Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Add TF SavedModel Docs Integrations Page #9162

Merged
merged 4 commits into from
Mar 23, 2024

Conversation

abirami-vina
Copy link
Contributor

@abirami-vina abirami-vina commented Mar 20, 2024

πŸ› οΈ PR Summary

Made with ❀️ by Ultralytics Actions

🌟 Summary

Ultralytics introduces TensorFlow SavedModel support for YOLOv8, enhancing cross-platform deployment.

πŸ“Š Key Changes

  • Added TF SavedModel to the list of integrations, providing a universal format for TensorFlow models.
  • New documentation on exporting YOLOv8 models to TF SavedModel format, enhancing deployment flexibility.
  • Updated the site navigation to include TF SavedModel under integrations for easier access.

🎯 Purpose & Impact

  • Broadens Deployment Options: With TF SavedModel support, users can now deploy YOLOv8 models across a wider range of platforms, improving model accessibility.
  • Streamlines Model Sharing: The update simplifies sharing YOLOv8 models, thanks to TF SavedModel’s compatibility with various platforms, including TensorFlow Serving, TensorFlow Lite, and TensorFlow.js.
  • Enhances User Experience: By providing detailed guidance on exporting models to TF SavedModel format, users can enjoy a smoother transition from model training to deployment.

πŸš€ This update opens new doors for deploying sophisticated YOLOv8 models, making it easier for developers and researchers to bring their projects to life across different environments and platforms.

Copy link

codecov bot commented Mar 20, 2024

Codecov Report

All modified and coverable lines are covered by tests βœ…

Project coverage is 74.54%. Comparing base (fbb180d) to head (3ef89b8).

❗ Current head 3ef89b8 differs from pull request most recent head 172c0b9. Consider uploading reports for the commit 172c0b9 to get more accurate results

Additional details and impacted files
@@            Coverage Diff             @@
##             main    #9162      +/-   ##
==========================================
- Coverage   76.01%   74.54%   -1.48%     
==========================================
  Files         117      117              
  Lines       14862    14855       -7     
==========================================
- Hits        11298    11074     -224     
- Misses       3564     3781     +217     
Flag Coverage Ξ”
Benchmarks 36.63% <ΓΈ> (+0.15%) ⬆️
GPU ?
Tests 71.71% <ΓΈ> (+0.51%) ⬆️

Flags with carried forward coverage won't be shown. Click here to find out more.

β˜” View full report in Codecov by Sentry.
πŸ“’ Have feedback on the report? Share it here.

@Burhan-Q Burhan-Q added the documentation Improvements or additions to documentation label Mar 20, 2024
@glenn-jocher glenn-jocher merged commit 8bb2cda into ultralytics:main Mar 23, 2024
10 checks passed
@glenn-jocher
Copy link
Member

@abirami-vina nice work, thanks for the new docs page!

DannyCooler added a commit to ecs-enerserv/ultralytics that referenced this pull request Mar 28, 2024
* Explorer API video https://youtu.be/3VryynorQeo  (ultralytics#7838)

* Add HUB-SDK Docs reference section (ultralytics#7781)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Ayush Chaurasia <ayush.chaurarsia@gmail.com>

* Link checks SSL insecure robustness (ultralytics#7853)

* Add new @Retry() decorator (ultralytics#7854)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add TensorRT Docs Integrations Page (ultralytics#7855)

* Cleanup Docs languages (ultralytics#7865)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add millimeters in `solutions/distance_caculation.py` + `object-cropping.md` visuals (ultralytics#7860)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* `ultralytics 8.1.7` `USER_CONFIG_DIR` Explorer ops (ultralytics#7861)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Ultralytics Actions with OpenAI GPT-4 PR Summary (ultralytics#7867)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Bump slackapi/slack-github-action from 1.24.0 to 1.25.0 in /.github/workflows (ultralytics#7871)

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Add visuals in `guides/distance-calculation.md` (ultralytics#7876)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* TensorRT FP16 export with `dynamic=True` (ultralytics#7870)

* Add https://youtu.be/3VryynorQeo to README and fix `converter.py` Docs (ultralytics#7883)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>

* `ultralytics 8.1.8` new `model.save('filename.pt')` method (ultralytics#7886)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Compress explorer image in `dataset/index.md` + description added for new `segmentation` datasets (ultralytics#7901)

* Fix OpenVINO links (ultralytics#7930)

* Add `integrations/gradio` Docs page (ultralytics#7935)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: WangQvQ <1579093407@qq.com>
Co-authored-by: Martin Pl <martin-plank@gmx.de>
Co-authored-by: Mactarvish <Mactarvish@users.noreply.github.com>

* Add https://youtu.be/96NkhsV-W1U to docs and `heatmaps` fix (ultralytics#7944)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Segment TensorRT `batch=3` fix (ultralytics#7952)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* `ultralytics 8.1.9` replace `.size(0)` with `.shape[0]` (ultralytics#7957)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add YouTube iframe `loading="lazy"` (ultralytics#8001)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Mkdocs updates (ultralytics#8008)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Tracker: clean up GMC (ultralytics#8003)

* Bump nick-invision/retry from 2 to 3 in /.github/workflows (ultralytics#8023)

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Bump codecov/codecov-action from 3 to 4 in /.github/workflows (ultralytics#8022)

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Fix TFLite INT8 for OBB (ultralytics#7989)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Laughing <61612323+Laughing-q@users.noreply.github.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add CoreML Docs Integrations Page (ultralytics#8063)

* Add Roboflow 100 Dataset Docs Page (ultralytics#8065)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* `ultralytics 8.1.10` MLFlow, OBB, TFLite and INT8 fixes (ultralytics#8016)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add https://youtu.be/R42s2zFtNIY to `hub/datasets.md` and CoreML image fix (ultralytics#8085)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Update Roboflow segmentation Docs pages (ultralytics#8094)

* FROM pytorch/pytorch:2.2.0-cuda12.1-cudnn8-runtime (ultralytics#8104)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* `ultralytics 8.1.11` expand OpenVINO INT8 ops for improved mAP (ultralytics#7516)

Co-authored-by: AdamP <7806910+adamp87@users.noreply.github.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>

* Add https://youtu.be/q7LwPoM7tSQ to `guides/yolo-performance-metrics.md` (ultralytics#8114)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Compress docs images (ultralytics#8124)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>

* Updated SQL Query Plot Code (ultralytics#8120)

Co-authored-by: Ayush Chaurasia <ayush.chaurarsia@gmail.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Elaborate Train and Predict mode docs arguments (ultralytics#8137)

Signed-off-by: Skillnoob <78843978+Skillnoob@users.noreply.github.com>
Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: Skillnoob <78843978+Skillnoob@users.noreply.github.com>
Co-authored-by: Burhan <62214284+Burhan-Q@users.noreply.github.com>

* Move Google Drive to slow tests (ultralytics#8163)

* Improve Coral Edge TPU guide (ultralytics#8160)

Signed-off-by: Skillnoob <78843978+Skillnoob@users.noreply.github.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Try Apple M1 runners for Tests and Benchmarks CI (ultralytics#8162)

* Retry once for Docker CI failures (ultralytics#8164)

* `ultralytics 8.1.12` new `Results.show()` and `Results.save()` (ultralytics#8166)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>

* Fix solution functions description + `integrations/openvino.md` cover image update (ultralytics#8170)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>

* Pin `duckdb<=0.9.2` to avoid 0.10.0 errors (ultralytics#8181)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* New HUB Cloud Training docs page (ultralytics#8174)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* `ultralytics 8.1.13` fix `yolo train time=` bug (ultralytics#8179)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Docs updates and improvements (ultralytics#8183)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: Priytosh Tripathi <priytosh.revolution@live.com>

* Fix xyxyxyxyn calculation in obb result (ultralytics#8188)

* `ultralytics 8.1.14` new YOLOv8-World models (ultralytics#8054)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Fix PIL `show()` and `save()` (ultralytics#8202)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Remove OpenVINO INT8 RTDETRDecoder ops (ultralytics#8219)

* Fix xyxyxyxyn calculation, swap axis (ultralytics#8249)

* Improve Docs Modes tables (ultralytics#8266)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* `ultralytics 8.1.15` add Python 3.12 compatibility (ultralytics#8210)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: Johnny <johnnynuca14@gmail.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>

* Expand `Model` method type hinting (ultralytics#8279)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* `ultralytics 8.1.16` OBB ConfusionMatrix support (ultralytics#8299)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Move Explorer tests to scheduled CI (ultralytics#8305)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Remove JAX constraints in Exporter (ultralytics#8309)

* `Model` typehints Docker fix (ultralytics#8306)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Fix an issue with flatbuffer version for Raspberry Pi (ultralytics#8311)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Update Dockerfile for Raspberry Pi Support (ultralytics#8123)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>

* Avoid creating `-hub` dir without processing images (ultralytics#8334)

* Added check of parameter type before setting `required_grad=True` for frozen layers (ultralytics#8318)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add `estimate_speed(region_color)` parameter (ultralytics#8285)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add simple-utilities.md Docs page (ultralytics#8269)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Update `mkdocs-ultralytics-plugin>=0.0.44` (ultralytics#8347)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* `ultralytics 8.1.17` fix `ClassificationDataset` caching (ultralytics#8358)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add missing single-line docstrings (ultralytics#8362)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: Johannes Kaisinger <johannes.kaisinger@gmail.com>

* `ultralytics 8.1.18` add cmake for building onnxsim on aarch64 (ultralytics#8395)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>

* Allow Annotator PIL.Image inputs (ultralytics#8397)

* Add Non-Maximum Suppression (NMS) `inplace` flag (ultralytics#8368)

* Compare `plt.get_backend()` in lowercase (ultralytics#8409)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Improve Docs arguments tables (ultralytics#8415)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add plot_images `conf_thresh` parameter (ultralytics#8446)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add YOLOv9 Docs page (ultralytics#8478)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>

* Rename `model_id` to `model.id` (ultralytics#8447)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* `ultralytics 8.1.19` PNNX `aarch64` linux fix (ultralytics#8480)

Co-authored-by: Burhan <62214284+Burhan-Q@users.noreply.github.com>
Co-authored-by: Kayzwer <68285002+Kayzwer@users.noreply.github.com>

* Add TorchScript Docs Integrations Page (ultralytics#8501)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>

* Do RTDETR file suffix check using pathlib instead of string manipulations (ultralytics#8525)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Auto-format by https://ultralytics.com/actions

* Add TFLite Docs Integrations Page (ultralytics#8522)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Fix undefined β€˜im_array’ bug in predict.md (ultralytics#8565)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: fang_chenfang <1217690899@qq.com>

* Add https://youtu.be/ie3vLUDNYZo and other YT videos in Docs (ultralytics#8551)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Hold failed upload metrics and upload with next upload metrics (ultralytics#8513)

Co-authored-by: hassaanfarooq01 <hassaanfarooq01@gmail.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* `ultralytics 8.1.20` add YOLOv8x-World support (ultralytics#8539)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Fix device counting method to account for double-digit device IDs (ultralytics#8502)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Remove unused variables (ultralytics#8511)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add NCNN Docs Integrations Page (ultralytics#8562)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Optimize function calls to method calls (ultralytics#8507)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Replacing Images for torchscript.md (ultralytics#8596)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Fix cmake requirements for ARM64 (ultralytics#8589)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add https://youtu.be/rCggzXRRSRo to Speed Estimation Docs (ultralytics#8577)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add KaTeX support + updates to YOLOv9 model page (ultralytics#8531)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Replace `onnx2tf` usage from CLI to Python (ultralytics#8429)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Update IoU capitalization (ultralytics#8604)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: Dean Mark <2552482+deanmark@users.noreply.github.com>

* Update TFLite Docs images (ultralytics#8605)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add `distance calculation` feature in `vision-eye` (ultralytics#8616)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: Muhammad Rizwan Munawar <chr043416@gmail.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>

* `ultralytics 8.1.21` Add YOLOv8-World-v2 models (ultralytics#8580)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>

* `ultralytics 8.1.22` HUB model `pathlib` fix (ultralytics#8621)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* `ultralytics 8.1.23` add YOLOv9-C and E models (ultralytics#8571)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add settings `runs_dir` == `datasets_dir` warning (ultralytics#8653)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add Ultralytics HUB Cloud Training banner to Docs (ultralytics#8656)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Update CITATION.cff with cffinit corrections (ultralytics#8658)

* Update Colab notebook for YOLOv8.1 (ultralytics#8660)

* `ultralytics 8.1.24` new OpenVINO 2023.3 export updates (ultralytics#8417)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* OBB: Fix when training on zip data (ultralytics#8680)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Object Counter improvements (ultralytics#8648)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Clarify triton server boolean value (ultralytics#8532)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add `model.eval()` in TensorBoad graph visualization to avoid BN stats changes (ultralytics#8629)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add domain checks to CI docs page (ultralytics#8714)

* `ultralytics 8.1.25` OpenVINO `LATENCY` and `THROUGHPUT` modes (ultralytics#8058)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Adrian Boguszewski <adekboguszewski@gmail.com>

* Add https://youtu.be/OpWpBI35A5Y to inference-api Docs (ultralytics#8717)

* OpenVino 2024.0.0 (ultralytics#8726)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Fix tfjs exports for ARM64 Dockerfile (ultralytics#8766)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Modify tuner best.pt logic to train first (ultralytics#8792)

* Update CI.md with CI links (ultralytics#8786)

* Add https://youtu.be/ZzUSXQkLbNw to Integration Docs (ultralytics#8793)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* `ultralytics 8.1.25` fix `**kwargs: (dict)` warnings (ultralytics#8815)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add docs guide terminal images (ultralytics#8819)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* `RTDETRDetectionModel` TorchScript, ONNX Predict and Val support (ultralytics#8818)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* New `MLFLOW_KEEP_RUN_ACTIVE` flag for enhanced MLflow run management (ultralytics#8808)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* `ultralytics 8.1.26` `LoadImagesAndVideos` batched inference (ultralytics#8817)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Update `fraction` arg to employ a random selection (ultralytics#8234)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Batch inference fixes (ultralytics#8854)

* Integrate OpenVINO `CUMULATIVE_THROUGHPUT` mode batched inference (ultralytics#8834)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add PaddlePaddle Docs Integrations Page (ultralytics#8858)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* `ultralytics 8.1.27` batched tracking fixes (ultralytics#8842)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Faster batch `same_shapes` (ultralytics#8851)

* More robust PNNX downloads (ultralytics#8866)

* Fix `test_mlflow_keep_run_active()` (ultralytics#8868)

* Add polygon regions drawing support in `object-counting.md` and minor docs update (ultralytics#8885)

* Add TFLite Edge TPU Docs Integrations Page  (ultralytics#8900)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Update Docs README (ultralytics#8919)

* Fix `names` bug when exporting YOLOv8-World to ONNX (ultralytics#8941)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* New test for labels and crops (ultralytics#8861)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Optimize TFJS export on ARM64 (ultralytics#8946)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Auto-format by https://ultralytics.com/actions

* `ultralytics 8.1.28` avoid * ops on bool Tensors for RT-DETR OpenVINO export (ultralytics#8937)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add https://youtu.be/YDXKa1EljmU and https://youtu.be/5BO0Il_YYAg to Docs (ultralytics#8958)

* `ultralytics 8.1.29` improved disk space checking on correct path (ultralytics#8977)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: Kayzwer <68285002+Kayzwer@users.noreply.github.com>

* Add OpenVINO Latency vs Throughput modes Docs page (ultralytics#9001)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add `brain-tumor` dataset docs page (ultralytics#9041)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Fix Neural Magic links (ultralytics#9144)

* Updating a typo on paddlepaddle.md (ultralytics#9108)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* `ultralytics 8.1.30` add advanced HUB train arguments (ultralytics#9110)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* fix yolo classify model loading error (ultralytics#9196)

* Add TF GraphDef Docs Integrations Page (ultralytics#9203)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* `ultralytics 8.1.31` NCNN and CLIP updates (ultralytics#9235)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Fix TypeError in check_cfg() (ultralytics#9245)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add https://youtu.be/aeAX6vWpfR0 to docs & `african-wildlife` dataset docs page (ultralytics#9102)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add TF SavedModel Docs Integrations Page (ultralytics#9162)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Limit `ray<2.9.3` due to bug in `ray==2.10.0` (ultralytics#9254)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* `ultralytics 8.1.32` fix CLIP backwards compatibility (ultralytics#9253)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Conda cv2 ImportError libEGL.so.1 fix (ultralytics#9255)

* Fix `IS_PYTHON_3_12` bug (ultralytics#9258)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>

* Reverse IoU threshold for NMS docs descriptions (ultralytics#9151)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add `bgr` hyperparameter (ultralytics#9139)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Update pyproject.toml `[tool.pytest.ini_options]` (ultralytics#9259)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Fix OpenVINO missing batch-size bug (ultralytics#9264)

* `ultralytics 8.1.33` fix HUB model checks (ultralytics#9153)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: Laughing <61612323+Laughing-q@users.noreply.github.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Update Discord and Contributing Guide URLs (ultralytics#9270)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Add https://youtu.be/uDrn9QZJ2lk and `object_counting.py`, `ai_gym.py` updates (ultralytics#9265)

* `ultralytics 8.1.34` Inference API robust imgsz checks (ultralytics#9274)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Bump contributor-assistant/github-action from 2.3.1 to 2.3.2 in /.github/workflows (ultralytics#9279)

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Add https://youtu.be/u3pLlgzUeV8 to docs (ultralytics#9367)

* Fix typo in YOLOv8-Libtorch-CPP-Inference (ultralytics#9330)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Simplify metrics calculation (ultralytics#9338)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Fix typo in example readme (ultralytics#9306)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* Specify YOLODataset task arg during INT8 calibration (ultralytics#9309)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* `ultralytics 8.1.35` simplify network modules (ultralytics#9321)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

---------

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Signed-off-by: dependabot[bot] <support@github.com>
Signed-off-by: Skillnoob <78843978+Skillnoob@users.noreply.github.com>
Co-authored-by: Muhammad Rizwan Munawar <chr043416@gmail.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Ayush Chaurasia <ayush.chaurarsia@gmail.com>
Co-authored-by: Abirami Vina <abirami.vina@gmail.com>
Co-authored-by: Paula Derrenger <107626595+pderrenger@users.noreply.github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Yonghye Kwon <developer.0hye@gmail.com>
Co-authored-by: Muhammad Rizwan Munawar <muhammadrizwanmunawar123@gmail.com>
Co-authored-by: WangQvQ <1579093407@qq.com>
Co-authored-by: Martin Pl <martin-plank@gmx.de>
Co-authored-by: Mactarvish <Mactarvish@users.noreply.github.com>
Co-authored-by: DieterTimmers <46112022+DieterTimmers@users.noreply.github.com>
Co-authored-by: Laughing <61612323+Laughing-q@users.noreply.github.com>
Co-authored-by: AdamP <7806910+adamp87@users.noreply.github.com>
Co-authored-by: Youho99 <44434482+Youho99@users.noreply.github.com>
Co-authored-by: Ankan Ghosh <79740115+0xSynapse@users.noreply.github.com>
Co-authored-by: Skillnoob <78843978+Skillnoob@users.noreply.github.com>
Co-authored-by: Burhan <62214284+Burhan-Q@users.noreply.github.com>
Co-authored-by: Priytosh Tripathi <priytosh.revolution@live.com>
Co-authored-by: Johannes Kaisinger <johannes.kaisinger@gmail.com>
Co-authored-by: Johnny <johnnynuca14@gmail.com>
Co-authored-by: Lakshantha Dissanayake <lakshanthad@yahoo.com>
Co-authored-by: Alexander Suslov <alexander.suslov@intel.com>
Co-authored-by: Chi <iamchi@skiff.com>
Co-authored-by: AlainSchoebi <44315825+AlainSchoebi@users.noreply.github.com>
Co-authored-by: Dean Mark <2552482+deanmark@users.noreply.github.com>
Co-authored-by: Yifei Liu <71677542+kaikai23@users.noreply.github.com>
Co-authored-by: Kayzwer <68285002+Kayzwer@users.noreply.github.com>
Co-authored-by: Robin Brown <birdcolour@users.noreply.github.com>
Co-authored-by: fang_chenfang <1217690899@qq.com>
Co-authored-by: Hassaan Farooq <103611273+hassaanfarooq01@users.noreply.github.com>
Co-authored-by: hassaanfarooq01 <hassaanfarooq01@gmail.com>
Co-authored-by: Omar Duhaiby <3omarz@gmail.com>
Co-authored-by: Andrew <ykk8j4yq@duck.com>
Co-authored-by: Sergiu Waxmann <47978446+sergiuwaxmann@users.noreply.github.com>
Co-authored-by: Adrian Boguszewski <adekboguszewski@gmail.com>
Co-authored-by: Henry <contact@henrynavarro.org>
Co-authored-by: bobyard-com <154289614+bobyard-com@users.noreply.github.com>
Co-authored-by: Mohammed Yasin <32206511+Y-T-G@users.noreply.github.com>
Co-authored-by: Finlay Morrison <57669260+finlaymorrison@users.noreply.github.com>
Co-authored-by: Massimiliano Riva <48362794+massimiliano96@users.noreply.github.com>
Co-authored-by: Jamjamjon <51357717+jamjamjon@users.noreply.github.com>
Co-authored-by: Kalen Michael <kalenmike@gmail.com>
Co-authored-by: Mo Li <82895469+DseidLi@users.noreply.github.com>
Co-authored-by: zhaoruibing <zhaoruibing@gmail.com>
Co-authored-by: Dzmitry Plashchynski <plashchynski@gmail.com>
Co-authored-by: higor-melo <115033428+higor-melo@users.noreply.github.com>
Co-authored-by: Eric Hanson <5846501+ericphanson@users.noreply.github.com>
Co-authored-by: sifan-intel <109498696+sifan-intel@users.noreply.github.com>
gkinman pushed a commit to Octasic/ultralytics that referenced this pull request May 30, 2024
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
puzhiyuan pushed a commit to puzhiyuan/ultralytics that referenced this pull request Oct 18, 2024
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
documentation Improvements or additions to documentation
Projects
None yet
Development

Successfully merging this pull request may close these issues.

3 participants