{"taskset": {"n_runnable": 1, "name": null, "url_data": null, "catalog_id": null, "owner_type": null, "cited_by": null, "taskset": "algotune", "domain": "swe", "task_kind": null, "environment": null, "grading": null, "path": "datasets/algotune", "n_single_container": 154, "n_tasks": 154, "domain_raw": null, "sample_instruction": "Apart from the default Python packages, you have access to the following additional packages:\n- cryptography\n- cvxpy\n- cython\n- dace\n- dask\n- diffrax\n- ecos\n- faiss-cpu\n- hdbscan\n- highspy\n- jax\n- networkx\n- numba\n- numpy\n- ortools\n- pandas\n- pot\n- psutil\n- pulp\n- pyomo\n- python-sat\n- pythran\n- scikit-learn\n- scipy\n- sympy\n- torch\n\nYour objective is to define a class named `Solver` in `/app/solver.py` with a method:\n```python\nclass Solver:\n    def solve(self, problem, **kwargs) -> Any:\n        # Your implementation goes here.\n        ...\n```\n\nIMPORTANT: Compilation time of your init function will not count towards your function's runtime.\n\nThis `solve` function will be the entrypoint called by the evaluation harness. Strive to align your class and method implementation as closely as possible with the desired performance criteria.\nFor each instance, your function can run for at most 10x the reference runtime for that instance. Strive to have your implementation run as fast as possible, while returning the same output as the reference function (for the same given input). Be creative and optimize your approach!\n\n**GOALS:**\nYour primary objective is to optimize the `solve` function to run as as fast as possible, while returning the optimal solution.\nYou will receive better scores the quicker your solution runs, and you will be penalized for exceeding the time limit or returning non-optimal solutions.\n\nBelow you find the description of the task you will have to solve. Read it care", "owner_org": null, "url_repo": null, "url_paper": null, "license": null, "languages": [], "difficulties": {"medium": 154}, "categories": ["algorithm"]}, "tasks": [{"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-aes-gcm-encryption", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-affine-transform-2d", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-aircraft-wing-design", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-articulation-points", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-base64-encoding", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-battery-scheduling", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-btsp", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-capacitated-facility-location", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-chacha-encryption", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-channel-capacity", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-chebyshev-center", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-cholesky-factorization", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-clustering-outliers", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-communicability", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-convex-hull", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-convolve-1d", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-convolve2d-full-fill", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-correlate-1d", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-correlate2d-full-fill", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-count-connected-components", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-count-riemann-zeta-zeros", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-cumulative-simpson-1d", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-cumulative-simpson-multid", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-cvar-projection", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-cyclic-independent-set", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-dct-type-i-scipy-fftpack", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-delaunay", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-dijkstra-from-indices", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-discrete-log", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-dst-type-ii-scipy-fftpack", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-dynamic-assortment-planning", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-earth-movers-distance", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-edge-expansion", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-eigenvalues-complex", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-eigenvalues-real", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-eigenvectors-complex", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-eigenvectors-real", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-elementwise-integration", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-feedback-controller-design", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-fft-cmplx-scipy-fftpack", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-fft-convolution", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-fft-real-scipy-fftpack", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-firls", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-generalized-eigenvalues-complex", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-generalized-eigenvalues-real", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-generalized-eigenvectors-complex", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-generalized-eigenvectors-real", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-graph-coloring-assign", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-graph-global-efficiency", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-graph-isomorphism", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-graph-laplacian", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-group-lasso", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-gzip-compression", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-integer-factorization", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-job-shop-scheduling", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-kalman-filter", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-kcenters", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-kd-tree", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-kernel-density-estimation", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-kmeans", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-ks-test-2samp", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-l0-pruning", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-l1-pruning", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-lasso", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-least-squares", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-linear-system-solver", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-lp-box", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-lp-centering", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-lp-mdp", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-lqr", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-lti-simulation", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-lu-factorization", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-lyapunov-stability", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-markowitz", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-matrix-completion", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-matrix-exponential", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-matrix-exponential-sparse", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-matrix-multiplication", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-matrix-sqrt", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-max-clique-cpsat", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-max-common-subgraph", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": false, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["python", "optimization", "algotune"], "task": "algotune-max-flow-min-cost", "taskset": "algotune"}, {"agent_timeout": 3600, "category": "algorithm", "compose": 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