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Automated review and documentation improvements for notebooks/video_chapters_creation.ipynb on branch main

LLM usage details:

  • Total tokens: 7451
  • Prompt tokens: 3854
  • Completion tokens: 3597
  • Used deployment: cu-samples-gpt-4.1-mini
  • API version: 2024-12-01-preview

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Automated LLM code review (section-based).

LLM usage details:

  • Total tokens used: 2067.
  • Used deployment: cu-samples-gpt-4.1-mini
  • API version: 2024-12-01-preview

"source": [
"## Pre-requisites\n",
"## Prerequisites\n",
"1. Please follow the [README](../README.md#configure-azure-ai-service-resource) to create the essential resource needed for this sample.\n",
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  • categories: [Typo Fix, Consistency]
    • change: Corrected the heading from "Pre-requisites" to "Prerequisites"
    • rationale: Standardized the spelling of a commonly used term to align with conventional usage and improve professionalism
    • impact: Enhances readability and maintains consistency across documentation, making it more polished and user-friendly

"\n",
"Use the following variable to specify the file to analyze. For this tutorial, we will examine a short example video. To try your own videos, replace the file path accordingly. For longer videos, you may need to adjust the `timeout` variable in `poll_result`."
"Use the variable below to specify the file to analyze. For this tutorial, we examine a short example video. To try your own videos, please replace the file path accordingly. For longer videos, you may need to adjust the `timeout` variable in `poll_result`."
]
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  • categories: [Grammar, Clarity]
    • change: Changed "Use the following variable to specify the file to analyze" to "Use the variable below to specify the file to analyze" and altered "For this tutorial, we will examine" to "For this tutorial, we examine"; also added "please" before "replace the file path accordingly."
    • rationale: These adjustments make the sentence more direct and polite, improving readability and tone.
    • impact: Enhances the documentation's clarity and approachability, making instructions easier to follow and more user-friendly.

"\n",
"We will first use Content Understanding and allow the service to interact with an LLM model, enabling it to apply its own reasoning to segment the video into meaningful chapters. It will provide concise descriptions with timestamps.\n",
"First, we use Content Understanding and allow the service to interact with an LLM model, enabling it to apply its own reasoning to segment the video into meaningful chapters. It provides concise descriptions with timestamps.\n",
"\n",
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  • categories: [Grammar, Clarity]
    • change: Changed "We will first use" to "First, we use" and modified verb tense from future to present tense ("will provide" to "provides").
    • rationale: The change improves sentence flow and consistency by using the present tense to describe the process more directly and succinctly. It also clarifies the sequence by placing "First" at the beginning.
    • impact: Enhances readability and immediacy, making the instructions clearer and more engaging for the reader.

"\n",
"In this example, we will use the utility class `AzureContentUnderstandingClient` to load the analyzer schema from the template file and submit it to the Azure Content Understanding service. Then, we will analyze the video and generate the desired chapter and scene structure."
"In this example, we use the utility class `AzureContentUnderstandingClient` to load the analyzer schema from the template file and submit it to the Azure Content Understanding service. Then, we analyze the video and generate the desired chapter and scene structure."
]
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  • categories: [Grammar, Clarity]
    • change: Changed the sentence from future tense ("we will use", "we will analyze") to present tense ("we use", "we analyze").
    • rationale: Using the present tense makes the instructions more direct and immediate, improving readability and engagement.
    • impact: This change provides clearer and more concise documentation, making the example feel more active and accessible to readers.

"\n",
"We will also be using the utility class `AzureContentUnderstandingClient` to load the analyzer schema from the template file and submit it to the Azure Content Understanding service. Then, we will analyze the video and generate the desired chapter and scene structure."
"We will also use the utility class `AzureContentUnderstandingClient` to load the analyzer schema from the template file and submit it to the Azure Content Understanding service. Then, we will analyze the video and generate the desired chapter and scene structure."
]
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  • categories: [Grammar]
    • change: Replaced "will also be using" with "will also use"
    • rationale: Simplifies the verb phrase for better grammatical clarity and conciseness.
    • impact: Improves readability and makes the sentence more direct and easier to understand.

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  • categories: [Formatting]
    • change: Corrected the closing brace indentation or spacing from -} to +}
    • rationale: To align with the proper code style or formatting conventions, ensuring consistent brace placement
    • impact: Enhances code readability and maintains uniform formatting across the codebase

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