René's URL Explorer Experiment


Title: 4.2. Optimization Tools — Python - from None to AI

direct link

Domain: python3.info

authorMatt Harasymczuk
published2025-01-01
updated2025-12-15
readtime20 minutes
tagspython, performance, optimization, tools

Links:

Python - from None to AI https://python3.info/index.html
Licensehttps://python3.info/LICENSE.html
Installhttps://python3.info/install.html
Python Versionshttps://python3.info/about/versions.html
Python Historyhttps://python3.info/about/history.html
Linkshttps://python3.info/about/links.html
Referenceshttps://python3.info/about/references.html
1. Abouthttps://python3.info/basics/index.html
2. Introductionhttps://python3.info/basics/index.html#introduction
3. Syntaxhttps://python3.info/basics/index.html#syntax
4. Numerichttps://python3.info/basics/index.html#numeric
5. Logichttps://python3.info/basics/index.html#logic
6. Stringshttps://python3.info/basics/index.html#strings
7. Iterableshttps://python3.info/basics/index.html#iterables
8. Mappingshttps://python3.info/basics/index.html#mappings
9. Nestedhttps://python3.info/basics/index.html#nested
10. Unpackhttps://python3.info/basics/index.html#unpack
11. Conditionalhttps://python3.info/basics/index.html#conditional
12. Whilehttps://python3.info/basics/index.html#while
13. Forhttps://python3.info/basics/index.html#for
14. Comprehensionshttps://python3.info/basics/index.html#comprehensions
15. Fileshttps://python3.info/basics/index.html#files
16. Functionshttps://python3.info/basics/index.html#functions
17. Exceptionshttps://python3.info/basics/index.html#exceptions
18. Idiomhttps://python3.info/basics/index.html#idiom
19. OOPhttps://python3.info/basics/index.html#oop
20. Moduleshttps://python3.info/basics/index.html#modules
21. Recaphttps://python3.info/basics/index.html#recap
1. Abouthttps://python3.info/intermediate/index.html
2. Stringhttps://python3.info/intermediate/index.html#string
3. Syntaxhttps://python3.info/intermediate/index.html#syntax
4. Starhttps://python3.info/intermediate/index.html#star
5. Enumhttps://python3.info/intermediate/index.html#enum
6. Matchhttps://python3.info/intermediate/index.html#match
7. Regexhttps://python3.info/intermediate/index.html#regex
8. Datetimehttps://python3.info/intermediate/index.html#datetime
9. Generatorshttps://python3.info/intermediate/index.html#generators
10. Iteratorhttps://python3.info/intermediate/index.html#iterator
11. Serializationhttps://python3.info/intermediate/index.html#serialization
12. Picklehttps://python3.info/intermediate/index.html#pickle
13. TOMLhttps://python3.info/intermediate/index.html#toml
14. CSVhttps://python3.info/intermediate/index.html#csv
15. JSONhttps://python3.info/intermediate/index.html#json
16. Pathlibhttps://python3.info/intermediate/index.html#pathlib
17. Logginghttps://python3.info/intermediate/index.html#logging
18. Moduleshttps://python3.info/intermediate/index.html#modules
19. Typinghttps://python3.info/intermediate/index.html#typing
20. OOP Dataclasshttps://python3.info/intermediate/index.html#oop-dataclass
1. Abouthttps://python3.info/advanced/index.html
2. Syntaxhttps://python3.info/advanced/index.html#syntax
3. OOP Paradigmhttps://python3.info/advanced/index.html#oop-paradigm
4. OOP Inheritancehttps://python3.info/advanced/index.html#oop-inheritance
5. OOP Polymorphismhttps://python3.info/advanced/index.html#oop-polymorphism
6. OOP Encapsulationhttps://python3.info/advanced/index.html#oop-encapsulation
7. OOP Metaprogramminghttps://python3.info/advanced/index.html#oop-metaprogramming
8. OOP Operatorhttps://python3.info/advanced/index.html#oop-operator
9. FP Paradigmhttps://python3.info/advanced/index.html#fp-paradigm
10. FP Applyhttps://python3.info/advanced/index.html#fp-apply
11. Decoratorshttps://python3.info/advanced/index.html#decorators
12. Async Paradigmhttps://python3.info/advanced/index.html#async-paradigm
13. Async AsyncIOhttps://python3.info/advanced/index.html#async-asyncio
1. Abouthttps://python3.info/performance/index.html
2. Introductionhttps://python3.info/performance/index.html#introduction
3. Transpilationhttps://python3.info/performance/index.html#transpilation
4. Optimizationhttps://python3.info/performance/index.html#optimization
4.1. Optimization Complexityhttps://python3.info/performance/optimization/complexity.html
4.2. Optimization Toolshttps://python3.info/performance/optimization/tools.html
4.2.1. Containshttps://python3.info/performance/optimization/tools.html#contains
4.2.2. PyPyhttps://python3.info/performance/optimization/tools.html#pypy
4.2.3. Patternshttps://python3.info/performance/optimization/tools.html#patterns
4.2.4. Toolshttps://python3.info/performance/optimization/tools.html#tools
4.2.5. Numpy vectorizationhttps://python3.info/performance/optimization/tools.html#numpy-vectorization
4.2.6. Specialized data structureshttps://python3.info/performance/optimization/tools.html#specialized-data-structures
4.2.7. Cythonhttps://python3.info/performance/optimization/tools.html#cython
4.2.8. Numbahttps://python3.info/performance/optimization/tools.html#numba
4.2.9. Daskhttps://python3.info/performance/optimization/tools.html#dask
4.2.10. Find existing implementationhttps://python3.info/performance/optimization/tools.html#find-existing-implementation
4.2.11. String Concatenationhttps://python3.info/performance/optimization/tools.html#string-concatenation
4.2.12. String Appendhttps://python3.info/performance/optimization/tools.html#string-append
4.2.13. Range between two floathttps://python3.info/performance/optimization/tools.html#range-between-two-float
4.2.14. Dequehttps://python3.info/performance/optimization/tools.html#deque
4.2.15. Further Readinghttps://python3.info/performance/optimization/tools.html#further-reading
4.2.16. Referenceshttps://python3.info/performance/optimization/tools.html#references
4.2.17. Assignmentshttps://python3.info/performance/optimization/tools.html#assignments
4.3. Optimization Micro-benchmarkinghttps://python3.info/performance/optimization/micro-benchmarking.html
4.4. Optimization Comparisonhttps://python3.info/performance/optimization/comparison.html
4.5. Optimization Membershiphttps://python3.info/performance/optimization/membership.html
4.6. Optimization Iterationhttps://python3.info/performance/optimization/iteration.html
4.7. Optimization Comparisonhttps://python3.info/performance/optimization/conditional.html
5. Profilinghttps://python3.info/performance/index.html#profiling
6. Case Studyhttps://python3.info/performance/index.html#case-study
7. Threadinghttps://python3.info/performance/index.html#threading
8. Multiprocessinghttps://python3.info/performance/index.html#multiprocessing
9. Extensionshttps://python3.info/performance/index.html#extensions
1. Abouthttps://python3.info/testing/index.html
2. Introductionhttps://python3.info/testing/index.html#introduction
3. Randomhttps://python3.info/testing/index.html#random
4. Syntaxhttps://python3.info/testing/index.html#syntax
5. Doctesthttps://python3.info/testing/index.html#doctest
6. Unittesthttps://python3.info/testing/index.html#unittest
7. Recaphttps://python3.info/testing/index.html#recap
1. Abouthttps://python3.info/ci-cd/index.html
2. DevToolshttps://python3.info/ci-cd/index.html#devtools
3. Distributehttps://python3.info/ci-cd/index.html#distribute
4. Linthttps://python3.info/ci-cd/index.html#lint
5. Qualityhttps://python3.info/ci-cd/index.html#quality
6. Securityhttps://python3.info/ci-cd/index.html#security
1. Abouthttps://python3.info/devops/index.html
2. Qualityhttps://python3.info/devops/index.html#quality
3. Testshttps://python3.info/devops/index.html#tests
4. Debugginghttps://python3.info/devops/index.html#debugging
1. Abouthttps://python3.info/database/index.html
2. Theoryhttps://python3.info/database/index.html#theory
3. ORMhttps://python3.info/database/index.html#orm
4. Normalizationhttps://python3.info/database/index.html#normalization
5. NoSQLhttps://python3.info/database/index.html#nosql
6. SQLhttps://python3.info/database/index.html#sql
7. SQLite3https://python3.info/database/index.html#sqlite3
8. SQLAlchemyhttps://python3.info/database/index.html#sqlalchemy
9. Case Studyhttps://python3.info/database/index.html#case-study
1. Abouthttps://python3.info/design-patterns/index.html
2. Introductionhttps://python3.info/design-patterns/index.html#introduction
3. UMLhttps://python3.info/design-patterns/index.html#uml
4. Creationalhttps://python3.info/design-patterns/index.html#creational
5. Behavioralhttps://python3.info/design-patterns/index.html#behavioral
6. Structuralhttps://python3.info/design-patterns/index.html#structural
7. Functionalhttps://python3.info/design-patterns/index.html#functional
1. Abouthttps://python3.info/numpy/index.html
2. Introductionhttps://python3.info/numpy/index.html#introduction
3. Arrayhttps://python3.info/numpy/index.html#array
4. Attributeshttps://python3.info/numpy/index.html#attributes
5. Randomhttps://python3.info/numpy/index.html#random
6. Indexinghttps://python3.info/numpy/index.html#indexing
7. Operationshttps://python3.info/numpy/index.html#operations
8. Methodshttps://python3.info/numpy/index.html#methods
9. Statisticshttps://python3.info/numpy/index.html#statistics
10. Mathhttps://python3.info/numpy/index.html#math
11. Polynomialhttps://python3.info/numpy/index.html#polynomial
1. Abouthttps://python3.info/pandas/index.html
2. Introductionhttps://python3.info/pandas/index.html#introduction
3. Readhttps://python3.info/pandas/index.html#read
4. Tohttps://python3.info/pandas/index.html#to
5. Serieshttps://python3.info/pandas/index.html#series
6. DataFramehttps://python3.info/pandas/index.html#dataframe
7. Datehttps://python3.info/pandas/index.html#date
8. Case Studyhttps://python3.info/pandas/index.html#case-study
1. Abouthttps://python3.info/matplotlib/index.html
2. Introductionhttps://python3.info/matplotlib/index.html#introduction
3. Figurehttps://python3.info/matplotlib/index.html#figure
4. Stylehttps://python3.info/matplotlib/index.html#style
5. Charthttps://python3.info/matplotlib/index.html#chart
6. Case Studyhttps://python3.info/matplotlib/index.html#case-study
1. Moduleshttps://python3.info/stdlib/index.html
2. Collectionshttps://python3.info/stdlib/index.html#collections
3. Mathhttps://python3.info/stdlib/index.html#math
4. Localehttps://python3.info/stdlib/index.html#locale
5. XMLhttps://python3.info/stdlib/index.html#xml
6. Operating Systemhttps://python3.info/stdlib/index.html#operating-system
7. Stringhttps://python3.info/stdlib/index.html#string
8. Builtinhttps://python3.info/stdlib/index.html#builtin
9. Typehttps://python3.info/stdlib/index.html#type
10. Loophttps://python3.info/stdlib/index.html#loop
11. TkInterhttps://python3.info/stdlib/index.html#tkinter
1. Abouthttps://python3.info/network/index.html
2. Protocolhttps://python3.info/network/index.html#protocol
3. Webhttps://python3.info/network/index.html#web
4. Transporthttps://python3.info/network/index.html#transport
5. Case Studyhttps://python3.info/network/index.html#case-study
1. Abouthttps://python3.info/webapp/index.html
2. HTTPhttps://python3.info/webapp/index.html#http
3. RESThttps://python3.info/webapp/index.html#rest
4. Architecturehttps://python3.info/webapp/index.html#architecture
5. Authhttps://python3.info/webapp/index.html#auth
1. Abouthttps://python3.info/django/index.html
2. Introductionhttps://python3.info/django/index.html#introduction
3. Setuphttps://python3.info/django/index.html#setup
4. Settingshttps://python3.info/django/index.html#settings
5. Modelshttps://python3.info/django/index.html#models
6. Datahttps://python3.info/django/index.html#data
7. Adminhttps://python3.info/django/index.html#admin
8. ORMhttps://python3.info/django/index.html#orm
9. Viewshttps://python3.info/django/index.html#views
10. Templateshttps://python3.info/django/index.html#templates
11. Templatetagshttps://python3.info/django/index.html#templatetags
12. Formshttps://python3.info/django/index.html#forms
13. Managehttps://python3.info/django/index.html#manage
14. Middlewarehttps://python3.info/django/index.html#middleware
15. Localehttps://python3.info/django/index.html#locale
16. Utilshttps://python3.info/django/index.html#utils
17. Authhttps://python3.info/django/index.html#auth
18. APIhttps://python3.info/django/index.html#api
19. Ninjahttps://python3.info/django/index.html#ninja
20. Testshttps://python3.info/django/index.html#tests
21. Appshttps://python3.info/django/index.html#apps
22. Deployhttps://python3.info/django/index.html#deploy
1. Abouthttps://python3.info/fastapi/index.html
2. Introductionhttps://python3.info/fastapi/index.html#introduction
3. FastAPIhttps://python3.info/fastapi/index.html#fastapi
4. Pydantichttps://python3.info/fastapi/index.html#pydantic
5. Databasehttps://python3.info/fastapi/index.html#database
6. Authhttps://python3.info/fastapi/index.html#auth
7. DevOpshttps://python3.info/fastapi/index.html#devops
8. Case Studyhttps://python3.info/fastapi/index.html#case-study
1. Abouthttps://python3.info/data-science/index.html
2. Jupyterhttps://python3.info/data-science/index.html#jupyter
3. Pythonhttps://python3.info/data-science/index.html#python
4. Visualizationhttps://python3.info/data-science/index.html#visualization
5. Scipyhttps://python3.info/data-science/index.html#scipy
6. Geopandashttps://python3.info/data-science/index.html#geopandas
1. Abouthttps://python3.info/machine-learning/index.html
2. Introductionhttps://python3.info/machine-learning/index.html#introduction
3. Sklearnhttps://python3.info/machine-learning/index.html#sklearn
4. Model Qualityhttps://python3.info/machine-learning/index.html#model-quality
5. Decision Treeshttps://python3.info/machine-learning/index.html#decision-trees
6. Regressionshttps://python3.info/machine-learning/index.html#regressions
7. K-Nearest Neighborshttps://python3.info/machine-learning/index.html#k-nearest-neighbors
8. Bayeshttps://python3.info/machine-learning/index.html#bayes
9. Support Vector Machineshttps://python3.info/machine-learning/index.html#support-vector-machines
10. Clusteringhttps://python3.info/machine-learning/index.html#clustering
11. Neural Networkshttps://python3.info/machine-learning/index.html#neural-networks
12. Referenceshttps://python3.info/machine-learning/index.html#references
13. Articleshttps://python3.info/machine-learning/index.html#articles
1. Abouthttps://python3.info/ai/index.html
2. Introductionhttps://python3.info/ai/index.html#introduction
1. Paradigmhttps://python3.info/oop/index.html
2. Pythonhttps://python3.info/oop/index.html#python
1. Englishhttps://python3.info/dragon/index.html
2. Polishhttps://python3.info/dragon/index.html#polish
3. ADRhttps://python3.info/dragon/index.html#adr
Python - from None to AIhttps://python3.info/index.html
https://python3.info/index.html
1. Abouthttps://python3.info/performance/index.html
https://python3.info/performance/optimization/tools.html#optimization-tools
https://wiki.python.org/moin/TimeComplexityhttps://wiki.python.org/moin/TimeComplexity
https://python3.info/performance/optimization/tools.html#contains
https://python3.info/performance/optimization/tools.html#pypy
http://pypy.orghttp://pypy.org
https://python3.info/performance/optimization/tools.html#patterns
[1]https://python3.info/performance/optimization/tools.html#shaw2022
[1]https://python3.info/performance/optimization/tools.html#shaw2022
https://python3.info/performance/optimization/tools.html#id5
https://python3.info/performance/optimization/tools.html#tools
[2]https://python3.info/performance/optimization/tools.html#galindo2022
[2]https://python3.info/performance/optimization/tools.html#galindo2022
https://python3.info/performance/optimization/tools.html#id6
https://python3.info/performance/optimization/tools.html#numpy-vectorization
https://python3.info/performance/optimization/tools.html#specialized-data-structures
https://python3.info/performance/optimization/tools.html#cython
https://numba.pydata.org/https://numba.pydata.org/
https://cython.readthedocs.io/en/latest/https://cython.readthedocs.io/en/latest/
https://en.wikipedia.org/wiki/Cythonhttps://en.wikipedia.org/wiki/Cython
https://youtu.be/zQeYx87mfyw?t=747https://youtu.be/zQeYx87mfyw?t=747
https://python3.info/performance/optimization/tools.html#numba
https://python3.info/performance/optimization/tools.html#dask
https://dask.orghttps://dask.org
https://python3.info/performance/optimization/tools.html#find-existing-implementation
https://pypi.orghttps://pypi.org
https://python3.info/performance/optimization/tools.html#string-concatenation
https://python3.info/performance/optimization/tools.html#string-append
https://python3.info/performance/optimization/tools.html#range-between-two-float
https://python3.info/performance/optimization/tools.html#deque
https://python3.info/performance/optimization/tools.html#further-reading
https://wiki.python.org/moin/TimeComplexityhttps://wiki.python.org/moin/TimeComplexity
https://youtu.be/YY7yJHo0M5Ihttps://youtu.be/YY7yJHo0M5I
https://visualgo.net/bn/sortinghttps://visualgo.net/bn/sorting
http://sorting.at/http://sorting.at/
https://www.cs.usfca.edu/~galles/visualization/ComparisonSort.htmlhttps://www.cs.usfca.edu/~galles/visualization/ComparisonSort.html
https://www.youtube.com/watch?v=fOdCxum-qLAhttps://www.youtube.com/watch?v=fOdCxum-qLA
https://www.youtube.com/watch?v=zQeYx87mfywhttps://www.youtube.com/watch?v=zQeYx87mfyw
https://www.youtube.com/watch?v=EEUXKG97YRwhttps://www.youtube.com/watch?v=EEUXKG97YRw
https://python3.info/performance/optimization/tools.html#references
1https://python3.info/performance/optimization/tools.html#id1
2https://python3.info/performance/optimization/tools.html#id2
https://youtu.be/YY7yJHo0M5Ihttps://youtu.be/YY7yJHo0M5I
1https://python3.info/performance/optimization/tools.html#id3
2https://python3.info/performance/optimization/tools.html#id4
https://youtu.be/1IiL31tUEVk?t=1010https://youtu.be/1IiL31tUEVk?t=1010
https://python3.info/performance/optimization/tools.html#assignments
Previoushttps://python3.info/performance/optimization/complexity.html
Next https://python3.info/performance/optimization/micro-benchmarking.html

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