Rewrite using Insight

[Xmaster6y]

Closes #24

Summary by Sourcery

This pull request refactors the codebase to replace the ModelWrapper class with the new LczeroModel class, which extends NNsight. It also introduces new XAI lenses (ProbingLens, ActivationLens, and PatchingLens) and removes deprecated files and modules.

• New Features:
  • Introduced LczeroModel class extending NNsight for model handling.
  • Added ProbingLens class for probing-based XAI methods.
  • Added ActivationLens class for activation-based XAI methods.
  • Added PatchingLens class for patching-based XAI methods.
• Enhancements:
  • Replaced ModelWrapper with LczeroModel across the codebase for improved model handling.
  • Refactored lens compatibility checks and analysis methods to use LczeroModel.
  • Updated Flow class to extend LczeroModel instead of ModelWrapper.
• Chores:
  • Removed deprecated files and modules related to the old model wrapper and XAI lenses.

[sourcery-ai]

Reviewer's Guide by Sourcery

This pull request refactors the LCZero model wrapper to use the NNsight library, renaming the main class from ModelWrapper to LczeroModel. It also updates various parts of the codebase to accommodate this change, including the XAI lenses and concepts. Additionally, it introduces new lenses and removes deprecated files.

File-Level Changes

Files	Changes
src/lczerolens/model/wrapper.py src/lczerolens/xai/lenses/lrp.py src/lczerolens/xai/lenses/crp.py src/lczerolens/xai/probe.py src/lczerolens/xai/lens.py src/lczerolens/game/play.py src/lczerolens/xai/concepts/move.py src/lczerolens/__init__.py	Refactored to use LczeroModel instead of ModelWrapper and updated method signatures and logic accordingly.
src/lczerolens/xai/concept.py src/lczerolens/xai/concepts/material.py src/lczerolens/xai/concepts/threat.py	Updated method decorators and imports for concepts.
src/lczerolens/xai/lenses/__init__.py src/lczerolens/lenses/activation.py src/lczerolens/lenses/patching.py src/lczerolens/lenses/crp/__init__.py src/lczerolens/lenses/lrp/__init__.py	Added new lenses and updated imports.
src/lczerolens/_native_builder/constants.py src/lczerolens/_native_builder/senet.py src/lczerolens/_native_builder/builder.py src/lczerolens/xai/hook.py src/lczerolens/xai/lenses/policy.py src/lczerolens/xai/lenses/probing.py src/lczerolens/xai/lenses/patching.py src/lczerolens/xai/lenses/activation.py src/lczerolens/xai/__init__.py src/lczerolens/game/__init__.py src/lczerolens/model/__init__.py src/lczerolens/_native_builder/__init__.py	Removed deprecated files.

---

Tips

• Trigger a new Sourcery review by commenting @sourcery-ai review on the pull request.
• You can change your review settings at any time by accessing your dashboard:
  • Enable or disable the Sourcery-generated pull request summary or reviewer's guide;
  • Change the review language;
• You can always contact us if you have any questions or feedback.

[sourcery-ai]

Hey @Xmaster6y - I've reviewed your changes and they look great!

Here's what I looked at during the review

• 🟡 General issues: 5 issues found
• 🟢 Security: all looks good
• 🟢 Testing: all looks good
• 🟢 Complexity: all looks good
• 🟢 Documentation: all looks good

---

Sourcery is free for open source - if you like our reviews please consider sharing them ✨

• X
• Mastodon
• LinkedIn
• Facebook

_{Help me be more useful! Please click 👍 or 👎 on each comment to tell me if it was helpful.}