Configuration Woes

Date: 2025 09-September 19

CB 0: Configuration Intro

here are some code snippets (pasted from Pavlov3D and Pipeline), and copied sections from a REPL session, and powershell investigation into the design and implementation of configuration in different workspaces AKA projects

keyring is of course another example of configurable values, with secure implimentaiton but ultimately much simpler and flat

i am looking for the best, stable ways to handle configuration  

leveraging app data is good

leveraging files is cool


leveraging program settings is cool

please help me understand the different kind of configuration and default settings. Even to the level of loading a file as a starting place, and then allowing state to be manipulated

i am curious how to best handle complexity, and what are some examples of complexity

GG 0: Configuration Intro

Of course. Configuration is about separating the behavior of your application from the code itself, which makes your software more flexible and maintainable. Based on your provided code and session logs, you're already implementing several sophisticated patterns.

Here’s a breakdown of the different kinds of configuration, how to handle complexity, and how your Pavlov3D example fits in.


Types of Configuration & Settings

Configuration can be categorized by where it's stored and when it's read. A robust application often uses a combination of these, following a clear order of priority.

  1. Hardcoded Defaults: These are fallback values defined directly in the code. They ensure the program can run even with zero external configuration. Your timezone_config = "America/Chicago" is a perfect example of this pattern. It's the last line of defense.

  2. Static Configuration Files: This is the most common method. You store settings in a file that is packaged with your application or located in a predictable place.

    • Purpose: Defines the standard, default behavior of the application.

    • Formats: .toml (like you're using), .yaml, .json, .ini. TOML and YAML are often preferred for their readability.

    • Your Example: The config_input_16February.toml file is your primary configuration file for the sample project.

  3. User-Specific Configuration Files (Application Data): These files store user preferences and are located in the user's home directory (e.g., %APPDATA% on Windows, ~/.config on Linux/macOS).

    • Purpose: To allow a user to set personal defaults that override the application's static defaults across all projects. For example, a global theme = "dark" setting.

    • Tools: Python's platformdirs library is excellent for finding these standard locations.

  4. Environment Variables: These are variables set in the operating system's shell.

    • Purpose: Ideal for settings that change between environments (development, testing, production) without changing any code or files. This is crucial for security (like API keys) and for containerized applications (Docker).

    • Example: You might have DATABASE_URL=postgres://user:pass@host/db set in your production environment.

  5. Secure Secrets Management: For sensitive data like passwords, API tokens, and certificates. Storing these in plain text is a major security risk.

    • Purpose: To securely store and retrieve credentials at runtime.

    • Your Example: The function using keyring is the correct way to handle this. It leverages the OS's native secure storage (like Windows Credential Manager or macOS Keychain). Other tools include cloud services like AWS Secrets Manager or HashiCorp Vault.

  6. Runtime Configuration (In-Memory State): This refers to configuration that is set or changed while the application is running.

    • Purpose: To allow dynamic changes to the application's behavior without a restart.

    • Your Example: Your PavlovShell is a perfect illustration. When you run project --open sample, you are changing the application's internal state—the active project—at runtime. The Directories.project class variable holds this state.


How to Handle Complexity

Complexity arises when you need to combine these different sources. The standard solution is a hierarchy of precedence, where more specific settings override more general ones.

A common and effective hierarchy is:

  1. Hardcoded Defaults (Lowest priority)

  2. Static Config File (e.g., config.toml in the project)

  3. User-Specific Config File (e.g., ~/.config/pavlov3d/settings.toml)

  4. Environment Variables

  5. Command-Line Arguments / Runtime Changes (Highest priority)

Your program would load settings in this order, with each step overwriting any values set by the previous step.

Examples of Complex Configuration Scenarios


Analysis of Your Pavlov3D Implementation 🚀

Your current setup is well-designed and demonstrates a good grasp of these concepts.

By combining these patterns, you can build a system that is both powerful for users and easy to maintain as a developer.


CB 1: Where should complex per-project files go?

So generally where would workspace AKA project folders like this go? They sort of have a whole complex folder that is an open way of handling what one binary proprietary file might handle in a piece of professional grade software.

  

users are generally allowed to safe their files whereever they want

  

items like dark mode configuration can easily be saved in C:\Users\user\.special\config.json or in Appdata, but for richer informing elements like per-project config, sets of import and export files per-project, and export files per-project, these probably don't belong in app data. Right now, they are tightly coupled with the 'projects' directory living in the same python project root as the src directory. I know ultimately I'll have to allow users to put things wherever they like, and also Appdata probably isnt the right spot.

GG 1: User Documents

You're absolutely right. Complex project folders are user documents, not application data, and they shouldn't live in AppData or be tightly coupled to your source code.

The standard and most user-friendly approach is to place them in the user's Documents folder by default, while giving the user the freedom to create and open projects from anywhere on their filesystem.


## Application Data vs. User Documents

There's a critical distinction that guides this decision:

Your project folders, with their configs, imports, and exports, are the user's valuable work. Sticking them in a hidden system folder like AppData would make them undiscoverable and difficult to manage.


## How to Implement This

Your goal is to decouple the location of the projects from the location of the application. Here’s a common implementation pattern seen in professional software (like Git, VS Code, or Adobe products).

  1. Establish a Default Workspace on First Run: When your application runs for the first time, it can create a default folder, like C:\Users\YourUser\Documents\Pavlov3D Projects. This gives new users a sensible starting point.

  2. Use AppData for Pointers, Not Projects: Your application still needs to remember things, like which projects the user has worked on recently. A list of file paths to recent projects is a perfect thing to store in AppData. For example, you could have a file like C:\Users\YourUser\AppData\Roaming\Pavlov3D\settings.json that contains:

    JSON

    {
      "last_opened": "C:\\Users\\YourUser\\Documents\\Pavlov3D Projects\\sample",
      "recent_projects": [
        "C:\\Users\\YourUser\\Documents\\Pavlov3D Projects\\sample",
        "D:\\Work\\Client-Projects\\gpx",
        "C:\\Users\\YourUser\\Downloads\\bulldog-analytics-16Feb2025"
      ]
    }
    
  3. Provide "Open" and "New" Functionality: Your PavlovShell would then be updated.

    • Instead of project --open sample, which assumes the project is in a relative projects directory, the command would accept a full path: project --open "D:\Work\Client-Projects\gpx".

    • You'd add a command for creating new projects anywhere: project --new "My Next Project" --path "C:\Users\YourUser\Desktop". This command would then build the required configs, imports, and exports subdirectories inside C:\Users\YourUser\Desktop\My Next Project.

This model gives you the best of both worlds: a simple, predictable default for new users and the complete flexibility and control that advanced users expect. 👍

CB 2 Project Documents Rigidity

D:\\Work\\Client-Projects\\gpx",

  
this is an example of a folder

  
the contents of that folder might have a very particular expected hierarchy and organization. If users move things, they can blow their leg off. But, they should also feel confident adding import files and editing the config, though these things can be handled by GUI or CLI primarily.

  

is it okay to expect that users can set the project folder location, but the contents must be not dragged around?

  

How would a user choose a project to open? I guess in the same way that VS code lets a user choose a root folder for a piece of software to open and edit.

GG 2, Free Location with Rigid Internal Structure:

Yes, it's perfectly okay—and in fact, it's the standard convention—to expect users to manage the project folder's location while insisting its internal structure remains unchanged.

Your comparison to VS Code is spot on. You open a single root folder, and the tool understands how to work with the contents because it expects things like a .vscode folder or a package.json file to be in specific places.


## The "Glass Box" Approach

Think of your project folder as a "glass box." The user can see everything inside and is allowed to interact with it in specific, controlled ways (like adding files to the imports folder). They can move the entire box wherever they want—from their Documents folder to a network drive. However, they shouldn't start rearranging the internal machinery.

This approach is standard for several key reasons:


## How Users Choose a Project

Just like an IDE, you provide a few straightforward ways for a user to select which project they want to work on.

  1. "Open Project" Command/Button: This is the primary method. It opens a native "Select Folder" dialog box, allowing the user to navigate their file system and choose the root directory of a project (e.g., they would select the gpx folder).

  2. "Recent Projects" List: This is essential for a good user experience. Your application should remember the paths to the last 5-10 projects the user has opened. This list can be shown on a welcome screen or accessed via a menu or command (project --recent). The user can then select from the list instead of navigating the file system every time. This list of paths is stored in your application's settings file in AppData.

  3. "New Project" Command/Button: This would prompt the user for a project name and a location to save it. Your application would then create the root folder and populate it with the required internal structure (configs, imports, exports, etc.).

This combination gives users both the explicit control to open any project anywhere and the convenience of quickly accessing their recent work. 👍


CB 3 Config vs State

Okay great

  

Where do you draw the line between configuration and state for complex projects? You mentioned before that

> 
> 
> Your `PavlovShell` is a perfect illustration. When you run `project --open sample`, you are changing the application's internal state—the active project—at runtime.
> 
> 

  

But to me, this is called configuration, especially because the files are stable even before they are loaded.

  

Also when a user loads a configuration .toml file, it introduces config, but they can change these given an order of precedence, in a gui or a CLI. I suppose that the file is loaded into an object which represents state and that object which lives in memory is mutable. but then i can back it up at any time and cast it past to state - though of course this is different for configuration which can be represented in the toml versus more complex examples of state which might require pickling or whatever.

GG 3: Config vs State

That's an excellent and subtle question. You're right that the line between configuration and state can be blurry. The key difference lies in their purpose and lifecycle: configuration is the blueprint, while state is the building-in-progress.


## Configuration: The Blueprint

Configuration is the set of instructions and parameters that tell your application how to behave before it starts doing any real work. It's generally static, human-readable, and defines your intent.

Your config_input_16February.toml file is pure configuration. It's a blueprint for a specific task.


## State: The Building-in-Progress

State is the live, in-memory snapshot of your application's condition at any given moment while it's running. It's the result of the configuration being loaded and acted upon.

When you run project --open sample, the path C:\...\projects\sample becomes part of the application's state. The configuration files within sample are still configuration, but the application's active focus on that specific project is a temporary, in-memory condition—its state. If the power went out, the application would forget which project was open, but the configuration files on disk would be fine.


## The Blurry Line: Loading and Saving

You've hit on the exact point where the two concepts meet. The process looks like this:

  1. Load: You read a configuration file (.toml) from disk.

  2. Initialize: You use that data to create objects and variables in memory. This is the initial state.

  3. Mutate: The user interacts with the GUI or CLI, changing values. They are now modifying the in-memory state. At this point, the state no longer perfectly matches the configuration file it came from.

  4. Persist: The user hits "Save." The application takes the current state and writes it back to a file on disk. That saved file is now the new configuration for the next time the app launches.

So, you're correct: a mutable object in memory is state. The act of saving it "cools it down" back into stable configuration. This is why complex state might need pickling (saving the live object itself), whereas configuration is best saved in a structured, human-readable format like TOML.

## A Quick Litmus Test 🤔

To decide if something is configuration or state, ask these questions: