Explaining how Codeflash benchmarking works

[misrasaurabh1]

PR Type

• Documentation

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Description

• Introduce Codeflash benchmarking concepts

• Add detailed pseudocode and train analogy

• Create new category for Codeflash Concepts

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Changes walkthrough 📝

Relevant files

Documentation

_category_.json Add Codeflash Concepts category metadata file                        docs/docs/codeflash-concepts/category.json Add new category definition for documentation Set label to "Codeflash Concepts" Define position and collapse status +5/-0      benchmarking.md Add Codeflash benchmarking explanation documentation          docs/docs/codeflash-concepts/benchmarking.md Add detailed explanation of runtime measurement Include pseudocode for benchmark logic Use train racing analogy for clarity Describe multi-input function benchmarking +141/-0

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PR Reviewer Guide 🔍

(Review updated until commit 02a64f5)

Here are some key observations to aid the review process:

⏱️ Estimated effort to review: 2 🔵🔵⚪⚪⚪

🧪 No relevant tests

🔒 No security concerns identified

⚡ Recommended focus areas for review Clarification Review the pseudocode section to ensure that the loop condition and timing functions are explained clearly. Consider adding brief inline comments or annotations for key steps (e.g., the rationale behind 'while loops <= 5 or time.time() - start_time < 10') to aid reader understanding. ```python loops = 0 min_input_runtime = [float('inf')] * len(test_inputs) start_time = time.time() while loops <= 5 or time.time() - start_time < 10: loops += 1 for input_index, input in enumerate(test_inputs): t = time(function_to_optimize(input)) if t < min_input_runtime[input_index]: min_input_runtime[input_index] = t total_runtime = sum(min_input_runtime) number_of_runs = loops </details> </td></tr> </table>

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PR Code Suggestions ✨

Explore these optional code suggestions:

Category	Suggestion	Impact
General	Fix documentation spelling errors Rectify spelling errors to enhance clarity by replacing "bes" with "best", "intrinstic" and "instrinsic" with "intrinsic", and "multipe" with "multiple". docs/docs/codeflash-concepts/benchmarking.md [8-124] ... "Codeflash reports benchmarking results that look something like this." ⏱️ Runtime : 32.8 microseconds → 29.2 microseconds (best of 315 runs) ... -This most accurate measurement of the intrinstic speed of the function, which is the signal we are looking for. +This most accurate measurement of the intrinsic speed of the function, which is the signal we are looking for. ... and measures the intrinsic runtime of the function on each input. -Then the instrinsic runtime of the function on the workload which consists of multipe inputs +Then the intrinsic runtime of the function on the workload which consists of multiple inputs ... Suggestion importance[1-10]: 5 __ Why: The suggestion accurately identifies and fixes several spelling mistakes in the documentation, thereby enhancing clarity. However, these typos are minor issues with limited impact on functionality.	Low

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Persistent review updated to latest commit 02a64f5

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