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Update test.py --task speed and study (ultralytics#2099)
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* Add --speed benchmark

* test range 256 - 1536

* update

* update

* update

* update
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glenn-jocher authored Jan 31, 2021
1 parent a18efc3 commit be9edff
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Showing 2 changed files with 11 additions and 7 deletions.
16 changes: 10 additions & 6 deletions test.py
Original file line number Diff line number Diff line change
Expand Up @@ -320,16 +320,20 @@ def test(data,
save_conf=opt.save_conf,
)

elif opt.task == 'speed': # speed benchmarks
for w in opt.weights:
test(opt.data, w, opt.batch_size, opt.img_size, 0.25, 0.45, save_json=False, plots=False)

elif opt.task == 'study': # run over a range of settings and save/plot
for weights in ['yolov5s.pt', 'yolov5m.pt', 'yolov5l.pt', 'yolov5x.pt']:
f = 'study_%s_%s.txt' % (Path(opt.data).stem, Path(weights).stem) # filename to save to
x = list(range(320, 800, 64)) # x axis
x = list(range(256, 1536 + 128, 128)) # x axis (image sizes)
for w in opt.weights:
f = f'study_{Path(opt.data).stem}_{Path(w).stem}.txt' # filename to save to
y = [] # y axis
for i in x: # img-size
print('\nRunning %s point %s...' % (f, i))
r, _, t = test(opt.data, weights, opt.batch_size, i, opt.conf_thres, opt.iou_thres, opt.save_json,
print(f'\nRunning {f} point {i}...')
r, _, t = test(opt.data, w, opt.batch_size, i, opt.conf_thres, opt.iou_thres, opt.save_json,
plots=False)
y.append(r + t) # results and times
np.savetxt(f, y, fmt='%10.4g') # save
os.system('zip -r study.zip study_*.txt')
plot_study_txt(f, x) # plot
plot_study_txt(x=x) # plot
2 changes: 1 addition & 1 deletion utils/plots.py
Original file line number Diff line number Diff line change
Expand Up @@ -223,7 +223,7 @@ def plot_targets_txt(): # from utils.plots import *; plot_targets_txt()
plt.savefig('targets.jpg', dpi=200)


def plot_study_txt(path='study/', x=None): # from utils.plots import *; plot_study_txt()
def plot_study_txt(path='', x=None): # from utils.plots import *; plot_study_txt()
# Plot study.txt generated by test.py
fig, ax = plt.subplots(2, 4, figsize=(10, 6), tight_layout=True)
ax = ax.ravel()
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