Update dependency analysis artifacts with detailed evidence
- hotspots.md: Added specific dependent file lists for each hotspot - hotspots.md: Added cross-crate coupling points table - hotspots.md: Added crate-level coupling scores - limitations.md: Expanded coverage of unobservable patterns - limitations.md: Added confidence levels for inferences - limitations.md: Added extraction method details table Agent: euler
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# Analysis Limitations
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## What Was Observed
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| Category | Method | Coverage |
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|----------|--------|----------|
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| Crate dependencies | Cargo.toml parsing | Complete |
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| Module structure | `mod` declarations in lib.rs/main.rs | Complete |
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| File imports | `use g3_*` and `use crate::` patterns | Partial |
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| Submodule structure | mod.rs file inspection | Complete |
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**Generated**: 2025-02-02
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## What Could Not Be Observed
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### 1. Implicit Dependencies
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### 1. Dynamic/Runtime Dependencies
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- **Trait implementations**: A file implementing a trait from another module creates a dependency not captured by `use` statements
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- **Type aliases**: Types re-exported through `pub use` chains
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- **Derive macros**: Dependencies introduced by `#[derive(...)]`
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- **Plugin loading**: Any runtime module loading via `dlopen` or similar
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- **Reflection-based imports**: Dependencies resolved at runtime
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- **Configuration-driven imports**: Modules loaded based on config values
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### 2. Dynamic Patterns
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### 2. Macro-Generated Code
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- **Trait objects**: `dyn Trait` usage creates runtime dependencies
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- **Generic bounds**: `T: SomeTrait` constraints
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- **Associated types**: Dependencies through associated type resolution
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- **Procedural macros**: Code generated by `#[derive(...)]` and custom proc macros
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- **Declarative macros**: `macro_rules!` expansions that generate `use` statements
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- **Build script outputs**: Code generated by `build.rs` files
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### 3. Conditional Compilation
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- **Platform-specific code**: `#[cfg(target_os = "...")]` blocks not evaluated
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- **Feature flags**: `#[cfg(feature = "...")]` dependencies not traced
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- **Test-only code**: `#[cfg(test)]` modules excluded
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- **Platform-specific code**: `#[cfg(target_os = "...")]` blocks are included regardless of target
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- **Feature flags**: `#[cfg(feature = "...")]` gated code is included unconditionally
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- **Test-only code**: `#[cfg(test)]` modules are excluded from analysis
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### 4. Build System
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### 4. Re-exports and Transitive Dependencies
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- **build.rs**: Build script dependencies not analyzed
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- **Procedural macros**: Macro crate dependencies not traced
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- **Workspace-level features**: Feature unification effects not modeled
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- **`pub use` chains**: Transitive re-exports are not fully traced
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- **Glob imports**: `use module::*` does not enumerate specific items
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- **Prelude imports**: Implicit prelude items are not tracked
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### 5. Excluded Files
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### 5. External Crate Dependencies
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| Category | Count | Reason |
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|----------|-------|--------|
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| Test files (`/tests/`) | ~40 | Out of scope |
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| Example files (`/examples/`) | ~10 | Out of scope |
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| Worktree copies | ~100 | Duplicates |
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- **Third-party crates**: Only internal g3 workspace crates are analyzed
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- **Workspace dependency versions**: Version constraints not analyzed
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- **Optional dependencies**: Not distinguished from required dependencies
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## What Was Inferred
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| Inference | Basis | Confidence |
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|-----------|-------|------------|
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| Layer assignment | Topological sort of crate deps | High |
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| Fan-in/fan-out metrics | Edge counting | High |
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| Module-to-file mapping | Naming convention (mod.rs, *.rs) | High |
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| Entrypoints | lib.rs/main.rs presence | High |
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### 1. Module Hierarchy
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Module parent-child relationships inferred from:
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- `mod` declarations in `lib.rs` and `mod.rs` files
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- File system structure (`foo/mod.rs` implies `foo` module)
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**Confidence**: High - Rust module system is deterministic
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### 2. Crate Dependencies
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Crate-level dependencies extracted from:
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- `Cargo.toml` `[dependencies]` sections
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- `path = "..."` declarations for workspace crates
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**Confidence**: High - Cargo.toml is authoritative
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### 3. File-Level Imports
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File imports extracted via regex pattern matching:
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- `^use (g3_|crate::)` for internal imports
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- `^(pub )?mod ` for module declarations
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**Confidence**: Medium-High - May miss unusual import patterns
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### 4. Fan-In/Fan-Out Counts
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Coupling metrics derived from edge counts in dependency graph.
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**Confidence**: Medium - Depends on completeness of edge extraction
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## What May Invalidate Conclusions
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1. **Hidden re-exports**: If `g3-core/lib.rs` re-exports types from submodules, actual coupling may be higher
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2. **Macro-generated code**: Macros like `#[derive(Serialize)]` add implicit serde dependency
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3. **Runtime plugin loading**: If any crate loads code dynamically, static analysis misses it
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4. **Workspace member changes**: Adding/removing crates from workspace invalidates crate-level graph
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### 1. Code Changes
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## Recommendations for Improved Analysis
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This analysis reflects the codebase state at generation time. Any of the following invalidate the analysis:
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- New files added
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- Import statements changed
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- Module structure reorganized
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- Cargo.toml dependencies modified
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1. Use `cargo metadata` for authoritative crate graph
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2. Use `cargo tree` for transitive dependency analysis
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3. Use `rust-analyzer` for semantic import resolution
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4. Parse AST for type references beyond `use` statements
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### 2. Incomplete Extraction
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The regex-based extraction may miss:
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- Multi-line `use` statements with unusual formatting
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- Imports inside function bodies
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- Imports in macro invocations
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- `extern crate` declarations (deprecated but valid)
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### 3. Test Code Exclusion
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Test files (`tests/*.rs`, `#[cfg(test)]` modules) are excluded. Test-only dependencies and coupling patterns are not reflected.
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### 4. Example Code Exclusion
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Example files (`examples/*.rs`) are excluded from the graph.
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### 5. Build Script Dependencies
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`build.rs` files may introduce compile-time dependencies not reflected in the import graph.
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## Extraction Method Details
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| Aspect | Method | Tool |
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|--------|--------|------|
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| Crate dependencies | Cargo.toml parsing | Manual inspection |
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| Module declarations | Regex: `^(pub )?mod ` | ripgrep |
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| Internal imports | Regex: `^use (g3_\|crate::)` | ripgrep |
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| File enumeration | `find crates -name "*.rs"` | find |
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| Cycle detection | Manual graph traversal | N/A |
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## Recommendations for Future Analysis
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1. **Use cargo metadata**: `cargo metadata --format-version 1` provides authoritative dependency information
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2. **Use rust-analyzer**: LSP-based analysis would capture macro expansions
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3. **Use cargo-depgraph**: Specialized tool for Rust dependency visualization
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4. **Include test coverage**: Analyze test files separately for test-specific coupling
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