tinygrad/docs/showcase
sehaj 775287ed91
Add yolov8 implementation (#806)
* added SPPF module from yolov8

* added conv_block, bottleneck modules

* cleaned modules

* c2f example

* spf changes

* C2f

* fixed and tested bottleneck

* improved detect class

* tested spf and conv

* checked c2f

* DFL structure

* fixed dfl

* added dist2bbox function

* added dist2bbox function

* added and tested make_anchors function for the head

* keeping functions above

* creating the detection head

* fixing head

* untested blocks a. scale_boxes b. clip_boxes c. xywh2xyxy d. box_iou

* head works

* structure fixx

* added darknet (backbone)

* yolov8 neck, and intialize bias function while detection

* fixed spacing

* yolov8 class, init bias, and fixed c2f

* forward pass almost working

* fixed net structure

* init bias not needed, forward pass working

* load weights boilerplate

* load weights done?

* all variants loading!

* post process: clip_boxes, scale_boxes, xywh2xyxy, and box_iou(untested)

* fix scale_boxes

* box_iou fixed and tested

* created the pre nms function

* fix nms

* fixed load weights, apparently the latest commit broke something, excluding num_batches_tracked

* added letterbox and pre_tranform for pre_process function

* fixed letterbox, pre_transform and added preprocess function

* custom NMS done, integrated prepare_boxes and nms, improved box_iou

* added postprocess function till parsing

* added draw_bounding_boxes_and_save function

* testing full flow

* using fetch for class names

* fixed make_anchors + all tinygrad now

* added command line arguments, weight downloading

* single image for now only

* made draw boxes more efficient

* made NMS functions efficient

* made compute_transform better

* v8 working now, inference is done

* prints objects detected in console now

* fixed image loading (pre processing)

* batch post processing

* created initial tests

* fixes bounding box thickness AND added get_detected_classes_with_frequency function

* cleaning for testing

* two tests

* added url option for image, removed need for specifiying arguments

* tests complete, but lots on things are printed on screen by ultralytics

* remove parse arguments

* fixed weight location

* fixed colours of classes, and black font when high brightness

* minor changes

* TODOs for later

* removed use of torch, using .npz weights

* fixed tests

* one path for fetch

* preprocess now in tinygrad, plus test fix for that

* updated tests

* fix tests

* no class labels needed

* Add files via upload

* Update showcase.md

* Update showcase.md

* added safe tensors as weights, and tests fix for that

* safe tensors test

* using safe_load

* using tinygrad functions now to load weights

* update tests

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Co-authored-by: r3sist-uniq <amanmatreja@gmail.com>
Co-authored-by: r3sist <72573738+r3sist-uniq@users.noreply.github.com>
2023-06-16 18:55:19 -07:00
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mnist_by_tinygrad.jpg
stable_diffusion_by_tinygrad.jpg
yolo_by_tinygrad.jpg
yolov8_showcase_image.png