Add python package size delta report feature for SMD images

[aws-tianquaw]

Issue #, if available: https://app.asana.com/0/1206816154076403/1206846565561145/f

Description of changes:

Add python package size delta report feature for SMD images. The report will include the following sections:

1. Absolute and relative change in total image size
2. Top-20 largest package in current image, descending sorted
3. Absolute and relative change in size of each changed/new package, descending sorted

By submitting this pull request, I confirm that you can use, modify, copy, and redistribute this contribution, under the terms of your choice.

[aws-tianquaw]

Sharing a sample package size report for SMD release 1.6.2 based on 1.6.1

Python Package Size Report (GPU)

Target Image Version: 1.6.2 | Base Image Version: 1.6.1

Python Packages Total Size Summary

Target Version Total Size	Base Version Total Size	Size Change (abs)	Size Change (%)
2.84GB	2.84GB	387.41KB	0.01

Top-20 Largest Python Packages

Package	Version in the Target Image	Size
cudatoolkit	11.8.0	682.45MB
cudnn	8.9.7.29	443.90MB
pytorch	2.0.0	403.50MB
libmagma	2.7.1	201.22MB
mkl	2022.2.1	157.26MB
nccl	2.20.5.1	120.99MB
libxgboost	1.7.6	99.28MB
qt	5.15.8	57.94MB
llvm	18.1.2	57.57MB
catboost	1.2.3	45.71MB
jaxlib	0.4.14	45.33MB
pillow	9.5.0	43.98MB
libgoogle	2.12.0	43.43MB
libllvm15	15.0.7	31.78MB
libllvm14	14.0.6	30.03MB
libarrow	12.0.1	26.43MB
pandoc	3.1.12.3	20.03MB
nodejs	18.19.0	15.18MB
scipy	1.11.4	14.55MB
ucx	1.14.1	14.51MB

Python Package Size Delta

Package	Version in the Target Image	Version in the Base Image	Size Change (abs)	Size Change (%)
llvm	18.1.2	18.1.1	802.48KB	1.38
amazon	3.0.7	0.1.2	251.98KB	777.69
libxkbcommon	1.7.0	1.6.0	18.23KB	3.25
huggingface_hub	0.22.0	0.21.4	16.34KB	7.4
importlib_resources	6.4.0	6.3.2	2.03KB	6.7
libmamba	1.5.8	1.5.7	1.96KB	0.12
typer	0.9.4	0.9.0	1.16KB	1.5
rope	1.13.0	1.12.0	1.01KB	0.69
nbconvert	7.16.3	7.16.2	976.00B	13.41
libmambapy	1.5.8	1.5.7	632.00B	0.2
wheel	0.43.0	0.42.0	495.00B	0.86
lightning	0.11.1	0.11.0	358.00B	1.33
threadpoolctl	3.4.0	3.3.0	325.00B	1.43
libaec	1.1.3	1.1.2	218.00B	0.62
thrift	0.20.0	0.19.0	145.00B	0.11
filelock	3.13.3	3.13.1	6.00B	0.04
amazon_sagemaker_sql_editor	0.1.4	0.1.3	-466.00B	-0.15
requests	2.0.0	2.31.0	-30.23KB	-54.6
langchain	0.1.33	0.0.28	-685.37KB	-79.86

Python Package Size Report (CPU)

Target Image Version: 1.6.2 | Base Image Version: 1.6.1

Python Packages Total Size Summary

Target Version Total Size	Base Version Total Size	Size Change (abs)	Size Change (%)
1.12GB	1.12GB	387.41KB	0.03

Top-20 Largest Python Packages

Package	Version in the Target Image	Size
mkl	2022.2.1	157.26MB
tensorflow	2.12.1	127.47MB
pytorch	2.0.0	67.37MB
qt	5.15.8	57.94MB
llvm	18.1.2	57.57MB
catboost	1.2.3	45.71MB
jaxlib	0.4.14	45.33MB
pillow	9.5.0	43.98MB
libgoogle	2.12.0	43.43MB
libllvm15	15.0.7	31.78MB
libllvm14	14.0.6	30.03MB
libarrow	12.0.1	26.43MB
pandoc	3.1.12.3	20.03MB
nodejs	18.19.0	15.18MB
scipy	1.11.4	14.55MB
ucx	1.14.1	14.51MB
pandas	2.1.4	11.84MB
scikit	0.19.3	11.60MB
icu	73.2	11.53MB
statsmodels	0.14.1	10.50MB

Python Package Size Delta

Package	Version in the Target Image	Version in the Base Image	Size Change (abs)	Size Change (%)
llvm	18.1.2	18.1.1	802.48KB	1.38
amazon	3.0.7	0.1.2	251.98KB	777.69
libxkbcommon	1.7.0	1.6.0	18.23KB	3.25
huggingface_hub	0.22.0	0.21.4	16.34KB	7.4
importlib_resources	6.4.0	6.3.2	2.03KB	6.7
libmamba	1.5.8	1.5.7	1.96KB	0.12
typer	0.9.4	0.9.0	1.16KB	1.5
rope	1.13.0	1.12.0	1.01KB	0.69
nbconvert	7.16.3	7.16.2	976.00B	13.41
libmambapy	1.5.8	1.5.7	632.00B	0.2
wheel	0.43.0	0.42.0	495.00B	0.86
lightning	0.11.1	0.11.0	358.00B	1.33
threadpoolctl	3.4.0	3.3.0	325.00B	1.43
libaec	1.1.3	1.1.2	218.00B	0.62
thrift	0.20.0	0.19.0	145.00B	0.11
filelock	3.13.3	3.13.1	6.00B	0.04
amazon_sagemaker_sql_editor	0.1.4	0.1.3	-466.00B	-0.15
requests	2.0.0	2.31.0	-30.23KB	-54.6
langchain	0.1.33	0.0.28	-685.37KB	-79.86

[aws-tianquaw]

Example workflow run for size validation: https://github.com/aws-tianquaw/sagemaker-distribution/actions/runs/8667878885/job/23771819411