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docs: add embeddings tutorial#25798

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docs: add embeddings tutorial#25798
azeez-1904 wants to merge 1 commit into
ggml-org:masterfrom
azeez-1904:docs/embeddings-tutorial

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@azeez-1904

@azeez-1904 azeez-1904 commented Jul 17, 2026

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Overview

Adds a tutorial for running llama-server in embedding mode and querying the OpenAI-compatible /v1/embeddings endpoint, including pooling/normalization flags and a minimal retrieval pipeline example.

Additional information

Related to #13523. Includes a Windows-specific note on OpenSSL being required for HTTPS downloads, and a PowerShell JSON-quoting gotcha, both hit firsthand while writing this. All commands and output shown were run and verified locally.

Requirements

  • I have read and agree with the contributing guidelines
  • AI usage disclosure: YES - used AI assistance to help draft and structure the tutorial. All commands, flags, and output shown were run and verified locally by me on my own machine.

@github-actions github-actions Bot added the documentation Improvements or additions to documentation label Jul 17, 2026
@ggml-gh-bot

ggml-gh-bot Bot commented Jul 17, 2026

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Hi @azeez-1904, thanks for your contribution!

Per our contribution guidelines, the automated PR checker found the following issue(s) that need your attention:

  • PR Template not respected: Please respect the template when creating a new pull request. Make sure to fill out all required sections.

Please note that maintainers reserve the right to make final decisions on PRs. If you believe there is a mistake, please comment below.

@azeez-1904

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Overview

Adds a tutorial for running llama-server in embedding mode and querying the OpenAI-compatible /v1/embeddings endpoint, including pooling/normalization flags and a minimal retrieval pipeline example.

Additional information

Related to #13523. Includes a Windows-specific note on OpenSSL being required for HTTPS downloads, and a PowerShell JSON-quoting gotcha, both hit firsthand while writing this. All commands and output shown were run and verified locally.

Requirements

  • I have read and agree with the contributing guidelines
  • AI usage disclosure: YES - used AI assistance to help draft and structure the tutorial. All commands, flags, and output shown were run and verified locally by me on my own machine.

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