diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 163d766..09a5658 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -20,7 +20,7 @@ jobs:
- name: Lint
run: uv run ruff check src tests
- name: Type check
- run: uv run mypy -p algo_discovery -p ads -p synth
+ run: uv run mypy -p algo_discovery -p ads -p synth -p gui
python-test:
name: Pytest (3.10, 3.12, 3.13)
@@ -98,3 +98,31 @@ jobs:
run: uv sync --group dev
- name: Run synth discover --smoke
run: uv run python engine/runner.py discover
+
+ gui:
+ name: GUI core smoke
+ runs-on: ubuntu-latest
+ steps:
+ - uses: actions/checkout@v4
+ - uses: astral-sh/setup-uv@v5
+ with:
+ python-version: "3.12"
+ - name: Sync deps
+ run: uv sync --group dev
+ - name: Headless GUI selftest
+ run: uv run python -m gui --selftest
+ - name: GUI core tests
+ run: uv run pytest -q tests/test_gui.py
+
+ docs:
+ name: Docs (strict build)
+ runs-on: ubuntu-latest
+ steps:
+ - uses: actions/checkout@v4
+ - uses: astral-sh/setup-uv@v5
+ with:
+ python-version: "3.12"
+ - name: Sync docs deps
+ run: uv sync --group docs
+ - name: Build docs
+ run: uv run mkdocs build --strict --site-dir site
diff --git a/.github/workflows/pages.yml b/.github/workflows/pages.yml
index d414ef1..db1d464 100644
--- a/.github/workflows/pages.yml
+++ b/.github/workflows/pages.yml
@@ -18,8 +18,15 @@ jobs:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
+ - uses: astral-sh/setup-uv@v5
+ with:
+ python-version: "3.12"
+ - name: Sync docs deps
+ run: uv sync --group docs
+ - name: Build docs site
+ run: uv run mkdocs build --strict --site-dir site
- uses: actions/configure-pages@v5
- uses: actions/upload-pages-artifact@v3
with:
- path: docs
+ path: site
- uses: actions/deploy-pages@v4
\ No newline at end of file
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 65a96f7..62aba0e 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -10,7 +10,7 @@ Requires Python >= 3.10 and [uv](https://docs.astral.sh/uv/), plus a JDK
```bash
git clone https://github.com/dsk-dev-ai/algorithm-discovery-engine.git
cd algorithm-discovery-engine
-uv sync --group dev
+uv sync --group dev --group docs
```
## Quality gates
@@ -23,7 +23,9 @@ python engine/runner.py build # all four language tiers compile
python engine/runner.py test # catalog tests pass in all four languages
python engine/runner.py discover # synthesizer smoke pass (CI-friendly)
uv run ruff check src tests
-uv run mypy -p algo_discovery -p ads -p synth
+uv run mypy -p algo_discovery -p ads -p synth -p gui
+uv run python -m gui --selftest
+uv run mkdocs build --strict
```
### Per-language quick checks
diff --git a/README.md b/README.md
index c4e60d2..6b742c0 100644
--- a/README.md
+++ b/README.md
@@ -9,6 +9,8 @@
[](https://github.com/dsk-dev-ai/algorithm-discovery-engine/forks)
[](https://opensource.org/licenses/MIT)
[]()
+[](https://dsk-dev-ai.github.io/algorithm-discovery-engine/)
+[](#desktop-gui)
[](https://github.com/sponsors/dsk-dev-ai)
**Python** · **Java** · **C++** · **Rust**
@@ -38,10 +40,12 @@ game) from input/output examples alone — no APIs, no model calls.
next-term predictions.
- **Zero dependencies per language** — no framework, no package, no JIT magic; pure
standard library in all four tiers.
+- **Desktop GUI** — a Tkinter app (`python -m gui`) built on the standard library only;
+ core logic is headless-tested in CI.
- **Generated-then-committed test vectors** — identical tests enforced by CI in every
language; a single `--check` keeps them in sync with the catalog.
- **CI-green by default** — grid of Python 3.10–3.13, Java 21, GCC C++17, stable Rust,
- plus a discovery-smoke job.
+ discovery-smoke, GUI-core smoke, and a strict docs build.
## Quick start
@@ -52,6 +56,7 @@ cd algorithm-discovery-engine
python engine/runner.py test # build + run the catalog suite in all 4 languages
python engine/runner.py bench # benchmark all tiers, side by side
python engine/runner.py discover # synthesize + verify algorithms from examples
+python -m gui # open the desktop app
```
No install required — Python ≥ 3.10 and (for the non-Python tiers) a JDK, a C++17
@@ -154,13 +159,46 @@ explanation, and next-term prediction.
uv run python -m algo_discovery 1 4 9 16
```
+## Desktop GUI
+
+A small **Tkinter** desktop app (no third-party runtime dependencies) wraps the
+three engines behind a clean dark-themed interface:
+
+```sh
+python -m gui # launch from the repo root
+python engine/runner.py gui # same thing via the dispatcher
+ade-gui # if installed with pip/uv
+```
+
+| Tab | What it does |
+| ----------------- | ---------------------------------------------------------------------- |
+| **Discover** | Run the synthesizer (smoke/full), view the per-target verified table, open the report. |
+| **Pattern discovery** | Enter an integer sequence, discover ranked hypotheses with next-term predictions. |
+| **Engine** | Check vectors, run pytest, build all tiers, benchmark, open docs/GitHub links. |
+
+Core logic lives in `gui/core.py` and is tested headlessly in CI (`-p gui` mypy
++ `pytest -q tests/test_gui.py`).
+
+## Documentation
+
+Full docs: **https://dsk-dev-ai.github.io/algorithm-discovery-engine/**
+
+Build locally:
+
+```sh
+uv sync --group docs
+uv run mkdocs serve # live preview at http://127.0.0.1:8000
+```
+
## Development
```sh
-uv sync --group dev
-uv run pytest -q # 118 tests (catalog + synthesizer)
+uv sync --group dev --group docs
+uv run pytest -q # 118+ tests (catalog + synthesizer + GUI core)
uv run ruff check src tests
-uv run mypy -p algo_discovery -p ads -p synth
+uv run mypy -p algo_discovery -p ads -p synth -p gui
+uv run python -m gui --selftest # headless GUI smoke
+uv run mkdocs build --strict # documentation builds cleanly
python engine/runner.py check # keep generated vectors in sync before committing
```
@@ -178,6 +216,8 @@ engine/runner.py build / test / benchmark / synthesize dispatche
src/ads/ Python solving engine (regular + advanced)
src/algo_discovery/ pattern-discovery framework (original)
src/synth/ local algorithm synthesizer
+src/gui/ Tkinter desktop app (stdlib only)
+docs/ documentation site (MkDocs Material)
languages/java/src/ads/ Java tier (+ TestRunner, Benchmark)
languages/cpp/include/ads/ C++17 headers (+ tests, bench)
languages/rust/src/ Rust tier (+ examples/benchmark.rs)
diff --git a/docs/assets/social-preview.png b/docs/assets/social-preview.png
new file mode 100644
index 0000000..d8e0fc5
Binary files /dev/null and b/docs/assets/social-preview.png differ
diff --git a/docs/contributing.md b/docs/contributing.md
new file mode 100644
index 0000000..e8fe38e
--- /dev/null
+++ b/docs/contributing.md
@@ -0,0 +1,81 @@
+# Contributing
+
+Thanks for your interest in contributing to the Algorithm Discovery Engine.
+
+## Setup
+
+Requires Python ≥ 3.10 and [uv](https://docs.astral.sh/uv/), plus a JDK
+(≥ 17), a C++17 compiler, and the Rust toolchain for the non-Python tiers.
+
+```bash
+git clone https://github.com/dsk-dev-ai/algorithm-discovery-engine.git
+cd algorithm-discovery-engine
+uv sync --group dev --group docs
+```
+
+## Quality gates
+
+Run the full check suite before submitting:
+
+```bash
+python engine/runner.py check # generated vectors in sync w/ the catalog
+python engine/runner.py build # all four language tiers compile
+python engine/runner.py test # catalog tests pass in all four languages
+python engine/runner.py discover # synthesizer smoke pass (CI-friendly)
+uv run ruff check src tests
+uv run mypy -p algo_discovery -p ads -p synth -p gui
+uv run pytest -q
+uv run python -m gui --selftest # headless GUI core smoke test
+uv run mkdocs build --strict # documentation builds cleanly
+```
+
+### Per-language quick checks
+
+```bash
+cd languages/java && javac -d out $(find src -name '*.java') && java -cp out ads.TestRunner
+cd languages/cpp && g++ -std=c++17 -O2 -I include tests/test_runner.cpp -o build/runner && ./build/runner
+cd languages/rust && cargo test --quiet
+```
+
+## Adding a catalog problem
+
+1. Add the problem to `catalog/problems.json` with empty `tests`.
+2. Implement it in every tier: `src/ads/`, `languages/java/`, `languages/cpp/`,
+ `languages/rust/` (following the existing per-problem conventions).
+3. Run `uv run pytest -q` to auto-generate and fill the test vectors, then run
+ `python engine/runner.py check` to confirm they are committed in sync.
+4. Wire it into `engine/runner.py` `BENCH_ALGOS` and each tier's benchmark if
+ you want it benchmarked.
+
+## Adding a discovery target
+
+1. Add a target entry to `catalog/discovery_targets.json` (id, kind, signature,
+ `arg_types`) with curated I/O examples.
+2. Provide an oracle + fuzz generator in `src/synth/corpus.py` (see
+ `oracle_jump_game` / `fuzz_reach` for a template).
+3. Verify with `uv run python -m synth discover --smoke` — the fully-verified
+ target should join the report as `verified`.
+
+## Documentation
+
+The site uses [MkDocs Material](https://squidfunk.github.io/mkdocs-material/):
+
+```bash
+uv run mkdocs serve # local preview at http://127.0.0.1:8000
+uv run mkdocs build --strict # CI gate — must stay warnings-free
+```
+
+Documentation lives in `docs/`; pages map to the nav in `mkdocs.yml`. The CI
+`docs` job builds with `--strict`, so dead links and broken fences block merges.
+
+## CI
+
+`.github/workflows/ci.yml` runs: ruff + mypy (all packages, including `gui`),
+pytest on Python 3.10/3.12/3.13, Java/C++/Rust tests, `gen_tests --check`, a
+discovery-smoke job, and a strict MkDocs build. `.github/workflows/pages.yml`
+deploys the docs to GitHub Pages on every push to `main`.
+
+## Releasing
+
+Version bumps bump `pyproject.toml`, add a GitHub tag matching the version, and
+a release with the changelog collated from the merged pull requests.
\ No newline at end of file
diff --git a/docs/engine.md b/docs/engine.md
new file mode 100644
index 0000000..41479be
--- /dev/null
+++ b/docs/engine.md
@@ -0,0 +1,71 @@
+# Multi-language engine
+
+## Catalog
+
+`catalog/problems.json` is the single source of truth. Every algorithm and
+structure carries a shared test-vector set that is checked in **all four
+languages**.
+
+| Algorithms (10) | Data structures (6) |
+| -------------------------------------------------------- | ------------------------------ |
+| `two_sum`, `binary_search`, `merge_sort`, `quick_sort` | `stack`, `queue`, `linked_list` |
+| `max_subarray`, `lcs`, `knapsack_01`, `edit_distance` | `bst`, `trie`, `min_heap` |
+| `graph_bfs`, `graph_dfs` | |
+
+`engine/gen_tests.py` expands these into identical per-language test vectors,
+which are committed so every tier runs the exact same dataset.
+
+## Language tiers
+
+| Tier | Location | Approach |
+| ------ | ------------------------ | ---------------------------------------------- |
+| Java | `languages/java/` | OO reference implementations |
+| C++ | `languages/cpp/` | modern C++17, RAII, iterators |
+| Rust | `languages/rust/` | ownership-safe, zero dependencies |
+| Python | `src/ads/` | regular + advanced (`*_advanced`, mypy strict) |
+
+## Running the engine
+
+```sh
+python engine/runner.py check # assert committed vectors match the catalog
+python engine/runner.py build # compile every tier (no execution)
+python engine/runner.py test # run the catalog suite in all 4 languages
+python engine/runner.py bench # benchmark all tiers, print comparison table
+```
+
+## Sample benchmark
+
+Microseconds, lower is better:
+
+```
+algorithm Python Java C++ Rust
+merge_sort 928,850 85,358 66,972 39,647
+quick_sort 702,918 41,562 22,942 17,610
+max_subarray 444,168 17,881 9,702 78
+two_sum 32,847 30,393 582,269 659,066
+lcs 901,711 53,888 21,300 24,979
+knapsack_01 1,595 25,732 17,617 23,390
+```
+
+!!! note
+ Languages may pick different strategies for the same problem — Java's
+ `two_sum` uses a hash map while C++/Rust use a quadratic scan — so the table
+ showcases trade-offs rather than an exact contest.
+
+## Per-language checks
+
+```sh
+# Python
+uv run pytest -q
+uv run ruff check src tests
+uv run mypy -p algo_discovery -p ads -p synth -p gui
+
+# Java
+cd languages/java && javac -d out $(find src -name '*.java') && java -cp out ads.TestRunner
+
+# C++
+cd languages/cpp && g++ -std=c++17 -O2 -I include tests/test_runner.cpp -o build/runner && ./build/runner
+
+# Rust
+cd languages/rust && cargo test --quiet
+```
\ No newline at end of file
diff --git a/docs/gui.md b/docs/gui.md
new file mode 100644
index 0000000..5a96ba0
--- /dev/null
+++ b/docs/gui.md
@@ -0,0 +1,61 @@
+# Desktop GUI
+
+A small **Tkinter** desktop app (pure standard library — no third-party
+dependencies) wraps the three engines behind buttons.
+
+## Launch
+
+```sh
+python -m gui # from the repo root
+uv run python -m gui
+python engine/runner.py gui
+```
+
+`pip install algorithm-discovery-engine` won't include the GUI — the app is
+meant to run from a checkout — but nothing beyond Python ≥ 3.10 with `tkinter`
+is required.
+
+## Tabs
+
+### Discover
+
+Drives the [algorithm synthesizer](synthesis.md) from the UI.
+
+- **Run smoke pass** — CI-friendly reduced-budget pass (~2 min).
+- **Run full pass** — the full 600k-candidate budget.
+- **Refresh** — reload the latest `catalog/discoveries/report.json`.
+- **Open report (markdown)** / **Open solutions folder** — jump straight to the
+ generated report and `solutions/*.py`.
+
+The table shows per-target id, kind, status, novelty, search time, and strategy.
+Status colors mirror the CLI contract: green = verified, red = rejected.
+
+### Pattern discovery
+
+Type any integer sequence (spaces or commas, negatives welcome) and hit
+**Discover**. The ranked hypotheses render as a table with confidence, predicted
+next term, and the explanation from the [pattern discovery](patterns.md)
+framework.
+
+### Engine
+
+A scratch terminal for the multi-language engine:
+
+- **Check vectors** — assert committed vectors match the catalog.
+- **Run pytest** — the Python quality suite.
+- **Run build** — compile Java, C++17, and Rust tiers.
+- **Benchmark** — full cross-language benchmark table.
+- **Open docs / Open GitHub** — external links.
+
+Long-running actions run in a background thread with the buttons disabled; the
+status bar reports readiness and failures. The GUI is fully functional on a
+headless box only for the *core* logic (see `gui/core.py`); rendering needs a
+display.
+
+## Architecture
+
+```
+src/gui/core.py pure logic (no tkinter) — tested headlessly in CI
+src/gui/app.py Tkinter rendering + background worker thread
+src/gui/__main__.py launcher (python -m gui)
+```
\ No newline at end of file
diff --git a/docs/index.html b/docs/index.html
deleted file mode 100644
index d8a6bd5..0000000
--- a/docs/index.html
+++ /dev/null
@@ -1,189 +0,0 @@
-
-
-
-
-
-
-algorithm-discovery-engine
-
-
-
-
-
-
- algorithm-discovery-engine
-
-
-
-
- one catalog, four languages , zero dependencies
- The same algorithms and data structures — solved, tested, and benchmarked in Java , C++ , Rust , and Python — plus a local synthesizer that rediscovers the algorithms for you.
-
-
-
-
-
-
-
- What's inside
- One catalog/problems.json as the source of truth, byte-identical test vectors in every tier.
-
-
-
Multi-language engine
-
Algorithms and structures implemented in Java 21, C++17, Rust, and Python (regular + optimized advanced tiers), zero dependencies per language.
-
Java C++17 Rust Python
-
-
-
Cross-language benchmarks
-
A single harness times all four tiers. Compare strategies — Java’s hash-map two-sum vs. the quadratic scans in C++/Rust.
-
runner.py bench
-
-
-
Algorithm synthesizer
-
Grammar-based search + templates rediscover Kadane, buy-and-sell, and jump-game algorithms from examples alone — fuzz-verified out-of-sample.
-
7 targets · 7 verified · 0 rejected
-
-
-
Pattern discovery
-
The original framework ranks hypotheses for any integer sequence: arithmetic, geometric, quadratic, Fibonacci-like, with next-term predictions.
-
10 built-in hypotheses
-
-
-
-
-
- Quick start
-# no install required (Python ≥ 3.10)
-git clone https://github.com/dsk-dev-ai/algorithm-discovery-engine
-cd algorithm-discovery-engine
-
-python engine/runner.py test # run the catalog suite in all 4 languages
-python engine/runner.py bench # benchmark all tiers side by side
-python engine/runner.py discover # synthesize + verify algorithms from examples
-
-
-
- Catalog
- Shared test vectors asserted in all four languages.
-
- Algorithms (10) Data structures (6)
- two_sum · binary_search · merge_sort · quick_sort stack · queue · linked_list · bst
- max_subarray · lcs · knapsack_01 · edit_distance trie · min_heap
- graph_bfs · graph_dfs
-
-
-
-
-
-
-
-
\ No newline at end of file
diff --git a/docs/index.md b/docs/index.md
new file mode 100644
index 0000000..a578ca1
--- /dev/null
+++ b/docs/index.md
@@ -0,0 +1,84 @@
+# algorithm-discovery-engine
+
+**One catalog, four languages, zero dependencies — and a synthesizer that
+rediscovers the algorithms for you.**
+
+
+
+[](https://github.com/dsk-dev-ai/algorithm-discovery-engine/actions/workflows/ci.yml)
+[](https://opensource.org/licenses/MIT)
+[](https://github.com/sponsors/dsk-dev-ai)
+
+The same algorithms and data structures, solved, tested, and benchmarked in
+**Java, C++17, Rust, and Python**, from a single `catalog/problems.json` source
+of truth with byte-identical generated test vectors across every language.
+
+On top sits a **local algorithm synthesizer** that rediscovers verified
+algorithms — Kadane, best-time-to-buy-and-sell, jump game — from input/output
+examples alone (no APIs, no model calls), plus an **automated mathematical
+pattern discovery** framework for integer sequences.
+
+Every tier ships as pure standard-library code, and the repo is **CI-green by
+default**: Python 3.10–3.13, Java 21, GCC C++17, stable Rust, and a
+discovery-smoke job.
+
+!!! tip "New in v1.0.0"
+ A [desktop GUI](gui.md) built purely on the standard library (`python -m
+ gui`) — discover patterns, run the synthesizer, and drive the engine
+ without touching the terminal.
+
+## Highlights
+
+- **10 algorithms + 6 data structures**, implemented and tested in all four languages.
+- **Cross-language benchmarks** — one harness, one comparison table.
+- **Verified algorithm synthesis** — 7/7 targets rediscovered/confirmed by the
+ local synthesizer, fuzz-checked against independent oracles.
+- **Pattern discovery** — 10 built-in hypotheses with confidence, detail, and
+ next-term predictions.
+- **Zero runtime dependencies** — the solving engine, synthesizer, and GUI use
+ only the standard library.
+
+## Quick start
+
+```sh
+git clone https://github.com/dsk-dev-ai/algorithm-discovery-engine
+cd algorithm-discovery-engine
+
+python engine/runner.py test # run the catalog suite in all 4 languages
+python engine/runner.py bench # benchmark all tiers side by side
+python engine/runner.py discover # synthesize + verify algorithms
+python -m gui # open the desktop app
+```
+
+No install needed: Python ≥ 3.10 for the Python engine; a JDK, C++17 compiler,
+and the Rust toolchain unlock the other three tiers.
+
+## Documentation
+
+| Page | What it covers |
+| --- | --- |
+| [Multi-language engine](engine.md) | catalog, language tiers, running, benchmarks |
+| [Algorithm synthesis](synthesis.md) | how the synthewer discovers and verifies algorithms |
+| [Pattern discovery](patterns.md) | discovering hypotheses for integer sequences |
+| [Desktop GUI](gui.md) | launching the app and its three tabs |
+| [Contributing](contributing.md) | setup, quality gates, CI, adding problems/targets |
+
+## Project layout
+
+```
+catalog/problems.json single source of truth (tests + examples)
+catalog/discovery_targets.json discovery targets (curated examples + oracles)
+catalog/discoveries/ synthesizer reports + discovered solutions
+engine/gen_tests.py generates identical test vectors per language
+engine/runner.py build / test / benchmark / synthesize dispatcher
+src/ads/ Python solving engine (regular + advanced)
+src/algo_discovery/ pattern-discovery framework (original)
+src/synth/ local algorithm synthesizer
+src/gui/ Tkinter desktop app (stdlib only)
+docs/ this documentation site (MkDocs)
+languages/java/src/ads/ Java tier (+ TestRunner, Benchmark)
+languages/cpp/include/ads/ C++17 headers (+ tests, bench)
+languages/rust/src/ Rust tier (+ examples/benchmark.rs)
+```
+
+MIT licensed — see [LICENSE](https://github.com/dsk-dev-ai/algorithm-discovery-engine/blob/main/LICENSE).
\ No newline at end of file
diff --git a/docs/patterns.md b/docs/patterns.md
new file mode 100644
index 0000000..7084501
--- /dev/null
+++ b/docs/patterns.md
@@ -0,0 +1,52 @@
+# Pattern discovery
+
+The `algo_discovery` package ranks candidate hypotheses for an integer sequence
+and scores them with confidence, an explanation, and (when applicable) a
+predicted next term.
+
+## CLI
+
+```sh
+uv run python -m algo_discovery 1 4 9 16 25
+```
+
+## Python API
+
+```python
+from algo_discovery import DiscoveryEngine
+
+engine = DiscoveryEngine()
+
+# Squares
+result = engine.discover((1, 4, 9, 16, 25))
+print(result.best.name) # "quadratic"
+print(result.best.prediction) # 36
+
+# Subset of hypotheses only
+from algo_discovery.engine import hypotheses_by_name
+engine = DiscoveryEngine(hypotheses=hypotheses_by_name(["arithmetic", "fibonacci-like"]))
+```
+
+## Built-in hypotheses
+
+| Hypothesis | Detects |
+| --------------------- | -------------------------------------------------- |
+| `constant` | identical terms |
+| `arithmetic` | constant differences |
+| `geometric` | constant ratios |
+| `quadratic` | constant second differences |
+| `cubic` | constant third differences |
+| `powers-of-two` | 2^n growth ladder |
+| `fibonacci-like` | recurrence a(n) = a(n-1) + a(n-2) |
+| `affine-recurrence` | general linear recurrences |
+| `prime` | primes / prime-like patterns |
+| `alternating-sign` | sign oscillation |
+
+Each yields a confidence (0–1), an explanation string, and a predicted next term
+when it fits.
+
+## Feature extraction
+
+Every hypothesis sees the same feature vector derived from the sequence:
+differences, ratios, sign patterns, monotonicity, palindromicity, growth rate,
+gcd, and a normalized numeric encoding.
\ No newline at end of file
diff --git a/docs/synthesis.md b/docs/synthesis.md
new file mode 100644
index 0000000..72c043d
--- /dev/null
+++ b/docs/synthesis.md
@@ -0,0 +1,55 @@
+# Algorithm synthesis
+
+`src/synth/` searches for candidate algorithms directly from input/output
+examples and verifies them out-of-sample before reporting anything. The scan is
+fully local — no external APIs, no model calls.
+
+## How it works
+
+- **Grammar search** (`scan` kind) enumerates single-pass *scanner* programs: a
+ handful of running-state variables updated per element, drawn from an
+ operator/pool grammar. A candidate must match the curated examples **and**
+ survive fuzz verification (60+ inputs) against an independent reference
+ oracle.
+- **Strategy templates** (`vote`, `seen`, `fib`, `circular-kadane`) supply
+ parametric skeletons — Boyer-Moore voting, hash-set membership, Fibonacci
+ pumping, circular Kadane — that are fuzz-verified just like grammar results.
+- **Novelty classification**: every verified candidate is tagged
+ `rediscovered` (already in `catalog/problems.json`) or `new-to-catalog` (a
+ candidate worth porting to the four language tiers).
+
+## Running it
+
+```sh
+uv run python -m synth discover --smoke # ~2 min, CI-friendly
+uv run python -m synth discover # full pass (~600k candidates/target cap)
+```
+
+Or from the dispatcher: `python engine/runner.py discover`.
+
+## Reading the report
+
+Results land in `catalog/discoveries/`:
+
+- `report.json` — machine-readable results per target
+- `report.md` — human-readable table + verified sources
+- `solutions/.py` — runnable discovered algorithms
+
+The CLI exits non-zero if any target is rejected or missing, so the discovery
+pass plugs straight into CI. Current smoke run: **7 targets · 7 verified ·
+0 rejected**.
+
+## Example: a discovered jump-game scanner
+
+```python
+def discovered_jump_game(arg):
+ s0 = 0
+ s1 = 0
+ for i, x in enumerate(arg):
+ s1 = max(s1, i - s0) # how far the current reach overshoots index i
+ s0 = max(s0, i + x) # extend the reach
+ return s1 == 0
+```
+
+This scanner was synthesized from examples alone and verified against a
+reference oracle plus fuzz inputs before being reported.
\ No newline at end of file
diff --git a/engine/runner.py b/engine/runner.py
index 57e3d16..70e1600 100644
--- a/engine/runner.py
+++ b/engine/runner.py
@@ -9,6 +9,7 @@
build Compile every language tier (no execution).
check Verify committed test vectors are in sync with the catalog.
discover Run the algorithm synthesizer (smoke pass, ~2 min).
+ gui Launch the Tkinter desktop app.
"""
from __future__ import annotations
@@ -199,6 +200,12 @@ def cmd_discover_smoke() -> None:
)
+def cmd_gui() -> None:
+ check([sys.executable, "-m", "gui", "--selftest"], ROOT, "gui selftest")
+ print("Launching GUI — close the window to exit.")
+ subprocess.run([sys.executable, "-m", "gui"], cwd=ROOT, check=False)
+
+
def main() -> None:
if len(sys.argv) < 2:
print(__doc__)
@@ -210,6 +217,7 @@ def main() -> None:
"build": cmd_build,
"check": cmd_check,
"discover": cmd_discover_smoke,
+ "gui": cmd_gui,
}
handlers[command]()
diff --git a/mkdocs.yml b/mkdocs.yml
new file mode 100644
index 0000000..7161e58
--- /dev/null
+++ b/mkdocs.yml
@@ -0,0 +1,59 @@
+site_name: algorithm-discovery-engine
+site_description: >
+ Multi-language algorithms & data structures solving engine (Java, C++, Rust,
+ Python) with cross-language benchmarks, automated pattern discovery, and a
+ local synthesizer that rediscovers algorithms from examples.
+site_url: https://dsk-dev-ai.github.io/algorithm-discovery-engine/
+repo_url: https://github.com/dsk-dev-ai/algorithm-discovery-engine
+edit_uri: edit/main/docs/
+
+theme:
+ name: material
+ palette:
+ # Palette toggle for automatic light/dark mode.
+ - media: "(prefers-color-scheme: light)"
+ scheme: default
+ primary: indigo
+ accent: blue
+ toggle:
+ icon: material/weather-night
+ name: Switch to dark mode
+ - media: "(prefers-color-scheme: dark)"
+ scheme: slate
+ primary: indigo
+ accent: blue
+ toggle:
+ icon: material/weather-sunny
+ name: Switch to light mode
+ features:
+ - navigation.tabs
+ - navigation.sections
+ - navigation.top
+ - content.code.copy
+
+markdown_extensions:
+ - admonition
+ - tables
+ - toc:
+ permalink: true
+ - pymdownx.highlight
+ - pymdownx.inlinehilite
+ - pymdownx.superfences
+
+nav:
+ - Home: index.md
+ - Multi-language engine: engine.md
+ - Algorithm synthesis: synthesis.md
+ - Pattern discovery: patterns.md
+ - Desktop GUI: gui.md
+ - Contributing: contributing.md
+
+extra:
+ social:
+ - icon: fontawesome/brands/github
+ link: https://github.com/dsk-dev-ai/algorithm-discovery-engine
+ - icon: fontawesome/solid/heart
+ link: https://github.com/sponsors/dsk-dev-ai
+
+copyright: MIT License © dsk-dev-ai — built and maintained by
+ NextGenAI Labs .
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index 5aecfb7..ad87225 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
[project]
name = "algorithm-discovery-engine"
-version = "0.3.0"
+version = "1.0.0"
description = "Multi-language algorithms & data structures solving engine (Java, C++, Rust, Python) with cross-language benchmarks and a local AI synthesizer that rediscovers algorithms from examples."
readme = "README.md"
requires-python = ">=3.10"
@@ -27,24 +27,29 @@ keywords = [
"sequence-analysis",
]
classifiers = [
- "Development Status :: 3 - Alpha",
+ "Development Status :: 5 - Production/Stable",
"Intended Audience :: Developers",
"Intended Audience :: Science/Research",
+ "Intended Audience :: Education",
"License :: OSI Approved :: MIT License",
"Programming Language :: Python :: 3",
"Programming Language :: Java",
"Programming Language :: C++",
"Programming Language :: Rust",
"Topic :: Education",
+ "Topic :: Scientific/Engineering :: Artificial Intelligence",
"Topic :: Scientific/Engineering :: Mathematics",
]
+[project.scripts]
+ade-gui = "gui.app:main"
+
[build-system]
requires = ["hatchling"]
build-backend = "hatchling.build"
[tool.hatch.build.targets.wheel]
-packages = ["src/algo_discovery", "src/ads", "src/synth"]
+packages = ["src/algo_discovery", "src/ads", "src/synth", "src/gui"]
[tool.uv]
package = true
@@ -55,6 +60,9 @@ dev = [
"pytest>=8.0",
"ruff>=0.5",
]
+docs = [
+ "mkdocs-material>=9.5",
+]
[tool.ruff]
line-length = 100
diff --git a/src/gui/__init__.py b/src/gui/__init__.py
new file mode 100644
index 0000000..499bf48
--- /dev/null
+++ b/src/gui/__init__.py
@@ -0,0 +1,3 @@
+"""Desktop GUI shell for algorithm-discovery-engine (stdlib Tkinter)."""
+
+from gui import core # noqa: F401
\ No newline at end of file
diff --git a/src/gui/__main__.py b/src/gui/__main__.py
new file mode 100644
index 0000000..ab6361a
--- /dev/null
+++ b/src/gui/__main__.py
@@ -0,0 +1,26 @@
+"""``python -m gui`` launcher. Runs without a display only when ``--selftest``."""
+
+from __future__ import annotations
+
+import sys
+
+
+def main() -> int:
+ if "--selftest" in sys.argv:
+ from gui import core
+
+ print(f"gui selftest ok (catalog: {core.engine_catalog_counts()})")
+ return 0
+ try:
+ import tkinter # noqa: F401
+ except ImportError:
+ print("tkinter is not available in this Python build.", file=sys.stderr)
+ return 2
+ from gui.app import main as app_main
+
+ app_main()
+ return 0
+
+
+if __name__ == "__main__":
+ raise SystemExit(main())
\ No newline at end of file
diff --git a/src/gui/app.py b/src/gui/app.py
new file mode 100644
index 0000000..e1ed3c5
--- /dev/null
+++ b/src/gui/app.py
@@ -0,0 +1,407 @@
+"""Tkinter desktop GUI for algorithm-discovery-engine.
+
+Launch with ``python -m gui`` (or ``python engine/runner.py gui``). The UI is
+pure stdlib — no third-party runtime dependencies.
+"""
+
+from __future__ import annotations
+
+import contextlib
+import queue
+import subprocess
+import sys
+import threading
+import tkinter as tk
+import webbrowser
+from collections.abc import Callable
+from tkinter import ttk
+from typing import Any, Literal
+
+from gui import core
+
+BG = "#0d1117"
+PANEL = "#161b22"
+BORDER = "#30363d"
+TEXT = "#e6edf3"
+MUTED = "#8b949e"
+ACCENT = "#1f6feb"
+GREEN = "#3fb950"
+RED = "#f85149"
+
+Report = dict[str, Any]
+Message = tuple[Callable[[Any], None], Any]
+
+
+class App:
+ """Main application window."""
+
+ def __init__(self, root: tk.Tk) -> None:
+ self.root = root
+ self.root.title("algorithm-discovery-engine")
+ self.root.geometry("980x640")
+ self.root.minsize(800, 540)
+ self.root.configure(bg=BG)
+ self._style()
+ self._messages: queue.Queue[Message] = queue.Queue()
+ self._busy = False
+ self._tasks: list[ttk.Button] = []
+ self.root.after(100, self._poll)
+ self._build()
+
+ # ------------------------------------------------------------------ style
+ def _style(self) -> None:
+ style = ttk.Style(self.root)
+ with contextlib.suppress(tk.TclError):
+ style.theme_use("clam")
+ style.configure(
+ "TNotebook", background=BG, borderwidth=0, tabmargins=(4, 4, 4, 0)
+ )
+ style.configure(
+ "TNotebook.Tab",
+ background=PANEL, foreground=MUTED, padding=(14, 8), borderwidth=0,
+ )
+ style.map(
+ "TNotebook.Tab",
+ background=[("selected", ACCENT)],
+ foreground=[("selected", "#ffffff")],
+ )
+ style.configure("TFrame", background=BG)
+ style.configure(
+ "Treeview",
+ background=PANEL, fieldbackground=PANEL, foreground=TEXT,
+ borderwidth=0, rowheight=24,
+ )
+ style.configure(
+ "Treeview.Heading",
+ background=BORDER, foreground=TEXT, relief="flat", padding=(6, 5),
+ )
+ style.map(
+ "Treeview",
+ background=[("selected", ACCENT)],
+ foreground=[("selected", "#ffffff")],
+ )
+ style.configure("TLabel", background=BG, foreground=TEXT)
+ style.configure("Muted.TLabel", background=BG, foreground=MUTED)
+ style.configure(
+ "TButton", background=PANEL, foreground=TEXT, borderwidth=1,
+ focusthickness=0, padding=(10, 6),
+ )
+ style.configure(
+ "Accent.TButton", background=ACCENT, foreground="#ffffff",
+ borderwidth=1, padding=(10, 6),
+ )
+ style.configure(
+ "TEntry", background=PANEL, foreground=TEXT, fieldbackground=PANEL,
+ insertcolor=TEXT, bordercolor=BORDER,
+ )
+
+ # ------------------------------------------------------------ background
+ def _button(
+ self,
+ parent: ttk.Frame,
+ text: str,
+ command: Callable[[], None],
+ accent: bool = False,
+ ) -> ttk.Button:
+ button = ttk.Button(
+ parent, text=text, command=command, takefocus=False,
+ style="Accent.TButton" if accent else "TButton",
+ )
+ self._tasks.append(button)
+ return button
+
+ def _set_busy(self, busy: bool) -> None:
+ self._busy = busy
+ for button in self._tasks:
+ button.configure(state=tk.DISABLED if busy else tk.NORMAL)
+
+ def _submit(
+ self,
+ task: Callable[[], Any],
+ on_done: Callable[[Any], None],
+ *labels: ttk.Label,
+ ) -> None:
+ def run() -> None:
+ try:
+ result = task()
+ except Exception as exc: # surfaced to the UI
+ result = exc
+ self._messages.put((on_done, result))
+
+ self._set_busy(True)
+ for label in labels:
+ label.configure(text="working…", foreground=ACCENT)
+ threading.Thread(target=run, daemon=True).start()
+
+ def _poll(self) -> None:
+ try:
+ while True:
+ callback, payload = self._messages.get_nowait()
+ callback(payload)
+ except queue.Empty:
+ pass
+ self.root.after(100, self._poll)
+
+ # ------------------------------------------------------------------ build
+ def _build(self) -> None:
+ root_frame = ttk.Frame(self.root, padding=(12, 10, 12, 8))
+ root_frame.pack(fill=tk.BOTH, expand=True)
+
+ self.status = ttk.Label(root_frame, text="ready", style="Muted.TLabel")
+ self.status.pack(side=tk.BOTTOM, anchor=tk.W, pady=(8, 0))
+
+ notebook = ttk.Notebook(root_frame)
+ notebook.pack(fill=tk.BOTH, expand=True)
+
+ discover = ttk.Frame(notebook, padding=10)
+ patterns = ttk.Frame(notebook, padding=10)
+ engine = ttk.Frame(notebook, padding=10)
+ notebook.add(discover, text=" Discover ")
+ notebook.add(patterns, text=" Pattern discovery ")
+ notebook.add(engine, text=" Engine ")
+
+ self._build_discover(discover)
+ self._build_patterns(patterns)
+ self._build_engine(engine)
+ self.refresh_report()
+
+ def _build_discover(self, parent: ttk.Frame) -> None:
+ top = ttk.Frame(parent)
+ top.pack(fill=tk.X, pady=(0, 8))
+ ttk.Label(top, text="Local algorithm synthesizer", font=("", 16, "bold")).pack(side=tk.LEFT)
+ self.summary_label = ttk.Label(top, text="", style="Muted.TLabel")
+ self.summary_label.pack(side=tk.RIGHT)
+
+ self._tree = ttk.Treeview(
+ parent, show="headings",
+ columns=("target", "kind", "status", "novelty", "ms", "strategy"),
+ )
+ tree_cols: list[tuple[str, str, int]] = [
+ ("target", "Target", 190),
+ ("kind", "Kind", 120),
+ ("status", "Status", 110),
+ ("novelty", "Novelty", 130),
+ ("ms", "Search (ms)", 90),
+ ("strategy", "Strategy", 120),
+ ]
+ for col, title, width in tree_cols:
+ self._tree.heading(col, text=title)
+ anchor: Literal["w", "center"] = (
+ "w" if col in ("target", "kind", "strategy") else "center"
+ )
+ self._tree.column(col, width=width, anchor=anchor)
+ self._tree.pack(fill=tk.BOTH, expand=True)
+
+ controls = ttk.Frame(parent)
+ controls.pack(fill=tk.X, pady=(8, 0))
+ self._button(controls, "Run smoke pass", self.run_smoke, accent=True).pack(side=tk.LEFT)
+ self._button(controls, "Run full pass", self.run_full).pack(side=tk.LEFT, padx=6)
+ self._button(controls, "Refresh", self.refresh_report).pack(side=tk.LEFT)
+ self._button(controls, "Open report (markdown)", self.open_report).pack(
+ side=tk.LEFT, padx=6
+ )
+ self._button(controls, "Open solutions folder", self.open_solutions).pack(side=tk.LEFT)
+
+ def _build_patterns(self, parent: ttk.Frame) -> None:
+ row = ttk.Frame(parent)
+ row.pack(fill=tk.X, pady=(0, 8))
+ ttk.Label(row, text="Integer sequence:").pack(side=tk.LEFT)
+ self.sequence_var = tk.StringVar(value="1 4 9 16 25")
+ entry = ttk.Entry(row, textvariable=self.sequence_var)
+ entry.pack(side=tk.LEFT, fill=tk.X, expand=True, padx=8)
+ entry.bind("", lambda _event: self.run_patterns())
+ self._button(row, "Discover", self.run_patterns, accent=True).pack(side=tk.LEFT)
+ self.pattern_status = ttk.Label(row, text="", style="Muted.TLabel")
+ self.pattern_status.pack(side=tk.LEFT, padx=8)
+
+ self._ptree = ttk.Treeview(
+ parent, show="headings", columns=("name", "confidence", "prediction", "detail"),
+ )
+ pat_cols: list[tuple[str, str, int, Literal["w", "center"]]] = [
+ ("name", "Hypothesis", 200, "w"),
+ ("confidence", "Confidence", 130, "center"),
+ ("prediction", "Next term", 120, "center"),
+ ("detail", "Detail", 400, "w"),
+ ]
+ for col, title, width, anchor in pat_cols:
+ self._ptree.heading(col, text=title)
+ self._ptree.column(col, width=width, anchor=anchor)
+ self._ptree.pack(fill=tk.BOTH, expand=True)
+
+ def _build_engine(self, parent: ttk.Frame) -> None:
+ self.engine_summary = ttk.Label(
+ parent, text="", font=("", 12), style="Muted.TLabel", justify=tk.LEFT,
+ )
+ self.engine_summary.pack(anchor=tk.W, pady=(0, 10))
+
+ controls = ttk.Frame(parent)
+ controls.pack(fill=tk.X)
+ self._button(controls, "Check vectors", self.run_check, accent=True).pack(side=tk.LEFT)
+ self._button(controls, "Run pytest", self.run_pytest).pack(side=tk.LEFT, padx=6)
+ self._button(controls, "Run build", self.run_build).pack(side=tk.LEFT)
+ self._button(controls, "Benchmark", self.run_bench).pack(side=tk.LEFT, padx=6)
+ self._button(controls, "Open docs", self.open_docs).pack(side=tk.LEFT)
+ self._button(controls, "Open GitHub", self.open_github).pack(side=tk.LEFT, padx=6)
+
+ self.output = tk.Text(
+ parent, bg=PANEL, fg=TEXT, insertbackground=TEXT, relief=tk.FLAT,
+ wrap=tk.NONE, font=("DejaVu Sans Mono", 10), state=tk.DISABLED,
+ highlightthickness=1, highlightbackground=BORDER,
+ )
+ self.output.pack(fill=tk.BOTH, expand=True, pady=(10, 0))
+
+ # ----------------------------------------------------------- discover tab
+ def _render_report(self, summary: dict[str, Any]) -> None:
+ for item in self._tree.get_children():
+ self._tree.delete(item)
+ for entry in summary.get("targets", []):
+ status = entry.get("status", "?")
+ self._tree.insert(
+ "", tk.END,
+ values=(
+ entry.get("id", ""),
+ entry.get("kind", ""),
+ status,
+ entry.get("novelty", ""),
+ entry.get("search_ms", ""),
+ entry.get("strategy", "") or entry.get("time_class", ""),
+ ),
+ tags=(status,),
+ )
+ self._tree.tag_configure("verified", foreground=GREEN)
+ self._tree.tag_configure("candidate-rejected", foreground=RED)
+ self._tree.tag_configure("no-candidate-found", foreground=MUTED)
+ if summary.get("exists"):
+ self.summary_label.configure(
+ text=f"verified {summary['verified']} · rejected {summary['rejected']} · "
+ f"missing {summary['missing']}"
+ )
+ else:
+ self.summary_label.configure(text="no report yet", foreground=MUTED)
+
+ def refresh_report(self) -> None:
+ self._render_report(core.synth_summary(load_report()))
+
+ def run_smoke(self) -> None:
+ self._submit(
+ lambda: core.run_synth(smoke=True),
+ self._synth_done,
+ self.summary_label,
+ )
+
+ def run_full(self) -> None:
+ self._submit(
+ lambda: core.run_synth(smoke=False),
+ self._synth_done,
+ self.summary_label,
+ )
+
+ def _synth_done(self, payload: Any) -> None:
+ self._set_busy(False)
+ if isinstance(payload, Exception):
+ self.summary_label.configure(text=str(payload), foreground=RED)
+ self._render_report(core.synth_summary())
+ else:
+ self._render_report(payload)
+ self.summary_label.configure(text="done", foreground=GREEN)
+ self.refresh_report()
+
+ def open_report(self) -> None:
+ if core.REPORT_MD.exists():
+ webbrowser.open(core.REPORT_MD.resolve().as_uri())
+
+ def open_solutions(self) -> None:
+ core.SOLUTIONS_DIR.mkdir(parents=True, exist_ok=True)
+ webbrowser.open(core.SOLUTIONS_DIR.resolve().as_uri())
+
+ # -------------------------------------------------------- patterns tab
+ def run_patterns(self) -> None:
+ self._submit(
+ lambda: core.run_patterns(self.sequence_var.get()),
+ self._patterns_done,
+ self.pattern_status,
+ )
+
+ def _patterns_done(self, payload: Any) -> None:
+ self._set_busy(False)
+ if isinstance(payload, Exception):
+ self.pattern_status.configure(text=str(payload), foreground=RED)
+ return
+ for item in self._ptree.get_children():
+ self._ptree.delete(item)
+ for row in payload:
+ self._ptree.insert(
+ "", tk.END,
+ values=(row["name"], f"{row['confidence']:.2f}", row["prediction"], row["detail"]),
+ )
+ self.pattern_status.configure(text=f"{len(payload)} hypotheses", foreground=GREEN)
+
+ # ----------------------------------------------------------- engine tab
+ def _run_cmd(self, argv: list[str]) -> dict[str, Any]:
+ result = subprocess.run(
+ argv, cwd=core.ROOT, capture_output=True, text=True, timeout=900, check=False
+ )
+ output = "".join((result.stdout or "")[-6000:]) + "\n" + "".join(
+ (result.stderr or "")[-6000:]
+ )
+ return {"ok": result.returncode == 0, "output": output.strip() or "(no output)"}
+
+ def run_check(self) -> None:
+ self._submit(
+ lambda: self._run_cmd([sys.executable, "engine/gen_tests.py", "--check"]),
+ self._engine_done,
+ )
+
+ def run_pytest(self) -> None:
+ self._submit(
+ lambda: self._run_cmd([sys.executable, "-m", "pytest", "-q"]),
+ self._engine_done,
+ )
+
+ def run_build(self) -> None:
+ self._submit(
+ lambda: self._run_cmd([sys.executable, "engine/runner.py", "build"]),
+ self._engine_done,
+ )
+
+ def run_bench(self) -> None:
+ self._submit(
+ lambda: self._run_cmd([sys.executable, "engine/runner.py", "bench"]),
+ self._engine_done,
+ )
+
+ def _engine_done(self, payload: Any) -> None:
+ self._set_busy(False)
+ self.output.configure(state=tk.NORMAL)
+ self.output.delete("1.0", tk.END)
+ if isinstance(payload, Exception):
+ self.output.insert(tk.END, str(payload))
+ self.output.configure(state=tk.DISABLED)
+ return
+ body = payload["output"]
+ self.output.insert(tk.END, body)
+ self.output.configure(state=tk.DISABLED)
+ self.status.configure(
+ text="OK" if payload["ok"] else "FAILED",
+ foreground=GREEN if payload["ok"] else RED,
+ )
+
+ def open_docs(self) -> None:
+ webbrowser.open("https://dsk-dev-ai.github.io/algorithm-discovery-engine/")
+
+ def open_github(self) -> None:
+ webbrowser.open("https://github.com/dsk-dev-ai/algorithm-discovery-engine")
+
+
+def load_report() -> Report | None:
+ return core.load_report()
+
+
+def main() -> None:
+ root = tk.Tk()
+ App(root)
+ root.mainloop()
+
+
+if __name__ == "__main__":
+ main()
\ No newline at end of file
diff --git a/src/gui/core.py b/src/gui/core.py
new file mode 100644
index 0000000..5f6306b
--- /dev/null
+++ b/src/gui/core.py
@@ -0,0 +1,149 @@
+"""Headless logic powering the desktop GUI.
+
+Everything here avoids ``tkinter`` so it can run (and be tested) without a
+display. The Tk layer in :mod:`gui.app` only renders what these helpers return.
+"""
+
+from __future__ import annotations
+
+import json
+import re
+from pathlib import Path
+from typing import Any, cast
+
+from algo_discovery import DiscoveryEngine
+from synth import discovery as synth_discovery
+
+ROOT: Path = Path(__file__).resolve().parent.parent.parent
+CATALOG_PATH: Path = ROOT / "catalog" / "problems.json"
+TARGETS_PATH: Path = ROOT / "catalog" / "discovery_targets.json"
+DISCOVERIES_DIR: Path = ROOT / "catalog" / "discoveries"
+REPORT_JSON: Path = DISCOVERIES_DIR / "report.json"
+REPORT_MD: Path = DISCOVERIES_DIR / "report.md"
+SOLUTIONS_DIR: Path = DISCOVERIES_DIR / "solutions"
+
+_INT_RE = re.compile(r"-?\d+")
+
+
+def _load_json(path: Path) -> dict[str, Any]:
+ return cast(dict[str, Any], json.loads(path.read_text(encoding="utf-8")))
+
+
+def version() -> str:
+ """Read the package version from the project metadata."""
+ try:
+ from importlib import metadata
+
+ return metadata.version("algorithm-discovery-engine")
+ except Exception: # pragma: no cover - source tree fallback
+ root_toml = ROOT / "pyproject.toml"
+ if root_toml.exists():
+ for line in root_toml.read_text(encoding="utf-8").splitlines():
+ line = line.strip()
+ if line.startswith("version"):
+ return line.split("=")[1].strip().strip('"')
+ return "0.0.0"
+
+
+def catalog_summary() -> dict[str, Any]:
+ """Summary of the shared multi-language catalog."""
+ data = _load_json(CATALOG_PATH)
+ return {
+ "version": data.get("version", "?"),
+ "algorithms": list(data.get("algorithms", [])),
+ "data_structures": list(data.get("data_structures", [])),
+ "solved_problems": len(data.get("algorithms", [])),
+ }
+
+
+def parse_sequence(text: str) -> list[int]:
+ """Parse a spaced/comma separated integer sequence for pattern discovery."""
+ terms = [int(m) for m in _INT_RE.findall(text)]
+ if not terms:
+ raise ValueError("Enter at least one integer (e.g. 1, 4, 9, 16).")
+ return terms
+
+
+def run_patterns(text: str, top: int = 8) -> list[dict[str, Any]]:
+ """Discover ranked hypotheses for a user-supplied integer sequence."""
+ terms = parse_sequence(text)
+ result = DiscoveryEngine().discover(terms)
+ ranked = result.ranked[:top]
+ return [
+ {
+ "name": score.name,
+ "confidence": score.confidence,
+ "prediction": score.prediction,
+ "detail": score.detail,
+ }
+ for score in ranked
+ ]
+
+
+def run_synth(
+ smoke: bool = True, fuzz_count: int | None = None, scan_budget: int | None = None
+) -> dict[str, Any]:
+ """Run the local algorithm synthesizer and return a summarized report.
+
+ Raises ``RuntimeError`` if any target is rejected or missing, mirroring the
+ CLI's exit-code contract.
+ """
+ report = synth_discovery.discover(
+ smoke=smoke, scan_budget=scan_budget, fuzz_count=fuzz_count
+ )
+ summary = synth_summary(report)
+ if summary["rejected"] or summary["missing"]:
+ raise RuntimeError(
+ f"Discovery incomplete: rejected={summary['rejected']} missing={summary['missing']}"
+ )
+ return summary
+
+
+def synth_summary(report: dict[str, Any] | None = None) -> dict[str, Any]:
+ """Summarize a report dict (or the latest on disk)."""
+ if report is None:
+ report = load_report()
+ if report is None:
+ return {
+ "verified": 0,
+ "rejected": 0,
+ "missing": 0,
+ "targets": [],
+ "exists": False,
+ }
+ entries = report.get("targets", [])
+ verified = [e for e in entries if e.get("status") == "verified"]
+ return {
+ "verified": len(verified),
+ "rejected": sum(1 for e in entries if e.get("status") == "candidate-rejected"),
+ "missing": sum(
+ 1 for e in entries if e.get("status") == "no-candidate-found"
+ ),
+ "targets": entries,
+ "exists": True,
+ }
+
+
+def load_report() -> dict[str, Any] | None:
+ """Load the latest discovery report from disk (``None`` if absent)."""
+ if not REPORT_JSON.exists():
+ return None
+ return _load_json(REPORT_JSON)
+
+
+def discovery_targets() -> list[dict[str, Any]]:
+ """The configured discovery targets for display."""
+ data = _load_json(TARGETS_PATH)
+ return [
+ {"id": item["id"], "kind": item.get("kind", "?"), "signature": item.get("signature", "")}
+ for item in data["targets"]
+ ]
+
+
+def engine_catalog_counts() -> dict[str, int]:
+ """Simple numeric summary for the engine tab."""
+ data = _load_json(CATALOG_PATH)
+ return {
+ "algorithms": len(data.get("algorithms", [])),
+ "data_structures": len(data.get("data_structures", [])),
+ }
\ No newline at end of file
diff --git a/tests/test_gui.py b/tests/test_gui.py
new file mode 100644
index 0000000..4e934f3
--- /dev/null
+++ b/tests/test_gui.py
@@ -0,0 +1,74 @@
+"""Tests for the headless GUI core (no display required)."""
+
+from __future__ import annotations
+
+import pytest
+
+from gui import core
+
+
+class TestCatalogSummary:
+ def test_counts(self) -> None:
+ summary = core.catalog_summary()
+ assert summary["algorithms"]
+ assert summary["data_structures"]
+ assert summary["solved_problems"] == len(summary["algorithms"])
+
+ def test_version_readable(self) -> None:
+ assert core.version()
+
+
+class TestParseSequence:
+ def test_spaced(self) -> None:
+ assert core.parse_sequence("1 4 9 16 25") == [1, 4, 9, 16, 25]
+
+ def test_comma_and_negatives(self) -> None:
+ assert core.parse_sequence("2, -4, 8, -16") == [2, -4, 8, -16]
+
+ def test_empty_raises(self) -> None:
+ with pytest.raises(ValueError):
+ core.parse_sequence("abc")
+
+
+class TestRunPatterns:
+ def test_quadratic(self) -> None:
+ rows = core.run_patterns("1 4 9 16 25", top=1)
+ assert rows
+ assert rows[0]["name"] in ("quadratic", "polynomial", "perfect-squares")
+ assert rows[0]["prediction"] == 36
+ assert rows[0]["confidence"] > 0
+
+ def test_ordering_by_confidence(self) -> None:
+ rows = core.run_patterns("1 1 2 3 5 8 13 21", top=20)
+ confidences = [r["confidence"] for r in rows]
+ assert confidences == sorted(confidences, reverse=True)
+
+
+class TestSynth:
+ def test_smoke_run_and_report(self) -> None:
+ summary = core.run_synth(smoke=True, fuzz_count=10)
+ assert summary["verified"] >= 1
+ assert summary["rejected"] == 0
+ assert summary["missing"] == 0
+ assert core.REPORT_JSON.exists()
+ assert core.REPORT_MD.exists()
+
+ def test_summary_reflects_disk(self) -> None:
+ on_disk = core.synth_summary()
+ assert on_disk["exists"]
+ assert set(on_disk) >= {"verified", "rejected", "missing", "targets"}
+
+ def test_targets_listed(self) -> None:
+ targets = core.discovery_targets()
+ assert targets
+ assert all("id" in t and "kind" in t for t in targets)
+
+ def test_report_schema(self) -> None:
+ report = core.load_report()
+ assert report is not None
+ entries = report["targets"]
+ assert entries
+ assert all(
+ {"status", "id", "source"} <= set(e)
+ for e in entries
+ )
\ No newline at end of file
diff --git a/uv.lock b/uv.lock
index c4197ab..3911cff 100644
--- a/uv.lock
+++ b/uv.lock
@@ -8,7 +8,7 @@ resolution-markers = [
[[package]]
name = "algorithm-discovery-engine"
-version = "0.3.0"
+version = "1.0.0"
source = { editable = "." }
[package.dev-dependencies]
@@ -17,6 +17,9 @@ dev = [
{ name = "pytest" },
{ name = "ruff" },
]
+docs = [
+ { name = "mkdocs-material" },
+]
[package.metadata]
@@ -26,6 +29,7 @@ dev = [
{ name = "pytest", specifier = ">=8.0" },
{ name = "ruff", specifier = ">=0.5" },
]
+docs = [{ name = "mkdocs-material", specifier = ">=9.5" }]
[[package]]
name = "ast-serialize"
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