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feat(llma): add typed offline evaluations SDK - #1005

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💡 Motivation and Context

Add posthog.ai.evaluations so Python callers can upload offline evaluation results and manage experiments through typed synchronous and asynchronous clients. Includes acknowledged bulk uploads, stable identities for safe retries and recovery, and explicit completion/failure.

Scorer management includes typed boolean, numeric, and categorical configurations with polarity, metadata updates, immutable version creation, and programmatic version-ID discovery. Includes usage examples and a minor changeset.

💚 How did you test it?

  • 183 new focused tests; 4,380 total successful tests including the socket-dependent rerun.
  • Lint, static typing, positive/negative config typing checks, and public API snapshots passed.
  • Wheel/sdist builds and generated mirror imports passed.
  • Real-backend integration remains unverified: fresh test-database migrations timed out before SDK calls.

📝 Checklist

  • I reviewed the submitted code.
  • I added tests to verify the changes.
  • I updated the docs if needed.
  • No breaking change or entry added to the changelog.

If releasing new changes

  • Included a minor changeset in .sampo/changesets/.

🤖 Agent context

Autonomy: Human-driven (agent-assisted)

Implemented with Codex and collaborating agents using shell/Python tooling, Git, and the GitHub CLI. Local Codex session.

The API follows the current backend contract. Configuration types expose supported fields; scorer mutations avoid automatic retries, while replay-safe offline operations retain identities and content.

@Radu-Raicea Radu-Raicea self-assigned this Oct 2, 2026
@github-actions

github-actions Bot commented Oct 2, 2026 •

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posthog-python Compliance Report

Date: 2026-10-02T17:09:24.431900+00:00
Duration: 259843ms

✅ All Tests Passed!

121/121 tests passed


Capture_V1 Tests

✅ 95/95 tests passed

View Details
Test Status Duration
Endpoint And Method.Targets V1 Endpoint ✅ 516ms
Endpoint And Method.Does Not Use Legacy Endpoints ✅ 511ms
Required Headers.Has Authorization Bearer Header ✅ 510ms
Required Headers.Has Content Type Json ✅ 511ms
Required Headers.Has Posthog Sdk Info Format ✅ 511ms
Required Headers.Has Posthog Attempt Header ✅ 510ms
Required Headers.Has Posthog Request Id ✅ 511ms
Required Headers.Has Posthog Request Timestamp ✅ 510ms
Required Headers.Has User Agent ✅ 510ms
Body Format.Body Has Created At And Batch ✅ 510ms
Body Format.No Api Key In Body ✅ 510ms
Body Format.No Sent At In Body ✅ 510ms
Event Format.Event Has Required Root Fields ✅ 511ms
Event Format.Event Uuid Is Valid ✅ 510ms
Event Format.Event Timestamp Is Rfc3339 ✅ 510ms
Event Format.Non Utc Event Timestamp Is Converted To Utc ✅ 516ms
Event Format.Distinct Id Is String ✅ 510ms
Event Format.Distinct Id At Root Not Properties ✅ 510ms
Event Format.Custom Properties Preserved ✅ 511ms
Event Format.Set Properties Preserved ✅ 510ms
Event Format.Set Once Properties Preserved ✅ 510ms
Event Format.Groups Properties Preserved ✅ 511ms
Event Format.Sdk Generates Uuid If Not Provided ✅ 510ms
Event Format.Event Has Required Root Fields Batch ✅ 514ms
Event Format.Event Uuid Is Valid Batch ✅ 513ms
Event Format.Event Timestamp Is Rfc3339 Batch ✅ 514ms
Event Format.Distinct Id Is String Batch ✅ 514ms
Event Format.Distinct Id At Root Not Properties Batch ✅ 514ms
Event Format.Custom Properties Preserved Batch ✅ 513ms
Event Format.Set Properties Preserved Batch ✅ 514ms
Event Format.Set Once Properties Preserved Batch ✅ 514ms
Event Format.Groups Properties Preserved Batch ✅ 513ms
Event Format.Sdk Generates Uuid If Not Provided Batch ✅ 514ms
Batch Behavior.Multiple Events In Single Batch ✅ 517ms
Batch Behavior.Batch Envelope Smoke ✅ 516ms
Batch Behavior.Flush With No Events Sends Nothing ✅ 506ms
Batch Behavior.Flush At Triggers Batch ✅ 1011ms
Batch Behavior.Created At Reflects Batch Creation Time ✅ 511ms
Deduplication.Generates Unique Uuids ✅ 518ms
Deduplication.Different Events Same Content Different Uuids ✅ 513ms
Deduplication.Preserves Uuid On Retry ✅ 6515ms
Deduplication.Preserves Timestamp On Retry ✅ 6520ms
Deduplication.Preserves Uuid And Timestamp On Batch Retry ✅ 6523ms
Deduplication.No Duplicate Events In Batch ✅ 518ms
Header Behavior On Retry.Attempt Header Starts At One ✅ 510ms
Header Behavior On Retry.Attempt Header Increments On Retry ✅ 13527ms
Header Behavior On Retry.Request Id Preserved On Retry ✅ 6520ms
Header Behavior On Retry.Different Requests Have Different Request Ids ✅ 3020ms
Header Behavior On Retry.Request Timestamp Changes On Retry ✅ 6519ms
Response Format Validation.Success Response Has Uuid Keyed Results ✅ 510ms
Response Format Validation.Success Response Has Ok For Each Event ✅ 515ms
Response Format Validation.Success No Retry After When All Ok ✅ 512ms
Response Format Validation.Success Retry After Present When Retry Events ✅ 1515ms
Response Format Validation.Success No Retry After When Drop Only ✅ 513ms
Response Format Validation.Response Echoes Request Id ✅ 510ms
Retry Behavior.Retries On 408 ✅ 6520ms
Retry Behavior.Retries On 500 ✅ 6520ms
Retry Behavior.Retries On 503 ✅ 8519ms
Retry Behavior.Retries On 504 ✅ 6520ms
Retry Behavior.Retryable Errors Have Retry After ✅ 3516ms
Retry Behavior.Respects Retry After On Retryable Error ✅ 11517ms
Retry Behavior.Does Not Retry On 400 ✅ 2513ms
Retry Behavior.Does Not Retry On 401 ✅ 2513ms
Retry Behavior.Does Not Retry On 402 ✅ 2512ms
Retry Behavior.Does Not Retry On 413 ✅ 2512ms
Retry Behavior.Does Not Retry On 415 ✅ 2513ms
Retry Behavior.Non Retryable Errors Have No Retry After ✅ 2511ms
Retry Behavior.Implements Backoff ✅ 22523ms
Retry Behavior.Max Retries Respected ✅ 22528ms
Partial Batch Handling.Handles 200 Full Success ✅ 2512ms
Partial Batch Handling.Handles 200 With All Ok ✅ 3515ms
Partial Batch Handling.Does Not Retry Dropped Events ✅ 3516ms
Partial Batch Handling.Does Not Retry Limited Events ✅ 3516ms
Partial Batch Handling.Prunes Ok Events On Partial Retry ✅ 6521ms
Partial Batch Handling.Prunes Dropped Events On Partial Retry ✅ 6522ms
Partial Batch Handling.Retries Only Retry Events From Partial ✅ 6523ms
Partial Batch Handling.Partial Retry Preserves Uuids ✅ 6520ms
Partial Batch Handling.Partial Retry Attempt Header Increments ✅ 6518ms
Partial Batch Handling.Partial Retry Request Id Preserved ✅ 6517ms
Partial Batch Handling.Respects Retry After On Partial ✅ 8518ms
Partial Batch Handling.Unknown Result Treated As Terminal ✅ 3516ms
Partial Batch Handling.Mixed Ok Drop Limited No Retry ✅ 3516ms
Compression.Sends Gzip Content Encoding ✅ 512ms
Compression.No Content Encoding When Disabled ✅ 510ms
Compression.Compressed Body Is Decompressible ✅ 510ms
Error Handling.Does Not Retry On Unknown 4Xx ✅ 2511ms
Event Options.Cookieless Mode Override ✅ 510ms
Event Options.Disable Skew Correction Override ✅ 510ms
Event Options.Process Person Profile Override ✅ 510ms
Event Options.Product Tour Id Override ✅ 510ms
Event Options.Unset Options Omitted ✅ 510ms
Event Options.Options Override In Batch ✅ 514ms
Geoip And Historical Migration.Geoip Disable Injected Into Properties ✅ 510ms
Geoip And Historical Migration.Historical Migration Set In Body ✅ 510ms
Geoip And Historical Migration.Historical Migration Absent By Default ✅ 510ms

Capture_Ai Tests

✅ 5/5 tests passed

View Details
Test Status Duration
Routing.Capture Ai Posts To Ai Endpoint ✅ 510ms
Routing.Capture Does Not Reroute Ai Named Events ✅ 511ms
Identity.Capture Ai Event Has Uuid ✅ 510ms
Identity.Capture Ai Keeps Supplied Uuid ✅ 510ms
Timestamp Format.Non Utc Event Timestamp Is Converted To Utc ✅ 510ms

Feature_Flags Tests

✅ 17/17 tests passed

View Details
Test Status Duration
Request Payload.Request With Person Properties Device Id ✅ 11ms
Request Payload.Flags Request Uses V2 Query Param ✅ 9ms
Request Payload.Flags Request Hits Flags Path Not Decide ✅ 9ms
Request Payload.Flags Request Omits Authorization Header ✅ 9ms
Request Payload.Token In Flags Body Matches Init ✅ 9ms
Request Payload.Groups Round Trip ✅ 9ms
Request Payload.Groups Default To Empty Object ✅ 10ms
Request Payload.Disable Geoip False Propagates As Geoip Disable False ✅ 8ms
Request Payload.Disable Geoip Omitted Defaults To False ✅ 9ms
Request Payload.Flag Keys To Evaluate Contains Only Requested Key ✅ 10ms
Request Lifecycle.No Flags Request On Init Alone ✅ 3ms
Request Lifecycle.No Flags Request On Normal Capture ✅ 509ms
Request Lifecycle.Two Flag Calls Produce Two Remote Requests ✅ 14ms
Request Lifecycle.Mock Response Value Is Returned To Caller ✅ 9ms
Retry Behavior.Retries Flags On 502 ✅ 313ms
Retry Behavior.Retries Flags On 504 ✅ 313ms
Side Effect Events.Get Feature Flag Captures Feature Flag Called Event ✅ 511ms

Feature_Flags_Local_Evaluation Tests

✅ 4/4 tests passed

View Details
Test Status Duration
Versioned Boolean Matching.Matching Version Missing ✅ 70ms
Versioned Boolean Matching.Matching Version 1 ✅ 67ms
Versioned Boolean Matching.Matching Version 2 ✅ 67ms
Versioned Boolean Matching.Version Only Reload 1 2 1 2 Missing ✅ 34ms

@greptile-apps

greptile-apps Bot commented Oct 2, 2026 •

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Retrigger

[Medium risk] Adds a new offline evaluations SDK module.

The PR appears safe to merge; the remaining unchecked scorer-version return type is non-blocking.

Reviews (2) · Last reviewed commit: "fix(llma): reject integer scores that lo..."

Comment thread posthog/ai/evaluations/_serialization.py
Comment on lines +367 to +372
def create_version(
self,
scorer_id: str | UUID,
*,
config: _ConfigT,
base_version: int | None = None,

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P2 Version return type is unchecked create_version() infers its return type from the supplied config without checking the target scorer’s kind. Passing a numeric config for a boolean scorer can leave callers with a value typed as Scorer[NumericScorerConfig] even if the operation is rejected or returns a boolean scorer. The async method has the same issue. Tie the config type to the scorer kind instead of relying on a cast.

Prompt To Fix With AI
This is a comment left during a code review.
Path: posthog/ai/evaluations/_scorers.py
Line: 367-372

Comment:
**Version return type is unchecked** `create_version()` infers its return type from the supplied config without checking the target scorer’s kind. Passing a numeric config for a boolean scorer can leave callers with a value typed as `Scorer[NumericScorerConfig]` even if the operation is rejected or returns a boolean scorer. The async method has the same issue. Tie the config type to the scorer kind instead of relying on a cast.

---

For each issue above, determine whether it is valid and should be fixed. If so, fix it directly.

@Radu-Raicea
Radu-Raicea marked this pull request as ready for review October 2, 2026 17:10
@Radu-Raicea
Radu-Raicea requested a review from a team as a code owner October 2, 2026 17:10
@Radu-Raicea
Radu-Raicea requested a review from a team October 2, 2026 17:20

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