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Informations about the package ai-dataset-bundle
survos/ai-dataset-bundle
Dataset-scale AI batch processing for Survos/Museado datasets.
This bundle is intentionally separate from survos/ai-workflow-bundle.
ai-workflow-bundle operates on individual workflow subjects. This bundle
operates on dataset JSONL stages, writes durable batch artifacts, and uses the
canonical workspace paths from survos/dataset-bundle.
Responsibilities
- Read normalized rows from
20_normalize/{core}.jsonl. - Write provider-ready batch input JSONL and manifests to
40_ai/. - Submit/check/download OpenAI batch jobs through
survos/ai-batch-bundle. - Convert downloaded batch responses into portable claim JSONL files.
- Leave later enrichment/import stages to consume those claim files.
Commands
Commands are exposed as methods on Survos\AiDatasetBundle\Service\DatasetAiService.
ai:dataset:submit is the paid provider call. estimate and prepare are local.
Files
For dataset mus/aust and core obj, the bundle uses:
| Path | Purpose |
|---|---|
20_normalize/obj.jsonl |
Normalized source records |
40_ai/obj.dense_summary.batch.input.jsonl |
OpenAI batch input |
40_ai/obj.dense_summary.batch.json |
Local batch manifest |
40_ai/obj.dense_summary.batch.output.jsonl |
Raw OpenAI batch output |
40_ai/obj.jsonl |
Portable claim rows for enrichment |
All paths are resolved with Survos\DataBundle\Service\DataPaths.
Install
Register the bundle:
Required runtime bundles:
survos/dataset-bundlesurvos/jsonl-bundlesurvos/ai-batch-bundlesurvos/claims-bundle
Optional:
yethee/tiktokenfor better token estimates.
All versions of ai-dataset-bundle with dependencies
survos/kit-bundle Version ^2.5
survos/dataset-bundle Version ^2.5
survos/jsonl-bundle Version ^2.5
survos/ai-batch-bundle Version ^2.5
survos/claims-bundle Version ^2.5
survos/data-contracts Version ^2.5
survos/field-bundle Version ^2.5
symfony/console Version ^8.1
symfony/dependency-injection Version ^8.1
symfony/filesystem Version ^8.1
symfony/framework-bundle Version ^8.1
twig/twig Version ^3.0|^4.0