Commit Graph

729 Commits (9f4d11379bb931586c1f51c1d85c6fac9fc37eda)

Author SHA1 Message Date
Ayman Saleh 27bf4282d3
Fix `check_requirements()` resource warning allocation open file (#5602)
* Fix to resource warning allocation; utilize file.open within a context manager

* rename fh to f

in keeping with naming convention

Co-authored-by: Ayman Saleh <aymansaleh@Aymans-MacBook-Pro-2.local>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-11-10 12:51:30 +01:00
Glenn Jocher 7ebb5e5da6
Add `notebook_init()` to utils/__init__.py (#5488)
* Update __init__.py

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* notebook_init

* notebook_init

* notebook_init

* notebook_init

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* notebook_init

* Created using Colaboratory

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2021-11-09 23:03:19 +01:00
Glenn Jocher 3883261143
New `DetectMultiBackend()` class (#5549)
* New `DetectMultiBackend()` class

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* pb to pt fix

* Cleanup

* explicit apply_classifier path

* Cleanup2

* Cleanup3

* Cleanup4

* Cleanup5

* Cleanup6

* val.py MultiBackend inference

* warmup fix

* to device fix

* pt fix

* device fix

* Val cleanup

* COCO128 URL to assets

* half fix

* detect fix

* detect fix 2

* remove half from DetectMultiBackend

* training half handling

* training half handling 2

* training half handling 3

* Cleanup

* Fix CI error

* Add torchscript _extra_files

* Add TorchScript

* Add CoreML

* CoreML cleanup

* New `DetectMultiBackend()` class

* pb to pt fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Cleanup

* explicit apply_classifier path

* Cleanup2

* Cleanup3

* Cleanup4

* Cleanup5

* Cleanup6

* val.py MultiBackend inference

* warmup fix

* to device fix

* pt fix

* device fix

* Val cleanup

* COCO128 URL to assets

* half fix

* detect fix

* detect fix 2

* remove half from DetectMultiBackend

* training half handling

* training half handling 2

* training half handling 3

* Cleanup

* Fix CI error

* Add torchscript _extra_files

* Add TorchScript

* Add CoreML

* CoreML cleanup

* revert default to pt

* Add Usage examples

* Cleanup val

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2021-11-09 16:45:02 +01:00
Glenn Jocher 79bca2bf64
`LOGGER` consolidation (#5569)
* Logger consolidation

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2021-11-08 16:32:15 +01:00
Glenn Jocher 3f64ad1760
Fix `save_one_box()` (#5545)
* Fix `save_one_box()`

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2021-11-06 19:28:03 +01:00
Glenn Jocher e189fa15ea
`intersect_dicts()` in hubconf.py fix (#5542) 2021-11-06 15:41:17 +01:00
Glenn Jocher cb18cac33d
Update autobatch.py (#5538)
* Update autobatch.py

* Update autobatch.py

* Update autobatch.py
2021-11-06 13:49:00 +01:00
Glenn Jocher 60e42e16c2
Update autobatch.py (#5536) 2021-11-06 12:21:17 +01:00
Glenn Jocher 32b8738735
Update `check_file()` avoid repeat URL downloads (#5526) 2021-11-05 19:22:47 +01:00
Glenn Jocher 853505339a
Fix `increment_path()` explicit file vs dir handling (#5523)
Resolves https://github.com/ultralytics/yolov5/pull/5341#issuecomment-961774729

Tests:
```python
import glob
import re
from pathlib import Path


def increment_path(path, exist_ok=False, sep='', mkdir=False):
    # Increment file or directory path, i.e. runs/exp --> runs/exp{sep}2, runs/exp{sep}3, ... etc.
    path = Path(path)  # os-agnostic
    if path.exists() and not exist_ok:
        path, suffix = (path.with_suffix(''), path.suffix) if path.is_file() else (path, '')
        dirs = glob.glob(f"{path}{sep}*")  # similar paths
        matches = [re.search(rf"%s{sep}(\d+)" % path.stem, d) for d in dirs]
        i = [int(m.groups()[0]) for m in matches if m]  # indices
        n = max(i) + 1 if i else 2  # increment number
        path = Path(f"{path}{sep}{n}{suffix}")  # increment path
    if mkdir:
        path.mkdir(parents=True, exist_ok=True)  # make directory
    return path


print(increment_path('runs'))
print(increment_path('export.py'))
print(increment_path('abc.def.dir'))
print(increment_path('abc.def.file'))
```
2021-11-05 15:46:20 +01:00
Glenn Jocher 17b5f5b974
Fix `increment_path()` with periods (#5518)
Fix for https://github.com/ultralytics/yolov5/issues/5503
```
python detect.py --visualize --source path/to/file.suffix1.jpg
```
2021-11-05 11:16:19 +01:00
Jirka Borovec 0155548384
precommit: isort (#5493)
* precommit: isort

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Update isort config

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Update name

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-11-04 17:24:25 +01:00
Glenn Jocher 5866646cc8
Fix float zeros format (#5491)
* Fix float zeros format

* 255 to integer
2021-11-03 23:36:53 +01:00
Glenn Jocher 84a8099b75
Update torch_utils.py import `LOGGER` (#5483) 2021-11-03 17:17:38 +01:00
Glenn Jocher df30426c03
Improve GPU name (#5478)
* Improve GPU name

* Update torch_utils.py

* Update torch_utils.py

* Update torch_utils.py

* Update torch_utils.py
2021-11-03 16:59:53 +01:00
Mrinal Jain 7476012a4d
Update `check_git_status()` to run under `ROOT` working directory (#5441)
* Updating check_git_status() to switch to the repository root before performing git ops

* More pythonic

* Linting

* Remove redundant Path() call

* Generalizing the context manager

* Fixing error in context manager

* Cleanup

* Change to decorator

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-11-02 22:16:01 +01:00
Glenn Jocher 7b1f7aec46
Update `get_loggers()` (#4854)
* Update `set_logging()`

* Update export.py

* pre-commit fixes

* Update LoadImages

* Update LoadStreams

* Update print_args

* Single LOGGER definition

* yolo.py fix

Co-authored-by: pre-commit <pre-commit@example.com>
2021-11-01 18:22:13 +01:00
Glenn Jocher 8c326a1edf
Meshgrid `indexing='ij'` for PyTorch 1.10 (#5309)
* Meshgrid `indexing='ij'` for PyTorch 1.10

Will not merge currently as breaks backwards compatibility.

* Meshgrid `indexing='ij'` for PyTorch 1.10

Will not merge currently as breaks backwards compatibility.

* Add check_version hard argument

* Update comment
2021-11-01 14:33:08 +01:00
Glenn Jocher 5d4258fac5
Fix MixConv2d() remove shortcut + apply depthwise (#5410) 2021-10-30 13:38:51 +02:00
Ayush Chaurasia 620b535f85
Update sweep.py (#5402) 2021-10-29 19:21:59 +02:00
Jirka Borovec ed887b5976
Add pre-commit CI actions (#4982)
* define pre-commit

* add CI code

* configure

* apply pre-commit

* fstring

* apply MD

* pre-commit

* Update torch_utils.py

* Update print strings

* notes

* Cleanup code-format.yml

* Update setup.cfg

* Update .pre-commit-config.yaml

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-10-28 18:35:01 +02:00
Glenn Jocher ca19df5f7f
Add `autobatch` feature for best `batch-size` estimation (#5092)
* Autobatch

* fix mem

* fix mem2

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update train.py

* print result

* Cleanup print result

* swap fix in call

* to 64

* use total

* fix

* fix

* fix

* fix

* fix

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Cleanup printing

* Update final printout

* Update autobatch.py

* Update autobatch.py

* Update autobatch.py
2021-10-25 13:56:13 +02:00
Ayush Chaurasia 692be757b6
W&B: Media panel fix (#5317) 2021-10-25 12:06:12 +02:00
Glenn Jocher 441b47c443
More informative `EarlyStopping()` message (#5303) 2021-10-22 20:02:19 +02:00
jdfr 15e8c4c15b
take EXIF orientation tags into account when fixing corrupt images (#5270)
* take EXIF orientation tags into account when fixing corrupt images

* fit 120 char

* sort imports

* Update local exif_transpose comment

We have a local inplace version that is faster than the official as the image is not copied. AutoShape() uses this for Hub models, but here it is not important as the datasets.py usage is infrequent (AutoShape() it is applied every image).

* Update datasets.py

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-10-20 21:35:47 +02:00
jdfr db3bbdde0e
autosplit: take image files with uppercase extensions into account (#5269)
* take image files with uppercase extensions into account in autosplit

* case fix

* Refactor implementation

Removes additional variable (capital variable names are also only for global variables), and uses the same methodology as implemented earlier in datasets.py L409.

* Remove redundant rglob characters

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-10-20 19:25:33 +02:00
Glenn Jocher 752d97df2c
Add `on_fit_epoch_end` callback (#5232)
* Add `on_fit_epoch_end` callback

* Add results to train

* Update __init__.py
2021-10-18 14:28:22 +02:00
Glenn Jocher 13f7275555
Update/inplace ops (#5233)
* Clip Objects365 autodownload labels (#5214)

Fixes out of bounds labels that seem to affect ~10% of images in dataset.

* Inplace ops
2021-10-18 14:24:48 +02:00
Glenn Jocher 991c654e81
Autofix duplicate label handling (#5210)
* Autofix duplicate labels

PR changes duplicate label handling from report error and ignore image-label pair to report warning and autofix image-label pair. 

This should fix this common issue for users and allow everyone to get started and get a model trained faster and easier than before.

* sign fix

* Cleanup

* Increment cache version

* all to any fix
2021-10-15 12:32:08 -07:00
Glenn Jocher 7ee5aed0b3
Improved check_suffix() robustness to `''` and `""` (#5192)
* Improved check_suffix() robustness to `''` and `""`

* Cleanup
2021-10-14 12:00:39 -07:00
NauchtanRobotics 0be58f16f0
Adjust legend labels for classes without instances (#5174)
* legend-labels Adjust legend labels for classes without instances.

* #5158 Re-indexed series names: only classes containing data.

* #5158 Re-indexed series names: only classes containing data.

* Cleanup

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-10-14 11:57:00 -07:00
Ayush Chaurasia 1172ac15fb
W&B: DDP fix (#5176)
* fix dpp with wandb disabled

* PyCharm reformat

* Fix

* fix

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-10-13 20:11:04 -07:00
Glenn Jocher e520e820f1
Update autodownload fallbacks to v6.0 assets (#5177) 2021-10-13 19:58:38 -07:00
Ayush Chaurasia d0bfeb3980
W&B: fix DDP with wandb disabled (#5163)
* fix dpp with wandb disabled

* PyCharm reformat

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-10-13 16:17:15 -07:00
Glenn Jocher a346926996
Add class filtering to `LoadImagesAndLabels()` dataloader (#5172)
* Add train class filter feature to datasets.py

Allows for training on a subset of total classes if `include_class` list is defined on datasets.py L448:
```python
        include_class = []  # filter labels to include only these classes (optional)
```

* segments fix
2021-10-13 15:48:54 -07:00
Jebastin Nadar 9d75e42f98
Refactor `Detect()` anchors for ONNX <> OpenCV DNN compatibility (#4833)
* refactor anchors and anchor_grid in Detect Layer

* fix CI failures by adding compatibility

* fix tf failure

* fix different devices errors

* Cleanup

* fix anchors overwriting issue

* better refactoring

* Remove self.anchor_grid shape check (redundant with self.grid check)

Also PEP8 / 120 line width

* Convert _make_grid() from static to dynamic method

* Remove anchor_grid.to(device)

clone() should already clone to same device as self.anchors

* fix different devices error

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-10-11 09:58:42 -07:00
Glenn Jocher 4cf7d487a6
Update plots.py (#5127) 2021-10-11 01:59:22 -07:00
Glenn Jocher 276b674513
Fix SKU-110K HUB: `OSError` (#5106) 2021-10-09 00:12:59 -07:00
Egor Orel 48b00dbc0d
Re-open IP-camera videostream if disconnected (#5074)
* Re-open IP-camera videostream if disconnected. Provide IP-streaming analysis stability

* Re-open IP-camera videostream if disconnected. Provide IP-streaming analysis stability

* `self.imgs[i] *= 0` bug fix and cleanup

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-10-07 23:26:43 -07:00
Glenn Jocher 57ce73cd4f
Update datasets.py comments (#5088) 2021-10-07 16:04:08 -07:00
Glenn Jocher 070af88108
Fix `yaml.safe_load()` ignore emoji errors (#5060) 2021-10-05 13:41:52 -07:00
Zhiqiang Wang 1922ddeac0
Fix pylint: do not use bare 'except' (#5025)
* Fix E722, do not use bare 'except'

* Remove used codes

* Add FileNotFoundError in LoadImagesAndLabels

* Remove AssertionError

* Ignore LoadImagesAndLabels

* Ignore downloads.py

* Ignore torch_utils.py

* Ignore train.py

* Ignore datasets.py

* Enable utils/download.py

* Fixing exception in thop

* Remove unused code

* Fixing exception in LoadImagesAndLabels

* Fixing exception in exif_size

* Fixing exception in parse_model

* Ignore exceptions in requests

* Revert the exception as suggested

* Revert the exception as suggested
2021-10-03 17:54:40 -07:00
Glenn Jocher ba99092304
Update W&B README (#5006) 2021-09-30 00:35:00 -07:00
Kalen Michael 76d301bd21
Fix URL parsing bug (#4998)
* added callbacks

* added back callback to main

* added save_dir to callback output

* merged in upstream

* removed ghost code

* fixed parsing error for google temp links

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-09-29 10:48:45 -07:00
Diego Montes 0c87478713
Update wandb_utils.py (#4953)
`is_valset_wandb_artifact` and `is_trainset_wandb_artifact` were referenced before assignment causing wandb to be unusable.
2021-09-28 12:22:31 -07:00
Diego Montes c1bed601e9
Fix `isascii()` method calls for python 3.6 (#4958)
* fix isascii for python3.6

* update comment with python 3.7 note

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-09-27 20:16:23 -07:00
Glenn Jocher a820b43aca
Automatic Chinese fonts plotting (#4951)
* Automatic Chinese fonts plotting

* Default PIL=False
2021-09-27 13:48:15 -07:00
Glenn Jocher 5a8e4343d8
Scope `check_file()` search space (#4933)
`check_file()` is now limited to searching opt-in directories: /data, /models, /utils. This prevents large non-project directories like /.git and /venv from being searched, which may cause `check_file()` to slow significantly.
2021-09-26 17:11:46 -07:00
Glenn Jocher 793383232f
Update default Albumentations (#4931) 2021-09-26 12:10:33 -07:00
Glenn Jocher 39c17ce0b9
Fix `root` referenced before assignment (#4920)
* Fix `root` referenced before assignment

Fix for bug introduced by #4919 discovered on VOC autodownload:
```
python train.py --data VOC.yaml
```

* Cleanup
2021-09-25 09:16:14 -07:00
Glenn Jocher a64a4c839f
Replace `os.system('unzip file.zip')` -> `ZipFile.extractall()` (#4919)
* Replace `os.system('unzip file.zip')` -> `ZipFile.extractall()`

* Cleanup
2021-09-25 08:52:36 -07:00
Jiacong Fang ce7fa81d4e
Avoid out-of-image class labels (#4902)
* Avoid out-of-image class labels

* Update plots.py

* Cleanup

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-09-24 09:23:28 -07:00
Ayush Chaurasia 59aae85a7e
W&B: Fix dataset check (#4879)
* evolve fix

* Enable login timeout

* fix pkg

* check rank

* don't relogin

* fix

* reformat
2021-09-21 20:02:32 +02:00
Ayush Chaurasia 9febea79de
W&B: Login only in master processes (#4866)
* evolve fix

* Enable login timeout

* fix pkg

* check rank

* don't relogin
2021-09-20 16:19:34 +02:00
Glenn Jocher 8ad9e4ed5b
Annotator `check_font()` RANK -1 remove progress (#4864)
* Annotator `check_font()` RANK -1 remove progress

* Cleanup
2021-09-20 13:57:23 +02:00
Glenn Jocher 4c839eeb10
Simplify `check_requirements()` usage (#4855)
* Simplify `check_requirements()` usage

* remove assert, print()
2021-09-18 18:34:30 +02:00
Glenn Jocher 4d1a2ac87e
Update `sys.path.append(str(ROOT))` (#4852)
* Update `sys.path.append(str(ROOT))`

* Cleanup
2021-09-18 15:02:08 +02:00
Glenn Jocher 3732f9ac8a
Refactor argparser printing to `print_args()` (#4850)
* Refactor argparser printing to `print_args()`

* Cleanup
2021-09-18 14:16:19 +02:00
Glenn Jocher 84bfa89236
Consolidate `init_seeds()` (#4849) 2021-09-18 13:28:42 +02:00
Ayush Chaurasia 302a1b0bb0
W&B: Enable login timeout (#4843)
* evolve fix

* Enable login timeout

* fix pkg
2021-09-17 18:59:34 +02:00
Glenn Jocher 4fdaec0449
Single `cache_version` definition (#4846)
Defines dataset labels *.cache version in a single place, fixing a bug introduced in #4845.
2021-09-17 18:01:52 +02:00
Glenn Jocher fe39562a5f
Sorted datasets update to `cache_labels()` (#4845)
PR should produce datasets sorted alphabetically by filename. Cache version incremented to 0.5. 

Note: will force a one-time re-caching of existing datasets on first-use.
2021-09-17 17:35:45 +02:00
Glenn Jocher 3a822a22ce
`PIL.ImageDraw.text(anchor=...)` removal, reduce to `>=7.1.2` (#4842)
* Unpin Pillow

* Update requirements.txt

* Update plots.py
2021-09-17 13:02:37 +02:00
Glenn Jocher 27a4736e96
Fix val.py study plot (#4831)
* Fix val.py study plot

* call plot_val_study

* Rename plot_study_txt to plot_val_study
2021-09-16 17:55:58 +02:00
Kalen Michael 43b2817f6e
Feature/fix export on url (#4823)
* added callbacks

* added back callback to main

* added save_dir to callback output

* merged in upstream

* removed ghost code

* added url check

* Add url2file()

* Update file-only

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-09-16 13:33:54 +02:00
Jihoon Kim fcb225c1c8
Shuffle all 4(or 9) images in mosaic augmentation (#4787)
Thank you for sharing nice open-source codes 👍

I applied to shuffle the order of all 4(or 9) images in mosaic augmentation

Currently, the order of images in mosaic augmentation is not completely random.
The remaining images except the first are randomly arranged. Apply shuffle all to increase the diversity of data composition.
2021-09-15 00:57:06 +02:00
Glenn Jocher c3a93d783d
Add TensorFlow formats to `export.py` (#4479)
* Initial commit

* Remove unused export_torchscript return

* ROOT variable

* Add prefix to fcn arg

* fix ROOT

* check_yaml into run()

* interim fixes

* imgsz=(320, 320)

* Hardcode tf_raw_resize False

* Finish opt elimination

* Update representative_dataset_gen()

* Update export.py with TF methods

* SiLU and GraphDef fixes

* file_size() directory handling feature

* export fixes

* add lambda: to representative_dataset

* Detect training False default

* Fuse false for TF models

* Embed agnostic NMS arguments

* Remove lambda

* TensorFlow.js export success

* Add pb to Usage

* Add *_tfjs_model/ to ignore files

* prepend YOLOv5 to function headers

* Remove end --- comments

* parameterize tfjs export pb file

* update run() data default /ROOT

* update --include help

* update imports

* return ct_model

* Consolidate TFLite export

* pb prerequisite to tfjs

* TF modules CamelCase

* Remove exports from tf.py and cleanup

* pass agnostic NMS arguments

* CI

* CI

* ignore *_web_model/

* Add tensorflow to CI dependencies

* CI tensorflow-cpu

* Update requirements.txt

* Remove tensorflow check_requirement

* CI coreml tfjs

* export only onnx torchscript

* reorder exports torchscript first
2021-09-12 15:52:24 +02:00
Glenn Jocher c47be26f34
Replace `path.absolute()` with `path.resolve()` (#4763) 2021-09-11 22:46:33 +02:00
Glenn Jocher cd810c8286
Centralize `user_config_dir()` decision making (#4755) 2021-09-11 16:32:08 +02:00
Glenn Jocher 22ee6fb7c1
Update `is_writeable()` for 2 methods (#4744)
* Writeable test

* Fix

* Cleanup
2021-09-10 17:52:33 +02:00
Glenn Jocher a144536f88
Fix `is_writeable()` for 3 OS support (#4743)
* Fix `is_writeable()` for 3 OS support

* Update general.py
2021-09-10 17:06:22 +02:00
Josh Veitch-Michaelis 19e28e3bfe
Add `callbacks` to train function in W&B sweep (#4742)
* add callbacks to train function in wandb sweep

Fix following https://github.com/ultralytics/yolov5/pull/4688 which modified the function signature to `train`

* Cleanup

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-09-10 16:28:52 +02:00
Glenn Jocher 4a025ae97f
Fix `user_config_dir()` for GCP/AWS functions (#4726)
* Fix `user_config_dir()` for GCP/AWS functions

Compatability fix for GCP functions and AWS lambda for user config directory in https://github.com/ultralytics/yolov5/pull/4628

* Windows skip check
2021-09-09 17:57:46 +02:00
JD Costa deb434aefa
Make CONFIG_DIR configurable per environment variable (#4727) 2021-09-09 15:29:18 +02:00
Glenn Jocher 8e94bf62d9
Add `user_config_dir('Ultralytics')` (#4715)
* Add `user_config_dir`

* Linux to .config
2021-09-08 18:13:59 +02:00
Glenn Jocher 25a7e1dae5
Update `check_yaml()` comment (#4713)
* Update `check_yaml()` comment

* Cleanup
2021-09-08 16:01:03 +02:00
Glenn Jocher f984cce52a
Fix `check_suffix()` (#4712)
Fix a bug when `file=''`
2021-09-08 15:06:31 +02:00
Glenn Jocher a2b3c71636
Add suffix checks (#4711)
* Add suffix checks

* Cleanup

* Cleanup2

* Cleanup3
2021-09-08 14:36:12 +02:00
Zhiqiang Wang 8e5f9ddbdb
Remove redundant `ComputeLoss` code (#4701) 2021-09-08 12:48:33 +02:00
Kalen Michael 2317f86ca4
Optimised Callback Class to Reduce Code and Fix Errors (#4688)
* added callbacks

* added back callback to main

* added save_dir to callback output

* reduced code count

* updated callbacks

* added default callback class to main, added missing parameters to on_model_save

* Glenn updates

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-09-07 18:32:15 +02:00
Glenn Jocher 548745181a
EarlyStopper updates (#4679) 2021-09-05 19:09:53 +02:00
Glenn Jocher 234e8ae6fa
Fix for `plot_evolve()` string argument (#4639) 2021-09-01 15:00:13 +02:00
Glenn Jocher de534e9221
Fix 3 for Arial.ttf redownloads with hub inference (#4629)
Fix 3 for Arial.ttf redownloads with hub inference, follow-on to #4628.
2021-08-31 20:54:10 +02:00
Glenn Jocher a4e8f78c5e
Fix 2 for Arial.ttf redownloads with hub inference (#4628) 2021-08-31 20:05:17 +02:00
Glenn Jocher ba0f80874f
Fix for Arial.ttf redownloads with hub inference (#4627) 2021-08-31 15:01:41 +02:00
Glenn Jocher 50a9828679
DDP `torch.jit.trace()` `--sync-bn` fix (#4615)
* Remove assert

* debug0

* trace=not opt.sync

* sync to sync_bn fix

* Cleanup
2021-08-30 18:35:07 +02:00
Glenn Jocher bb5ebc290e
Close `matplotlib` plots after opening (#4612)
* Close plots

* Replace fig.close() for plt.close()
2021-08-30 17:22:21 +02:00
Ayush Chaurasia 11e7c7b48d
W&B: Don't log models in evolve operation (#4611) 2021-08-30 17:07:20 +02:00
Glenn Jocher 3a72d4a7e3
Update `check_git_status()` warning (#4610) 2021-08-30 17:05:45 +02:00
Glenn Jocher e7d1842a98
Auto-download Arial.ttf on init (#4606)
* Auto-download Arial.ttf on init

* Fix ROOT
2021-08-30 14:58:22 +02:00
Glenn Jocher dc13820c9d
TensorBoard `on_train_end()` speed improvements (#4605) 2021-08-30 13:01:41 +02:00
Glenn Jocher b894e69dfc
Update mosaic plots font size (#4596) 2021-08-29 18:05:49 +02:00
Glenn Jocher dbbc6b5c48
Re-order `plots.py` to class-first (#4595) 2021-08-29 17:44:51 +02:00
Glenn Jocher e5e5ebc799
Auto-UTF handling (#4594) 2021-08-29 17:15:18 +02:00
Glenn Jocher de44376d1b
Create `Annotator()` class (#4591)
* Add Annotator() class

* Download Arial

* 2x for loop

* Cleanup

* tuple 2 list

* max_size=1920

* bold logging results to

* tolist()

* im = annotator.im

* PIL save in detect.py

* Smart asarray in detect.py

* revert to cv2.imwrite

* Cleanup

* Return result asarray

* Add `Profile()` profiler

* CamelCase Timeout

* Resize after mosaic

* pillow>=8.0.0

* daemon imwrite

* Add cv2 support

* Remove plot_wh_methods and plot_one_box

* pil=False for hubconf.py annotations

* im.shape bug fix

* colorstr common.py

* join daemons

* Update t.daemon

* Removed daemon saving
2021-08-29 16:46:13 +02:00
Takumi Karasawa 7b35971ba5
Fix bug in `plot_one_box` when label is `None` (#4588) 2021-08-29 15:08:27 +02:00
Glenn Jocher bbfafeabdb
Add `Profile()` profiler (#4587)
* Add `Profile()` profiler

* CamelCase Timeout
2021-08-29 13:49:04 +02:00
Glenn Jocher 93cc015748
Add EarlyStopping feature (#4576)
* Add EarlyStopping feature

* Add comment

* Cleanup

* Cleanup2

* debug

* debug2

* debug3

* debug3

* debug4

* debug5

* debug6

* debug7

* debug8

* debug9

* debug10

* debug11

* debug12

* Cleanup

* Add TODO for known DDP issue
2021-08-28 19:03:52 +02:00
Glenn Jocher 8ac96b7975
Fix for AP calculation limits 0.0 - 1.0 (#4563)
This PR brings alignment in AP computation practices with Detectron2 and MMDetection. 

Problem first noted by @yusiyoh in https://github.com/ultralytics/yolov5/issues/4546
2021-08-27 13:23:29 +02:00
Glenn Jocher e899d6e8fb
Fix for corrupt JPEGs auto-fix PR (#4560)
Auto-fix corrupt JPEGs PR introduced a bug whereby the f.seek() operation read all of the bytes in the image, resulting in the PIL image having nothing to read upon the .save() operation. 

Fix was to re-open the image using PIL before saving.
2021-08-27 13:01:21 +02:00
Glenn Jocher 11f85e7e71
Auto-fix corrupt JPEGs (#4548)
* Autofix corrupt JPEGs

This PR automatically re-saves corrupt JPEGs and trains with the resaved images. WARNING: this will overwrite the existing corrupt JPEGs in a dataset and replace them with correct JPEGs, though the filesize may increase and the image contents may not be exactly the same due to lossy JPEG compression schemes. Results may vary by JPEG decoder and hardware.

Current behavior is to exclude corrupt JPEGs from training with a warning to the user, but many users have been complaining about large parts of their dataset being excluded from training.

* Clarify re-save reason
2021-08-26 15:51:04 +02:00
Glenn Jocher 7b1643b5b5
Add `install=True` argument to `check_requirements` (#4512)
* Add `install=True` argument to `check_requirements`

* Update general.py
2021-08-23 14:38:30 +02:00
Ayush Chaurasia 7316b78e36
W&B: Refactor the wandb_utils.py file (#4496)
* Improve docstrings and run names

* default wandb login prompt with timeout

* return key

* Update api_key check logic

* Properly support zipped dataset feature

* update docstring

* Revert tuorial change

* extend changes to log_dataset

* add run name

* bug fix

* bug fix

* Update comment

* fix import check

* remove unused import

* Hardcore .yaml file extension

* reduce code

* Reformat using pycharm

* Remove redundant try catch

* More refactoring and bug fixes

* retry

* Reformat using pycharm

* respect LOGGERS include list

* Fix

* fix

* refactor constructor

* refactor

* refactor

* refactor

* PyCharm reformat

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-08-23 13:10:07 +02:00
Huu Quan, CAP 1d65e8194d
Fix missing labels after albumentations (#4455)
* fix missing labels after augmentation

* Update datasets.py

Cleanup

Co-authored-by: Huu Quan <huuquan@HuuQuans-MacBook.local>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-08-18 12:07:09 +02:00
Jiacong Fang 808bcad3bb
Add TensorFlow and TFLite export (#1127)
* Add models/tf.py for TensorFlow and TFLite export

* Set auto=False for int8 calibration

* Update requirements.txt for TensorFlow and TFLite export

* Read anchors directly from PyTorch weights

* Add --tf-nms to append NMS in TensorFlow SavedModel and GraphDef export

* Remove check_anchor_order, check_file, set_logging from import

* Reformat code and optimize imports

* Autodownload model and check cfg

* update --source path, img-size to 320, single output

* Adjust representative_dataset

* Put representative dataset in tfl_int8 block

* detect.py TF inference

* weights to string

* weights to string

* cleanup tf.py

* Add --dynamic-batch-size

* Add xywh normalization to reduce calibration error

* Update requirements.txt

TensorFlow 2.3.1 -> 2.4.0 to avoid int8 quantization error

* Fix imports

Move C3 from models.experimental to models.common

* Add models/tf.py for TensorFlow and TFLite export

* Set auto=False for int8 calibration

* Update requirements.txt for TensorFlow and TFLite export

* Read anchors directly from PyTorch weights

* Add --tf-nms to append NMS in TensorFlow SavedModel and GraphDef export

* Remove check_anchor_order, check_file, set_logging from import

* Reformat code and optimize imports

* Autodownload model and check cfg

* update --source path, img-size to 320, single output

* Adjust representative_dataset

* detect.py TF inference

* Put representative dataset in tfl_int8 block

* weights to string

* weights to string

* cleanup tf.py

* Add --dynamic-batch-size

* Add xywh normalization to reduce calibration error

* Update requirements.txt

TensorFlow 2.3.1 -> 2.4.0 to avoid int8 quantization error

* Fix imports

Move C3 from models.experimental to models.common

* implement C3() and SiLU()

* Fix reshape dim to support dynamic batching

* Add epsilon argument in tf_BN, which is different between TF and PT

* Set stride to None if not using PyTorch, and do not warmup without PyTorch

* Add list support in check_img_size()

* Add list input support in detect.py

* sys.path.append('./') to run from yolov5/

* Add int8 quantization support for TensorFlow 2.5

* Add get_coco128.sh

* Remove --no-tfl-detect in models/tf.py (Use tf-android-tfl-detect branch for EdgeTPU)

* Update requirements.txt

* Replace torch.load() with attempt_load()

* Update requirements.txt

* Add --tf-raw-resize to set half_pixel_centers=False

* Add --agnostic-nms for TF class-agnostic NMS

* Cleanup after merge

* Cleanup2 after merge

* Cleanup3 after merge

* Add tf.py docstring with credit and usage

* pb saved_model and tflite use only one model in detect.py

* Add use cases in docstring of tf.py

* Remove redundant `stride` definition

* Remove keras direct import

* Fix `check_requirements(('tensorflow>=2.4.1',))`

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-08-17 13:18:16 +02:00
Glenn Jocher f3e3f7603f
TFLite prep (#4436) 2021-08-16 17:25:06 +02:00
Glenn Jocher 19d03a955c
Remove DDP process group timeout (#4422) 2021-08-15 18:32:41 +02:00
Glenn Jocher 24bea5e4b7
Standardize headers and docstrings (#4417)
* Implement new headers

* Reformat 1

* Reformat 2

* Reformat 3 - math

* Reformat 4 - yaml
2021-08-14 21:17:51 +02:00
Glenn Jocher 2da4e7acf7
Merge PIL and OpenCV in `plot_one_box(use_pil=False)` (#4416)
* Merge PIL and OpenCV box plotting functions

* Add ASCII check to plot_one_box

* Cleanup

* Cleanup2
2021-08-14 17:44:15 +02:00
Glenn Jocher 63e09fdc48
Remove `encoding='ascii'` (#4413)
* Remove `encoding='ascii'`

* Reinstate `encoding='ascii'` in emojis()
2021-08-14 13:47:20 +02:00
Glenn Jocher e086347377
Update plots.py (#4407) 2021-08-14 12:50:27 +02:00
Glenn Jocher 3e7c59ad3b
Fix rename `utils.google_utils` to `utils.downloads` (#4393) 2021-08-11 23:40:47 +02:00
Ayush Chaurasia a4e4553040
W&B: Fix for 4360 (#4388)
* Improve docstrings and run names

* default wandb login prompt with timeout

* return key

* Update api_key check logic

* Properly support zipped dataset feature

* update docstring

* Revert tuorial change

* extend changes to log_dataset

* add run name

* bug fix

* bug fix

* Update comment

* fix import check

* remove unused import

* Hardcore .yaml file extension

* reduce code

* Reformat using pycharm

* Remove redundant try catch

* More refactoring and bug fixes

* retry

* Reformat using pycharm

* respect LOGGERS include list

* Fix

* fix

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-08-11 21:56:25 +02:00
Ayush Chaurasia 75d323dd8b
W&B: Add advanced features tutorial (#4384)
* Improve docstrings and run names

* default wandb login prompt with timeout

* return key

* Update api_key check logic

* Properly support zipped dataset feature

* update docstring

* Revert tuorial change

* extend changes to log_dataset

* add run name

* bug fix

* bug fix

* Update comment

* fix import check

* remove unused import

* Hardcore .yaml file extension

* reduce code

* Reformat using pycharm

* Remove redundant try catch

* More refactoring and bug fixes

* retry

* Reformat using pycharm

* respect LOGGERS include list

* Initial readme update

* Update README.md

* Update README.md

* Update README.md

* Update README.md

* Update README.md

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-08-11 18:35:43 +02:00
Sudhanshu Singh f409d8e54f
Update README.md (#4309)
remove unnecessary "`"
2021-08-04 22:11:48 +02:00
Glenn Jocher e78aeac973
Evolve in CSV format (#4307)
* Update evolution to CSV format

* Update

* Update

* Update

* Update

* Update

* reset args

* reset args

* reset args

* plot_results() fix

* Cleanup

* Cleanup2
2021-08-04 17:13:38 +02:00
Glenn Jocher 4103ce9ad0
Simplify callbacks (#4289) 2021-08-04 13:17:35 +02:00
imyhxy 771ac6c53d
Fixed logging level in distributed mode (#4284)
Co-authored-by: fkwong <huangfuqiang@transai.cn>
2021-08-03 13:11:42 +02:00
junji hashimoto 2d99063201
Feature `python train.py --cache disk` (#4049)
* Add cache-on-disk and cache-directory to cache images on disk

* Fix load_image with cache_on_disk

* Add no_cache flag for load_image

* Revert the parts('logging' and a new line) that do not need to be modified

* Add the assertion for shapes of cached images

* Add a suffix string for cached images

* Fix boundary-error of letterbox for load_mosaic

* Add prefix as cache-key of cache-on-disk

* Update cache-function on disk

* Add psutil in requirements.txt

* Update train.py

* Cleanup1

* Cleanup2

* Skip existing npy

* Include re-space

* Export return character fix

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-08-02 18:47:24 +02:00
Ayush Chaurasia 621caea53c
W&B: Fix sweep bug (#4276)
* Improve docstrings and run names

* default wandb login prompt with timeout

* return key

* Update api_key check logic

* Properly support zipped dataset feature

* update docstring

* Revert tuorial change

* extend changes to log_dataset

* add run name

* bug fix

* bug fix

* Update comment

* fix import check

* remove unused import

* Hardcore .yaml file extension

* reduce code

* Reformat using pycharm

* Remove redundant try catch

* More refactoring and bug fixes

* retry

* Reformat using pycharm

* respect LOGGERS include list

* call wandblogger.log instead of wandb.log

* Fix Sweep bug

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-08-02 18:41:52 +02:00
Ayush Chaurasia cd540d8625
W&B: suppress warnings (#4257)
* Improve docstrings and run names

* default wandb login prompt with timeout

* return key

* Update api_key check logic

* Properly support zipped dataset feature

* update docstring

* Revert tuorial change

* extend changes to log_dataset

* add run name

* bug fix

* bug fix

* Update comment

* fix import check

* remove unused import

* Hardcore .yaml file extension

* reduce code

* Reformat using pycharm

* Remove redundant try catch

* More refactoring and bug fixes

* retry

* Reformat using pycharm

* respect LOGGERS include list

* call wandblogger.log instead of wandb.log

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-08-01 12:06:53 +02:00
Kalen Michael b74929c910
Add `train.py` and `val.py` callbacks (#4220)
* added callbacks

* Update callbacks.py

* Update train.py

* Update val.py

* Fix CamlCase add staticmethod

* Refactor logger into callbacks

* Cleanup

* New callback on_val_image_end()

* Add curves and results images to TensorBoard

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-08-01 00:18:07 +02:00
Glenn Jocher d8f18834a2
Update `profile()` for CUDA Memory allocation (#4239)
* Update profile()

* Update profile()

* Update profile()

* Update profile()

* Update profile()

* Update profile()

* Update profile()

* Update profile()

* Update profile()

* Update profile()

* Update profile()

* Update profile()

* Cleanup
2021-07-30 18:17:19 +02:00
Glenn Jocher 9468657502
Update profiler (#4236) 2021-07-30 16:00:47 +02:00
Glenn Jocher 7820614c40
Add `@try_except` decorator (#4224) 2021-07-29 17:23:35 +02:00
Glenn Jocher b60b62e874
PyCharm reformat (#4209)
* PyCharm reformat

* YAML reformat

* Markdown reformat
2021-07-28 23:35:14 +02:00
Ayush Chaurasia 750465edae
W&B: More improvements and refactoring (#4205)
* Improve docstrings and run names

* default wandb login prompt with timeout

* return key

* Update api_key check logic

* Properly support zipped dataset feature

* update docstring

* Revert tuorial change

* extend changes to log_dataset

* add run name

* bug fix

* bug fix

* Update comment

* fix import check

* remove unused import

* Hardcore .yaml file extension

* reduce code

* Reformat using pycharm

* Remove redundant try catch

* More refactoring and bug fixes

* retry

* Reformat using pycharm

* respect LOGGERS include list

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-07-28 23:25:15 +02:00
Ayush Chaurasia e88e8f7a98
W&B: Restructure code to support the new dataset_check() feature (#4197)
* Improve docstrings and run names

* default wandb login prompt with timeout

* return key

* Update api_key check logic

* Properly support zipped dataset feature

* update docstring

* Revert tuorial change

* extend changes to log_dataset

* add run name

* bug fix

* bug fix

* Update comment

* fix import check

* remove unused import

* Hardcore .yaml file extension

* reduce code

* Reformat using pycharm

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-07-28 17:40:08 +02:00
Glenn Jocher 5d66e48723
Train from `--data path/to/dataset.zip` feature (#4185)
* Train from `--data path/to/dataset.zip` feature

* Update dataset_stats()

* cleanup

* cleanup2
2021-07-28 02:04:10 +02:00
Ayush Chaurasia 63a1971e31
Improve docstrings and run names (#4174) 2021-07-27 15:13:32 +02:00
Glenn Jocher 0ad6301c96
Update script headers (#4163)
* Update download script headers

* cleanup

* bug fix attempt

* bug fix attempt2

* bug fix attempt3

* cleanup
2021-07-26 15:23:33 +02:00
Glenn Jocher 96e36a7c91
New CSV Logger (#4148)
* New CSV Logger

* cleanup

* move batch plots into Logger

* rename comment

* Remove total loss from progress bar

* mloss :-1 bug fix

* Update plot_results()

* Update plot_results()

* plot_results bug fix
2021-07-25 19:06:37 +02:00
Glenn Jocher efe60b5681
Refactor train.py and val.py `loggers` (#4137)
* Update loggers

* Config

* Update val.py

* cleanup

* fix1

* fix2

* fix3 and reformat

* format sweep.py

* Logger() class

* cleanup

* cleanup2

* wandb package import fix

* wandb package import fix2

* txt fix

* fix4

* fix5

* fix6

* drop wandb into utils/loggers

* fix 7

* rename loggers/wandb_logging to loggers/wandb

* Update message

* Update message

* Update message

* cleanup

* Fix x axis bug

* fix rank 0 issue

* cleanup
2021-07-25 01:18:39 +02:00
Glenn Jocher 63dd65e7ed
Update train.py (#4136)
* Refactor train.py

* Update imports

* Update imports

* Update optimizer

* cleanup
2021-07-24 16:11:39 +02:00
imyhxy 4495e00016
Fix indentation in `log_training_progress()` (#4126) 2021-07-23 14:55:00 +02:00
Glenn Jocher 4bad914761
Update resume.py (#4115) 2021-07-22 17:22:11 +02:00
Glenn Jocher 2c073cd207
Add train.py ``--img-size` floor (#4099) 2021-07-21 16:50:47 +02:00
Ayush Chaurasia 0cc7c58787
W&B: fix refactor bugs (#4069) 2021-07-19 13:57:13 +02:00
Glenn Jocher 7fdcc77bf4
Albumentations >= 1.0.3 (#4068) 2021-07-19 13:23:19 +02:00
Glenn Jocher c8a98cb7cb
Missing `nc` and `names` handling in check_dataset() (#4066) 2021-07-19 13:10:21 +02:00
Glenn Jocher f7d8562060
`val.py` refactor (#4053)
* val.py refactor

* cleanup

* cleanup

* cleanup

* cleanup

* save after eval

* opt.imgsz bug fix

* wandb refactor

* dataloader to train_loader

* capitalize global variables

* runs/hub/exp to runs/detect/exp

* refactor wandb logging

* Refactor wandb operations (#4061)

Co-authored-by: Ayush Chaurasia <ayush.chaurarsia@gmail.com>
2021-07-19 10:43:01 +02:00
Ayush Chaurasia 62409eea08
W&B sweeps support (#3938)
* Add support for W&B Sweeps

* Update and reformat

* Update search space

* reformat

* reformat sweep.py

* Update sweep.py

* Move sweeps files to wandb dir

* Remove print

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-07-14 19:13:02 +02:00
Glenn Jocher 720aaa65c8
Rename `test.py` to `val.py` (#4000) 2021-07-14 15:43:54 +02:00
Glenn Jocher b3dabdcc38
Update `probability` to `p` (#3980) 2021-07-12 15:54:43 +02:00
Glenn Jocher 90e60b403d
Update `np.random.random()` to `random.random()` (#3967) 2021-07-11 16:56:36 +02:00
Glenn Jocher 8298ce5e88
Update `albumentations>=1.0.2` (#3966) 2021-07-11 15:49:30 +02:00
Glenn Jocher 80299a57e2
Numerical stability fix for Albumentations (#3958) 2021-07-10 19:50:53 +02:00
Glenn Jocher 443af8b25a
Cache v0.4 update (#3954) 2021-07-10 14:18:46 +02:00
Glenn Jocher a26e7de2bf
Update augmentations.py (#3948) 2021-07-09 16:45:04 +02:00
Glenn Jocher 248504cf13
Feature visualization improvements 32 (#3947) 2021-07-09 15:23:02 +02:00