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## Summary 1 new feature, 5 improvements. ## Highlights - Mollifier `mutateSnapshot` now enforces a tag cap: an `append_tags` patch carrying `maxTags` returns `"limit_exceeded"` (writing nothing) when the deduped tag count would exceed the limit, so a buffered run can't accumulate more tags via the tags API than the trigger validator allows at creation. ([#3756](https://github.com/triggerdotdev/trigger.dev/pull/3756)) ## Improvements - Mollifier buffer extensions: idempotency dedup, an atomic `mutateSnapshot` API, metadata CAS, claim primitives, and a `MollifierSnapshot` type. The buffer's Redis client now reconnects with jittered backoff so a fleet of clients doesn't stampede Redis in lockstep after a blip. ([#3752](https://github.com/triggerdotdev/trigger.dev/pull/3752)) - Add `onTerminalFailure` callback to `MollifierDrainerOptions` so the customer's run lands a SYSTEM_FAILURE PG row even when the drainer exhausts `maxAttempts` on a retryable PG error. Previously, retryable-error exhaustion called `buffer.fail()` directly, which atomically marks FAILED + DELs the entry hash with no PG write — silent data loss when PG was unreachable across the full retry budget. The callback fires before `buffer.fail()` on any terminal path (`cause: "non-retryable"` or `"max-attempts-exhausted"`); throwing a retryable error from the callback causes the drainer to requeue rather than fail. ([#3754](https://github.com/triggerdotdev/trigger.dev/pull/3754)) - Bump `@s2-dev/streamstore` to `0.22.10` to fix a `TASK_RUN_UNCAUGHT_EXCEPTION` ("Invalid state: Unable to enqueue") when a `chat.agent` turn is aborted mid-stream. ([#3792](https://github.com/triggerdotdev/trigger.dev/pull/3792)) - Coerce numeric `concurrencyKey` values to string at the API boundary across `tasks.trigger`, `tasks.batchTrigger`, and the Phase-2 streaming batch endpoint. ([#3789](https://github.com/triggerdotdev/trigger.dev/pull/3789)) - Add a `tools` option to `chat.agent`. Declaring your tools here threads them into the SDK's internal `convertToModelMessages`, so each tool's `toModelOutput` is re-applied when prior-turn history is re-converted. ([#3790](https://github.com/triggerdotdev/trigger.dev/pull/3790)) <details> <summary>Raw changeset output</summary> ⚠️⚠️⚠️⚠️⚠️⚠️ `main` is currently in **pre mode** so this branch has prereleases rather than normal releases. If you want to exit prereleases, run `changeset pre exit` on `main`. ⚠️⚠️⚠️⚠️⚠️⚠️ # Releases ## @trigger.dev/redis-worker@4.5.0-rc.4 ### Minor Changes - Mollifier buffer extensions: idempotency dedup, an atomic `mutateSnapshot` API, metadata CAS, claim primitives, and a `MollifierSnapshot` type. The buffer's Redis client now reconnects with jittered backoff so a fleet of clients doesn't stampede Redis in lockstep after a blip. ([#3752](https://github.com/triggerdotdev/trigger.dev/pull/3752)) - Add `onTerminalFailure` callback to `MollifierDrainerOptions` so the customer's run lands a SYSTEM_FAILURE PG row even when the drainer exhausts `maxAttempts` on a retryable PG error. Previously, retryable-error exhaustion called `buffer.fail()` directly, which atomically marks FAILED + DELs the entry hash with no PG write — silent data loss when PG was unreachable across the full retry budget. The callback fires before `buffer.fail()` on any terminal path (`cause: "non-retryable"` or `"max-attempts-exhausted"`); throwing a retryable error from the callback causes the drainer to requeue rather than fail. ([#3754](https://github.com/triggerdotdev/trigger.dev/pull/3754)) ### Patch Changes - Pipeline the per-entry `HGETALL` fetches in `MollifierBuffer.listEntriesForEnv`. The previous serial implementation issued one Redis round-trip per runId returned by `LRANGE`, which dominated stale-sweep wall-time at any meaningful backlog (at the sweep's default maxCount=1000, this is ~1000 RTTs per env per pass). Behaviour is unchanged — entries are still skipped when the entry hash has been torn down by a concurrent drainer ack/fail between the LRANGE and the HGETALL. ([#3752](https://github.com/triggerdotdev/trigger.dev/pull/3752)) - Mollifier `mutateSnapshot` now enforces a tag cap: an `append_tags` patch carrying `maxTags` returns `"limit_exceeded"` (writing nothing) when the deduped tag count would exceed the limit, so a buffered run can't accumulate more tags via the tags API than the trigger validator allows at creation. ([#3756](https://github.com/triggerdotdev/trigger.dev/pull/3756)) - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.4` ## @trigger.dev/build@4.5.0-rc.4 ### Patch Changes - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.4` ## trigger.dev@4.5.0-rc.4 ### Patch Changes - Bump `@s2-dev/streamstore` to `0.22.10` to fix a `TASK_RUN_UNCAUGHT_EXCEPTION` ("Invalid state: Unable to enqueue") when a `chat.agent` turn is aborted mid-stream. ([#3792](https://github.com/triggerdotdev/trigger.dev/pull/3792)) - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.4` - `@trigger.dev/build@4.5.0-rc.4` - `@trigger.dev/schema-to-json@4.5.0-rc.4` ## @trigger.dev/core@4.5.0-rc.4 ### Patch Changes - Coerce numeric `concurrencyKey` values to string at the API boundary across `tasks.trigger`, `tasks.batchTrigger`, and the Phase-2 streaming batch endpoint. ([#3789](https://github.com/triggerdotdev/trigger.dev/pull/3789)) - Bump `@s2-dev/streamstore` to `0.22.10` to fix a `TASK_RUN_UNCAUGHT_EXCEPTION` ("Invalid state: Unable to enqueue") when a `chat.agent` turn is aborted mid-stream. ([#3792](https://github.com/triggerdotdev/trigger.dev/pull/3792)) ## @trigger.dev/plugins@4.5.0-rc.4 ### Patch Changes - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.4` ## @trigger.dev/python@4.5.0-rc.4 ### Patch Changes - Updated dependencies: - `@trigger.dev/sdk@4.5.0-rc.4` - `@trigger.dev/core@4.5.0-rc.4` - `@trigger.dev/build@4.5.0-rc.4` ## @trigger.dev/react-hooks@4.5.0-rc.4 ### Patch Changes - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.4` ## @trigger.dev/rsc@4.5.0-rc.4 ### Patch Changes - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.4` ## @trigger.dev/schema-to-json@4.5.0-rc.4 ### Patch Changes - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.4` ## @trigger.dev/sdk@4.5.0-rc.4 ### Patch Changes - Add a `tools` option to `chat.agent`. Declaring your tools here threads them into the SDK's internal `convertToModelMessages`, so each tool's `toModelOutput` is re-applied when prior-turn history is re-converted. ([#3790](https://github.com/triggerdotdev/trigger.dev/pull/3790)) ```ts chat.agent({ tools: { readFile, search }, run: async ({ messages, tools, signal }) => streamText({ model, messages, tools, abortSignal: signal }), }); ``` Also exports `InferChatUIMessageFromTools<typeof tools>` to derive the chat `UIMessage` type (typed tool parts) directly from a tool set. - Updated dependencies: - `@trigger.dev/core@4.5.0-rc.4` </details> Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Python Extension for Trigger.dev
The Python extension enhances Trigger.dev's build process by enabling limited support for executing Python scripts within your tasks.
Overview
This extension introduces the pythonExtension build extension, which offers several key capabilities:
- Install Python Dependencies (Except in Dev): Automatically installs Python and specified dependencies using
pip. - Requirements File Support: You can specify dependencies in a
requirements.txtfile. - Inline Requirements: Define dependencies directly within your
trigger.config.tsfile using therequirementsoption. - Virtual Environment: Creates a virtual environment (
/opt/venv) inside containers to isolate Python dependencies. - Helper Functions: Provides a variety of functions for executing Python code:
run: Executes Python commands with proper environment setup.runInline: Executes inline Python code directly from Node.runScript: Executes standalone.pyscript files.
- Custom Python Path: In development, you can configure
devPythonBinaryPathto point to a custom Python installation.
Usage
- Add the extension to your
trigger.config.tsfile:
import { defineConfig } from "@trigger.dev/sdk/v3";
import { pythonExtension } from "@trigger.dev/python/extension";
export default defineConfig({
project: "<project ref>",
build: {
extensions: [
pythonExtension({
requirementsFile: "./requirements.txt", // Optional: Path to your requirements file
devPythonBinaryPath: ".venv/bin/python", // Optional: Custom Python binary path
scripts: ["src/python/**/*.py"], // Glob pattern for Python scripts
}),
],
},
});
- (Optional) Create a
requirements.txtfile in your project root with the necessary Python dependencies.
pandas==1.3.3
numpy==1.21.2
import { defineConfig } from "@trigger.dev/sdk/v3";
import { pythonExtension } from "@trigger.dev/python/extension";
export default defineConfig({
project: "<project ref>",
build: {
extensions: [
pythonExtension({
requirementsFile: "./requirements.txt",
}),
],
},
});
- Execute Python scripts within your tasks using one of the provided functions:
Running a Python Script
import { task } from "@trigger.dev/sdk/v3";
import { python } from "@trigger.dev/python";
export const myScript = task({
id: "my-python-script",
run: async () => {
const result = await python.runScript("my_script.py", ["hello", "world"]);
return result.stdout;
},
});
export const myStreamingScript = task({
id: "my-streaming-python-script",
run: async () => {
// You can also stream the output of the script
const result = python.stream.runScript("my_script.py", ["hello", "world"]);
// result is an async iterable/readable stream
for await (const chunk of streamingResult) {
logger.debug("convert-url-to-markdown", {
url: payload.url,
chunk,
});
}
},
});
Running Inline Python Code
import { task } from "@trigger.dev/sdk/v3";
import { python } from "@trigger.dev/python";
export const myTask = task({
id: "to_datetime-task",
run: async () => {
const result = await python.runInline(`
import pandas as pd
pd.to_datetime("${+new Date() / 1000}")
`);
return result.stdout;
},
});
Running Lower-Level Commands
import { task } from "@trigger.dev/sdk/v3";
import { python } from "@trigger.dev/python";
export const pythonVersionTask = task({
id: "python-version-task",
run: async () => {
const result = await python.run(["--version"]);
return result.stdout; // Expected output: Python 3.12.8
},
});
Limitations
- This is a partial implementation and does not provide full Python support as an execution runtime for tasks.
- Manual intervention may be required for installing and configuring binary dependencies in development environments.
Additional Information
For more detailed documentation, visit the official docs at Trigger.dev Documentation.