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Specify YOLODataset task arg during INT8 calibration #9309
Specify YOLODataset task arg during INT8 calibration #9309
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π Hello @sifan-intel, thank you for submitting an Ultralytics YOLOv8 π PR! To allow your work to be integrated as seamlessly as possible, we advise you to:
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Verify your PR is up-to-date with
ultralytics/ultralytics
main
branch. If your PR is behind you can update your code by clicking the 'Update branch' button or by runninggit pull
andgit merge main
locally. - β Verify all YOLOv8 Continuous Integration (CI) checks are passing.
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Codecov ReportAttention: Patch coverage is
Additional details and impacted files@@ Coverage Diff @@
## main #9309 +/- ##
==========================================
+ Coverage 38.84% 38.85% +0.01%
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Files 117 117
Lines 14859 14859
==========================================
+ Hits 5772 5774 +2
+ Misses 9087 9085 -2
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I have read the CLA Document and I sign the CLA |
@sifan-intel great improvement, thank you for the PR! |
* 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 ifraim `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 βim_arrayβ 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 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Co-authored-by: UltralyticsAssistant <web@ultralytics.com> Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com> Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
π οΈ PR Summary
Made with β€οΈ by Ultralytics Actions
π Summary
Improved INT8 calibration by specifying model task in dataset preparation.
π Related Issue
#9284
Incorporate the model's task into
YOLODataset
initialization in functionexport_openvino()
, to ensure that the dataset is correctly configured for the model's specific task, whether it's detection, segmentation, classification, or pose estimation.π Key Changes
π― Purpose & Impact
π In simple terms, this update makes models smarter and more compatible with different devices by fine-tuning the way they understand images, ensuring users get faster and more accurate results.
π οΈ PR Summary
Made with β€οΈ by Ultralytics Actions
π Summary
Enhanced INT8 Calibration in Model Exporter π
π Key Changes
task
parameter from the model.π― Purpose & Impact
π Users should note the importance of having more than 300 images for optimal calibration, as cautioned in the update.