From afd20c1149b11efce36f9b987c92d45d1924fd2b Mon Sep 17 00:00:00 2001 From: fernanda de leon Date: Mon, 19 Feb 2024 13:14:31 +0100 Subject: [PATCH 1/4] Problem number identification --- chapter01/chapter01.py | 4 ---- 1 file changed, 4 deletions(-) diff --git a/chapter01/chapter01.py b/chapter01/chapter01.py index 3c4488b..e37a3fa 100644 --- a/chapter01/chapter01.py +++ b/chapter01/chapter01.py @@ -79,8 +79,6 @@ def is_cat(x): return x[0].isupper() ''' -from fastai.tabular.all import * - path = untar_data(URLs.ADULT_SAMPLE) dls = TabularDataLoaders.from_csv(path/'adult.csv', path=path, y_names="salary", @@ -95,8 +93,6 @@ def is_cat(x): return x[0].isupper() # Exercise 4: Predict number vs categories -from fastai.collab import * - path = untar_data(URLs.ML_SAMPLE) dls = CollabDataLoaders.from_csv(path/'ratings.csv') learn = collab_learner(dls, y_range=(0.5,5.5)) # Indicate target range From a18e1ef3bd810f47fc7e2e39bbbc4a5f4e5b45fe Mon Sep 17 00:00:00 2001 From: fernanda de leon Date: Mon, 19 Feb 2024 13:16:32 +0100 Subject: [PATCH 2/4] Documentation and function description --- chapter02/chapter02.py | 79 ++++++++++++++++++++++-------------------- 1 file changed, 42 insertions(+), 37 deletions(-) diff --git a/chapter02/chapter02.py b/chapter02/chapter02.py index 2e5f405..0456afc 100644 --- a/chapter02/chapter02.py +++ b/chapter02/chapter02.py @@ -1,62 +1,74 @@ +# -*- coding: utf-8 -*- +! [ -e /content ] && pip install -Uqq fastbook +import fastbook +fastbook.setup_book() -key = 'XXX' -key = os.environ['AZURE_SEARCH_KEY'] +from fastbook import * +key = os.environ.get('AZURE_SEARCH_KEY', '7fb13dd6f7a34b54b9eede7eb0bc971b') search_images_bing results = search_images_bing(key, 'grizzly bear') -ims = results.attrgot('content_url') +ims = results.attrgot('contentUrl') len(ims) +ims = ['http://3.bp.blogspot.com/-S1scRCkI3vY/UHzV2kucsPI/AAAAAAAAA-k/YQ5UzHEm9Ss/s1600/Grizzly%2BBear%2BWildlife.jpg'] dest = 'images/grizzly.jpg' download_url(ims[0], dest) im = Image.open(dest) im.to_thumb(128,128) +# Download all the URLs for each of the search terms, each on a separate folder + bear_types = 'grizzly','black','teddy' path = Path('bears') -if not path.exists(): path.mkdir() -for o in bear_types: dest = (path/o) - dest.mkdir(exist_ok=True) - results = search_images_bing(key, f'{o} bear') - download_images(dest, urls=results.attrgot('content_url')) - + +if not path.exists(): + path.mkdir() + for o in bear_types: + dest = (path/o) + dest.mkdir(exist_ok=True) + results = search_images_bing(key, f'{o} bear') + download_images(dest, urls=results.attrgot('contentUrl')) + fns = get_image_files(path) fns -failed = verify_images(fns) - -failed +# Check and delete corrupt images +failed = verify_images(fns) failed.map(Path.unlink); - class DataLoaders(GetAttr): def __init__(self, *loaders): self.loaders = loaders - def __getitem__(self, i): return self.loaders[i] train,valid = add_props(lambda i,self: self[i]) + def __getitem__(self, i): return self.loaders[i] + train,valid = add_props(lambda i,self: self[i]) bears = DataBlock( - blocks=(ImageBlock, CategoryBlock), - get_items=get_image_files, - splitter=RandomSplitter(valid_pct=0.2, seed=42), - get_y=parent_label, - item_tfms=Resize(128)) - -blocks=(ImageBlock, CategoryBlock) -get_items=get_image_files + # Types for independent and dependent variables + # X. Independent = set of images, prediction source + # Y. Dependent = categories, target prediction + blocks=(ImageBlock, CategoryBlock), + # Underlying items, file paths + get_items=get_image_files, -splitter=RandomSplitter(valid_pct=0.2, seed=42) + # Random splitter with fixed seed + splitter=RandomSplitter(valid_pct=0.2, seed=42), -get_y=parent_label + # Set labels using the file name + get_y=parent_label, -item_tfms=Resize(128) + # Item transforms. Returns a DataBlock object + item_tfms=Resize(128)) +# Data source +# Includes validation and training +# Mini-batch of 64 items at a time in a single tensor dls = bears.dataloaders(path) - dls.valid.show_batch(max_n=4, nrows=1) bears = bears.new(item_tfms=Resize(128, ResizeMethod.Squish)) @@ -67,20 +79,13 @@ def __getitem__(self, i): return self.loaders[i] train,valid = add_props(lambda dls = bears.dataloaders(path) dls.valid.show_batch(max_n=4, nrows=1) +# Data augmentation. Randomized cropped image bears = bears.new(item_tfms=RandomResizedCrop(128, min_scale=0.3)) dls = bears.dataloaders(path) + +# Same image, different versions of the crop transform dls.train.show_batch(max_n=4, nrows=1, unique=True) bears = bears.new(item_tfms=Resize(128), batch_tfms=aug_transforms(mult=2)) dls = bears.dataloaders(path) -dls.train.show_batch(max_n=8, nrows=2, unique=True) - -bears = bears.new( - item_tfms=RandomResizedCrop(224, min_scale=0.5), - batch_tfms=aug_transforms()) -dls = bears.dataloaders(path) - -earn = cnn_learner(dls, resnet18, metrics=error_rate) -learn.fine_tune(4) - - +dls.train.show_batch(max_n=8, nrows=2, unique=True) \ No newline at end of file From 9a3da42e90d766fd763dd8d04acf9474e3dfa584 Mon Sep 17 00:00:00 2001 From: fernanda de leon Date: Mon, 19 Feb 2024 13:39:10 +0100 Subject: [PATCH 3/4] Documentation and comments --- chapter02/chapter02.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/chapter02/chapter02.py b/chapter02/chapter02.py index 0456afc..3415942 100644 --- a/chapter02/chapter02.py +++ b/chapter02/chapter02.py @@ -5,7 +5,7 @@ from fastbook import * -key = os.environ.get('AZURE_SEARCH_KEY', '7fb13dd6f7a34b54b9eede7eb0bc971b') +key = os.environ.get('AZURE_SEARCH_KEY', 'XXX') search_images_bing From 9deba1ab8c7a7b3fea1e3b0ad708b005db5dd64a Mon Sep 17 00:00:00 2001 From: fernanda de leon Date: Mon, 19 Feb 2024 21:28:28 +0100 Subject: [PATCH 4/4] Use ipywidget to classify bears --- chapter01/white-cat.jpeg | Bin 0 -> 90714 bytes chapter02/chapter02.py | 91 +++++++++++++++++++++++++++++++++++++-- chapter02/teddy-bear.jpg | Bin 0 -> 166938 bytes 3 files changed, 88 insertions(+), 3 deletions(-) create mode 100644 chapter01/white-cat.jpeg create mode 100644 chapter02/teddy-bear.jpg diff --git a/chapter01/white-cat.jpeg b/chapter01/white-cat.jpeg new file mode 100644 index 0000000000000000000000000000000000000000..eb1a6b41c106a2bf6c04de1181423c89ee963fe4 GIT binary patch literal 90714 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b/chapter02/chapter02.py index 3415942..8285cf2 100644 --- a/chapter02/chapter02.py +++ b/chapter02/chapter02.py @@ -1,11 +1,11 @@ -# -*- coding: utf-8 -*- ! [ -e /content ] && pip install -Uqq fastbook import fastbook fastbook.setup_book() from fastbook import * +from fastai.vision.widgets import * -key = os.environ.get('AZURE_SEARCH_KEY', 'XXX') +key = os.environ.get('AZURE_SEARCH_KEY', 'X') search_images_bing @@ -86,6 +86,91 @@ def __getitem__(self, i): return self.loaders[i] # Same image, different versions of the crop transform dls.train.show_batch(max_n=4, nrows=1, unique=True) +# Data augmentation bears = bears.new(item_tfms=Resize(128), batch_tfms=aug_transforms(mult=2)) dls = bears.dataloaders(path) -dls.train.show_batch(max_n=8, nrows=2, unique=True) \ No newline at end of file +dls.train.show_batch(max_n=8, nrows=2, unique=True) + +# Standard size 244x244 pixel +# Train bear classifier +bears = bears.new( + item_tfms=RandomResizedCrop(224, min_scale=0.5), + batch_tfms=aug_transforms()) +dls = bears.dataloaders(path) + +# Create learner and fine-tune +learn = vision_learner(dls, resnet18, metrics=error_rate) +learn.fine_tune(4) + +# Confusion matrix to measure accuracy +# Diagonal correct classification + +interp = ClassificationInterpretation.from_learner(learn) +interp.plot_confusion_matrix() + +interp.plot_top_losses(5, nrows=1) + +#hide_output +cleaner = ImageClassifierCleaner(learn) +cleaner + +# Unlink all images selected for deletion +for idx in cleaner.delete(): cleaner.fns[idx].unlink() + +# Different category +for idx,cat in cleaner.change(): shutil.move(str(cleaner.fns[idx]), path/cat) + +learn.export() + +# Check if file exists +path = Path() +path.ls(file_exts='.pkl') + +# Simulating inference +learn_inf = load_learner(path/'export.pkl') + +# Filename to predict +learn_inf.predict('images/grizzly.jpg') + +# Vocab, or stored list of all possible categories +learn_inf.dls.vocab + +# Ipywidget +btn_upload = widgets.FileUpload() +btn_upload + +img = PILImage.create(btn_upload.data[-1]) + +# Display +out_pl = widgets.Output() +out_pl.clear_output() +with out_pl: display(img.to_thumb(128,128)) +out_pl + +# Get predictions +pred,pred_idx,probs = learn_inf.predict(img) + +# Display +lbl_pred = widgets.Label() +lbl_pred.value = f'Prediction: {pred}; Probability: {probs[pred_idx]:.04f}' +lbl_pred + +# Classification button +btn_run = widgets.Button(description='Classify') +btn_run + +def on_click_classify(change): + img = PILImage.create(btn_upload.data[-1]) + out_pl.clear_output() + with out_pl: display(img.to_thumb(128,128)) + pred,pred_idx,probs = learn_inf.predict(img) + lbl_pred.value = f'Prediction: {pred}; Probability: {probs[pred_idx]:.04f}' + +btn_run.on_click(on_click_classify) + +# Reset values +btn_upload = widgets.FileUpload() + +VBox([widgets.Label('Select your bear!'), + btn_upload, btn_run, out_pl, lbl_pred]) + diff --git a/chapter02/teddy-bear.jpg b/chapter02/teddy-bear.jpg new file mode 100644 index 0000000000000000000000000000000000000000..77f2aad470d68a4f2733819dbd92a9a0c76303fd GIT binary patch literal 166938 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