Overall performance improvement

[Carsopre]

Kind of request

Changing existing functionality

Enhancement Description

Study the possibility of replacing simple dataclasses that just store information by TypedDict instead.
Through profiling we can see that performance drops considerably when using dataclasses. Whilst we like them because of t heir type hints we are now at a moment to balance readability with more performance-oriented code.

Use case

With the introduction of new strategies algorithms get more complex and naturally become slower (multiple array exploration).
Aside from algorithms we need to consider the possibility of moving to more efficient data structures.

Additional Context

No response

[ArdtK]

Investigation findings:

• A TypedDict class can't have properties, making the builder/construction of objects more extensive.
• A TypedDict can't inherit from e.g. a protocol if the protocol itself is not a TypedDict.
• Checking the instance type of a TypedDict object is only possible from Python 3.11.
• Initializing a TypedDict class doesn't initialize all entries. Giving default values is not possible.
• At initalization linting does not always shows which keys are missing.

[ArdtK]

Possible next steps:

• Investigate custom linting.