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Paulami Bhosle — R23-T059: Measure how blockchain/simple_proof_of_work.py scales #59

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@ankushbisht01

Student: Paulami Bhosle

Task: R23-T059 · 9 of 10
Repository: https://github.com/S-AI-Projects/TheAlgorithms-Python
Assigned working branch: student/e26b07f0792

Goal

Check the algorithm's real running time against its theoretical complexity. Expected attempts grow ×16 per extra leading hex zero – measure attempts and time for difficulty 1–5.

Steps

  1. State the expected time complexity with a short derivation.
  2. Write work/R23-T059/bench.py timing the main function with timeit for at least 6 input sizes (doubling).
  3. Plot time vs n (matplotlib) and compare with the expected curve.
  4. Add the complexity, with your evidence, to the function's docstring.
  5. Make the code change in the repository: blockchain/simple_proof_of_work.py: expected-attempts complexity (16^difficulty) in the docstring, backed by your measurements. Re-run the automated check and the repo's own tests afterwards.
  6. Prepare the PR: on branch R23-T059, commit the code change plus your work/R23-T059/ evidence, put your findings in the PR description and open the PR against the org fork. For a later upstream PR, create a second branch containing only the code change (no work/ folder).

Done when

☐ bench.py measures attempts and time for difficulty 1–5 (at least 20 runs each), showing ≈16× growth per level.
☐ blockchain/simple_proof_of_work.py docstring states the expected 16^difficulty attempts, matching the measurements.
☐ Existing 7 doctests and the negative-difficulty raise are unchanged.

Additional task guidance

Additional curated task guidance

Item:
blockchain/simple_proof_of_work.py (62 lines; 7 doctests)

Task type:
Measure complexity

Code change (goes into the PR):
blockchain/simple_proof_of_work.py: expected-attempts complexity (16^difficulty) in the docstring, backed by your measurements.

Automated check:
uv run python work/R23-T059/bench.py && uv run pytest blockchain/simple_proof_of_work.py

Prerequisites:
Linux/WSL2/Codespaces with uv (https://docs.astral.sh/uv/getting-started/installation/); run uv sync --group=test once – it installs the Python version CI uses (.python-version = 3.15t) and the test dependencies, about 1–2 GB

Upstream PR rules:
Follow CONTRIBUTING.md: type hints on every parameter/return, doctests for valid and erroneous input, snake_case file names, no duplicate of an existing implementation, no hand edits to DIRECTORY.md. CI (pytest with doctests, ruff) must pass – bots close PRs without tests or type hints. Keep work/ (benchmarks, notes, property tests) out of the upstream branch; put results in the PR description.

Source (pinned):
https://github.com/TheAlgorithms/Python/blob/574d100b7181956e9c8384552fd078165e4cc326/blockchain/simple_proof_of_work.py

Change:
No change recorded

PR destination:
Preserved pilot guidance

Submission checklist

  • Complete this task and its checks.
  • Add the required evidence and link your pull request here.
  • Select this S-AI-Projects fork as the PR base repository.
  • Request instructor review.

Keep this PR focused on this task. Do not submit assignment PRs to the upstream repository.

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