Classifying cat and dog images using Kaggle dataset

Last update: Nov 22, 2022

Overview

PyTorch Image Classification

Classifies an image as containing either a dog or a cat (using Kaggle's public dataset), but could easily be extended to other image classification problems.

Dependencies:

PyTorch / Torchvision
Numpy
PIL
CUDA

Data

The data directory structure I used was:

project
- data
  - train
    - dogs
    - cats
  - validation
    - dogs
    - cats
  - test
    - test

Performance

The result of the notebook in this repo produced a log loss score on Kaggle's hidden dataset of 0.04988 -- further gains can probably be achieved by creating an ensemble of classifiers using this approach.

Comments

Some questions on running other modules

1、'VGG' object has no attribute 'module' 2、Given input size: (128, 3, 3). Calculated output size: (1, -1, -1). Output size is too small. what i should do?thanks a lot.

opened by lizxchen 3
multi-class training error

I enjoyed the code that worked fine with a dog-cat dataset. However, by trying 4 classes, the following error showed up. Does it look like a code problem or a CUDA issue?

main(mode="train") => Starting train on 'resnet50' model

RuntimeError Traceback (most recent call last) in () ----> 1 main(mode="train")

in main(mode, resume) 104 105 # train for one epoch --> 106 train(train_loader, model, criterion, optimizer, epoch) 107 108 # evaluate on validation set

in train(train_loader, model, criterion, optimizer, epoch) 22 23 # measure accuracy and record loss ---> 24 prec1, prec1 = accuracy(y_pred.data, target, topk=(1, 1)) 25 losses.update(loss.data[0], images.size(0)) 26 acc.update(prec1[0], images.size(0))

in accuracy(y_pred, y_actual, topk) 18 res = [] 19 for k in topk: ---> 20 correct_k = correct[:k].view(-1).float().sum(0) 21 res.append(correct_k.mul_(100.0 / batch_size)) 22

RuntimeError: cuda runtime error (59) : device-side assert triggered at /b/wheel/pytorch-src/torch/lib/THC/generated/../generic/THCTensorMathReduce.cu:16

opened by HIN0209 2
Bump bleach from 3.1.1 to 3.1.2
Bumps bleach from 3.1.1 to 3.1.2.

Changelog

Sourced from bleach's changelog.

Version 3.1.2 (March 11th, 2020)

Security fixes

bleach.clean behavior parsing embedded MathML and SVG content with RCDATA tags did not match browser behavior and could result in a mutation XSS.

Calls to bleach.clean with strip=False and math or svg tags and one or more of the RCDATA tags script, noscript, style, noframes, iframe, noembed, or xmp in the allowed tags whitelist were vulnerable to a mutation XSS.

This security issue was confirmed in Bleach version v3.1.1. Earlier versions are likely affected too.

Anyone using Bleach <=v3.1.1 is encouraged to upgrade.

https://bugzilla.mozilla.org/show_bug.cgi?id=1621692

Backwards incompatible changes

None

Features

None

Bug fixes

None

Commits

78a0672 Update for v3.1.2 release

7b625ff add wheel to requirements-dev

e4e9e21 fix bug 1621692

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dependencies
opened by dependabot[bot] 1
Bump certifi from 2019.6.16 to 2022.12.7
Bumps certifi from 2019.6.16 to 2022.12.7.

Commits

9e9e840 2022.12.07

b81bdb2 2022.09.24

939a28f 2022.09.14

aca828a 2022.06.15.2

de0eae1 Only use importlib.resources's new files() / Traversable API on Python ≥3.11 ...

b8eb5e9 2022.06.15.1

47fb7ab Fix deprecation warning on Python 3.11 (#199)

b0b48e0 fixes #198 -- update link in license

9d514b4 2022.06.15

4151e88 Add py.typed to MANIFEST.in to package in sdist (#196)

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dependencies
opened by dependabot[bot] 0
Bump jupyter-core from 4.5.0 to 4.11.2
Bumps jupyter-core from 4.5.0 to 4.11.2.

Release notes

Sourced from jupyter-core's releases.

4.11.1

What's Changed

Fix inclusion of jupyter file and check in CI by @blink1073 in jupyter/jupyter_core#276

Full Changelog: https://github.com/jupyter/jupyter_core/compare/4.11.0...4.11.1

4.11.0

What's Changed

Use hatch backend by @blink1073 in jupyter/jupyter_core#265

is_hidden: Use normalized paths by @martinRenou in jupyter/jupyter_core#271

New Contributors

@martinRenou made their first contribution in jupyter/jupyter_core#271

Full Changelog: https://github.com/jupyter/jupyter_core/compare/4.10.0...4.11.0

4.10.0

What's Changed

Update changelog for 4.9.2 by @blink1073 in jupyter/jupyter_core#252

Include all files from jupyter_core by @jonringer in jupyter/jupyter_core#253

Add project URLs to setup.cfg by @tlinhart in jupyter/jupyter_core#254

Set up pre-commit by @blink1073 in jupyter/jupyter_core#255

[pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in jupyter/jupyter_core#257

Add flake8 and mypy settings by @blink1073 in jupyter/jupyter_core#256

Clean up CI by @blink1073 in jupyter/jupyter_core#258

Update changelog for 4.10 Release by @blink1073 in jupyter/jupyter_core#259

New Contributors

@jonringer made their first contribution in jupyter/jupyter_core#253

@tlinhart made their first contribution in jupyter/jupyter_core#254

@pre-commit-ci made their first contribution in jupyter/jupyter_core#257

Full Changelog: https://github.com/jupyter/jupyter_core/compare/4.9.2...4.10.0

4.9.2

What's Changed

set proper sys.argv[0] for subcommand by @bnavigator in jupyter/jupyter_core#248

Add explicit encoding in open calls by @dlukes in jupyter/jupyter_core#249

jupyter_config_dir - reorder home_dir initialization by @dharmaquark in jupyter/jupyter_core#251

New Contributors

@bnavigator made their first contribution in jupyter/jupyter_core#248

@dlukes made their first contribution in jupyter/jupyter_core#249

@dharmaquark made their first contribution in jupyter/jupyter_core#251

Full Changelog: https://github.com/jupyter/jupyter_core/compare/4.9.1...4.9.2

Changelog

Sourced from jupyter-core's changelog.

Changes in jupyter-core

5.0.0

(Full Changelog)

Major Changes

Prefer Environment Level Configuration

We now make the assumption that if we are running in a virtual environment, we should prioritize the environment-level sys.prefix over the user-level paths. Users can opt out of this behavior by setting JUPYTER_PREFER_ENV_PATH, which takes precedence over our autodetection.

Migrate to Standard Platform Directories

In version 5, we introduce a JUPYTER_PLATFORM_DIRS environment variable to opt in to using more appropriate platform-specific directories. We raise a deprecation warning if the variable is not set. In version 6, JUPYTER_PLATFORM_DIRS will be opt-out. In version 7, we will remove the environment variable checks and old directory logic.

Drop Support for Python 3.7

We are dropping support for Python 3.7 ahead of its official end of life, to reduce maintenance burden as we add support for Python 3.11.

Enhancements made

Use platformdirs for path locations #292 (@blink1073)

Try to detect if we are in a virtual environment and change path precedence accordingly #286 (@jasongrout)

Bugs fixed

Add current working directory as first config path #291 (@blink1073)

Fix inclusion of jupyter file and check in CI #276 (@blink1073)

Maintenance and upkeep improvements

Bump github/codeql-action from 1 to 2 #308 (@dependabot)

Bump actions/checkout from 2 to 3 #307 (@dependabot)

Add dependabot #306 (@blink1073)

Adopt jupyter releaser #305 (@blink1073)

Add more typing #304 (@blink1073)

Require Python 3.8+ #302 (@blink1073)

Use hatch backend #265 (@blink1073)

Switch to flit build backend #262 (@blink1073)

is_hidden: Use normalized paths #271 (@martinRenou)

Documentation

Update broken link to Contributing guide #289 (@jamesr66a)

Contributors to this release

... (truncated)

Commits

a8eac8c Release 4.11.2

1118c8c Merge pull request from GHSA-m678-f26j-3hrp

d3f61f3 Release 4.11.1

e7eeb9e Fix inclusion of jupyter file and check in CI (#276)

035bf11 Release 4.11.0

45aa28b [pre-commit.ci] pre-commit autoupdate (#273)

73401cc [pre-commit.ci] pre-commit autoupdate (#272)

bc6b771 is_hidden: Use normalized paths (#271)

be38e52 [pre-commit.ci] pre-commit autoupdate (#270)

7b790d8 [pre-commit.ci] pre-commit autoupdate (#269)

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dependencies
opened by dependabot[bot] 0
Bump pillow from 9.0.1 to 9.3.0
Bumps pillow from 9.0.1 to 9.3.0.

Release notes

Sourced from pillow's releases.

9.3.0

https://pillow.readthedocs.io/en/stable/releasenotes/9.3.0.html

Changes

Initialize libtiff buffer when saving #6699 [@radarhere]

Limit SAMPLESPERPIXEL to avoid runtime DOS #6700 [@wiredfool]

Inline fname2char to fix memory leak #6329 [@nulano]

Fix memory leaks related to text features #6330 [@nulano]

Use double quotes for version check on old CPython on Windows #6695 [@hugovk]

GHA: replace deprecated set-output command with GITHUB_OUTPUT file #6697 [@nulano]

Remove backup implementation of Round for Windows platforms #6693 [@cgohlke]

Upload fribidi.dll to GitHub Actions #6532 [@nulano]

Fixed set_variation_by_name offset #6445 [@radarhere]

Windows build improvements #6562 [@nulano]

Fix malloc in _imagingft.c:font_setvaraxes #6690 [@cgohlke]

Only use ASCII characters in C source file #6691 [@cgohlke]

Release Python GIL when converting images using matrix operations #6418 [@hmaarrfk]

Added ExifTags enums #6630 [@radarhere]

Do not modify previous frame when calculating delta in PNG #6683 [@radarhere]

Added support for reading BMP images with RLE4 compression #6674 [@npjg]

Decode JPEG compressed BLP1 data in original mode #6678 [@radarhere]

pylint warnings #6659 [@marksmayo]

Added GPS TIFF tag info #6661 [@radarhere]

Added conversion between RGB/RGBA/RGBX and LAB #6647 [@radarhere]

Do not attempt normalization if mode is already normal #6644 [@radarhere]

Fixed seeking to an L frame in a GIF #6576 [@radarhere]

Consider all frames when selecting mode for PNG save_all #6610 [@radarhere]

Don't reassign crc on ChunkStream close #6627 [@radarhere]

Raise a warning if NumPy failed to raise an error during conversion #6594 [@radarhere]

Only read a maximum of 100 bytes at a time in IMT header #6623 [@radarhere]

Show all frames in ImageShow #6611 [@radarhere]

Allow FLI palette chunk to not be first #6626 [@radarhere]

If first GIF frame has transparency for RGB_ALWAYS loading strategy, use RGBA mode #6592 [@radarhere]

Round box position to integer when pasting embedded color #6517 [@radarhere]

Removed EXIF prefix when saving WebP #6582 [@radarhere]

Pad IM palette to 768 bytes when saving #6579 [@radarhere]

Added DDS BC6H reading #6449 [@ShadelessFox]

Added support for opening WhiteIsZero 16-bit integer TIFF images #6642 [@JayWiz]

Raise an error when allocating translucent color to RGB palette #6654 [@jsbueno]

Moved mode check outside of loops #6650 [@radarhere]

Added reading of TIFF child images #6569 [@radarhere]

Improved ImageOps palette handling #6596 [@PososikTeam]

Defer parsing of palette into colors #6567 [@radarhere]

Apply transparency to P images in ImageTk.PhotoImage #6559 [@radarhere]

Use rounding in ImageOps contain() and pad() #6522 [@bibinhashley]

Fixed GIF remapping to palette with duplicate entries #6548 [@radarhere]

Allow remap_palette() to return an image with less than 256 palette entries #6543 [@radarhere]

Corrected BMP and TGA palette size when saving #6500 [@radarhere]

... (truncated)

Changelog

Sourced from pillow's changelog.

9.3.0 (2022-10-29)

Limit SAMPLESPERPIXEL to avoid runtime DOS #6700 [wiredfool]

Initialize libtiff buffer when saving #6699 [radarhere]

Inline fname2char to fix memory leak #6329 [nulano]

Fix memory leaks related to text features #6330 [nulano]

Use double quotes for version check on old CPython on Windows #6695 [hugovk]

Remove backup implementation of Round for Windows platforms #6693 [cgohlke]

Fixed set_variation_by_name offset #6445 [radarhere]

Fix malloc in _imagingft.c:font_setvaraxes #6690 [cgohlke]

Release Python GIL when converting images using matrix operations #6418 [hmaarrfk]

Added ExifTags enums #6630 [radarhere]

Do not modify previous frame when calculating delta in PNG #6683 [radarhere]

Added support for reading BMP images with RLE4 compression #6674 [npjg, radarhere]

Decode JPEG compressed BLP1 data in original mode #6678 [radarhere]

Added GPS TIFF tag info #6661 [radarhere]

Added conversion between RGB/RGBA/RGBX and LAB #6647 [radarhere]

Do not attempt normalization if mode is already normal #6644 [radarhere]

... (truncated)

Commits

d594f4c Update CHANGES.rst [ci skip]

909dc64 9.3.0 version bump

1a51ce7 Merge pull request #6699 from hugovk/security-libtiff_buffer

2444cdd Merge pull request #6700 from hugovk/security-samples_per_pixel-sec

744f455 Added release notes

0846bfa Add to release notes

799a6a0 Fix linting

00b25fd Hide UserWarning in logs

05b175e Tighter test case

13f2c5a Prevent DOS with large SAMPLESPERPIXEL in Tiff IFD

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dependencies
opened by dependabot[bot] 0
Bump nbconvert from 6.3.0 to 6.5.1
Bumps nbconvert from 6.3.0 to 6.5.1.

Release notes

Sourced from nbconvert's releases.

Release 6.5.1

No release notes provided.

6.5.0

What's Changed

Drop dependency on testpath. by @anntzer in jupyter/nbconvert#1723

Adopt pre-commit by @blink1073 in jupyter/nbconvert#1744

Add pytest settings and handle warnings by @blink1073 in jupyter/nbconvert#1745

Apply Autoformatters by @blink1073 in jupyter/nbconvert#1746

Add git-blame-ignore-revs by @blink1073 in jupyter/nbconvert#1748

Update flake8 config by @blink1073 in jupyter/nbconvert#1749

support bleach 5, add packaging and tinycss2 dependencies by @bollwyvl in jupyter/nbconvert#1755

[pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in jupyter/nbconvert#1752

update cli example by @leahecole in jupyter/nbconvert#1753

Clean up pre-commit by @blink1073 in jupyter/nbconvert#1757

Clean up workflows by @blink1073 in jupyter/nbconvert#1750

New Contributors

@pre-commit-ci made their first contribution in jupyter/nbconvert#1752

Full Changelog: https://github.com/jupyter/nbconvert/compare/6.4.5...6.5

6.4.3

What's Changed

Add section to customizing showing how to use template inheritance by @stefanv in jupyter/nbconvert#1719

Remove ipython genutils by @rgs258 in jupyter/nbconvert#1727

Update changelog for 6.4.3 by @blink1073 in jupyter/nbconvert#1728

New Contributors

@stefanv made their first contribution in jupyter/nbconvert#1719

@rgs258 made their first contribution in jupyter/nbconvert#1727

Full Changelog: https://github.com/jupyter/nbconvert/compare/6.4.2...6.4.3

6.4.0

What's Changed

Optionally speed up validation by @gwincr11 in jupyter/nbconvert#1672

Adding missing div compared to JupyterLab DOM structure by @SylvainCorlay in jupyter/nbconvert#1678

Allow passing extra args to code highlighter by @yuvipanda in jupyter/nbconvert#1683

Prevent page breaks in outputs when printing by @SylvainCorlay in jupyter/nbconvert#1679

Add collapsers to template by @SylvainCorlay in jupyter/nbconvert#1689

Fix recent pandoc latex tables by adding calc and array (#1536, #1566) by @cgevans in jupyter/nbconvert#1686

Add an invalid notebook error by @gwincr11 in jupyter/nbconvert#1675

Fix typos in execute.py by @TylerAnderson22 in jupyter/nbconvert#1692

Modernize latex greek math handling (partially fixes #1673) by @cgevans in jupyter/nbconvert#1687

Fix use of deprecated API and update test matrix by @blink1073 in jupyter/nbconvert#1696

Update nbconvert_library.ipynb by @letterphile in jupyter/nbconvert#1695

Changelog for 6.4 by @blink1073 in jupyter/nbconvert#1697

New Contributors

... (truncated)

Commits

7471b75 Release 6.5.1

c1943e0 Fix pre-commit

8685e93 Fix tests

0abf290 Run black and prettier

418d545 Run test on 6.x branch

bef65d7 Convert input to string prior to escape HTML

0818628 Check input type before escaping

b206470 GHSL-2021-1017, GHSL-2021-1020, GHSL-2021-1021

a03cbb8 GHSL-2021-1026, GHSL-2021-1025

48fe71e GHSL-2021-1024

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dependencies
opened by dependabot[bot] 0
Bump nbconvert from 5.5.0 to 6.3.0
Bumps nbconvert from 5.5.0 to 6.3.0.

Commits

cefe0bf Release 6.3.0

a534fb9 Release 6.3.0b0

87920c5 Add changelog for 6.3.0 (#1669)

dd6d9c7 add slide numbering (#1654)

5d2c5e2 Update state filter (#1664)

11ea593 fix: avoid closing the script tag early by escaping a forward slash (#1665)

968c5fb Fix HTML templates mentioned in help docs (#1653)

35c4d07 Add a new output filter that excludes widgets if there is no state (#1643)

c663c75 6.2.0

fd1dd15 6.2.0rc2

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dependencies
opened by dependabot[bot] 0
Bump mistune from 0.8.4 to 2.0.3
Bumps mistune from 0.8.4 to 2.0.3.

Release notes

Sourced from mistune's releases.

Version 2.0.2

Fix escape_url via lepture/mistune#295

Version 2.0.1

Fix XSS for image link syntax.

Version 2.0.0

First release of Mistune v2.

Version 2.0.0 RC1

In this release, we have a Security Fix for harmful links.

Version 2.0.0 Alpha 1

This is the first release of v2. An alpha version for users to have a preview of the new mistune.

Changelog

Sourced from mistune's changelog.

Changelog

Here is the full history of mistune v2.

Version 2.0.4

Released on Jul 15, 2022 Fix url plugin in <a> tag Fix * formatting
Version 2.0.3

Released on Jun 27, 2022

Fix table plugin

Security fix for CVE-2022-34749

Version 2.0.2

Released on Jan 14, 2022 Fix escape_url
Version 2.0.1

Released on Dec 30, 2021

XSS fix for image link syntax.

Version 2.0.0

Released on Dec 5, 2021 This is the first non-alpha release of mistune v2.
Version 2.0.0rc1

Released on Feb 16, 2021

Version 2.0.0a6

</tr></table>

... (truncated)

Commits

3f422f1 Version bump 2.0.3

a6d4321 Fix asteris emphasis regex CVE-2022-34749

5638e46 Merge pull request #307 from jieter/patch-1

0eba471 Fix typo in guide.rst

61e9337 Fix table plugin

76dec68 Add documentation for renderer heading when TOC enabled

799cd11 Version bump 2.0.2

babb0cf Merge pull request #295 from dairiki/bug.escape_url

fc2cd53 Make mistune.util.escape_url less aggressive

3e8d352 Version bump 2.0.1

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dependencies
opened by dependabot[bot] 0
Bump numpy from 1.21.0 to 1.22.0
Bumps numpy from 1.21.0 to 1.22.0.

Release notes

Sourced from numpy's releases.

v1.22.0

NumPy 1.22.0 Release Notes

NumPy 1.22.0 is a big release featuring the work of 153 contributors spread over 609 pull requests. There have been many improvements, highlights are:

Annotations of the main namespace are essentially complete. Upstream is a moving target, so there will likely be further improvements, but the major work is done. This is probably the most user visible enhancement in this release.

A preliminary version of the proposed Array-API is provided. This is a step in creating a standard collection of functions that can be used across application such as CuPy and JAX.

NumPy now has a DLPack backend. DLPack provides a common interchange format for array (tensor) data.

New methods for quantile, percentile, and related functions. The new methods provide a complete set of the methods commonly found in the literature.

A new configurable allocator for use by downstream projects.

These are in addition to the ongoing work to provide SIMD support for commonly used functions, improvements to F2PY, and better documentation.

The Python versions supported in this release are 3.8-3.10, Python 3.7 has been dropped. Note that 32 bit wheels are only provided for Python 3.8 and 3.9 on Windows, all other wheels are 64 bits on account of Ubuntu, Fedora, and other Linux distributions dropping 32 bit support. All 64 bit wheels are also linked with 64 bit integer OpenBLAS, which should fix the occasional problems encountered by folks using truly huge arrays.

Expired deprecations

Deprecated numeric style dtype strings have been removed

Using the strings "Bytes0", "Datetime64", "Str0", "Uint32", and "Uint64" as a dtype will now raise a TypeError.

(gh-19539)

Expired deprecations for loads, ndfromtxt, and mafromtxt in npyio

numpy.loads was deprecated in v1.15, with the recommendation that users use pickle.loads instead. ndfromtxt and mafromtxt were both deprecated in v1.17 - users should use numpy.genfromtxt instead with the appropriate value for the usemask parameter.

(gh-19615)

... (truncated)

Commits

4adc87d Merge pull request #20685 from charris/prepare-for-1.22.0-release

fd66547 REL: Prepare for the NumPy 1.22.0 release.

125304b wip

c283859 Merge pull request #20682 from charris/backport-20416

5399c03 Merge pull request #20681 from charris/backport-20954

f9c45f8 Merge pull request #20680 from charris/backport-20663

794b36f Update armccompiler.py

d93b14e Update test_public_api.py

7662c07 Update init.py

311ab52 Update armccompiler.py

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dependencies
opened by dependabot[bot] 0
Bump notebook from 6.4.10 to 6.4.12
Bumps notebook from 6.4.10 to 6.4.12.

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dependencies
opened by dependabot[bot] 0
Bump ipython from 7.7.0 to 7.16.3
Bumps ipython from 7.7.0 to 7.16.3.

Commits

d43c7c7 release 7.16.3

5fa1e40 Merge pull request from GHSA-pq7m-3gw7-gq5x

8df8971 back to dev

9f477b7 release 7.16.2

138f266 bring back release helper from master branch

5aa3634 Merge pull request #13341 from meeseeksmachine/auto-backport-of-pr-13335-on-7...

bcae8e0 Backport PR #13335: What's new 7.16.2

8fcdcd3 Pin Jedi to <0.17.2.

2486838 release 7.16.1

20bdc6f fix conda build

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dependencies
opened by dependabot[bot] 0