067f9 100644 --- a/docs/en/reference/models/yolo/detect/train.md +++ b/docs/en/reference/models/yolo/detect/train.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, DetectionTrainer, training, object detection, machi # Reference for `ultralytics/models/yolo/detect/train.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/train.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/yolo/detect/val.md b/docs/en/reference/models/yolo/detect/val.md index 38a235512..b23e474b9 100644 --- a/docs/en/reference/models/yolo/detect/val.md +++ b/docs/en/reference/models/yolo/detect/val.md @@ -5,7 +5,7 @@ keywords: YOLO validation, detection validation, YOLO metrics, Ultralytics, obje # Reference for `ultralytics/models/yolo/detect/val.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/val.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/yolo/model.md b/docs/en/reference/models/yolo/model.md index 712a86e5f..d04761f9e 100644 --- a/docs/en/reference/models/yolo/model.md +++ b/docs/en/reference/models/yolo/model.md @@ -5,7 +5,7 @@ keywords: YOLO, object detection, Ultralytics, YOLO model, machine learning, Pyt # Reference for `ultralytics/models/yolo/model.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/model.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/yolo/obb/predict.md b/docs/en/reference/models/yolo/obb/predict.md index 350d12e0d..150ed3f72 100644 --- a/docs/en/reference/models/yolo/obb/predict.md +++ b/docs/en/reference/models/yolo/obb/predict.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, OBBPredictor, oriented bounding box, object detecti # Reference for `ultralytics/models/yolo/obb/predict.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/predict.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/yolo/obb/train.md b/docs/en/reference/models/yolo/obb/train.md index f0f30fa09..c6317c931 100644 --- a/docs/en/reference/models/yolo/obb/train.md +++ b/docs/en/reference/models/yolo/obb/train.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, OBB Trainer, Oriented Bounding Box, Machine Learnin # Reference for `ultralytics/models/yolo/obb/train.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/train.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/yolo/obb/val.md b/docs/en/reference/models/yolo/obb/val.md index 6be5bd955..67f167ccc 100644 --- a/docs/en/reference/models/yolo/obb/val.md +++ b/docs/en/reference/models/yolo/obb/val.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, OBBValidator, Oriented Bounding Boxes, DetectionVal # Reference for `ultralytics/models/yolo/obb/val.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/val.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/yolo/pose/predict.md b/docs/en/reference/models/yolo/pose/predict.md index 961f03fd5..8bee767ca 100644 --- a/docs/en/reference/models/yolo/pose/predict.md +++ b/docs/en/reference/models/yolo/pose/predict.md @@ -5,7 +5,7 @@ keywords: YOLO, Pose Prediction, Ultralytics, PosePredictor, YOLOv8, Machine Lea # Reference for `ultralytics/models/yolo/pose/predict.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/predict.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/yolo/pose/train.md b/docs/en/reference/models/yolo/pose/train.md index 1aed5d02c..b66c13a5b 100644 --- a/docs/en/reference/models/yolo/pose/train.md +++ b/docs/en/reference/models/yolo/pose/train.md @@ -5,7 +5,7 @@ keywords: PoseTrainer, YOLO, Ultralytics, pose models, training, model configura # Reference for `ultralytics/models/yolo/pose/train.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/train.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/yolo/pose/val.md b/docs/en/reference/models/yolo/pose/val.md index fd4166d97..c0578436d 100644 --- a/docs/en/reference/models/yolo/pose/val.md +++ b/docs/en/reference/models/yolo/pose/val.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, PoseValidator, pose validation, machine learning, o # Reference for `ultralytics/models/yolo/pose/val.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/val.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/yolo/segment/predict.md b/docs/en/reference/models/yolo/segment/predict.md index f075b89da..873156bba 100644 --- a/docs/en/reference/models/yolo/segment/predict.md +++ b/docs/en/reference/models/yolo/segment/predict.md @@ -5,7 +5,7 @@ keywords: YOLO, SegmentationPredictor, machine learning, computer vision, object # Reference for `ultralytics/models/yolo/segment/predict.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/predict.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/yolo/segment/train.md b/docs/en/reference/models/yolo/segment/train.md index 844b19cad..e9f2f9e0d 100644 --- a/docs/en/reference/models/yolo/segment/train.md +++ b/docs/en/reference/models/yolo/segment/train.md @@ -5,7 +5,7 @@ keywords: YOLO, segmentation, train, Ultralytics, SegmentationTrainer, Python, m # Reference for `ultralytics/models/yolo/segment/train.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/train.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/yolo/segment/val.md b/docs/en/reference/models/yolo/segment/val.md index 37c767257..2f94ac944 100644 --- a/docs/en/reference/models/yolo/segment/val.md +++ b/docs/en/reference/models/yolo/segment/val.md @@ -5,7 +5,7 @@ keywords: YOLO, segmentation, validator, Ultralytics, model validation, machine # Reference for `ultralytics/models/yolo/segment/val.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/val.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/yolo/world/train.md b/docs/en/reference/models/yolo/world/train.md index d92cb60b5..b890308a9 100644 --- a/docs/en/reference/models/yolo/world/train.md +++ b/docs/en/reference/models/yolo/world/train.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, World Model, training, deep learning, computer visi # Reference for `ultralytics/models/yolo/world/train.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/world/train.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/models/yolo/world/train_world.md b/docs/en/reference/models/yolo/world/train_world.md index 06dd62356..c84a2b3f2 100644 --- a/docs/en/reference/models/yolo/world/train_world.md +++ b/docs/en/reference/models/yolo/world/train_world.md @@ -5,7 +5,7 @@ keywords: YOLO, WorldTrainer, open-set datasets, training, evaluation, build dat # Reference for `ultralytics/models/yolo/world/train_world.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train_world.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train_world.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/world/train_world.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/nn/autobackend.md b/docs/en/reference/nn/autobackend.md index b24fb5956..4ba043664 100644 --- a/docs/en/reference/nn/autobackend.md +++ b/docs/en/reference/nn/autobackend.md @@ -5,7 +5,7 @@ keywords: Ultralytics, AutoBackend, check_class_names, YOLO, YOLO models, optimi # Reference for `ultralytics/nn/autobackend.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/autobackend.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/nn/modules/activation.md b/docs/en/reference/nn/modules/activation.md index 09dd92edc..6ca31c7b4 100644 --- a/docs/en/reference/nn/modules/activation.md +++ b/docs/en/reference/nn/modules/activation.md @@ -5,7 +5,7 @@ keywords: ultralytics, activation functions, neural networks, Unified activation # Reference for `ultralytics/nn/modules/activation.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/activation.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/activation.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/activation.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/nn/modules/block.md b/docs/en/reference/nn/modules/block.md index 160355712..ed7a94ac7 100644 --- a/docs/en/reference/nn/modules/block.md +++ b/docs/en/reference/nn/modules/block.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, neural networks, block modules, DFL, Proto, HGStem, # Reference for `ultralytics/nn/modules/block.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/block.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/nn/modules/conv.md b/docs/en/reference/nn/modules/conv.md index 591261475..6c68fa7fc 100644 --- a/docs/en/reference/nn/modules/conv.md +++ b/docs/en/reference/nn/modules/conv.md @@ -5,7 +5,7 @@ keywords: Ultralytics, convolution modules, Conv, LightConv, GhostConv, YOLO, de # Reference for `ultralytics/nn/modules/conv.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/conv.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/nn/modules/head.md b/docs/en/reference/nn/modules/head.md index 310f8b914..efbdfc9b7 100644 --- a/docs/en/reference/nn/modules/head.md +++ b/docs/en/reference/nn/modules/head.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, Detection, Pose, RTDETRDecoder, nn modules, guides # Reference for `ultralytics/nn/modules/head.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/head.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/nn/modules/transformer.md b/docs/en/reference/nn/modules/transformer.md index 6e38675b2..5bd2d293d 100644 --- a/docs/en/reference/nn/modules/transformer.md +++ b/docs/en/reference/nn/modules/transformer.md @@ -5,7 +5,7 @@ keywords: Ultralytics, Ultralytics documentation, TransformerEncoderLayer, Trans # Reference for `ultralytics/nn/modules/transformer.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/transformer.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/nn/modules/utils.md b/docs/en/reference/nn/modules/utils.md index 3c747359b..1b8754ba1 100644 --- a/docs/en/reference/nn/modules/utils.md +++ b/docs/en/reference/nn/modules/utils.md @@ -5,7 +5,7 @@ keywords: Ultralytics, PyTorch, utils, initialization, inverse sigmoid, multisca # Reference for `ultralytics/nn/modules/utils.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/utils.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/nn/tasks.md b/docs/en/reference/nn/tasks.md index e528a09f7..8e6088854 100644 --- a/docs/en/reference/nn/tasks.md +++ b/docs/en/reference/nn/tasks.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, nn tasks, DetectionModel, PoseModel, RTDETRDetectio # Reference for `ultralytics/nn/tasks.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/tasks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/tasks.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/tasks.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/solutions/ai_gym.md b/docs/en/reference/solutions/ai_gym.md index e8126ae48..5bce60ca8 100644 --- a/docs/en/reference/solutions/ai_gym.md +++ b/docs/en/reference/solutions/ai_gym.md @@ -5,7 +5,7 @@ keywords: Ultralytics, AI Gym, YOLO, pose detection, gym step counting, real-tim # Reference for `ultralytics/solutions/ai_gym.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/ai_gym.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/ai_gym.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/ai_gym.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/solutions/analytics.md b/docs/en/reference/solutions/analytics.md index b6ab9b993..1a446b782 100644 --- a/docs/en/reference/solutions/analytics.md +++ b/docs/en/reference/solutions/analytics.md @@ -5,7 +5,7 @@ keywords: Ultralytics, Analytics, Python, visual analytics, line chart, bar char # Reference for `ultralytics/solutions/analytics.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/analytics.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/analytics.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/analytics.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/solutions/distance_calculation.md b/docs/en/reference/solutions/distance_calculation.md index ec104e6cc..43606d6a7 100644 --- a/docs/en/reference/solutions/distance_calculation.md +++ b/docs/en/reference/solutions/distance_calculation.md @@ -5,7 +5,7 @@ keywords: Ultralytics, distance calculation, object tracking, real-time video, c # Reference for `ultralytics/solutions/distance_calculation.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/distance_calculation.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/distance_calculation.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/distance_calculation.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/solutions/heatmap.md b/docs/en/reference/solutions/heatmap.md index ae3ec5393..5795df28d 100644 --- a/docs/en/reference/solutions/heatmap.md +++ b/docs/en/reference/solutions/heatmap.md @@ -5,7 +5,7 @@ keywords: Ultralytics, Heatmap, Python, Real-time Video, Object Tracking, cv2, S # Reference for `ultralytics/solutions/heatmap.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/heatmap.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/heatmap.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/heatmap.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/solutions/object_counter.md b/docs/en/reference/solutions/object_counter.md index ff7c81d34..1e217f310 100644 --- a/docs/en/reference/solutions/object_counter.md +++ b/docs/en/reference/solutions/object_counter.md @@ -5,7 +5,7 @@ keywords: Ultralytics, Object Counter, Real-time Tracking, Video Stream, Python, # Reference for `ultralytics/solutions/object_counter.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/object_counter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/object_counter.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/object_counter.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/solutions/parking_management.md b/docs/en/reference/solutions/parking_management.md index 112b46aab..9d6c34e00 100644 --- a/docs/en/reference/solutions/parking_management.md +++ b/docs/en/reference/solutions/parking_management.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, parking management, computer vision, parking monito # Reference for `ultralytics/solutions/parking_management.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/parking_management.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/parking_management.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/parking_management.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/solutions/queue_management.md b/docs/en/reference/solutions/queue_management.md index 3214ef217..6ad313db0 100644 --- a/docs/en/reference/solutions/queue_management.md +++ b/docs/en/reference/solutions/queue_management.md @@ -5,7 +5,7 @@ keywords: Ultralytics, queue management, object tracking, real-time video, Pytho # Reference for `ultralytics/solutions/queue_management.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/queue_management.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/queue_management.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/queue_management.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/solutions/speed_estimation.md b/docs/en/reference/solutions/speed_estimation.md index d21b13bed..8ed0634a4 100644 --- a/docs/en/reference/solutions/speed_estimation.md +++ b/docs/en/reference/solutions/speed_estimation.md @@ -5,7 +5,7 @@ keywords: Ultralytics, speed estimation, YOLO, real-time tracking, object tracki # Reference for `ultralytics/solutions/speed_estimation.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/speed_estimation.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/speed_estimation.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/speed_estimation.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/solutions/streamlit_inference.md b/docs/en/reference/solutions/streamlit_inference.md index a89d70958..368d69e3f 100644 --- a/docs/en/reference/solutions/streamlit_inference.md +++ b/docs/en/reference/solutions/streamlit_inference.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLOv8, live inference, real-time object detection, Strea # Reference for `ultralytics/solutions/streamlit_inference.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/streamlit_inference.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/streamlit_inference.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/streamlit_inference.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/trackers/basetrack.md b/docs/en/reference/trackers/basetrack.md index aa5966bd8..9b1e0667c 100644 --- a/docs/en/reference/trackers/basetrack.md +++ b/docs/en/reference/trackers/basetrack.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, object tracking, BaseTrack, TrackState, tracking me # Reference for `ultralytics/trackers/basetrack.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/basetrack.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/trackers/bot_sort.md b/docs/en/reference/trackers/bot_sort.md index f817afefe..f67edd94d 100644 --- a/docs/en/reference/trackers/bot_sort.md +++ b/docs/en/reference/trackers/bot_sort.md @@ -5,7 +5,7 @@ keywords: Ultralytics, Bot SORT, BOTrack, BOTSORT, YOLOv8, object tracking, Kalm # Reference for `ultralytics/trackers/bot_sort.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/bot_sort.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/trackers/byte_tracker.md b/docs/en/reference/trackers/byte_tracker.md index 85eebe3d7..a7034f5f0 100644 --- a/docs/en/reference/trackers/byte_tracker.md +++ b/docs/en/reference/trackers/byte_tracker.md @@ -5,7 +5,7 @@ keywords: Ultralytics, BYTETracker, object tracking, Kalman filter, YOLOv8, docu # Reference for `ultralytics/trackers/byte_tracker.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/byte_tracker.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/trackers/track.md b/docs/en/reference/trackers/track.md index a98f04e09..2db8f321d 100644 --- a/docs/en/reference/trackers/track.md +++ b/docs/en/reference/trackers/track.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, object tracking, track.py, on_predict_start, on_pre # Reference for `ultralytics/trackers/track.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/track.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/trackers/utils/gmc.md b/docs/en/reference/trackers/utils/gmc.md index 382c54239..79dc8ff9e 100644 --- a/docs/en/reference/trackers/utils/gmc.md +++ b/docs/en/reference/trackers/utils/gmc.md @@ -5,7 +5,7 @@ keywords: GMC, Generalized Motion Compensation, Ultralytics, tracking, object de # Reference for `ultralytics/trackers/utils/gmc.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/gmc.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/trackers/utils/kalman_filter.md b/docs/en/reference/trackers/utils/kalman_filter.md index b45351c46..c1aa84be6 100644 --- a/docs/en/reference/trackers/utils/kalman_filter.md +++ b/docs/en/reference/trackers/utils/kalman_filter.md @@ -5,7 +5,7 @@ keywords: Kalman Filter, Object Tracking, Python, Ultralytics, YOLO, Bounding Bo # Reference for `ultralytics/trackers/utils/kalman_filter.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/kalman_filter.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/trackers/utils/matching.md b/docs/en/reference/trackers/utils/matching.md index d929ae4bf..d4acfa86f 100644 --- a/docs/en/reference/trackers/utils/matching.md +++ b/docs/en/reference/trackers/utils/matching.md @@ -5,7 +5,7 @@ keywords: Ultralytics, matching utils, linear assignment, IoU distance, embeddin # Reference for `ultralytics/trackers/utils/matching.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/matching.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/__init__.md b/docs/en/reference/utils/__init__.md index 380daaecc..b8147dac0 100644 --- a/docs/en/reference/utils/__init__.md +++ b/docs/en/reference/utils/__init__.md @@ -5,7 +5,7 @@ keywords: Ultralytics, utils, TQDM, Python, ML, Machine Learning utilities, YOLO # Reference for `ultralytics/utils/__init__.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/\_\_init\_\_.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/__init__.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/__init__.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/autobatch.md b/docs/en/reference/utils/autobatch.md index df9ecbf75..9a5c3f3bd 100644 --- a/docs/en/reference/utils/autobatch.md +++ b/docs/en/reference/utils/autobatch.md @@ -5,7 +5,7 @@ keywords: YOLO batch size, CUDA memory, PyTorch autobatch, Ultralytics, machine # Reference for `ultralytics/utils/autobatch.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/autobatch.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/benchmarks.md b/docs/en/reference/utils/benchmarks.md index 0833a9bdd..2feba85c5 100644 --- a/docs/en/reference/utils/benchmarks.md +++ b/docs/en/reference/utils/benchmarks.md @@ -5,7 +5,7 @@ keywords: YOLO, model benchmarking, ONNX, TensorRT, PyTorch, TensorFlow, CoreML, # Reference for `ultralytics/utils/benchmarks.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/benchmarks.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/callbacks/base.md b/docs/en/reference/utils/callbacks/base.md index 53e1b0892..a89782039 100644 --- a/docs/en/reference/utils/callbacks/base.md +++ b/docs/en/reference/utils/callbacks/base.md @@ -5,7 +5,7 @@ keywords: Ultralytics, base callbacks, training, validation, prediction, model e # Reference for `ultralytics/utils/callbacks/base.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/base.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/callbacks/clearml.md b/docs/en/reference/utils/callbacks/clearml.md index a1fe2a318..b6cb10c58 100644 --- a/docs/en/reference/utils/callbacks/clearml.md +++ b/docs/en/reference/utils/callbacks/clearml.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, ClearML, integration, callbacks, pretraining, train # Reference for `ultralytics/utils/callbacks/clearml.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/clearml.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/clearml.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/clearml.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/callbacks/comet.md b/docs/en/reference/utils/callbacks/comet.md index b73eb8d5d..83c63b375 100644 --- a/docs/en/reference/utils/callbacks/comet.md +++ b/docs/en/reference/utils/callbacks/comet.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, Comet, callbacks, logging, machine learning, monito # Reference for `ultralytics/utils/callbacks/comet.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/comet.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/comet.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/comet.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/callbacks/dvc.md b/docs/en/reference/utils/callbacks/dvc.md index 6d4083e4c..068ce1a86 100644 --- a/docs/en/reference/utils/callbacks/dvc.md +++ b/docs/en/reference/utils/callbacks/dvc.md @@ -5,7 +5,7 @@ keywords: Ultralytics, DVC, DVCLive, machine learning, logging, training, callba # Reference for `ultralytics/utils/callbacks/dvc.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/dvc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/dvc.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/dvc.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/callbacks/hub.md b/docs/en/reference/utils/callbacks/hub.md index 799384f4f..abe28e7c3 100644 --- a/docs/en/reference/utils/callbacks/hub.md +++ b/docs/en/reference/utils/callbacks/hub.md @@ -5,7 +5,7 @@ keywords: Ultralytics, callbacks, pretrain, model save, train start, train end, # Reference for `ultralytics/utils/callbacks/hub.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/hub.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/hub.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/hub.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/callbacks/mlflow.md b/docs/en/reference/utils/callbacks/mlflow.md index 897520a64..6acd3821e 100644 --- a/docs/en/reference/utils/callbacks/mlflow.md +++ b/docs/en/reference/utils/callbacks/mlflow.md @@ -5,7 +5,7 @@ keywords: MLflow, Ultralytics YOLO, logging, metrics, parameters, model artifact # Reference for `ultralytics/utils/callbacks/mlflow.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/mlflow.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/mlflow.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/mlflow.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/callbacks/neptune.md b/docs/en/reference/utils/callbacks/neptune.md index caeba558b..92c7e3b85 100644 --- a/docs/en/reference/utils/callbacks/neptune.md +++ b/docs/en/reference/utils/callbacks/neptune.md @@ -5,7 +5,7 @@ keywords: Ultralytics, NeptuneAI, YOLO, experiment logging, machine learning, AI # Reference for `ultralytics/utils/callbacks/neptune.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/neptune.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/neptune.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/neptune.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/callbacks/raytune.md b/docs/en/reference/utils/callbacks/raytune.md index 7e26df01c..d9a90cad7 100644 --- a/docs/en/reference/utils/callbacks/raytune.md +++ b/docs/en/reference/utils/callbacks/raytune.md @@ -5,7 +5,7 @@ keywords: Ultralytics, Ray Tune, hyperparameter tuning, YOLO, machine learning, # Reference for `ultralytics/utils/callbacks/raytune.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/raytune.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/raytune.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/raytune.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/callbacks/tensorboard.md b/docs/en/reference/utils/callbacks/tensorboard.md index ba6cb64b0..a86fb7ade 100644 --- a/docs/en/reference/utils/callbacks/tensorboard.md +++ b/docs/en/reference/utils/callbacks/tensorboard.md @@ -5,7 +5,7 @@ keywords: Ultralytics, TensorBoard, callbacks, machine learning, training visual # Reference for `ultralytics/utils/callbacks/tensorboard.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/tensorboard.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/tensorboard.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/tensorboard.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/callbacks/wb.md b/docs/en/reference/utils/callbacks/wb.md index 11b5547a4..fd1d531db 100644 --- a/docs/en/reference/utils/callbacks/wb.md +++ b/docs/en/reference/utils/callbacks/wb.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, WandB, callbacks, logging, metrics, visualizations, # Reference for `ultralytics/utils/callbacks/wb.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/wb.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/wb.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/wb.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/checks.md b/docs/en/reference/utils/checks.md index f37f58900..378af7e8c 100644 --- a/docs/en/reference/utils/checks.md +++ b/docs/en/reference/utils/checks.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, utility functions, version checks, requirements, im # Reference for `ultralytics/utils/checks.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/checks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/checks.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/checks.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/dist.md b/docs/en/reference/utils/dist.md index 18930484e..f5dff1c51 100644 --- a/docs/en/reference/utils/dist.md +++ b/docs/en/reference/utils/dist.md @@ -5,7 +5,7 @@ keywords: Ultralytics, distributed training, DDP, multi-node training, network p # Reference for `ultralytics/utils/dist.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/dist.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/dist.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/dist.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/downloads.md b/docs/en/reference/utils/downloads.md index e04abd142..0b6689c15 100644 --- a/docs/en/reference/utils/downloads.md +++ b/docs/en/reference/utils/downloads.md @@ -5,7 +5,7 @@ keywords: Ultralytics, download utilities, URL validation, zip directory, unzip # Reference for `ultralytics/utils/downloads.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/downloads.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/downloads.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/downloads.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/errors.md b/docs/en/reference/utils/errors.md index 87b02cc5f..74eaf9b82 100644 --- a/docs/en/reference/utils/errors.md +++ b/docs/en/reference/utils/errors.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, error handling, HUBModelError, model fetching, cust # Reference for `ultralytics/utils/errors.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/errors.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/errors.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/errors.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/files.md b/docs/en/reference/utils/files.md index 197124540..6d61ea3e3 100644 --- a/docs/en/reference/utils/files.md +++ b/docs/en/reference/utils/files.md @@ -5,7 +5,7 @@ keywords: Ultralytics, file utilities, Python, WorkingDirectory, increment_path, # Reference for `ultralytics/utils/files.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/files.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/files.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/files.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/instance.md b/docs/en/reference/utils/instance.md index 12909cfd6..5be15c07d 100644 --- a/docs/en/reference/utils/instance.md +++ b/docs/en/reference/utils/instance.md @@ -5,7 +5,7 @@ keywords: Ultralytics, bounding boxes, Instances, bbox formats, conversions, AI, # Reference for `ultralytics/utils/instance.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/instance.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/loss.md b/docs/en/reference/utils/loss.md index a2f6ece7c..5c2601233 100644 --- a/docs/en/reference/utils/loss.md +++ b/docs/en/reference/utils/loss.md @@ -5,7 +5,7 @@ keywords: Ultralytics, loss functions, Varifocal Loss, Focal Loss, Bbox Loss, Ro # Reference for `ultralytics/utils/loss.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/loss.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/metrics.md b/docs/en/reference/utils/metrics.md index 634636478..13bc13205 100644 --- a/docs/en/reference/utils/metrics.md +++ b/docs/en/reference/utils/metrics.md @@ -5,7 +5,7 @@ keywords: Ultralytics, metrics, model validation, performance analysis, IoU, con # Reference for `ultralytics/utils/metrics.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/metrics.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/ops.md b/docs/en/reference/utils/ops.md index 2992ce8dc..b62ba7b4e 100644 --- a/docs/en/reference/utils/ops.md +++ b/docs/en/reference/utils/ops.md @@ -5,7 +5,7 @@ keywords: Ultralytics, utility operations, non-max suppression, bounding box tra # Reference for `ultralytics/utils/ops.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/ops.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/patches.md b/docs/en/reference/utils/patches.md index 50422d8c8..89e8fd3cd 100644 --- a/docs/en/reference/utils/patches.md +++ b/docs/en/reference/utils/patches.md @@ -5,7 +5,7 @@ keywords: Ultralytics, utils, patches, imread, imwrite, imshow, torch_save, Open # Reference for `ultralytics/utils/patches.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/patches.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/plotting.md b/docs/en/reference/utils/plotting.md index 239ec4d52..65985a338 100644 --- a/docs/en/reference/utils/plotting.md +++ b/docs/en/reference/utils/plotting.md @@ -5,7 +5,7 @@ keywords: ultralytics, plotting, utilities, documentation, data visualization, a # Reference for `ultralytics/utils/plotting.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/plotting.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/tal.md b/docs/en/reference/utils/tal.md index 588182a23..5f4252425 100644 --- a/docs/en/reference/utils/tal.md +++ b/docs/en/reference/utils/tal.md @@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, TaskAlignedAssigner, object detection, machine lear # Reference for `ultralytics/utils/tal.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/tal.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/torch_utils.md b/docs/en/reference/utils/torch_utils.md index 1a1968313..4f8f3d1b9 100644 --- a/docs/en/reference/utils/torch_utils.md +++ b/docs/en/reference/utils/torch_utils.md @@ -5,7 +5,7 @@ keywords: Ultralytics, torch utils, model optimization, device selection, infere # Reference for `ultralytics/utils/torch_utils.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/torch_utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/torch_utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/torch_utils.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/triton.md b/docs/en/reference/utils/triton.md index 2dcd749cf..460edbbec 100644 --- a/docs/en/reference/utils/triton.md +++ b/docs/en/reference/utils/triton.md @@ -5,7 +5,7 @@ keywords: Ultralytics, TritonRemoteModel, Triton Inference Server, model client, # Reference for `ultralytics/utils/triton.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/triton.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/triton.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/triton.py) 🛠️. Thank you 🙏! diff --git a/docs/en/reference/utils/tuner.md b/docs/en/reference/utils/tuner.md index a58eba00d..f2cc78003 100644 --- a/docs/en/reference/utils/tuner.md +++ b/docs/en/reference/utils/tuner.md @@ -5,7 +5,7 @@ keywords: Ultralytics, tuner, hyperparameter tuning, Ray Tune, YOLO, machine lea # Reference for `ultralytics/utils/tuner.py` -!!! Note +!!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tuner.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tuner.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/tuner.py) 🛠️. Thank you 🙏! diff --git a/docs/en/usage/cli.md b/docs/en/usage/cli.md index d2ba49277..f22e3eb4c 100644 --- a/docs/en/usage/cli.md +++ b/docs/en/usage/cli.md @@ -79,7 +79,7 @@ Where: - `MODE` (required) is one of `[train, val, predict, export, track, benchmark]` - `ARGS` (optional) are any number of custom `arg=value` pairs like `imgsz=320` that override defaults. For a full list of available `ARGS` see the [Configuration](cfg.md) page and `defaults.yaml` -!!! warning "Warning" +!!! warning Arguments must be passed as `arg=val` pairs, split by an equals `=` sign and delimited by spaces ` ` between pairs. Do not use `--` argument prefixes or commas `,` between arguments. @@ -91,7 +91,7 @@ Where: Train YOLOv8n on the COCO8 dataset for 100 epochs at image size 640. For a full list of available arguments see the [Configuration](cfg.md) page. -!!! example "Example" +!!! example === "Train" @@ -111,7 +111,7 @@ Train YOLOv8n on the COCO8 dataset for 100 epochs at image size 640. For a full Validate trained YOLOv8n model accuracy on the COCO8 dataset. No argument need to passed as the `model` retains its training `data` and arguments as model attributes. -!!! example "Example" +!!! example === "Official" @@ -131,7 +131,7 @@ Validate trained YOLOv8n model accuracy on the COCO8 dataset. No argument need t Use a trained YOLOv8n model to run predictions on images. -!!! example "Example" +!!! example === "Official" @@ -151,7 +151,7 @@ Use a trained YOLOv8n model to run predictions on images. Export a YOLOv8n model to a different format like ONNX, CoreML, etc. -!!! example "Example" +!!! example === "Official" @@ -177,7 +177,7 @@ See full `export` details in the [Export](../modes/export.md) page. Default arguments can be overridden by simply passing them as arguments in the CLI in `arg=value` pairs. -!!! tip "" +!!! tip === "Train" diff --git a/docs/en/yolov5/tutorials/train_custom_data.md b/docs/en/yolov5/tutorials/train_custom_data.md index f7cc6f098..dbe62fc25 100644 --- a/docs/en/yolov5/tutorials/train_custom_data.md +++ b/docs/en/yolov5/tutorials/train_custom_data.md @@ -137,11 +137,11 @@ Train a YOLOv5s model on COCO128 by specifying dataset, batch-size, image size a python train.py --img 640 --epochs 3 --data coco128.yaml --weights yolov5s.pt ``` -!!! tip "Tip" +!!! tip 💡 Add `--cache ram` or `--cache disk` to speed up training (requires significant RAM/disk resources). -!!! tip "Tip" +!!! tip 💡 Always train from a local dataset. Mounted or network drives like Google Drive will be very slow. From 985017270778cd2c7cf23c4330db71721d4e304c Mon Sep 17 00:00:00 2001 From: Muhammad Rizwan Munawar Date: Wed, 11 Sep 2024 21:33:09 +0500 Subject: [PATCH 3/8] Add https://youtu.be/Tt_35YnQ9uk to docs (#16214) --- docs/en/guides/model-deployment-practices.md | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/docs/en/guides/model-deployment-practices.md b/docs/en/guides/model-deployment-practices.md index 60d95963b..df485abd4 100644 --- a/docs/en/guides/model-deployment-practices.md +++ b/docs/en/guides/model-deployment-practices.md @@ -10,6 +10,17 @@ keywords: Model Deployment, Machine Learning Model Deployment, ML Model Deployme Model deployment is the [step in a computer vision project](./steps-of-a-cv-project.md) that brings a model from the development phase into a real-world application. There are various [model deployment options](./model-deployment-options.md): cloud deployment offers scalability and ease of access, edge deployment reduces latency by bringing the model closer to the data source, and local deployment ensures privacy and control. Choosing the right strategy depends on your application's needs, balancing speed, security, and scalability. +

+
+ +
+ Watch: How to Optimize and Deploy AI Models: Best Practices, Troubleshooting, and Security Considerations +

+ It's also important to follow best practices when deploying a model because deployment can significantly impact the effectiveness and reliability of the model's performance. In this guide, we'll focus on how to make sure that your model deployment is smooth, efficient, and secure. ## Model Deployment Options From 463ca1a804adbb722178cb7879ece73674101b1b Mon Sep 17 00:00:00 2001 From: Jason Guo <131695330+JasonG98@users.noreply.github.com> Date: Thu, 12 Sep 2024 00:37:40 +0800 Subject: [PATCH 4/8] Update TwoWayTransformer Docs. (#16161) Co-authored-by: Glenn Jocher Co-authored-by: UltralyticsAssistant Co-authored-by: Ultralytics Assistant <135830346+UltralyticsAssistant@users.noreply.github.com> --- ultralytics/models/sam/modules/transformer.py | 1 - 1 file changed, 1 deletion(-) diff --git a/ultralytics/models/sam/modules/transformer.py b/ultralytics/models/sam/modules/transformer.py index df0b3ce20..5cc0b02f7 100644 --- a/ultralytics/models/sam/modules/transformer.py +++ b/ultralytics/models/sam/modules/transformer.py @@ -61,7 +61,6 @@ class TwoWayTransformer(nn.Module): Attributes: depth (int): Number of layers in the transformer. embedding_dim (int): Channel dimension for input embeddings. - embedding_dim (int): Channel dimension for input embeddings. num_heads (int): Number of heads for multihead attention. mlp_dim (int): Internal channel dimension for the MLP block. layers (nn.ModuleList): List of TwoWayAttentionBlock layers. From 9b8f0d925d8c791d87d2367ec51627836f00c7c2 Mon Sep 17 00:00:00 2001 From: Francesco Mattioli Date: Wed, 11 Sep 2024 18:57:37 +0200 Subject: [PATCH 5/8] Fixed failing greetings CI (#16223) Co-authored-by: Glenn Jocher --- .github/workflows/greetings.yml | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/.github/workflows/greetings.yml b/.github/workflows/greetings.yml index 19b099ebc..d6fcc9f44 100644 --- a/.github/workflows/greetings.yml +++ b/.github/workflows/greetings.yml @@ -3,11 +3,17 @@ name: Greetings on: - pull_request_target: + pull_request: types: [opened] issues: types: [opened] +permissions: + id-token: write + contents: read + issues: write + pull-requests: write + jobs: greeting: runs-on: ubuntu-latest From 7c61569630c032c78529da01a0934defbb815a17 Mon Sep 17 00:00:00 2001 From: Muhammad Rizwan Munawar Date: Wed, 11 Sep 2024 22:00:25 +0500 Subject: [PATCH 6/8] `bbox` and `masks` coloring based on `track-ids` (#16073) Co-authored-by: UltralyticsAssistant Co-authored-by: Glenn Jocher Co-authored-by: Laughing <61612323+Laughing-q@users.noreply.github.com> Co-authored-by: Ultralytics Assistant <135830346+UltralyticsAssistant@users.noreply.github.com> --- ultralytics/engine/results.py | 19 +++++++++++++++++-- 1 file changed, 17 insertions(+), 2 deletions(-) diff --git a/ultralytics/engine/results.py b/ultralytics/engine/results.py index 1c7ffb914..89b2d5c8e 100644 --- a/ultralytics/engine/results.py +++ b/ultralytics/engine/results.py @@ -522,7 +522,13 @@ class Results(SimpleClass): .contiguous() / 255 ) - idx = pred_boxes.cls if pred_boxes and color_mode == "class" else reversed(range(len(pred_masks))) + idx = ( + pred_boxes.id + if pred_boxes.id is not None and color_mode == "instance" + else pred_boxes.cls + if pred_boxes and color_mode == "class" + else reversed(range(len(pred_masks))) + ) annotator.masks(pred_masks.data, colors=[colors(x, True) for x in idx], im_gpu=im_gpu) # Plot Detect results @@ -535,7 +541,16 @@ class Results(SimpleClass): annotator.box_label( box, label, - color=colors(i if color_mode == "instance" else c, True), + color=colors( + c + if color_mode == "class" + else id + if id is not None + else i + if color_mode == "instance" + else None, + True, + ), rotated=is_obb, ) From ec9f4a7b1a3d3580bdea40107f54bb3a43e361f5 Mon Sep 17 00:00:00 2001 From: Francesco Mattioli Date: Wed, 11 Sep 2024 19:03:41 +0200 Subject: [PATCH 7/8] Non-Deterministic Training Despite deterministic=True (#15961) Co-authored-by: UltralyticsAssistant Co-authored-by: Glenn Jocher Co-authored-by: Ultralytics Assistant <135830346+UltralyticsAssistant@users.noreply.github.com> --- ultralytics/data/base.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/ultralytics/data/base.py b/ultralytics/data/base.py index 703fbae7a..f18c2d54d 100644 --- a/ultralytics/data/base.py +++ b/ultralytics/data/base.py @@ -91,6 +91,11 @@ class BaseDataset(Dataset): self.npy_files = [Path(f).with_suffix(".npy") for f in self.im_files] self.cache = cache.lower() if isinstance(cache, str) else "ram" if cache is True else None if (self.cache == "ram" and self.check_cache_ram()) or self.cache == "disk": + if self.cache == "ram" and hyp.deterministic: + LOGGER.warning( + "WARNING ⚠️ cache='ram' may produce non-deterministic training results. " + "Consider cache='disk' as a deterministic alternative if your disk space allows." + ) self.cache_images() # Transforms From 17477066ec2fd61d08652a22897e23d2040ff3e6 Mon Sep 17 00:00:00 2001 From: Charan K Date: Wed, 11 Sep 2024 23:10:40 +0530 Subject: [PATCH 8/8] `ultralytics 8.2.92` vertical `line` counter fix (#16163) Co-authored-by: UltralyticsAssistant Co-authored-by: RizwanMunawar Co-authored-by: Ultralytics Assistant <135830346+UltralyticsAssistant@users.noreply.github.com> Co-authored-by: Glenn Jocher --- ultralytics/__init__.py | 2 +- ultralytics/solutions/object_counter.py | 10 ++++------ 2 files changed, 5 insertions(+), 7 deletions(-) diff --git a/ultralytics/__init__.py b/ultralytics/__init__.py index 5db858567..1968fbaa2 100644 --- a/ultralytics/__init__.py +++ b/ultralytics/__init__.py @@ -1,6 +1,6 @@ # Ultralytics YOLO 🚀, AGPL-3.0 license -__version__ = "8.2.91" +__version__ = "8.2.92" import os diff --git a/ultralytics/solutions/object_counter.py b/ultralytics/solutions/object_counter.py index 24cbd488c..ce6c1cb57 100644 --- a/ultralytics/solutions/object_counter.py +++ b/ultralytics/solutions/object_counter.py @@ -60,7 +60,6 @@ class ObjectCounter: self.out_counts = 0 self.count_ids = [] self.class_wise_count = {} - self.count_txt_thickness = 0 # Tracks info self.track_history = defaultdict(list) @@ -136,7 +135,7 @@ class ObjectCounter: # Extract tracks for box, track_id, cls in zip(boxes, track_ids, clss): # Draw bounding box - annotator.box_label(box, label=f"{self.names[cls]}#{track_id}", color=colors(int(track_id), True)) + annotator.box_label(box, label=self.names[cls], color=colors(int(track_id), True)) # Store class info if self.names[cls] not in self.class_wise_count: @@ -182,10 +181,9 @@ class ObjectCounter: self.count_ids.append(track_id) # Determine the direction of movement (IN or OUT) - direction = (box[0] - prev_position[0]) * ( - self.counting_region.centroid.x - prev_position[0] - ) - if direction > 0: + dx = (box[0] - prev_position[0]) * (self.counting_region.centroid.x - prev_position[0]) + dy = (box[1] - prev_position[1]) * (self.counting_region.centroid.y - prev_position[1]) + if dx > 0 and dy > 0: self.in_counts += 1 self.class_wise_count[self.names[cls]]["IN"] += 1 else: