semql-prompt

LLM-facing prompt rendering for a semql Catalog.

semql's compiler is pure — it turns a SemanticQuery into SQL and never renders a prompt. This package is the rendering layer on top:

Four-role prompt fragments — build_planner_prompt_fragment, build_router_prompt_fragment, build_presenter_prompt_fragment, build_drilldown_prompt_fragment, build_query_generator_prompt_fragment.
Cacheable segments — CatalogPrompt (viewer-invariant static + per-viewer overlay) for prompt-cache breakpoints, plus prompt_hash.
Tool-description projection — to_openai_tools / to_langchain_tools / to_openai_function for function-calling clients, and to_bedrock_converse_tools for the Bedrock Converse API (object-rooted inputSchema).
Prompt-token budgeting — PromptBudget, apply_budget, estimate_tokens.

Install

pip install semql-prompt

Quick start

The catalog-level conveniences take the catalog as their first argument:

from semql import Catalog
from semql_prompt import planner_prompt, planner_prompt_segments, prompt_hash, to_openai_tools

text = planner_prompt(catalog, viewer=viewer)
segs = planner_prompt_segments(catalog)
key  = prompt_hash(catalog)
tools = to_openai_tools(catalog, viewer=viewer)

For the lower-level per-role fragment builders, see API reference.

License

BSD-3-Clause.

Metadata

Release files for semql-prompt 0.8.0

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Source distribution for semql-prompt 0.8.0
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semql_prompt-0.8.0.tar.gz	29.1 kB	Oct 2, 2026	With provenance	Details

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Table of built distributions (wheels) for semql-prompt 0.8.0
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semql_prompt-0.8.0-py3-none-any.whl 32.5 kB Oct 2, 2026 With provenance	Python 3	none	any	Details

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Size	29.1 kB
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Publishing platform: GitHub Actions
Publishing repository: github.com/semql-io/semql
Publishing commit: github.com/semql-io/semql/tree/7b4856a347a1d8ed6122c58074f40f148b045a6a

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Publishing configuration: github.com/semql-io/semql/blob/7b4856a347a1d8ed6122c58074f40f148b045a6a/.github/workflows/release.yml
Publishing logs: github.com/semql-io/semql/actions/runs/37000769713/attempts/1

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SHA-256 checksum: dd1883a991e15d29e47f931b972e722b360ebc8bb675d3566fabd33d9012c6bc Verifying attestations

Release files / semql_prompt-0.8.0-py3-none-any.whl

Download URL	semql_prompt-0.8.0-py3-none-any.whl
Size	32.5 kB
Tags	Python 3
SHA-256 checksum How to use checksums	`9aac4de17427f377de04cadacd7f60449968047065bfa74a1a413f5057741bec`
BLAKE2b-256 checksum How to use checksums	`e2968923dfc4a5d3e7b538fdf244be85e83e004a87349d45382922d648e8bd80`
Upload date	Oct 2, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/semql-io/semql
Publishing commit: github.com/semql-io/semql/tree/7b4856a347a1d8ed6122c58074f40f148b045a6a

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Publishing configuration: github.com/semql-io/semql/blob/7b4856a347a1d8ed6122c58074f40f148b045a6a/.github/workflows/release.yml
Publishing logs: github.com/semql-io/semql/actions/runs/37000769713/attempts/1

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Subject: semql_prompt-0.8.0-py3-none-any.whl
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Publishing platform: GitHub Actions
Publishing repository: github.com/semql-io/semql
Publishing commit: github.com/semql-io/semql/tree/7b4856a347a1d8ed6122c58074f40f148b045a6a

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Publishing configuration: github.com/semql-io/semql/blob/7b4856a347a1d8ed6122c58074f40f148b045a6a/.github/workflows/release.yml
Publishing logs: github.com/semql-io/semql/actions/runs/37000769713/attempts/1

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SHA-256 checksum: dd1883a991e15d29e47f931b972e722b360ebc8bb675d3566fabd33d9012c6bc Verifying attestations

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