diff --git a/README.md b/README.md index 9155ecb..bdc9e25 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@
-# Tesseract Decoder +# [Tesseract Decoder](https://quantumlib.github.io/tesseract-decoder) A Search-Based Decoder for Quantum Error Correction. @@ -48,9 +48,10 @@ We tested the Tesseract decoder for: * **Detailed Statistics:** provides comprehensive statistics output, including shot counts, error counts, and processing times. * **Heuristics**: includes flexible heuristic options: `--beam`, `--det-penalty`, - `--beam-climbing`, `--no-revisit-dets`, `--at-most-two-errors-per-detector` and `--pqlimit` to + `--beam-climbing`, `--no-revisit-dets`, `--at-most-two-errors-per-detector`, `--det-order-bfs` and `--pqlimit` to improve performance while maintaining a low logical error rate. To learn more about these options, use `./bazel-bin/src/tesseract --help` +* **Visualization tool:** open the [viz directory](viz/) in your browser to view decoding results. See [viz/README.md](viz/README.md) for instructions on generating the visualization JSON. ## Installation diff --git a/src/tesseract_main.cc b/src/tesseract_main.cc index d4ab226..496a7c0 100644 --- a/src/tesseract_main.cc +++ b/src/tesseract_main.cc @@ -15,6 +15,9 @@ #include #include #include +#include +#include +#include #include #include @@ -30,6 +33,7 @@ struct Args { // Manifold orientation options uint64_t det_order_seed; size_t num_det_orders = 10; + bool det_order_bfs = false; // Sampling options size_t sample_num_shots = 0; @@ -192,46 +196,88 @@ struct Args { } } - std::vector inner_products(config.dem.count_detectors()); - - if (!detector_coords.size() or !detector_coords.at(0).size()) { - // If there are no detector coordinates, just use the standard ordering - // of the indices. + if (det_order_bfs) { + auto graph = build_detector_graph(config.dem); + std::uniform_int_distribution dist_det(0, graph.size() - 1); for (size_t det_order = 0; det_order < num_det_orders; ++det_order) { - config.det_orders.emplace_back(); - std::iota(config.det_orders.back().begin(), - config.det_orders.front().end(), 0); - } - } else { - // Use the coordinates to order the detectors based on a random - // orientation - for (size_t det_order = 0; det_order < num_det_orders; ++det_order) { - // Sample a direction - std::vector orientation_vector; - for (size_t i = 0; i < detector_coords.at(0).size(); ++i) { - orientation_vector.push_back(dist(rng)); - } - - for (size_t i = 0; i < detector_coords.size(); ++i) { - inner_products[i] = 0; - for (size_t j = 0; j < orientation_vector.size(); ++j) { - inner_products[i] += - detector_coords[i][j] * orientation_vector[j]; + std::vector perm; + perm.reserve(graph.size()); + std::vector visited(graph.size(), false); + std::queue q; + size_t start = dist_det(rng); + while (perm.size() < graph.size()) { + if (!visited[start]) { + visited[start] = true; + q.push(start); + perm.push_back(start); + } + while (!q.empty()) { + size_t cur = q.front(); + q.pop(); + auto neigh = graph[cur]; + std::shuffle(neigh.begin(), neigh.end(), rng); + for (size_t n : neigh) { + if (!visited[n]) { + visited[n] = true; + q.push(n); + perm.push_back(n); + } + } + } + if (perm.size() < graph.size()) { + do { + start = dist_det(rng); + } while (visited[start]); } } - std::vector perm(config.dem.count_detectors()); - std::iota(perm.begin(), perm.end(), 0); - std::sort(perm.begin(), perm.end(), - [&](const size_t& i, const size_t& j) { - return inner_products[i] > inner_products[j]; - }); - // Invert the permutation - std::vector inv_perm(config.dem.count_detectors()); + std::vector inv_perm(graph.size()); for (size_t i = 0; i < perm.size(); ++i) { inv_perm[perm[i]] = i; } config.det_orders[det_order] = inv_perm; } + } else { + std::vector inner_products(config.dem.count_detectors()); + + if (!detector_coords.size() || !detector_coords.at(0).size()) { + // If there are no detector coordinates, just use the standard ordering + // of the indices. + for (size_t det_order = 0; det_order < num_det_orders; ++det_order) { + config.det_orders.emplace_back(); + std::iota(config.det_orders.back().begin(), + config.det_orders.front().end(), 0); + } + } else { + // Use the coordinates to order the detectors based on a random + // orientation + for (size_t det_order = 0; det_order < num_det_orders; ++det_order) { + // Sample a direction + std::vector orientation_vector; + for (size_t i = 0; i < detector_coords.at(0).size(); ++i) { + orientation_vector.push_back(dist(rng)); + } + + for (size_t i = 0; i < detector_coords.size(); ++i) { + inner_products[i] = 0; + for (size_t j = 0; j < orientation_vector.size(); ++j) { + inner_products[i] += + detector_coords[i][j] * orientation_vector[j]; + } + } + std::vector perm(config.dem.count_detectors()); + std::iota(perm.begin(), perm.end(), 0); + std::sort(perm.begin(), perm.end(), + [&](const size_t& i, const size_t& j) { + return inner_products[i] > inner_products[j]; + }); + // Invert the permutation + std::vector inv_perm(config.dem.count_detectors()); + for (size_t i = 0; i < perm.size(); ++i) { + inv_perm[perm[i]] = i; + } + config.det_orders[det_order] = inv_perm; + } + } } } @@ -359,6 +405,10 @@ int main(int argc, char* argv[]) { .metavar("N") .default_value(size_t(1)) .store_into(args.num_det_orders); + program.add_argument("--det-order-bfs") + .help("Use BFS-based detector ordering instead of geometric orientation") + .flag() + .store_into(args.det_order_bfs); program.add_argument("--det-order-seed") .help( "Seed used when initializing the random detector traversal " diff --git a/src/utils.cc b/src/utils.cc index 10bca4d..f3081d3 100644 --- a/src/utils.cc +++ b/src/utils.cc @@ -51,6 +51,36 @@ std::vector> get_detector_coords( return detector_coords; } +std::vector> build_detector_graph( + const stim::DetectorErrorModel& dem) { + size_t num_detectors = dem.count_detectors(); + std::vector> neighbors(num_detectors); + for (const stim::DemInstruction& instruction : dem.flattened().instructions) { + if (instruction.type != stim::DemInstructionType::DEM_ERROR) { + continue; + } + std::vector dets; + for (const stim::DemTarget& target : instruction.target_data) { + if (target.is_relative_detector_id()) { + dets.push_back(target.val()); + } + } + for (size_t i = 0; i < dets.size(); ++i) { + for (size_t j = i + 1; j < dets.size(); ++j) { + size_t a = dets[i]; + size_t b = dets[j]; + neighbors[a].push_back(b); + neighbors[b].push_back(a); + } + } + } + for (auto& neigh : neighbors) { + std::sort(neigh.begin(), neigh.end()); + neigh.erase(std::unique(neigh.begin(), neigh.end()), neigh.end()); + } + return neighbors; +} + bool sampling_from_dem(uint64_t seed, size_t num_shots, stim::DetectorErrorModel dem, std::vector& shots) { diff --git a/src/utils.h b/src/utils.h index 8b7fb2f..52cd787 100644 --- a/src/utils.h +++ b/src/utils.h @@ -31,6 +31,11 @@ constexpr const double EPSILON = 1e-7; std::vector> get_detector_coords( stim::DetectorErrorModel& dem); +// Builds an adjacency list graph where two detectors share an edge iff an error +// in the model activates them both. +std::vector> build_detector_graph( + const stim::DetectorErrorModel& dem); + const double INF = std::numeric_limits::infinity(); bool sampling_from_dem(uint64_t seed, size_t num_shots, diff --git a/viz/README.md b/viz/README.md new file mode 100644 index 0000000..9ab04d7 --- /dev/null +++ b/viz/README.md @@ -0,0 +1,34 @@ +# Visualization + +This tool displays the detectors and errors from a Tesseract decoding run in 3D. + +## Generating the JSON + +Use the `--verbose` flag when running the decoder and filter the output to +include only the lines used by the converter script: + +```bash +bazel build src:all && \ +./bazel-bin/src/tesseract \ + --sample-num-shots 1 --det-order-seed 13267562 --pqlimit 10000 --beam 1 --num-det-orders 20 --det-order-bfs \ + --circuit testdata/colorcodes/r\=9\,d\=9\,p\=0.002\,noise\=si1000\,c\=superdense_color_code_X\,q\=121\,gates\=cz.stim \ + --sample-seed 717347 --threads 1 --verbose | \ + grep -E 'Error|Detector|activated_errors|activated_dets' > logfile.txt + +python viz/to_json.py logfile.txt -o logfile.json +``` + + +The `--det-order-bfs` flag is compatible with visualization logs. Just make +sure `--verbose` is enabled so the detector coordinates are printed for +`to_json.py` to parse. + +The `to_json.py` script produces `logfile.json`, which contains the detector +coordinates and animation frames for the viewer. + +## Viewing + +Open `viz/index.html` in a modern browser. It will automatically try to load +`logfile.json` from the same directory. If the file picker is used, any JSON +produced by `to_json.py` can be visualized. + diff --git a/viz/index.html b/viz/index.html index 39521b0..698488f 100644 --- a/viz/index.html +++ b/viz/index.html @@ -314,6 +314,18 @@ if (playing && frames.length) restartAnimationTimer(); else clearInterval(animationTimer); } + +// Try to load a default logfile when the page is opened. +window.addEventListener('load', () => { + fetch('logfile.json') + .then(r => r.ok ? r.json() : Promise.reject()) + .then(data => initializeScene( + data.detectorCoords, + data.errorCoords, + data.frames, + data.errorToDetectors)) + .catch(() => {/* ignore if not present */}); +}); diff --git a/viz/logfile.json b/viz/logfile.json new file mode 100644 index 0000000..6ee5709 --- /dev/null +++ b/viz/logfile.json @@ -0,0 +1,357516 @@ +{ + "detectorCoords": { + "0": [ + -7.111111111111111, + -4.0, + -4.444444444444445 + ], + "1": [ + -7.111111111111111, + -2.0, + -4.444444444444445 + ], + "2": [ + -5.111111111111111, + 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