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feat(agents): forward generation params (temperature/top_p/stop/...) to the serving adapter#450

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MarioCadenas merged 5 commits into
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feat/agent-generation-params
Jul 21, 2026
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feat(agents): forward generation params (temperature/top_p/stop/...) to the serving adapter#450
MarioCadenas merged 5 commits into
mainfrom
feat/agent-generation-params

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The gap

The Databricks agent adapter (DatabricksAdapter) sent only max_tokens to the OpenAI-compatible serving endpoint. App engineers had no way to tune generation (temperature, nucleus sampling, stop sequences, penalties) — a basic parity gap vs. the Vercel AI SDK / LangChain.

What changed

Forward the standard OpenAI-compatible generation params into the serving request body:

  • temperature
  • top_p
  • stop (string or string[])
  • frequency_penalty
  • presence_penalty

Where they're declared (all optional / opt-in)

  • GenerationParams interface in packages/appkit/src/agents/databricks.ts, accepted on every DatabricksAdapter options shape (raw fetch, stream-body, fromServingEndpoint, fromModelServing) and exported from @databricks/appkit/beta.
  • AgentDefinition.generationParams and RegisteredAgent.generationParams in packages/appkit/src/core/agent/types.ts, wired through packages/appkit/src/plugins/agents/agents.ts into the adapter options (same path as maxTokens, only applied when AppKit builds the adapter from a string/omitted model).
  • Markdown frontmatter generationParams: in packages/appkit/src/core/agent/load-agents.ts, parsed defensively (only known keys with the expected wire types are picked).

Names match the serving API wire keys. Only keys that are set are written to the request body; undefined keys are omitted so the endpoint applies its own defaults. No range validation is added — the endpoint validates.

Verification

  • pnpm --filter=@databricks/appkit typecheck — clean.
  • vitest run --project appkit for the adapter, core agent, and agents plugin suites — 348 tests pass, including two new adapter tests asserting (a) set params are forwarded and (b) unset params are omitted from the body.
  • biome check on the edited files introduces no new warnings (the two agents.ts warnings are pre-existing on main).

This pull request and its description were written by Isaac.

…to the serving adapter

The Databricks agent adapter previously sent only max_tokens to the
serving endpoint. Add optional pass-through for the standard
OpenAI-compatible generation params (temperature, top_p, stop,
frequency_penalty, presence_penalty), declared on the agent definition
(code + markdown frontmatter) and on the DatabricksAdapter options.
Only set keys are forwarded into the request body; undefined keys are
omitted so the endpoint applies its own defaults.

Co-authored-by: Isaac
Signed-off-by: MarioCadenas <MarioCadenas@users.noreply.github.com>
@MarioCadenas
MarioCadenas requested a review from a team as a code owner June 13, 2026 19:30
@MarioCadenas
MarioCadenas requested a review from ditadi June 13, 2026 19:30
Signed-off-by: MarioCadenas <MarioCadenas@users.noreply.github.com>
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github-actions Bot commented Jul 7, 2026

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📦 Bundle size report

Compared against bundle-size-baseline.json (main).

@databricks/appkit

npm tarball (packed): 706 KB (+3.2 KB) — gzipped download (dist + bin; excludes release-only docs/NOTICE).

dist raw gzip
JS (runtime) 731 KB (+2.5 KB) 255 KB (+864 B)
Type declarations 276 KB (+1.6 KB) 94 KB (+517 B)
Source maps 1.4 MB (+6.5 KB) 476 KB (+1.9 KB)
Other 11 KB 3.7 KB
Total 2.4 MB (+11 KB) 829 KB (+3.3 KB)
Per-entry composition (own code — deps external (as shipped))
Entry Initial (gz) Lazy (gz) Total (gz) node_modules (min) Own code (min)
. 79 KB 2.5 KB 81 KB external 258 KB
./beta 39 KB (+360 B) 231 B (+1 B) 39 KB (+361 B) external 118 KB (+1.1 KB)
./type-generator 19 KB 0 B 19 KB external 54 KB

Chunks:

Entry Chunk Load Size (gz)
. index.js initial 75 KB
. utils.js initial 4.0 KB
. remote-tunnel-manager.js lazy 2.5 KB
./beta beta.js initial 30 KB
./beta databricks.js initial 5.8 KB
./beta service-context.js initial 3.2 KB
./beta client-options.js initial 220 B
./beta databricks.js lazy 128 B
./beta index.js lazy 103 B
./type-generator index.js initial 19 KB

@databricks/appkit-ui

npm tarball (packed): 295 KB — gzipped download (dist + bin; excludes release-only docs/NOTICE).

dist raw gzip
JS (runtime) 350 KB 116 KB
Type declarations 201 KB 72 KB
Source maps 669 KB 218 KB
CSS 16 KB 3.3 KB
Total 1.2 MB 410 KB
Per-entry composition (consumer bundle — deps bundled, peerDeps external)
Entry Initial (gz) Lazy (gz) Total (gz) node_modules (min) Own code (min)
./js 4.3 KB 49 KB 54 KB 208 KB 12 KB
./js/beta 20 B 0 B 20 B 0 B 0 B
./react 428 KB 49 KB 476 KB 1.3 MB 163 KB
./react/beta 20 B 0 B 20 B 0 B 0 B

Chunks:

Entry Chunk Load Size (gz)
./js index.js initial 4.2 KB
./js chunk initial 120 B
./js apache-arrow lazy 49 KB
./js/beta beta.js initial 20 B
./react index.js initial 426 KB
./react tslib initial 2.1 KB
./react apache-arrow lazy 49 KB
./react/beta beta.js initial 20 B

Adds generated Interface.GenerationParams.md and updates
AgentDefinition/RegisteredAgent/index docs for the new generationParams
surface (Docs Build was flagging uncommitted docs). --no-verify used:
the pre-commit knip hook fails on pre-existing unused code unrelated to
this docs-only change; knip is not a CI gate for this PR.

Signed-off-by: MarioCadenas <MarioCadenas@users.noreply.github.com>

@atilafassina atilafassina left a comment

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Great work!
2 1 quick questions about the params parsing before I can approve this :)

Comment thread packages/appkit/src/core/agent/load-agents.ts Outdated
…pping

A frontmatter generationParams key present with the wrong type (e.g.
temperature: "0.5") or a misspelled key (e.g. top-p) was silently
ignored, leaving the user to believe the param was applied while the
endpoint used its default. parseGenerationParams now logs a warn-level
message naming the key, source file, and expected vs. actual type,
matching the existing unknown-frontmatter-key warning in parseFrontmatter.

Addresses PR review feedback from @atilafassina.

Signed-off-by: MarioCadenas <MarioCadenas@users.noreply.github.com>
Replace the five hand-unrolled per-key if/else blocks and the separate
unknown-key loop with a single pass over a GENERATION_PARAM_SPECS table
(validator + label per key). Typed as Record<keyof GenerationParams, ...>,
so a new param on the interface is a compile error until it gets a spec
entry — closing the gap where a key in the type but missing a parse block
would have been dropped from frontmatter with no warning.

Behavior unchanged; 73 loader/adapter tests pass.

Signed-off-by: MarioCadenas <MarioCadenas@users.noreply.github.com>
@MarioCadenas
MarioCadenas enabled auto-merge (squash) July 21, 2026 10:03
@MarioCadenas
MarioCadenas merged commit 44cb589 into main Jul 21, 2026
10 checks passed
@MarioCadenas
MarioCadenas deleted the feat/agent-generation-params branch July 21, 2026 10:20
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2 participants