diff --git a/website/content/docs/api-reference/admin-realtime.mdx b/website/content/docs/api-reference/admin-realtime.mdx
index a7ee45cc..9bb38781 100644
--- a/website/content/docs/api-reference/admin-realtime.mdx
+++ b/website/content/docs/api-reference/admin-realtime.mdx
@@ -48,14 +48,13 @@ Connector source streams accept `collection`. Sync-job streams accept `collectio
| `GET /v1/admin/realtime/access/logs` | `GET /v1/admin/access/logs` |
| `GET /v1/admin/realtime/audit` | `GET /v1/admin/audit` |
| `GET /v1/admin/realtime/backups` | `GET /v1/admin/backups` |
-| `GET /v1/admin/realtime/vector-migrations` | `GET /v1/admin/vector-storage/migrations` |
| `GET /v1/admin/realtime/usage` | `GET /v1/usage` |
| `GET /v1/admin/realtime/platform/stats` | `GET /v1/stats` |
| `GET /v1/admin/realtime/platform/readiness` | `GET /health/ready` |
These streams support the same query parameters as their REST counterparts. Where no domain event source exists yet, the backend emits full snapshots from a server-side refresh tick so browsers do not need to poll.
-Backup streams refresh quickly while jobs are pending or running. Vector migration streams refresh quickly while jobs are pending, running, or canceling so stop-and-delete progress is visible.
+Backup streams refresh quickly while jobs are pending or running.
## API Client Fallback
diff --git a/website/content/docs/api-reference/backups.mdx b/website/content/docs/api-reference/backups.mdx
index 8aab7f02..ccb416c3 100644
--- a/website/content/docs/api-reference/backups.mdx
+++ b/website/content/docs/api-reference/backups.mdx
@@ -70,15 +70,15 @@ Content-Type: application/json
Creates a backup job and enqueues it on the Dramatiq backup worker. Only one backup can be pending or running at a time.
-While the job runs, bigRAG acquires a maintenance lock. Mutating API requests are rejected with `423`, new ingestion jobs are rejected, Dramatiq ingestion and connector actors delay themselves, and scheduled Google Drive syncs do not start. Backups and vector migrations share the same maintenance lane, so a pending or running backup blocks new vector migrations and a pending, running, or canceling vector migration blocks new backups.
+While the job runs, bigRAG acquires a maintenance lock. Mutating API requests are rejected with `423`, new ingestion jobs are rejected, Dramatiq ingestion and connector actors delay themselves, and scheduled Google Drive syncs do not start.
The backup fails if:
- The backup bucket settings are incomplete or invalid.
-- A configured vector-store client cannot be reached.
+- Turbopuffer cannot be reached.
- A stored upload file referenced by a document row is missing.
-Starting a backup returns `409` when another backup, vector migration, or maintenance lock is active.
+Starting a backup returns `409` when another backup or maintenance lock is active.
## Realtime stream
diff --git a/website/content/docs/api-reference/collections.mdx b/website/content/docs/api-reference/collections.mdx
index e78ae42c..84b1dac3 100644
--- a/website/content/docs/api-reference/collections.mdx
+++ b/website/content/docs/api-reference/collections.mdx
@@ -32,12 +32,10 @@ GET /v1/collections
"description": "Academic research papers",
"embedding_provider": "openai",
"embedding_model": "text-embedding-3-small",
- "vector_store_provider": "qdrant",
"dimension": 1536,
"chunk_size": 512,
"chunk_overlap": 50,
"chunk_strategy": "paragraph",
- "index_type": "HNSW",
"tenant_field": null,
"has_metadata_schema": false,
"document_count": 15,
@@ -74,12 +72,10 @@ POST /v1/collections
"description": "Academic research papers",
"embedding_provider": "openai",
"embedding_model": "text-embedding-3-small",
- "vector_store_provider": "qdrant",
"dimension": 1536,
"chunk_size": 512,
"chunk_overlap": 50,
"chunk_strategy": "paragraph",
- "index_type": "HNSW",
"tenant_field": "tenant_id",
"metadata_schema": {
"type": "object",
@@ -102,7 +98,6 @@ POST /v1/collections
| `description` | string | no | `""` | — |
| `embedding_provider` | string | no | Server default | `openai`, `cohere`, `voyage`, `openai_compatible` |
| `embedding_model` | string | no | Server default | Model name |
-| `vector_store_provider` | string | no | `"qdrant"` | `qdrant` or `turbopuffer`; changed only through a vector migration job. `turbopuffer` requires a saved turbopuffer API key in Vector Storage before creation or migration |
| `embedding_preset_id` | string | no | — | Link the collection to a saved embedding preset. The collection inherits the preset's provider, model, dimension, base URL, and key live |
| `embedding_api_key` | string | no | — | Required when `embedding_preset_id` is not provided; validated against the provider before the collection is created. Use any non-empty value for local OpenAI-compatible gateways without auth. Ignored when a preset is supplied — the collection inherits the preset's key live |
| `embedding_base_url` | string | no | — | Required for `openai_compatible` (Ollama, vLLM, TEI, LiteLLM, Azure, Bedrock) |
@@ -110,8 +105,7 @@ POST /v1/collections
| `chunk_size` | integer | no | `512` | 64–10,000 |
| `chunk_overlap` | integer | no | `50` | 0–5,000, must be `< chunk_size` |
| `chunk_strategy` | string | no | `"paragraph"` | `paragraph` (split on blank lines) or `recursive` (hierarchical) |
-| `index_type` | string | no | `"HNSW"` | Dense-vector index preference |
-| `tenant_field` | string | no | — | Metadata key indexed by supported vector stores and required on uploads, raw vector upserts, query filters, and chat filters |
+| `tenant_field` | string | no | — | Metadata key required on uploads, raw vector upserts, query filters, and chat filters |
| `metadata_schema` | object | no | — | JSON Schema validated on every upload / upsert |
| `default_top_k` | integer | no | `10` | 1–1,000 |
| `default_min_score` | float | no | `null` | Minimum similarity score |
@@ -127,8 +121,8 @@ POST /v1/collections
**Errors:**
-- `400` — Invalid name, chunk config, dimension mismatch, or unconfigured vector provider
-- `502` — Selected vector provider rejected collection provisioning
+- `400` — Invalid name, chunk config, or dimension mismatch
+- `502` — Vector store rejected collection provisioning
- `409` — Collection name already exists
## Get Collection
@@ -166,7 +160,7 @@ Lightweight endpoint returning document and chunk counts.
PUT /v1/collections/{name}
```
-Only the fields below are mutable. Embedding provider / model / dimension, chunk size / overlap, `index_type`, and `tenant_field` are fixed at creation. Use `POST /v1/admin/vector-storage/migrations` to change a collection's vector store provider.
+Only the fields below are mutable. Embedding provider / model / dimension, chunk size / overlap, and `tenant_field` are fixed at creation.
| Field | Type | Notes |
|-------|------|-------|
diff --git a/website/content/docs/api-reference/health.mdx b/website/content/docs/api-reference/health.mdx
index f196c1df..6324606c 100644
--- a/website/content/docs/api-reference/health.mdx
+++ b/website/content/docs/api-reference/health.mdx
@@ -21,7 +21,7 @@ No authentication required. Returns 200 if the server is running.
GET /health/ready
```
-No authentication required. Tests connectivity to Postgres, configured vector-store clients, Redis, and the configured embedding provider.
+No authentication required. Tests connectivity to Postgres, Turbopuffer, Redis, and the configured embedding provider.
**Response** `200`:
@@ -31,8 +31,6 @@ No authentication required. Tests connectivity to Postgres, configured vector-st
"version": "2026.4.30",
"postgres": true,
"vector_store": true,
- "vector_store_provider": "per_collection",
- "qdrant": true,
"redis": true,
"embedding": true,
"embedding_source": "settings"
@@ -47,8 +45,6 @@ When a dependency is unreachable or misconfigured:
"version": "2026.4.30",
"postgres": true,
"vector_store": true,
- "vector_store_provider": "per_collection",
- "qdrant": true,
"redis": false,
"redis_error": "unreachable",
"embedding": false,
diff --git a/website/content/docs/api-reference/instance-settings.mdx b/website/content/docs/api-reference/instance-settings.mdx
index 409bdf37..0a987635 100644
--- a/website/content/docs/api-reference/instance-settings.mdx
+++ b/website/content/docs/api-reference/instance-settings.mdx
@@ -16,7 +16,7 @@ The Settings UI is optimized for day-to-day operators. It does not show every re
| `/settings → Security` | Trusted proxy ranges, outbound provider URL policy, private-network escape hatches, local webhook policy, and embedding-cache posture. |
| `/data-storage` | Uploaded source-file storage for local disk and S3-compatible object stores. |
| Deployment config or this API | CORS origins and session-cookie flags: `cors_origins`, `session_cookie_secure`, `session_cookie_samesite`, and `session_cookie_domain`. These can lock admins out when changed incorrectly, so they are best handled deliberately during deployment. |
-| Other Settings pages | Ingestion, queue, retention, webhooks, model defaults, vector storage, and backups. |
+| Other Settings pages | Ingestion, queue, retention, webhooks, model defaults, Turbopuffer vector storage, and backups. |
## List Settings
@@ -101,9 +101,9 @@ Deployment-managed security keys use the same endpoint when you intentionally au
}
```
-Security hardening settings include `allow_public_bind_in_prod`. Ingestion settings include raw vector API request caps (`max_vector_upsert_count`, `max_vector_delete_count`, `max_vector_text_chars`, `max_vector_metadata_bytes`). UI-visible settings can be changed from the admin UI. Registry keys that are not rendered in the UI remain available through this API and the SDK admin settings resources.
+Security hardening settings include `allow_public_bind_in_prod`. Ingestion settings include raw vector API request caps (`max_vector_upsert_count`, `max_vector_delete_count`, `max_vector_text_chars`, `max_vector_metadata_bytes`). Turbopuffer settings include `turbopuffer_api_key`, `turbopuffer_base_url`, `turbopuffer_region`, and `turbopuffer_namespace_prefix`. UI-visible settings can be changed from the admin UI. Registry keys that are not rendered in the UI remain available through this API and the SDK admin settings resources.
-Storage and vector-store connection changes are validated before they are saved. Existing collections keep their current provider until an admin starts a vector migration job.
+Storage and Turbopuffer connection changes are validated before they are saved and apply to the running API.
## Test Settings
@@ -111,7 +111,7 @@ Storage and vector-store connection changes are validated before they are saved.
POST /v1/admin/settings/test
```
-Validates the submitted values without saving them. Storage settings run a lightweight backend construction/probe when S3 is selected. Backup settings run a lightweight S3-compatible bucket probe. Save operations use the same validation path for changed keys; this endpoint remains useful for SDKs and automation that want a dry run.
+Validates the submitted values without saving them. Storage settings run a lightweight backend construction/probe when S3 is selected. Backup settings run a lightweight S3-compatible bucket probe. Turbopuffer settings run the same connectivity validation used by save operations. This endpoint remains useful for SDKs and automation that want a dry run.
```json
{ "values": { "storage_backend": "s3", "storage_s3_bucket": "bigrag-documents" } }
@@ -121,6 +121,10 @@ Validates the submitted values without saving them. Storage settings run a light
{ "values": { "backup_s3_bucket": "bigrag-backups", "backup_s3_endpoint_url": "https://ACCOUNT.r2.cloudflarestorage.com", "backup_s3_region": "auto" } }
```
+```json
+{ "values": { "turbopuffer_api_key": "tpuf_...", "turbopuffer_region": "aws-us-east-1", "turbopuffer_namespace_prefix": "prod_" } }
+```
+
## Reset Settings
```
diff --git a/website/content/docs/api-reference/vectors.mdx b/website/content/docs/api-reference/vectors.mdx
index 2f397295..6bb26936 100644
--- a/website/content/docs/api-reference/vectors.mdx
+++ b/website/content/docs/api-reference/vectors.mdx
@@ -15,19 +15,19 @@ Scoped API keys need `vector:write` for upsert and `vector:delete` for delete. `
GET /v1/admin/vector-storage/overview
```
-Session-only. Returns configured vector providers, provider health, and per-collection routing/stats for the admin UI `/vector-storage` page.
+Session-only. Returns Turbopuffer health plus collection and vector totals for admin diagnostics.
```json
{
- "fallback_provider": "collection",
- "configured_providers": ["qdrant", "turbopuffer"],
"provider_health": {
- "qdrant": { "configured": true, "status": "ok", "error": null }
+ "name": "turbopuffer",
+ "configured": true,
+ "status": "ok",
+ "error": null
},
"collections": [
{
"name": "docs",
- "provider": "qdrant",
"documents": 12,
"chunks": 480,
"bytes": 1048576
@@ -37,66 +37,6 @@ Session-only. Returns configured vector providers, provider health, and per-coll
}
```
-## Admin Vector Migrations
-
-```
-GET /v1/admin/vector-storage/migrations
-POST /v1/admin/vector-storage/migrations
-GET /v1/admin/vector-storage/migrations/{migration_id}
-DELETE /v1/admin/vector-storage/migrations/{migration_id}
-GET /v1/admin/realtime/vector-migrations
-```
-
-Session-only. Migrates one collection in place from its current vector provider to a configured target provider.
-
-`GET /v1/admin/vector-storage/migrations` accepts:
-
-| Name | Type | Default | Notes |
-|------|------|---------|-------|
-| `collection` | string | — | Filter jobs to one collection |
-| `limit` | integer | `20` | 1-100 |
-| `offset` | integer | `0` | Offset pagination when `cursor` is omitted |
-| `cursor` | string | — | Cursor returned as `next_cursor` |
-| `include_total` | boolean | `false` | Include the total job count for the filter |
-
-`POST /v1/admin/vector-storage/migrations` starts a background maintenance job:
-
-```json
-{
- "collection": "docs",
- "target_provider": "turbopuffer"
-}
-```
-
-The job pauses writes with the maintenance lock, waits for active ingestion and connector sync work to drain, copies provider-neutral vector points, switches `vector_store_provider`, invalidates collection/search caches, and deletes the old source provider collection after a successful cutover. Backups and vector migrations share the same maintenance lane, so a pending or running backup blocks new vector migrations and a pending, running, or canceling vector migration blocks new backups.
-
-`DELETE /v1/admin/vector-storage/migrations/{migration_id}` deletes completed or failed migration records. If the job is pending, running, or canceling, it requests a stop first and removes the record after the worker has cleaned up any partial target collection. A migration that has already entered cutover finishes cleanup before removal. This endpoint remains available while the maintenance lock is active so operators can stop a running migration.
-
-**Response** `201`:
-
-```json
-{
- "id": "0196f3c9-8f45-7d39-9ad3-cfc3f34bd23d",
- "collection_name": "docs",
- "source_provider": "qdrant",
- "target_provider": "turbopuffer",
- "status": "pending",
- "phase": "queued",
- "progress": 0,
- "copied_points": 0,
- "total_points": null,
- "error_message": null
-}
-```
-
-`GET /v1/admin/realtime/vector-migrations` is an SSE stream whose `snapshot` payload matches the list response. Add `?collection=docs` to scope the stream to one collection. Pending, running, and canceling jobs keep the stream on the short refresh interval.
-
-**Errors:**
-
-- `400` — Collection missing or target provider not configured
-- `409` — The collection already uses the target provider, another migration or backup is active, or another maintenance lock is active
-- `404` — Migration job not found
-
## Upsert Vectors
```
diff --git a/website/content/docs/comparison.mdx b/website/content/docs/comparison.mdx
index 723c4980..93018ba2 100644
--- a/website/content/docs/comparison.mdx
+++ b/website/content/docs/comparison.mdx
@@ -22,7 +22,7 @@ There are many ways to build a RAG pipeline. This page compares bigRAG to popula
| **Python SDK** | Yes | Yes | No | No | No | Yes | Yes | Yes | Yes |
| **Web UI** | Yes (admin UI) | Yes | Yes | Yes | Yes | No | No | No | Yes |
| **LLM generation** | Yes (chat API) | Yes | Yes | Yes | Yes | Via code | Via code | Via code | Yes |
-| **Vector DB** | Qdrant default, turbopuffer | OpenSearch | Elasticsearch | 9 options | Qdrant or pgvector | Integrations | Integrations | Integrations | Proprietary |
+| **Vector DB** | Turbopuffer | OpenSearch | Elasticsearch | 9 options | Local vector DB or pgvector | Integrations | Integrations | Integrations | Proprietary |
| **Multi-collection** | Yes | No | Yes | Yes | No | N/A | N/A | N/A | Yes |
| **Setup complexity** | Low | Low | Medium | Low | Medium | High | High | High | None |
@@ -68,7 +68,7 @@ These are the closest alternatives to bigRAG — self-hostable platforms that ha
**Where bigRAG is a better fit:**
- Lighter footprint — RAGFlow requires 4+ cores and 16 GB RAM minimum
- API-first design for developers building integrations, not end-user apps
-- Purpose-built vector storage: Qdrant by default, with turbopuffer as a managed cloud backend
+- Purpose-built Turbopuffer storage for semantic, keyword, and hybrid search
- Webhook-driven architecture for event-based workflows
- Simpler deployment and configuration
diff --git a/website/content/docs/concepts/architecture.mdx b/website/content/docs/concepts/architecture.mdx
index 3536cd83..33e701f9 100644
--- a/website/content/docs/concepts/architecture.mdx
+++ b/website/content/docs/concepts/architecture.mdx
@@ -10,9 +10,8 @@ import { Callout } from "fumadocs-ui/components/callout";
bigRAG intentionally keeps four distinct stores instead of shoving
everything into Postgres with pgvector. Each one earns its keep:
-- **Vector store** — Qdrant by default, with turbopuffer available as an
- instance-level managed backend. The vector store owns dense embeddings,
- payload metadata, and filtered semantic search.
+- **Vector store** — Turbopuffer owns dense embeddings, chunk text,
+ payload metadata, BM25 full-text search, and filtered semantic search.
- **Postgres** — metadata and control plane. Collections, documents,
users, API keys, webhooks, query logs, audit trail, embedding cache.
Transactions keep ingestion consistent across stores.
@@ -26,9 +25,8 @@ everything into Postgres with pgvector. Each one earns its keep:
re-uploading.
-bigRAG can run entirely from `docker compose up` on a single machine
-with Qdrant. Turbopuffer moves vector operations out of the local
-deployment when you prefer a managed vector service.
+bigRAG runs Postgres and Redis locally with `docker compose up`, while
+Turbopuffer provides the vector and full-text search backend.
The admin UI leans on TanStack Router's built-in route code splitting
@@ -56,8 +54,8 @@ identifiers such as Google Drive file IDs, caller-provided vector IDs,
collection names, settings keys, idempotency keys, OAuth states, session
tokens, API keys, and webhook secrets remain opaque strings. Vector-store
point IDs are backend-safe deterministic UUIDv5 values derived from the
-caller-facing vector or chunk ID, so Qdrant and turbopuffer can use stable
-point IDs without changing API-visible IDs.
+caller-facing vector or chunk ID, so Turbopuffer writes, deletes, and
+exports can use stable point IDs without changing API-visible IDs.
## Request flow — `POST /v1/collections/{name}/documents`
@@ -99,7 +97,7 @@ Client → FastAPI
│ 1. auth → scope check (query:read)
│ 2. embed query when search mode needs vectors
│ 3. vector search (with metadata filters)
- │ 4. optional hybrid fusion — Qdrant keyword search + reciprocal rank fusion
+ │ 4. optional hybrid fusion — Turbopuffer BM25 + reciprocal rank fusion
│ 5. optional rerank — Cohere Rerank v3.5
│ 6. attach timings (embed/search/rerank/cache/total)
▼
@@ -107,9 +105,9 @@ Response JSON with results and timings
```
Keyword mode skips embeddings. Semantic and hybrid mode use the
-collection's configured embedding model. In v1, keyword and hybrid
-search are available on Qdrant; turbopuffer supports semantic search
-and returns a clear error for keyword or hybrid mode.
+collection's configured embedding model. Keyword search runs BM25 over
+Turbopuffer full-text chunk data, and hybrid search fuses Turbopuffer
+ANN results with BM25 results using reciprocal rank fusion.
Query-result cache hits return the cached chunks but report the current
cache lookup latency, not the original uncached retrieval timings.
@@ -128,25 +126,24 @@ images, and exposes layout provenance we can thread into citation metadata
(`page_no`, `bbox`). PDFs with embedded text use a faster direct extractor;
local OCR for scanned PDFs is enabled by default.
-## Why Qdrant by default
+## Why Turbopuffer
-pgvector is tempting — one less store, one less deploy. But at scale
-the gap widens:
+pgvector is tempting — one less external service. But at scale the gap
+widens:
-- **Vector engine**: Qdrant gives bigRAG a dedicated HNSW vector
- store with payload-aware filtering and operational knobs such as
- search `ef`. pgvector can work well, but it shares capacity and
- tuning with the transactional database.
-- **Payload indexes**: Qdrant can index tenant IDs, document IDs,
- chunk offsets, pages, and text payloads alongside vectors. pgvector
- deployments usually need extra Postgres indexes and careful query
- planning to keep filtered ANN search predictable.
-- **Dedicated memory management**: Qdrant won't blow out Postgres's
- shared buffers during a large ANN scan.
+- **Managed vector engine**: Turbopuffer keeps ANN search and payload
+ filtering outside the transactional database, so Postgres remains the
+ metadata and control plane.
+- **Full-text plus vectors**: Turbopuffer stores chunk text with
+ full-text search enabled, which lets keyword search run as BM25 and
+ hybrid search fuse BM25 with semantic results.
+- **Namespace isolation**: each collection maps to a namespace, keeping
+ collection deletion, truncation, export, and raw vector writes scoped
+ to one backend object.
For single-tenant deployments under ~1M vectors, pgvector would work
-— and the `VectorStore` abstraction in bigRAG leaves a door open for
-a future pgvector backend.
+well. bigRAG keeps Postgres focused on durable metadata and uses
+Turbopuffer for retrieval-specific storage and query execution.
## Scaling notes
@@ -164,11 +161,9 @@ a future pgvector backend.
seeded after boot through the same Redis scheduler guards used by the
actors, so restarts and replicas do not create duplicate delayed
messages.
-- **Vector backend choice**: use local Qdrant for self-hosted installs
- or turbopuffer for a managed vector search service. Turbopuffer
- namespaces are created on first write and store bigRAG vector IDs as
- payload attributes while using backend-safe IDs internally for writes,
- deletes, and exports.
+- **Vector backend**: Turbopuffer namespaces are created on first write
+ and store bigRAG vector IDs as payload attributes while using
+ backend-safe IDs internally for writes, deletes, and exports.
- **Postgres replication**: the control plane is read-light; a
warm-standby suffices for failover.
- **Redis persistence**: enable `appendonly yes` (already set in the
diff --git a/website/content/docs/concepts/collections.mdx b/website/content/docs/concepts/collections.mdx
index 8cec8b13..0c96b0f8 100644
--- a/website/content/docs/concepts/collections.mdx
+++ b/website/content/docs/concepts/collections.mdx
@@ -5,14 +5,13 @@ description: Collections are logical groupings of documents that share the same
import { Callout } from "fumadocs-ui/components/callout";
-A **collection** is a logical grouping of documents that share the same embedding and vector-storage configuration. Each collection maps to one backend object in its selected vector store.
+A **collection** is a logical grouping of documents that share the same embedding configuration. Each collection maps to one Turbopuffer namespace for vector, metadata, and full-text search.
## What is a Collection?
When you create a collection, you define:
- **Embedding provider and model** — how documents will be embedded (e.g., OpenAI `text-embedding-3-small`)
-- **Vector storage provider** — where vectors for this collection live (`qdrant` or `turbopuffer`)
- **Chunk size and overlap** — how documents are split into searchable segments
- **Default query settings** — `top_k`, `min_score`, and `search_mode` defaults
- **Multimodal element handling** — whether ingestion stores headings, tables, equations, images, page bounds, and optional VLM summaries
@@ -30,7 +29,6 @@ curl -X POST http://localhost:4000/v1/collections \
"description": "Academic research papers",
"embedding_provider": "openai",
"embedding_model": "text-embedding-3-small",
- "vector_store_provider": "qdrant",
"embedding_api_key": "sk-...",
"dimension": 1536,
"chunk_size": 512,
@@ -46,7 +44,6 @@ curl -X POST http://localhost:4000/v1/collections \
| `description` | string | no | `""` | Human-readable description |
| `embedding_provider` | string | no | Server default | `openai`, `openai_compatible`, `cohere`, or `voyage` |
| `embedding_model` | string | no | Server default | Model name for the provider |
-| `vector_store_provider` | string | no | `"qdrant"` | `qdrant` or `turbopuffer`; changed only through a vector migration job. `turbopuffer` requires a saved turbopuffer API key in Vector Storage before creation or migration |
| `embedding_api_key` | string | no | — | API key for the embedding provider; use any non-empty value for local OpenAI-compatible gateways without auth |
| `embedding_base_url` | string | no | — | Required for `openai_compatible` providers |
| `dimension` | integer | no | Server default | Embedding vector dimension |
@@ -62,9 +59,7 @@ curl -X POST http://localhost:4000/v1/collections \
| `multimodal_enrichment_enabled` | boolean | no | `false` | Queue VLM summaries for image, table, and equation elements; requires `multimodal_enabled` |
| `metadata` | object | no | `{}` | Arbitrary key-value pairs |
-For turbopuffer collections, creation validates the saved turbopuffer connection, then the provider namespace is created on the first document or vector write.
-
-To move an existing collection between Qdrant and turbopuffer, start a vector migration from `/vector-storage` or `POST /v1/admin/vector-storage/migrations`. The migration pauses writes, copies existing vectors to the configured target provider, switches the collection, and deletes the old source vectors after cutover. Pending, running, or canceling migrations can be stopped and removed from `/vector-storage` or `DELETE /v1/admin/vector-storage/migrations/{migration_id}`. Backups and vector migrations share the same maintenance lane, so only one of them can be pending or running at a time.
+Collection creation validates the saved Turbopuffer connection. The namespace is created on the first document or vector write, and chunk text is stored with full-text search enabled so semantic, keyword, and hybrid retrieval use the same backend.
## Collection Stats
@@ -160,7 +155,7 @@ curl -X PUT http://localhost:4000/v1/collections/research_papers \
All fields are optional — only provided fields are updated.
- Embedding configuration (provider, model, dimension) and chunk settings cannot be changed after creation. Vector storage provider changes must use a vector migration job.
+ Embedding configuration (provider, model, dimension) and chunk settings cannot be changed after creation.
## Deleting a Collection
diff --git a/website/content/docs/concepts/search.mdx b/website/content/docs/concepts/search.mdx
index b5871430..b255c7cc 100644
--- a/website/content/docs/concepts/search.mdx
+++ b/website/content/docs/concepts/search.mdx
@@ -10,7 +10,7 @@ bigRAG exposes three search modes and an optional rerank pass. Keep query-time c
| Mode | Description |
|------|-------------|
| `semantic` | Default. Cosine similarity against stored vectors. |
-| `keyword` | Text-based matching using term frequency. No embedding involved. |
+| `keyword` | Turbopuffer BM25 full-text matching over stored chunk text. No embedding involved. |
| `hybrid` | Runs semantic and keyword in parallel, then merges with reciprocal rank fusion. |
### Semantic
@@ -85,9 +85,9 @@ Pass a plain value for exact match, or use operators for more control.
}
```
-Multiple filters are combined with AND. When a collection was created with `tenant_field`, bigRAG configures that field for backend filtering where supported and requires the tenant field in every query and chat filter. Missing tenant filters return `400`.
+Multiple filters are combined with AND. When a collection was created with `tenant_field`, bigRAG configures that field for backend filtering and requires the tenant field in every query and chat filter. Missing tenant filters return `400`.
-Keyword and hybrid search require the default Qdrant backend in v1. Turbopuffer supports semantic search and returns a clear error for keyword or hybrid mode.
+Keyword search uses Turbopuffer BM25 over the chunk `text` field. Hybrid search runs Turbopuffer ANN and BM25 queries, then merges the two result sets with reciprocal rank fusion before optional reranking.
## Reranking
diff --git a/website/content/docs/cookbook/multi-tenant-saas.mdx b/website/content/docs/cookbook/multi-tenant-saas.mdx
index cdbd25f6..a621662a 100644
--- a/website/content/docs/cookbook/multi-tenant-saas.mdx
+++ b/website/content/docs/cookbook/multi-tenant-saas.mdx
@@ -54,15 +54,15 @@ The middleware enforces both the scopes and the collection pin, so a leaked tena
Collections-per-tenant is simple but creates operational overhead as
tenant count grows. Above small/medium tenant counts, move to Pattern B
-so one Qdrant collection can use indexed tenant payload filters.
+so one Turbopuffer namespace can use tenant metadata filters.
## Pattern B — shared collection with tenant filters
One collection, tenant isolation via a required metadata filter. Setting
-`tenant_field` tells bigRAG to create a Qdrant payload index for that
-field and reject uploads, raw vector upserts, queries, and chat calls that
-omit the tenant field.
+`tenant_field` tells bigRAG to configure that field for backend filtering
+and reject uploads, raw vector upserts, queries, and chat calls that omit
+the tenant field.
```python
await client.collections.create({
diff --git a/website/content/docs/deployment/docker.mdx b/website/content/docs/deployment/docker.mdx
index ce5655e4..293d43b8 100644
--- a/website/content/docs/deployment/docker.mdx
+++ b/website/content/docs/deployment/docker.mdx
@@ -27,7 +27,7 @@ BIGRAG_UI_IMAGE=yoginth/bigrag-ui:2026.4.30 \
docker compose up -d --no-build
```
-This starts bigRAG API, worker, admin UI, Postgres, Redis, and Qdrant.
+This starts bigRAG API, worker, admin UI, Postgres, and Redis. Turbopuffer runs as the managed vector and full-text search backend.
### Verify
@@ -40,7 +40,7 @@ curl http://localhost:4000/health
## Docker Compose
-The default `docker-compose.yml` runs Qdrant as a single service. Qdrant does not require etcd for this standalone setup. When hacking from a checkout, plain `docker compose up -d` builds local API and UI images. When deploying published images, set the image variables shown above and use `--no-build`.
+The default `docker-compose.yml` runs the API, worker, admin UI, Postgres, and Redis. Turbopuffer is configured through environment variables and does not run as a local Compose service. When hacking from a checkout, plain `docker compose up -d` builds local API and UI images. When deploying published images, set the image variables shown above and use `--no-build`.
```yaml
services:
@@ -53,7 +53,10 @@ services:
environment:
BIGRAG_ENV: "${BIGRAG_ENV:-dev}"
BIGRAG_DATABASE_URL: postgres://bigrag:bigrag@postgres:5432/bigrag?sslmode=disable
- BIGRAG_QDRANT_URL: http://qdrant:6333
+ BIGRAG_TURBOPUFFER_API_KEY: "${BIGRAG_TURBOPUFFER_API_KEY:-}"
+ BIGRAG_TURBOPUFFER_REGION: "${BIGRAG_TURBOPUFFER_REGION:-aws-us-east-1}"
+ BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX: "${BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX:-bigrag_}"
+ BIGRAG_TURBOPUFFER_BASE_URL: "${BIGRAG_TURBOPUFFER_BASE_URL:-}"
BIGRAG_REDIS_URL: "${BIGRAG_REDIS_URL:-redis://redis:6379/0}"
BIGRAG_MASTER_KEY: "${BIGRAG_MASTER_KEY:-}"
BIGRAG_MASTER_KEY_PREVIOUS: '${BIGRAG_MASTER_KEY_PREVIOUS:-[]}'
@@ -70,8 +73,6 @@ services:
condition: service_healthy
redis:
condition: service_healthy
- qdrant:
- condition: service_started
healthcheck:
test: ["CMD", "curl", "-f", "http://localhost:4000/health"]
interval: 30s
@@ -86,7 +87,10 @@ services:
environment:
BIGRAG_ENV: "${BIGRAG_ENV:-dev}"
BIGRAG_DATABASE_URL: postgres://bigrag:bigrag@postgres:5432/bigrag?sslmode=disable
- BIGRAG_QDRANT_URL: http://qdrant:6333
+ BIGRAG_TURBOPUFFER_API_KEY: "${BIGRAG_TURBOPUFFER_API_KEY:-}"
+ BIGRAG_TURBOPUFFER_REGION: "${BIGRAG_TURBOPUFFER_REGION:-aws-us-east-1}"
+ BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX: "${BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX:-bigrag_}"
+ BIGRAG_TURBOPUFFER_BASE_URL: "${BIGRAG_TURBOPUFFER_BASE_URL:-}"
BIGRAG_REDIS_URL: "${BIGRAG_REDIS_URL:-redis://redis:6379/0}"
BIGRAG_UPLOAD_DIR: /data/uploads
BIGRAG_MASTER_KEY: "${BIGRAG_MASTER_KEY:-}"
@@ -103,8 +107,6 @@ services:
condition: service_healthy
redis:
condition: service_healthy
- qdrant:
- condition: service_started
healthcheck:
test:
[
@@ -140,14 +142,6 @@ services:
timeout: 5s
retries: 5
- qdrant:
- image: qdrant/qdrant:v1.17.1
- ports:
- - "6333:6333"
- - "6334:6334"
- volumes:
- - qdrant_data:/qdrant/storage
-
redis:
image: redis:7-alpine
environment:
@@ -171,7 +165,6 @@ services:
volumes:
bigrag_data:
postgres_data:
- qdrant_data:
redis_data:
```
@@ -208,8 +201,6 @@ Scale the worker with more `bigrag-worker` containers from the `bigrag-api` imag
|---------|-------------|
| bigRAG API | 4000 |
| PostgreSQL | 5432 |
-| Qdrant HTTP | 6333 |
-| Qdrant gRPC | 6334 |
| Redis | 6379 |
## Health Checks
@@ -219,7 +210,7 @@ bigRAG exposes two health endpoints:
| Endpoint | Purpose | Notes |
|----------|---------|-------|
| `/health` | Liveness check | Always returns `200` if the server is running |
-| `/health/ready` | Readiness check | Returns `503` if Postgres, Redis, configured vector-store clients, or the embedding provider is unreachable |
+| `/health/ready` | Readiness check | Returns `503` if Postgres, Redis, Turbopuffer, or the embedding provider is unreachable |
```bash
# Quick liveness check
@@ -230,7 +221,6 @@ curl http://localhost:4000/health/ready
# Infrastructure services
docker exec bigrag-postgres pg_isready -U bigrag
-curl -f http://localhost:6333/healthz
docker exec bigrag-redis redis-cli ping
```
diff --git a/website/content/docs/deployment/encryption.mdx b/website/content/docs/deployment/encryption.mdx
index d3fb9bb8..c54dc3c4 100644
--- a/website/content/docs/deployment/encryption.mdx
+++ b/website/content/docs/deployment/encryption.mdx
@@ -8,7 +8,7 @@ import { Callout } from "fumadocs-ui/components/callout";
bigRAG treats "at-rest encryption" as a split responsibility:
- **App-layer envelope encryption** (handled by bigRAG) — sensitive credential columns, persistent embedding-cache rows, and Redis cache payloads are Fernet-encrypted before they ever touch disk.
-- **Storage-layer encryption** (handled by the operator) — document chunks, Qdrant vectors and payloads, uploaded files, Redis persistence, and backups still rely on the disk or object-store encrypting its own data.
+- **Storage-layer encryption** (handled by the operator) — document chunks, Turbopuffer vectors and payload attributes, uploaded files, Redis persistence, and backups still rely on the disk, managed service, or object-store encrypting its own data.
Both layers are required for a defensible "encrypted at rest" posture.
@@ -57,10 +57,10 @@ bigRAG delegates the bulk of at-rest protection to your infrastructure. For a pr
- **RDS / Aurora**: enable **Storage encryption** with a customer-managed KMS key. Enable the same on every read replica and snapshot target.
- **Backups**: pipe `pg_dump` into a GPG or `age`-encrypted file, or store it in an encrypted backup system.
-### Qdrant
+### Turbopuffer
-- Qdrant stores vectors, payloads, and indexes under `/qdrant/storage` in the Docker deployment. Put that volume on encrypted storage.
-- For Qdrant Cloud, enable the provider's encryption controls and restrict API keys to the bigRAG service.
+- Turbopuffer stores vectors, full-text fields, payload attributes, and indexes in its managed service. Select the production region deliberately and keep the API key scoped to the bigRAG service.
+- Store `BIGRAG_TURBOPUFFER_API_KEY` in your secrets manager, rotate it on the same cadence as other provider credentials, and restrict outbound network access where your platform allows it.
### Redis
@@ -74,7 +74,7 @@ The upload directory (default `./data/uploads`) must live on an encrypted volume
### Readable backups
-Readable backups created from `/backups` are intentionally not client-side encrypted. They keep logs, Qdrant payloads, and raw uploaded files inspectable, but redact provider keys, OAuth tokens, webhook secrets, S3 credentials, API key hashes, session hashes, and embedding-cache vectors. Put the backup bucket behind strict IAM/R2 token policy, bucket encryption, private networking where available, lifecycle retention, and access logging.
+Readable backups created from `/backups` are intentionally not client-side encrypted. They keep logs, Turbopuffer payload exports, and raw uploaded files inspectable, but redact provider keys, OAuth tokens, webhook secrets, S3 credentials, API key hashes, session hashes, and embedding-cache vectors. Put the backup bucket behind strict IAM/R2 token policy, bucket encryption, private networking where available, lifecycle retention, and access logging.
## Rotation
@@ -94,7 +94,7 @@ A built-in `bigrag crypto rotate` command is not available yet; use a controlled
| Data | Why |
|------|-----|
| Document chunks (`document_chunks.content`) | Per-query decrypt kills search latency; rely on disk encryption. |
-| Vectors and text payloads in Qdrant | Search needs raw floats and filterable payloads, so use Qdrant auth, tenant filters, network isolation, and encrypted storage. |
+| Vectors and text payloads in Turbopuffer | Search needs raw floats and filterable payloads, so use Turbopuffer API-key controls, tenant filters, network isolation, and managed-service encryption. |
| Audit log rows | Append-only. Store encrypted at the disk layer; querying encrypted metadata is prohibitive. |
| User display names / emails | PII, not credentials. Disk-layer + column-level access control is the right split. |
diff --git a/website/content/docs/deployment/production.mdx b/website/content/docs/deployment/production.mdx
index 3c2c3d2d..36e53277 100644
--- a/website/content/docs/deployment/production.mdx
+++ b/website/content/docs/deployment/production.mdx
@@ -22,11 +22,11 @@ Tick these off before pointing real traffic at a bigRAG deployment:
proxies if bigRAG sits behind nginx, Caddy, Traefik, or a load balancer.
- [ ] Redis with `requirepass` set and `appendonly yes` persisted to
a mounted volume.
-- [ ] Qdrant cluster mode or turbopuffer if you expect >10M vectors or need managed HA.
+- [ ] Turbopuffer API key and region configured for managed vector and full-text search.
- [ ] Postgres warm-standby replica for failover.
- [ ] Backup strategy: configure readable S3/R2 backups from `/backups`,
protect that bucket as sensitive, and separately keep encrypted infrastructure
- snapshots for Postgres, vector-store backends, Redis, and uploads.
+ snapshots for Postgres, Turbopuffer exports, Redis, and uploads.
- [ ] Set `metadata_schema` on collections that accept untrusted
metadata so uploads with invalid shape are rejected at the edge.
- [ ] Wire `GET /v1/admin/audit` into your SIEM / log pipeline.
@@ -62,7 +62,10 @@ services:
environment:
BIGRAG_ENV: prod
BIGRAG_DATABASE_URL: postgres://bigrag:strongpassword@postgres:5432/bigrag
- BIGRAG_QDRANT_URL: http://qdrant:6333
+ BIGRAG_TURBOPUFFER_API_KEY: ${BIGRAG_TURBOPUFFER_API_KEY}
+ BIGRAG_TURBOPUFFER_REGION: ${BIGRAG_TURBOPUFFER_REGION:-aws-us-east-1}
+ BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX: ${BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX:-bigrag_}
+ BIGRAG_TURBOPUFFER_BASE_URL: ${BIGRAG_TURBOPUFFER_BASE_URL:-}
BIGRAG_REDIS_URL: ${BIGRAG_REDIS_URL}
BIGRAG_HOST: 0.0.0.0
BIGRAG_MASTER_KEY: ${BIGRAG_MASTER_KEY}
@@ -86,8 +89,6 @@ services:
condition: service_healthy
redis:
condition: service_healthy
- qdrant:
- condition: service_started
healthcheck:
test: ["CMD", "curl", "-f", "http://localhost:4000/health"]
interval: 30s
@@ -102,7 +103,10 @@ services:
environment:
BIGRAG_ENV: prod
BIGRAG_DATABASE_URL: postgres://bigrag:strongpassword@postgres:5432/bigrag
- BIGRAG_QDRANT_URL: http://qdrant:6333
+ BIGRAG_TURBOPUFFER_API_KEY: ${BIGRAG_TURBOPUFFER_API_KEY}
+ BIGRAG_TURBOPUFFER_REGION: ${BIGRAG_TURBOPUFFER_REGION:-aws-us-east-1}
+ BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX: ${BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX:-bigrag_}
+ BIGRAG_TURBOPUFFER_BASE_URL: ${BIGRAG_TURBOPUFFER_BASE_URL:-}
BIGRAG_REDIS_URL: ${BIGRAG_REDIS_URL}
BIGRAG_MASTER_KEY: ${BIGRAG_MASTER_KEY}
BIGRAG_MASTER_KEY_PREVIOUS: '${BIGRAG_MASTER_KEY_PREVIOUS:-[]}'
@@ -120,8 +124,6 @@ services:
condition: service_healthy
redis:
condition: service_healthy
- qdrant:
- condition: service_started
healthcheck:
test:
[
@@ -161,18 +163,6 @@ services:
timeout: 5s
retries: 5
- qdrant:
- image: qdrant/qdrant:v1.17.1
- ports:
- - "127.0.0.1:6333:6333"
- - "127.0.0.1:6334:6334"
- volumes:
- - qdrant_data:/qdrant/storage
- deploy:
- resources:
- limits:
- memory: 2g
-
redis:
image: redis:7-alpine
environment:
@@ -197,7 +187,6 @@ services:
volumes:
bigrag_data:
postgres_data:
- qdrant_data:
redis_data:
```
@@ -230,13 +219,15 @@ REDIS_PASSWORD=
BIGRAG_REDIS_URL=redis://:@redis:6379/0
BIGRAG_MASTER_KEY=
BIGRAG_ALLOW_PUBLIC_BIND_IN_PROD=true # required when the API image binds 0.0.0.0 in prod
+BIGRAG_TURBOPUFFER_API_KEY=
+BIGRAG_TURBOPUFFER_REGION=aws-us-east-1
+BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX=bigrag_
# Performance
BIGRAG_WORKERS=8 # Match CPU cores
BIGRAG_INGESTION_WORKERS=8 # UI/runtime concurrency target for ingestion
BIGRAG_DB_POOL_MAX=100 # Increase for high concurrency
BIGRAG_EMBEDDING_CONCURRENCY=16 # Parallel embedding requests
-BIGRAG_QDRANT_SEARCH_EF=128 # Optional HNSW recall/latency tuning
# Worker command
bigrag-worker --processes 1 --threads 8
@@ -279,7 +270,7 @@ Text logs are colored by default with fixed columns for time, level, logger,
event, and fields. Text rendering escapes control characters in event and field
values before writing to stdout, so request paths and headers cannot create
extra terminal lines or emit terminal control sequences. Dependency loggers such
-as Dramatiq, Alembic, Uvicorn access, HTTPX, and Qdrant are kept at warning level
+as Dramatiq, Alembic, Uvicorn access, HTTPX, and Turbopuffer are kept at warning level
so local terminals show bigRAG actions instead of library startup chatter. Every
API request logs
`request_start`, `response_start`, and `request_complete`; unhandled failures log
@@ -322,7 +313,6 @@ Ensure all infrastructure services are running and healthy:
```bash
docker exec bigrag-postgres pg_isready -U bigrag
-curl -f http://localhost:6333/healthz
docker exec bigrag-redis redis-cli ping
```
diff --git a/website/content/docs/deployment/railway.mdx b/website/content/docs/deployment/railway.mdx
index 0d7e4b6b..8e11fc87 100644
--- a/website/content/docs/deployment/railway.mdx
+++ b/website/content/docs/deployment/railway.mdx
@@ -1,11 +1,11 @@
---
title: Railway
-description: Deploy bigRAG to Railway with managed Postgres and Redis plus self-hosted Qdrant.
+description: Deploy bigRAG to Railway with managed Postgres, Redis, and Turbopuffer search.
---
import { Callout } from "fumadocs-ui/components/callout";
-This guide deploys the API, Dramatiq worker, admin UI, Postgres, Redis, and Qdrant in one Railway project. Qdrant runs as a single Docker-image service and does not need etcd in this setup.
+This guide deploys the API, Dramatiq worker, admin UI, Postgres, and Redis in one Railway project. Turbopuffer provides managed vector, keyword, and hybrid search.
## What you get
@@ -14,11 +14,12 @@ This guide deploys the API, Dramatiq worker, admin UI, Postgres, Redis, and Qdra
- **App** — admin UI, public domain.
- **Postgres 17** — Railway plugin, exposes `DATABASE_URL`.
- **Redis 7** — Railway plugin, exposes `REDIS_URL`.
-- **Qdrant** — Qdrant Docker image, internal-only.
+- **Turbopuffer** — managed vector and full-text search, configured with environment variables.
## Prerequisites
-- Railway Pro plan for comfortable API and vector-store memory limits.
+- Railway Pro plan for comfortable API and worker memory limits.
+- A Turbopuffer API key.
- An OpenAI, Cohere, Voyage, or OpenAI-compatible embedding provider key.
- A region close to your users and embedding provider.
@@ -28,21 +29,9 @@ Provision in this order so API variables can reference private service domains:
1. Postgres plugin.
2. Redis plugin.
-3. `Qdrant` Docker image.
-4. `App` from the repository root.
-5. `API` from the repo root directory `/api`.
-6. `Worker` from the repo root directory `/api`.
-
-## Qdrant
-
-| Setting | Value |
-|---|---|
-| Source | Docker image `qdrant/qdrant:v1.17.1` |
-| Start command | leave empty |
-| Volume | 10 GB at `/qdrant/storage` |
-| Public domain | none |
-
-Qdrant exposes HTTP on `6333` and gRPC on `6334`. The API uses HTTP.
+3. `App` from the repository root.
+4. `API` from the repo root directory `/api`.
+5. `Worker` from the repo root directory `/api`.
## App
@@ -79,7 +68,9 @@ BIGRAG_LOG_LEVEL=info
BIGRAG_LOG_FORMAT=json
BIGRAG_DATABASE_URL=${{Postgres.DATABASE_URL}}
BIGRAG_REDIS_URL=${{Redis.REDIS_URL}}
-BIGRAG_QDRANT_URL=http://${{Qdrant.RAILWAY_PRIVATE_DOMAIN}}:6333
+BIGRAG_TURBOPUFFER_API_KEY=
+BIGRAG_TURBOPUFFER_REGION=aws-us-east-1
+BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX=bigrag_
BIGRAG_EMBEDDING_API_KEY=
BIGRAG_MASTER_KEY=
BIGRAG_ALLOW_PUBLIC_BIND_IN_PROD=true
@@ -89,7 +80,7 @@ BIGRAG_CORS_ORIGINS=["https://${{App.RAILWAY_PUBLIC_DOMAIN}}"]
BIGRAG_UPLOAD_DIR=/data/uploads
```
-Use the Railway Qdrant service URL for `BIGRAG_QDRANT_URL`.
+Use the Turbopuffer region closest to your Railway services and embedding provider.
## Worker
@@ -102,7 +93,7 @@ Use the Railway Qdrant service URL for `BIGRAG_QDRANT_URL`.
| Volume | same mounted upload volume path as API |
| Public domain | no |
-Use the same environment as `API`, including `BIGRAG_DATABASE_URL`, `BIGRAG_REDIS_URL`, `BIGRAG_QDRANT_URL`, `BIGRAG_MASTER_KEY`, and `BIGRAG_UPLOAD_DIR`.
+Use the same environment as `API`, including `BIGRAG_DATABASE_URL`, `BIGRAG_REDIS_URL`, `BIGRAG_TURBOPUFFER_API_KEY`, `BIGRAG_TURBOPUFFER_REGION`, `BIGRAG_MASTER_KEY`, and `BIGRAG_UPLOAD_DIR`.
## Generate the master key
@@ -116,7 +107,7 @@ Back the master key up immediately. It encrypts provider secrets, webhook secret
## First Run
-1. Wait for Postgres, Redis, Qdrant, API, Worker, and app services to deploy.
+1. Wait for Postgres, Redis, API, Worker, and app services to deploy.
2. Open the admin UI public URL.
3. Complete `/setup` to create the first admin account.
4. Create a collection and upload a small document.
@@ -124,7 +115,7 @@ Back the master key up immediately. It encrypts provider secrets, webhook secret
## Troubleshooting
-**API deploy logs stop while connecting to Qdrant.** Keep the default optional Qdrant readiness behavior so the API can boot and `/health` can respond while `/health/ready` reports the degraded vector-store dependency. Fix the Qdrant service URL or credentials, then redeploy.
+**`/health/ready` reports a degraded vector store.** Check `BIGRAG_TURBOPUFFER_API_KEY`, `BIGRAG_TURBOPUFFER_REGION`, and any outbound network restrictions, then redeploy the API and Worker services.
**API exits with `ImportError: Can't find Python file .../site-packages/alembic/env.py`.** Rebuild from the latest repo revision and clear Railway's build cache if it keeps reusing an old image. The API image bundles bigRAG's Alembic migration environment into the installed package; this error means the deployed image was built without that migration environment.
diff --git a/website/content/docs/getting-started/configuration.mdx b/website/content/docs/getting-started/configuration.mdx
index a311b762..e73f630a 100644
--- a/website/content/docs/getting-started/configuration.mdx
+++ b/website/content/docs/getting-started/configuration.mdx
@@ -5,7 +5,7 @@ description: Bootstrap bigRAG, then manage runtime settings from the admin UI.
import { Callout } from "fumadocs-ui/components/callout";
-bigRAG uses a UI-first configuration model. Operators provide only the wiring needed before the API can read Postgres, then admins manage product/runtime settings from `/settings`, `/data-storage`, `/models`, and `/vector-storage`.
+bigRAG uses a UI-first configuration model. Operators provide only the wiring needed before the API can read Postgres, then admins manage product/runtime settings from `/settings`, `/data-storage`, and `/models`.
Auth is admin accounts + session cookies and minted `bigrag_sk_…` API keys — see [Authentication](/docs/api-reference/authentication).
@@ -26,9 +26,10 @@ Bootstrap config is the small set of values the API needs before it can connect
| `BIGRAG_DB_POOL_MAX` | Maximum Postgres pool size. | `50` |
| `BIGRAG_MIGRATION_TIMEOUT_SECONDS` | Startup migration timeout. Set `0` to disable the timeout. | `60` |
| `BIGRAG_REDIS_URL` | Redis connection URL. | `redis://localhost:6379/0` |
-| `BIGRAG_QDRANT_URL` | Qdrant connection URL. | `http://localhost:6333` |
-| `BIGRAG_QDRANT_CONNECT_TIMEOUT_SECONDS` | Qdrant startup connection timeout. | `10` |
-| `BIGRAG_QDRANT_REQUIRED` | Fail startup if configured vector-store clients cannot be reached. | `false` |
+| `BIGRAG_TURBOPUFFER_API_KEY` | Turbopuffer API key for vector search. | — |
+| `BIGRAG_TURBOPUFFER_REGION` | Turbopuffer region. | `aws-us-east-1` |
+| `BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX` | Prefix prepended to generated Turbopuffer namespace names. | `bigrag_` |
+| `BIGRAG_TURBOPUFFER_BASE_URL` | Optional Turbopuffer-compatible endpoint for local/e2e services. | — |
| `BIGRAG_MASTER_KEY` | Fernet key for encrypted provider secrets, instance-setting secrets, embedding-cache rows, and Redis cache payloads. Required for production. | — |
| `BIGRAG_MASTER_KEY_PREVIOUS` | JSON array of old Fernet keys during staged key rotation. | `[]` |
| `BIGRAG_UPLOAD_DIR` | Local document upload directory when storage backend is `local`. | `./data/uploads` |
@@ -55,7 +56,9 @@ workers = 1
database_url = "postgres://bigrag:change-me@postgres:5432/bigrag?sslmode=disable"
redis_url = "redis://redis:6379/0"
-qdrant_url = "http://qdrant:6333"
+turbopuffer_api_key = "tpuf_..."
+turbopuffer_region = "aws-us-east-1"
+turbopuffer_namespace_prefix = "bigrag_"
master_key = "generate-a-fernet-key"
master_key_previous = []
@@ -67,7 +70,7 @@ Environment variables override TOML values. CLI flags passed to `python -m bigra
## Runtime settings
-After the first admin account exists, go to `/settings` to manage platform runtime settings, `/data-storage` to manage uploaded source-file storage, `/models` to manage model presets and model runtime settings, and `/vector-storage` to manage vector backend connection details. New collections choose their vector store during creation. Runtime settings are stored in Postgres in the `instance_settings` table. Secret settings are encrypted with `BIGRAG_MASTER_KEY` and redacted on read.
+After the first admin account exists, go to `/settings` to manage platform runtime settings, `/data-storage` to manage uploaded source-file storage, and `/models` to manage model presets and model runtime settings. Turbopuffer is the vector backend for every collection. Runtime settings are stored in Postgres in the `instance_settings` table. Secret settings are encrypted with `BIGRAG_MASTER_KEY` and redacted on read.
The same surface is available through [`/v1/admin/settings`](/docs/api-reference/instance-settings).
@@ -77,14 +80,14 @@ The same surface is available through [`/v1/admin/settings`](/docs/api-reference
| Data | Upload limits, OCR, ingestion workers, queue depth, webhook delivery limits, and retention windows. |
| Data Storage (`/data-storage`) | Storage backend, S3-compatible bucket, endpoint, region, prefix, credentials, and path-style behavior. |
| Models (`/models`) | Default embedding provider, model, dimension, key, base URL, cache TTLs, chat provider, chat model, temperature, history count, and context budget. |
-| Vector Storage (`/vector-storage`) | Provider tabs for Qdrant URL, readiness behavior, and HNSW tuning or turbopuffer API key, region, and namespace prefix. |
+| Vector search | Turbopuffer API key, region, namespace prefix, and optional compatible base URL. |
| Backups | S3-compatible readable backup bucket, endpoint, region, prefix, and credentials for S3, R2, or MinIO. |
`BIGRAG_CHAT_API_KEY` can seed a default instance chat credential for OpenAI's standard API endpoint. For non-default `chat_base_url` values, configure a saved chat key in the admin UI or pass `provider_api_key` on chat requests so the instance fallback key is never sent to a custom provider.
The UI uses the same compact top tab control and shared dashboard body width as the other admin pages for Account, Health, Security, and Data, then opens directly into the selected Settings area without a repeated section heading. Each area is arranged sequentially from top to bottom. Each runtime panel shows common controls first, keeps raw setting keys, source metadata, and rarely changed limits in Advanced controls, keeps Save in the panel footer, and uses default or example placeholders for empty controls. Settings only accepts current tab values: `/settings?tab=account`, `/settings?tab=health`, `/settings?tab=security`, and `/settings?tab=data`; file storage lives at `/data-storage`.
-Database-backed admin settings apply immediately on save. Storage, backup, and vector-store connection changes validate the new target before saving, then swap the runtime client in place where applicable.
+Database-backed admin settings apply immediately on save. Storage, backup, and Turbopuffer connection changes validate the new target before saving, then swap the runtime client in place where applicable.
Legacy runtime environment variables are still read as initial defaults for compatibility, but enterprise installs should treat `/settings` as the control plane after bootstrap.
@@ -99,6 +102,5 @@ Legacy runtime environment variables are still read as initial defaults for comp
--host HOST Override server host
--port PORT Override server port
--database-url URL Override Postgres URL
---qdrant-url URL Override Qdrant URL
--redis-url URL Override Redis URL
```
diff --git a/website/content/docs/getting-started/installation.mdx b/website/content/docs/getting-started/installation.mdx
index bda4a77d..c5d6a3f4 100644
--- a/website/content/docs/getting-started/installation.mdx
+++ b/website/content/docs/getting-started/installation.mdx
@@ -12,6 +12,7 @@ import { Callout } from "fumadocs-ui/components/callout";
- **Docker** and **Docker Compose** (recommended)
- **Python 3.12+** and [**uv**](https://docs.astral.sh/uv/) (for running the backend from source)
- An **OpenAI** or **Cohere** API key for embeddings
+- A **Turbopuffer** API key for vector search
## Install
@@ -27,7 +28,6 @@ docker compose up -d
This starts:
- **bigRAG API** on port `4000` (Swagger docs at `/docs`)
-- **Qdrant** vector database on port `6333`
- **PostgreSQL** for metadata on port `5432`
- **Redis** for the ingestion queue on port `6379`
@@ -48,7 +48,7 @@ Release artifacts use CalVer (`YYYY.M.D`). Docker also publishes `latest` for co
### Start infrastructure services
```bash
-docker compose up postgres redis qdrant -d
+docker compose up postgres redis -d
```
@@ -86,7 +86,7 @@ This script:
1. Kills stale processes on port 4000
2. Validates required commands (`docker`, `curl`, `uv`)
-3. Starts Docker services (Postgres, Redis, Qdrant) and waits for readiness
+3. Starts Docker services (Postgres and Redis) and waits for readiness
4. Installs Python dependencies with `uv`
5. Starts the backend with auto-reload
6. Starts `bigrag-worker` with Dramatiq on Redis
diff --git a/website/content/docs/index.mdx b/website/content/docs/index.mdx
index 4a31c766..e75a810d 100644
--- a/website/content/docs/index.mdx
+++ b/website/content/docs/index.mdx
@@ -15,11 +15,11 @@ bigRAG is an open-source RAG (Retrieval-Augmented Generation) platform. It provi
- **Any document format** — PDF, DOCX, PPTX, XLSX, HTML, Markdown, CSV/TSV/XML/JSON, and scanned images (OCR) via [Docling](https://github.com/DS4SD/docling)
- **Any embedding model** — OpenAI, Cohere, Voyage, or `openai_compatible` gateways (Ollama, vLLM, TEI, LiteLLM, Azure, Bedrock) configured per collection
- **Three search modes** — semantic, keyword, and hybrid, with optional Cohere reranking
-- **Qdrant vector database** — HNSW vector search with tenant-aware payload indexes
+- **Turbopuffer vector search** — semantic, keyword, and hybrid retrieval with namespace isolation
- **First-class auth** — admin accounts, session cookies, scoped `bigrag_sk_…` API keys, and full audit/access logs
- **Operational features** — batch ingestion, Google Drive sync, webhooks with HMAC signatures, metadata-schema validation, an evaluation runner, and per-collection query analytics
- **Admin UI** — first-run setup, collection browser, stateless chat, connector management, access logs, MCP credentials, and API-key minting
-- **Self-hostable** — Docker Compose, no external dependencies
+- **Self-hostable control plane** — Docker Compose for the API, admin UI, Postgres, and Redis
- **MIT licensed** — run it anywhere, forever free
## Architecture
@@ -37,10 +37,10 @@ bigRAG is an open-source RAG (Retrieval-Augmented Generation) platform. It provi
Redis --> Worker["Ingestion worker"]
Worker --> Docling["Docling conversion"]
Docling --> Embeddings["Embedding providers"]
- Embeddings --> Qdrant[("Qdrant vectors")]
+ Embeddings --> Turbopuffer[("Turbopuffer vectors")]
Retrieval --> Embeddings
- Retrieval --> Qdrant
+ Retrieval --> Turbopuffer
Retrieval --> LLM["Chat provider"]
LLM --> Answer["Retrieved answer"]
@@ -55,7 +55,7 @@ bigRAG is an open-source RAG (Retrieval-Augmented Generation) platform. It provi
class API api
class Control,Ingestion,Retrieval plane
class Redis,Worker,Docling pipeline
- class Postgres,Files,Embeddings,Qdrant,LLM store
+ class Postgres,Files,Embeddings,Turbopuffer,LLM store
class Answer output' />
| Component | Purpose | Default Address |
@@ -63,7 +63,7 @@ bigRAG is an open-source RAG (Retrieval-Augmented Generation) platform. It provi
| **bigRAG API** | REST API server (FastAPI) | `http://localhost:4000` |
| **Admin UI** | Admin web app | `http://localhost:3000` |
| **PostgreSQL** | Users, sessions, API keys, metadata, audit | `localhost:5432` |
-| **Qdrant** | Vector storage and search | `localhost:6333` |
+| **Turbopuffer** | Vector storage and semantic, keyword, and hybrid search | Managed service |
| **Redis** | Ingestion + event bus | `localhost:6379` |
## Explore
diff --git a/website/content/docs/migration/from-pinecone.mdx b/website/content/docs/migration/from-pinecone.mdx
index 6fc971d1..f450c3f0 100644
--- a/website/content/docs/migration/from-pinecone.mdx
+++ b/website/content/docs/migration/from-pinecone.mdx
@@ -90,15 +90,15 @@ Recommended if you're in the middle of a chunking rethink anyway.
## API differences to watch
- **Filters stay as JSON objects**. Pass a dict like
- `{"department": "sales"}` and bigRAG translates it into Qdrant
- payload filters.
+ `{"department": "sales"}` and bigRAG translates it into Turbopuffer
+ filters.
- **Namespaces → metadata filters**. Pinecone's `namespace="docs"`
becomes `metadata.namespace = "docs"`. Set
`tenant_field: "namespace"` on the collection when that field should
- get a Qdrant payload index and become required on uploads, raw vector
- upserts, queries, and chat requests.
+ become required on uploads, raw vector upserts, queries, and chat
+ requests.
- **Hybrid search is built-in**. `search_mode: "hybrid"` runs keyword
- + vector in parallel and fuses with reciprocal rank fusion.
+ BM25 + vector search in parallel and fuses with reciprocal rank fusion.
No separate "sparse" vectors to maintain.
## Cut-over
diff --git a/website/content/docs/sdks/python.mdx b/website/content/docs/sdks/python.mdx
index e59ed9a8..ebee5fa6 100644
--- a/website/content/docs/sdks/python.mdx
+++ b/website/content/docs/sdks/python.mdx
@@ -72,7 +72,7 @@ The SDK follows a resource namespace pattern:
| `client.vectors` | Raw vector upsert and delete |
| `client.webhooks` | Webhook management |
| `client.auth` | Setup, login, logout, identity, password, and preferences |
-| `client.admin` | Users, API keys, access logs, audit logs, runtime settings, backups, vector migrations, admin realtime streams, connector config, embedding presets, and MCP server keys |
+| `client.admin` | Users, API keys, access logs, audit logs, runtime settings, backups, admin realtime streams, connector config, embedding presets, and MCP server keys |
| `client.connectors.google` | Google Drive account, file browsing, sources, and sync jobs |
| `client.evaluations` | Golden-set retrieval evaluation runs |
@@ -87,7 +87,6 @@ result = await client.collections.list(name="prefix", limit=10)
# Create
collection = await client.collections.create({
"name": "docs",
- "vector_store_provider": "qdrant",
"embedding_provider": "openai",
"embedding_model": "text-embedding-3-small",
})
@@ -328,34 +327,19 @@ except APITimeoutError:
```python
settings = await client.admin.settings.list()
-await client.admin.settings.test({"values": {"qdrant_url": "http://qdrant:6333"}})
+await client.admin.settings.test({"values": {"turbopuffer_region": "aws-us-west-2"}})
await client.admin.settings.update({"values": {"trusted_proxies": ["10.0.0.0/8"]}})
await client.admin.settings.reset({"keys": ["trusted_proxies"]})
await client.admin.settings.purge_embedding_cache()
backups = await client.admin.backups.list(limit=20)
-backup = await client.admin.backups.create({"label": "before migration"})
+backup = await client.admin.backups.create({"label": "nightly export"})
backup = await client.admin.backups.get(backup["id"])
-vector_migrations = await client.admin.vector_migrations.list(
- collection="docs",
- include_total=True,
-)
-vector_migration = await client.admin.vector_migrations.create({
- "collection": "docs",
- "target_provider": "turbopuffer",
-})
-vector_migration = await client.admin.vector_migrations.get(vector_migration["id"])
-await client.admin.vector_migrations.delete(vector_migration["id"])
-
async for event in client.admin.realtime.backups(limit=20):
if event["event"] == "snapshot":
print(event["data"]["payload"]["jobs"])
-async for event in client.admin.realtime.vector_migrations(collection="docs"):
- if event["event"] == "snapshot":
- print(event["data"]["payload"]["jobs"])
-
async for event in client.admin.realtime.platform_readiness():
print(event["data"])
```
@@ -366,7 +350,7 @@ async for event in client.admin.realtime.platform_readiness():
# Health check
health = await client.health()
-# Readiness (checks Postgres, Qdrant, Redis, embedding provider)
+# Readiness (checks Postgres, Redis, Turbopuffer, embedding provider)
ready = await client.readiness()
# Platform stats
diff --git a/website/content/docs/sdks/typescript.mdx b/website/content/docs/sdks/typescript.mdx
index 8635e64a..570b93b5 100644
--- a/website/content/docs/sdks/typescript.mdx
+++ b/website/content/docs/sdks/typescript.mdx
@@ -70,7 +70,6 @@ client.collections.listAll({ name?, limit? }) // AsyncGenerator that pages thro
client.collections.create({
name,
description?,
- vector_store_provider?, // "qdrant" | "turbopuffer"
embedding_preset_id?,
embedding_provider?, // "openai" | "cohere" | "voyage" | "openai_compatible"
embedding_model?,
@@ -78,7 +77,6 @@ client.collections.create({
embedding_base_url?,
dimension?,
chunk_size?, chunk_overlap?, chunk_strategy?, // "paragraph" | "recursive"
- index_type?, // "HNSW"
tenant_field?, // metadata key required for tenant filtering
metadata_schema?, // JSON Schema
reranking_enabled?, reranking_model?, reranking_api_key?,
@@ -238,11 +236,6 @@ client.admin.backups.list({ limit?, offset? })
client.admin.backups.get(backupId)
client.admin.backups.create({ label? })
-client.admin.vectorMigrations.list({ collection?, cursor?, includeTotal?, limit?, offset? })
-client.admin.vectorMigrations.get(migrationId)
-client.admin.vectorMigrations.create({ collection, target_provider })
-client.admin.vectorMigrations.delete(migrationId)
-
client.admin.connectors.google.get()
client.admin.connectors.google.update({ enabled?, client_id?, client_secret? })
@@ -267,12 +260,6 @@ for await (const event of client.admin.realtime.backups({ limit: 20 })) {
}
}
-for await (const event of client.admin.realtime.vectorMigrations({ collection: "docs" })) {
- if (event.event === "snapshot") {
- console.log(event.data.payload.jobs)
- }
-}
-
for await (const event of client.admin.realtime.platformReadiness()) {
console.log(event.data)
}
From f8ff0e26ed8513a517dcb237d063778472e89ff2 Mon Sep 17 00:00:00 2001
From: Bigint <69431456+bigint@users.noreply.github.com>
Date: Thu, 21 May 2026 23:12:18 +0530
Subject: [PATCH 5/9] chore: finalize turbopuffer-only cleanup
---
api/bigrag/services/collection_provision.py | 4 +-
e2e/stubs/fake_openai/app/main.py | 8 +---
e2e/tests/api/test_access_logs.py | 36 +++++-------------
e2e/tests/api/test_api_keys.py | 4 +-
e2e/tests/api/test_audit.py | 20 +++-------
e2e/tests/api/test_auth.py | 8 +---
e2e/tests/api/test_backups.py | 16 ++++----
e2e/tests/api/test_batch.py | 1 -
e2e/tests/api/test_documents.py | 42 ++++++---------------
e2e/tests/api/test_documents_progress.py | 5 +--
e2e/tests/api/test_embedding_presets.py | 40 ++++++--------------
e2e/tests/api/test_evaluation.py | 4 +-
e2e/tests/api/test_mcp_servers.py | 8 +---
e2e/tests/api/test_query.py | 12 ++----
e2e/tests/api/test_sse_events.py | 18 +++------
e2e/tests/api/test_upload_sessions.py | 16 ++------
e2e/tests/api/test_users.py | 4 +-
e2e/tests/api/test_webhooks.py | 8 +---
e2e/tests/sdk_python/conftest.py | 5 +--
e2e/tests/sdk_python/test_auth.py | 2 +-
e2e/tests/sdk_python/test_chat_stream.py | 9 +----
e2e/tests/sdk_python/test_documents.py | 6 +--
e2e/tests/sdk_python/test_errors.py | 10 ++---
e2e/tests/sdk_python/test_query.py | 14 ++-----
sdks/python/src/bigrag/types/collections.py | 2 -
sdks/typescript/src/types/collections.ts | 2 -
website/content/docs/admin-ui.mdx | 17 ++++-----
27 files changed, 90 insertions(+), 231 deletions(-)
diff --git a/api/bigrag/services/collection_provision.py b/api/bigrag/services/collection_provision.py
index c34f6f9e..8c23088e 100644
--- a/api/bigrag/services/collection_provision.py
+++ b/api/bigrag/services/collection_provision.py
@@ -68,8 +68,8 @@ async def create_vector_store_collection(
if "API key is not configured" in message or "client is not connected" in message:
raise HTTPException(
status_code=400,
- detail=vector_store_unavailable_detail(),
- ) from e
+ detail=vector_store_unavailable_detail(),
+ ) from e
logger.warning(
"vector collection create failed",
collection=body.name,
diff --git a/e2e/stubs/fake_openai/app/main.py b/e2e/stubs/fake_openai/app/main.py
index e67e9729..5843f87c 100644
--- a/e2e/stubs/fake_openai/app/main.py
+++ b/e2e/stubs/fake_openai/app/main.py
@@ -128,9 +128,7 @@ async def event_stream():
"object": "chat.completion.chunk",
"created": created,
"model": model,
- "choices": [
- {"index": 0, "delta": {"role": "assistant"}, "finish_reason": None}
- ],
+ "choices": [{"index": 0, "delta": {"role": "assistant"}, "finish_reason": None}],
}
yield _sse_chunk(first)
@@ -140,9 +138,7 @@ async def event_stream():
"object": "chat.completion.chunk",
"created": created,
"model": model,
- "choices": [
- {"index": 0, "delta": {"content": piece}, "finish_reason": None}
- ],
+ "choices": [{"index": 0, "delta": {"content": piece}, "finish_reason": None}],
}
yield _sse_chunk(chunk)
diff --git a/e2e/tests/api/test_access_logs.py b/e2e/tests/api/test_access_logs.py
index 5eb4614f..81855653 100644
--- a/e2e/tests/api/test_access_logs.py
+++ b/e2e/tests/api/test_access_logs.py
@@ -33,9 +33,7 @@ async def _wait_for_action(
timeout: float = 10.0,
) -> list[dict]:
async def _fetch() -> list[dict]:
- r = await admin_client.get(
- "/v1/admin/access/logs", params={"action": action, "limit": 50}
- )
+ r = await admin_client.get("/v1/admin/access/logs", params={"action": action, "limit": 50})
r.raise_for_status()
return r.json().get("entries", [])
@@ -175,9 +173,7 @@ async def test_logs_filter_by_method(
await _seed_query(admin_client, coll["name"])
await _wait_for_action(admin_client, "query.run")
- resp = await admin_client.get(
- "/v1/admin/access/logs", params={"method": "post", "limit": 20}
- )
+ resp = await admin_client.get("/v1/admin/access/logs", params={"method": "post", "limit": 20})
body = assert_envelope(resp, 200)
for entry in body["entries"]:
assert entry["method"] == "POST"
@@ -193,9 +189,7 @@ async def test_logs_filter_by_path_substring(
await _seed_query(admin_client, coll["name"])
await _wait_for_action(admin_client, "query.run")
- resp = await admin_client.get(
- "/v1/admin/access/logs", params={"path": "/query", "limit": 20}
- )
+ resp = await admin_client.get("/v1/admin/access/logs", params={"path": "/query", "limit": 20})
body = assert_envelope(resp, 200)
for entry in body["entries"]:
assert "/query" in entry["path"]
@@ -229,9 +223,7 @@ async def test_logs_filter_by_success(
await _seed_query(admin_client, coll["name"])
await _wait_for_action(admin_client, "query.run")
- resp = await admin_client.get(
- "/v1/admin/access/logs", params={"success": "true", "limit": 20}
- )
+ resp = await admin_client.get("/v1/admin/access/logs", params={"success": "true", "limit": 20})
body = assert_envelope(resp, 200)
for entry in body["entries"]:
assert entry["success"] is True
@@ -240,18 +232,14 @@ async def test_logs_filter_by_success(
async def test_logs_invalid_actor_id_returns_400(
admin_client: httpx.AsyncClient,
) -> None:
- resp = await admin_client.get(
- "/v1/admin/access/logs", params={"actor_id": "not-a-uuid"}
- )
+ resp = await admin_client.get("/v1/admin/access/logs", params={"actor_id": "not-a-uuid"})
assert resp.status_code == 400
async def test_logs_invalid_status_family_returns_422(
admin_client: httpx.AsyncClient,
) -> None:
- resp = await admin_client.get(
- "/v1/admin/access/logs", params={"status_family": "9xx"}
- )
+ resp = await admin_client.get("/v1/admin/access/logs", params={"status_family": "9xx"})
assert resp.status_code == 422
@@ -298,9 +286,7 @@ async def test_overview_shape_and_window(
await _seed_query(admin_client, coll["name"])
await _wait_for_action(admin_client, "query.run")
- resp = await admin_client.get(
- "/v1/admin/access/overview", params={"window_days": 7}
- )
+ resp = await admin_client.get("/v1/admin/access/overview", params={"window_days": 7})
body = assert_envelope(resp, 200)
for key in (
"window_days",
@@ -332,12 +318,8 @@ async def test_overview_default_window(admin_client: httpx.AsyncClient) -> None:
async def test_overview_invalid_window_rejected(
admin_client: httpx.AsyncClient,
) -> None:
- resp = await admin_client.get(
- "/v1/admin/access/overview", params={"window_days": 0}
- )
+ resp = await admin_client.get("/v1/admin/access/overview", params={"window_days": 0})
assert resp.status_code == 422
- resp = await admin_client.get(
- "/v1/admin/access/overview", params={"window_days": 1000}
- )
+ resp = await admin_client.get("/v1/admin/access/overview", params={"window_days": 1000})
assert resp.status_code == 422
diff --git a/e2e/tests/api/test_api_keys.py b/e2e/tests/api/test_api_keys.py
index cb3e1d4b..1e4347f4 100644
--- a/e2e/tests/api/test_api_keys.py
+++ b/e2e/tests/api/test_api_keys.py
@@ -197,7 +197,5 @@ async def test_patch_api_key_invalid_id_returns_404(
async def test_delete_api_key_unknown_id_returns_404(
admin_client: httpx.AsyncClient,
) -> None:
- resp = await admin_client.delete(
- "/v1/admin/api-keys/00000000-0000-0000-0000-000000000000"
- )
+ resp = await admin_client.delete("/v1/admin/api-keys/00000000-0000-0000-0000-000000000000")
assert resp.status_code == 404, resp.text
diff --git a/e2e/tests/api/test_audit.py b/e2e/tests/api/test_audit.py
index 46b629f8..2e34c0ce 100644
--- a/e2e/tests/api/test_audit.py
+++ b/e2e/tests/api/test_audit.py
@@ -100,9 +100,7 @@ async def test_audit_filter_by_actor_id(
async def test_audit_filter_invalid_actor_id(admin_client: httpx.AsyncClient) -> None:
- resp = await admin_client.get(
- "/v1/admin/audit", params={"actor_id": "not-a-uuid"}
- )
+ resp = await admin_client.get("/v1/admin/audit", params={"actor_id": "not-a-uuid"})
assert resp.status_code == 400
@@ -113,16 +111,12 @@ async def test_audit_pagination(
for _ in range(3):
await api_key(name=unique_name("audit"))
- resp_first = await admin_client.get(
- "/v1/admin/audit", params={"limit": 2, "offset": 0}
- )
+ resp_first = await admin_client.get("/v1/admin/audit", params={"limit": 2, "offset": 0})
first_page = assert_envelope(resp_first, 200)
assert len(first_page["entries"]) <= 2
assert "total" in first_page
- resp_second = await admin_client.get(
- "/v1/admin/audit", params={"limit": 2, "offset": 2}
- )
+ resp_second = await admin_client.get("/v1/admin/audit", params={"limit": 2, "offset": 2})
second_page = assert_envelope(resp_second, 200)
first_ids = {e["id"] for e in first_page["entries"]}
second_ids = {e["id"] for e in second_page["entries"]}
@@ -173,9 +167,7 @@ async def _fetch(action: str) -> dict:
# audit.record uses safe_create_task → polling absorbs the race.
await poll_until(
lambda: _fetch("webhook.create"),
- predicate=lambda b: any(
- e["resource_id"] == created["id"] for e in b["entries"]
- ),
+ predicate=lambda b: any(e["resource_id"] == created["id"] for e in b["entries"]),
timeout=10.0,
interval=0.3,
description=f"audit webhook.create entry for {created['id']}",
@@ -185,9 +177,7 @@ async def _fetch(action: str) -> dict:
await poll_until(
lambda: _fetch("webhook.delete"),
- predicate=lambda b: any(
- e["resource_id"] == created["id"] for e in b["entries"]
- ),
+ predicate=lambda b: any(e["resource_id"] == created["id"] for e in b["entries"]),
timeout=10.0,
interval=0.3,
description=f"audit webhook.delete entry for {created['id']}",
diff --git a/e2e/tests/api/test_auth.py b/e2e/tests/api/test_auth.py
index 7a399fd4..42846f8e 100644
--- a/e2e/tests/api/test_auth.py
+++ b/e2e/tests/api/test_auth.py
@@ -24,9 +24,7 @@
API_BASE_HEADERS = {"Origin": "http://localhost:4000"}
-async def _login(
- client: httpx.AsyncClient, email: str, password: str
-) -> httpx.Response:
+async def _login(client: httpx.AsyncClient, email: str, password: str) -> httpx.Response:
return await client.post(
"/v1/auth/login",
json={"email": email, "password": password},
@@ -114,9 +112,7 @@ async def test_logout_all_invalidates_other_sessions(
admin_client: httpx.AsyncClient,
unauth_client: httpx.AsyncClient,
) -> None:
- second_login = await _login(
- unauth_client, admin_setup["email"], admin_setup["password"]
- )
+ second_login = await _login(unauth_client, admin_setup["email"], admin_setup["password"])
assert second_login.status_code == 200, second_login.text
other_me = await unauth_client.get("/v1/auth/me")
assert other_me.status_code == 200
diff --git a/e2e/tests/api/test_backups.py b/e2e/tests/api/test_backups.py
index 31ab31ca..0f7b9f43 100644
--- a/e2e/tests/api/test_backups.py
+++ b/e2e/tests/api/test_backups.py
@@ -42,7 +42,10 @@ def ensure_backup_bucket() -> None:
try:
import boto3 # type: ignore[import-untyped]
from botocore.client import Config # type: ignore[import-untyped]
- from botocore.exceptions import ClientError, EndpointConnectionError # type: ignore[import-untyped]
+ from botocore.exceptions import ( # type: ignore[import-untyped]
+ ClientError,
+ EndpointConnectionError,
+ )
except ImportError as exc:
pytest.skip(f"boto3 not available: {exc}")
@@ -119,9 +122,7 @@ async def test_list_backups_returns_shape(admin_client: httpx.AsyncClient) -> No
async def test_get_backup_unknown_id_returns_404(
admin_client: httpx.AsyncClient,
) -> None:
- resp = await admin_client.get(
- "/v1/admin/backups/00000000-0000-0000-0000-000000000000"
- )
+ resp = await admin_client.get("/v1/admin/backups/00000000-0000-0000-0000-000000000000")
assert resp.status_code == 404, resp.text
@@ -174,17 +175,14 @@ async def _fetch() -> dict:
)
if final["status"] == "failed":
pytest.skip(
- "backup job failed (likely environment-specific); "
- f"error={final.get('error_message')!r}"
+ f"backup job failed (likely environment-specific); error={final.get('error_message')!r}"
)
assert final["progress"] == 1.0
assert final["object_count"] >= 1
assert final["destination_prefix"]
# And it must show up in the list.
- list_resp = await admin_client.get(
- "/v1/admin/backups", params={"limit": 50}
- )
+ list_resp = await admin_client.get("/v1/admin/backups", params={"limit": 50})
list_body = assert_envelope(list_resp, 200)
assert any(j["id"] == job_id for j in list_body["jobs"])
diff --git a/e2e/tests/api/test_batch.py b/e2e/tests/api/test_batch.py
index f2e8c38d..22382c72 100644
--- a/e2e/tests/api/test_batch.py
+++ b/e2e/tests/api/test_batch.py
@@ -28,7 +28,6 @@
from tests._helpers import assert_envelope, read_fixture
-
# ---------------------------------------------------------------------------
# Helpers
# ---------------------------------------------------------------------------
diff --git a/e2e/tests/api/test_documents.py b/e2e/tests/api/test_documents.py
index e80ffa09..2c68ad4e 100644
--- a/e2e/tests/api/test_documents.py
+++ b/e2e/tests/api/test_documents.py
@@ -31,7 +31,6 @@
from tests._helpers import assert_envelope, read_fixture, unique_name
-
# ---------------------------------------------------------------------------
# Upload: happy path across formats
# ---------------------------------------------------------------------------
@@ -138,9 +137,7 @@ async def test_upload_broken_pdf_ends_failed_with_message(
from tests._helpers import poll_until
async def fetch():
- r = await admin_client.get(
- f"/v1/collections/{coll['name']}/documents/{body['id']}"
- )
+ r = await admin_client.get(f"/v1/collections/{coll['name']}/documents/{body['id']}")
r.raise_for_status()
return r.json()
@@ -315,9 +312,7 @@ async def test_get_document_returns_full_payload(
) -> None:
coll = await collection()
doc = await document(coll["name"], fixture="sample.txt")
- resp = await admin_client.get(
- f"/v1/collections/{coll['name']}/documents/{doc['id']}"
- )
+ resp = await admin_client.get(f"/v1/collections/{coll['name']}/documents/{doc['id']}")
body = assert_envelope(resp, 200)
assert body["id"] == doc["id"]
assert body["filename"] == doc["filename"]
@@ -340,9 +335,7 @@ async def test_get_document_invalid_uuid_returns_404(
collection: Callable[..., Awaitable[dict[str, Any]]],
) -> None:
coll = await collection()
- resp = await admin_client.get(
- f"/v1/collections/{coll['name']}/documents/not-a-uuid"
- )
+ resp = await admin_client.get(f"/v1/collections/{coll['name']}/documents/not-a-uuid")
assert resp.status_code == 404, resp.text
@@ -353,9 +346,7 @@ async def test_get_document_chunks_shape(
) -> None:
coll = await collection()
doc = await document(coll["name"], fixture="sample.txt")
- resp = await admin_client.get(
- f"/v1/collections/{coll['name']}/documents/{doc['id']}/chunks"
- )
+ resp = await admin_client.get(f"/v1/collections/{coll['name']}/documents/{doc['id']}/chunks")
body = assert_envelope(resp, 200)
assert "chunks" in body
assert "total" in body
@@ -385,9 +376,7 @@ async def test_download_document_file_matches_content_type(
) -> None:
coll = await collection()
doc = await document(coll["name"], fixture="sample.txt")
- resp = await admin_client.get(
- f"/v1/collections/{coll['name']}/documents/{doc['id']}/file"
- )
+ resp = await admin_client.get(f"/v1/collections/{coll['name']}/documents/{doc['id']}/file")
assert resp.status_code == 200, resp.text
assert resp.headers["content-type"].startswith("text/plain")
assert b"Acme" in resp.content
@@ -399,8 +388,7 @@ async def test_download_unknown_document_returns_404(
) -> None:
coll = await collection()
resp = await admin_client.get(
- f"/v1/collections/{coll['name']}/documents/"
- "00000000-0000-0000-0000-000000000000/file"
+ f"/v1/collections/{coll['name']}/documents/00000000-0000-0000-0000-000000000000/file"
)
assert resp.status_code == 404, resp.text
@@ -430,8 +418,7 @@ async def test_reprocess_unknown_document_returns_404(
) -> None:
coll = await collection()
resp = await admin_client.post(
- f"/v1/collections/{coll['name']}/documents/"
- "00000000-0000-0000-0000-000000000000/reprocess"
+ f"/v1/collections/{coll['name']}/documents/00000000-0000-0000-0000-000000000000/reprocess"
)
assert resp.status_code == 404, resp.text
@@ -443,14 +430,10 @@ async def test_delete_document_removes_it(
) -> None:
coll = await collection()
doc = await document(coll["name"], fixture="sample.txt")
- resp = await admin_client.delete(
- f"/v1/collections/{coll['name']}/documents/{doc['id']}"
- )
+ resp = await admin_client.delete(f"/v1/collections/{coll['name']}/documents/{doc['id']}")
assert resp.status_code == 200, resp.text
- follow_up = await admin_client.get(
- f"/v1/collections/{coll['name']}/documents/{doc['id']}"
- )
+ follow_up = await admin_client.get(f"/v1/collections/{coll['name']}/documents/{doc['id']}")
assert follow_up.status_code == 404, follow_up.text
@@ -460,8 +443,7 @@ async def test_delete_unknown_document_returns_404(
) -> None:
coll = await collection()
resp = await admin_client.delete(
- f"/v1/collections/{coll['name']}/documents/"
- "00000000-0000-0000-0000-000000000000"
+ f"/v1/collections/{coll['name']}/documents/00000000-0000-0000-0000-000000000000"
)
assert resp.status_code == 404, resp.text
@@ -486,9 +468,7 @@ async def test_get_document_cross_collection(
async def test_get_document_cross_collection_unknown_returns_404(
admin_client: httpx.AsyncClient,
) -> None:
- resp = await admin_client.get(
- "/v1/documents/00000000-0000-0000-0000-000000000000"
- )
+ resp = await admin_client.get("/v1/documents/00000000-0000-0000-0000-000000000000")
assert resp.status_code == 404, resp.text
diff --git a/e2e/tests/api/test_documents_progress.py b/e2e/tests/api/test_documents_progress.py
index 8d772e2a..3389151f 100644
--- a/e2e/tests/api/test_documents_progress.py
+++ b/e2e/tests/api/test_documents_progress.py
@@ -39,7 +39,6 @@
from tests._helpers import assert_envelope
-
PROGRESS_KEYS = {
"document_id",
"collection_name",
@@ -87,9 +86,7 @@ async def test_get_document_includes_progress_field(
) -> None:
coll = await collection()
doc = await document(coll["name"], fixture="sample.txt")
- resp = await admin_client.get(
- f"/v1/collections/{coll['name']}/documents/{doc['id']}"
- )
+ resp = await admin_client.get(f"/v1/collections/{coll['name']}/documents/{doc['id']}")
body = assert_envelope(resp, 200)
_assert_progress_shape(body["progress"], doc_id=doc["id"])
diff --git a/e2e/tests/api/test_embedding_presets.py b/e2e/tests/api/test_embedding_presets.py
index cdef372f..a105b64b 100644
--- a/e2e/tests/api/test_embedding_presets.py
+++ b/e2e/tests/api/test_embedding_presets.py
@@ -19,7 +19,6 @@
from tests._helpers import assert_envelope, unique_name
-
PresetFactory = Callable[..., Awaitable[dict[str, Any]]]
@@ -103,18 +102,14 @@ async def test_list_presets_pagination(
) -> None:
a = await preset()
b = await preset()
- resp = await admin_client.get(
- "/v1/admin/embedding-presets", params={"limit": 1, "offset": 0}
- )
+ resp = await admin_client.get("/v1/admin/embedding-presets", params={"limit": 1, "offset": 0})
body = assert_envelope(resp, 200)
assert isinstance(body["presets"], list)
assert len(body["presets"]) == 1
assert body["total"] >= 2
all_ids = {a["id"], b["id"]}
page1_id = body["presets"][0]["id"]
- resp2 = await admin_client.get(
- "/v1/admin/embedding-presets", params={"limit": 1, "offset": 1}
- )
+ resp2 = await admin_client.get("/v1/admin/embedding-presets", params={"limit": 1, "offset": 1})
body2 = assert_envelope(resp2, 200)
assert len(body2["presets"]) == 1
page2_id = body2["presets"][0]["id"]
@@ -143,9 +138,7 @@ async def test_test_saved_preset_against_fake_openai(
preset: PresetFactory,
) -> None:
created = await preset()
- resp = await admin_client.post(
- f"/v1/admin/embedding-presets/{created['id']}/test"
- )
+ resp = await admin_client.post(f"/v1/admin/embedding-presets/{created['id']}/test")
body = assert_envelope(resp, 200)
assert body["status"] == "ok"
@@ -153,9 +146,7 @@ async def test_test_saved_preset_against_fake_openai(
async def test_test_saved_preset_unknown_id_returns_404(
admin_client: httpx.AsyncClient,
) -> None:
- resp = await admin_client.post(
- "/v1/admin/embedding-presets/not-a-uuid/test"
- )
+ resp = await admin_client.post("/v1/admin/embedding-presets/not-a-uuid/test")
assert resp.status_code == 404, resp.text
resp2 = await admin_client.post(
@@ -242,9 +233,10 @@ async def test_collection_can_use_preset(
) -> None:
created = await preset()
coll = await collection(embedding_preset_id=created["id"])
- assert coll.get("embedding_preset_id") == created["id"] or coll.get("embedding_preset") is not None or coll.get("embedding_provider") in (
- "openai_compatible",
- "openai",
+ assert (
+ coll.get("embedding_preset_id") == created["id"]
+ or coll.get("embedding_preset") is not None
+ or coll.get("embedding_provider") in ("openai_compatible", "openai")
)
@@ -253,16 +245,12 @@ async def test_delete_preset_makes_it_unfindable(
preset: PresetFactory,
) -> None:
created = await preset()
- resp = await admin_client.delete(
- f"/v1/admin/embedding-presets/{created['id']}"
- )
+ resp = await admin_client.delete(f"/v1/admin/embedding-presets/{created['id']}")
body = assert_envelope(resp, 200)
assert body["status"] == "ok"
# Subsequent lookups should 404.
- test_resp = await admin_client.post(
- f"/v1/admin/embedding-presets/{created['id']}/test"
- )
+ test_resp = await admin_client.post(f"/v1/admin/embedding-presets/{created['id']}/test")
assert test_resp.status_code == 404, test_resp.text
patch_resp = await admin_client.patch(
@@ -284,9 +272,7 @@ async def test_delete_preset_in_use_returns_409(
created = await preset()
coll = await collection(embedding_preset_id=created["id"])
try:
- resp = await admin_client.delete(
- f"/v1/admin/embedding-presets/{created['id']}"
- )
+ resp = await admin_client.delete(f"/v1/admin/embedding-presets/{created['id']}")
assert resp.status_code == 409, resp.text
finally:
# collection factory tears the collection down; force-delete it
@@ -297,9 +283,7 @@ async def test_delete_preset_in_use_returns_409(
async def test_delete_preset_unknown_id_returns_404(
admin_client: httpx.AsyncClient,
) -> None:
- resp = await admin_client.delete(
- "/v1/admin/embedding-presets/not-a-uuid"
- )
+ resp = await admin_client.delete("/v1/admin/embedding-presets/not-a-uuid")
assert resp.status_code == 404, resp.text
resp2 = await admin_client.delete(
diff --git a/e2e/tests/api/test_evaluation.py b/e2e/tests/api/test_evaluation.py
index 550b94ac..9a33685f 100644
--- a/e2e/tests/api/test_evaluation.py
+++ b/e2e/tests/api/test_evaluation.py
@@ -28,9 +28,7 @@ def _load_golden_set() -> dict[str, Any]:
return json.loads((GOLDEN_SETS_DIR / "acme.json").read_text())
-def _substitute_ids(
- golden: dict[str, Any], id_map: dict[str, str]
-) -> list[dict[str, Any]]:
+def _substitute_ids(golden: dict[str, Any], id_map: dict[str, str]) -> list[dict[str, Any]]:
cases: list[dict[str, Any]] = []
for entry in golden["queries"]:
expected = [id_map.get(raw, raw) for raw in entry["expected_doc_ids"]]
diff --git a/e2e/tests/api/test_mcp_servers.py b/e2e/tests/api/test_mcp_servers.py
index 1469b7ca..cbc5d9ca 100644
--- a/e2e/tests/api/test_mcp_servers.py
+++ b/e2e/tests/api/test_mcp_servers.py
@@ -282,9 +282,7 @@ async def test_patch_duplicate_server_name_409(
async def test_rotate_returns_new_key(admin_client: httpx.AsyncClient) -> None:
created = await _create(admin_client)
try:
- resp = await admin_client.post(
- f"/v1/admin/mcp-servers/{created['id']}/rotate"
- )
+ resp = await admin_client.post(f"/v1/admin/mcp-servers/{created['id']}/rotate")
body = assert_envelope(resp, 200)
assert body["api_key"].startswith("bigrag_sk_")
assert body["api_key"] != created["api_key"]
@@ -309,9 +307,7 @@ async def test_rotated_old_key_no_longer_authenticates(
resp = await old_client.get("/v1/collections")
assert resp.status_code == 200
- rotated = (
- await admin_client.post(f"/v1/admin/mcp-servers/{created['id']}/rotate")
- ).json()
+ rotated = (await admin_client.post(f"/v1/admin/mcp-servers/{created['id']}/rotate")).json()
async with httpx.AsyncClient(
base_url=str(admin_client.base_url),
diff --git a/e2e/tests/api/test_query.py b/e2e/tests/api/test_query.py
index ee6a2863..4ac751aa 100644
--- a/e2e/tests/api/test_query.py
+++ b/e2e/tests/api/test_query.py
@@ -36,9 +36,7 @@ async def test_query_collection_returns_results_with_timings(
document: DocumentFactory,
) -> None:
coll = await seed_collection(collection, document)
- await wait_until_searchable(
- admin_client, coll["name"], "Acme Corp founded Singapore", top_k=3
- )
+ await wait_until_searchable(admin_client, coll["name"], "Acme Corp founded Singapore", top_k=3)
resp = await admin_client.post(
f"/v1/collections/{coll['name']}/query",
json={"query": "Acme Corp founded Singapore", "top_k": 5},
@@ -176,15 +174,11 @@ async def test_query_cache_hit_on_second_call(
await wait_until_searchable(admin_client, coll["name"], "cache probe Acme")
payload = {"query": "cache probe Acme", "top_k": 5}
- first = await admin_client.post(
- f"/v1/collections/{coll['name']}/query", json=payload
- )
+ first = await admin_client.post(f"/v1/collections/{coll['name']}/query", json=payload)
first_body = assert_envelope(first, 200)
assert "cache_hit" in first_body["timings"]
- second = await admin_client.post(
- f"/v1/collections/{coll['name']}/query", json=payload
- )
+ second = await admin_client.post(f"/v1/collections/{coll['name']}/query", json=payload)
second_body = assert_envelope(second, 200)
# Cache may or may not hit on the immediate second call depending on
# whether result caching is enabled by the runtime config; just assert
diff --git a/e2e/tests/api/test_sse_events.py b/e2e/tests/api/test_sse_events.py
index 903985a0..9e32c350 100644
--- a/e2e/tests/api/test_sse_events.py
+++ b/e2e/tests/api/test_sse_events.py
@@ -70,7 +70,7 @@ async def _read() -> None:
for trigger in triggers:
await trigger()
await asyncio.wait_for(reader, timeout=timeout)
- except asyncio.TimeoutError as exc:
+ except TimeoutError as exc:
reader.cancel()
raise TimeoutError(
f"SSE stream {path!r} did not satisfy predicate within {timeout}s; "
@@ -109,9 +109,7 @@ async def test_events_token_requires_auth(
async def test_events_token_unknown_collection_404(
admin_client: httpx.AsyncClient,
) -> None:
- resp = await admin_client.post(
- f"/v1/collections/{unique_name('missing')}/events/token"
- )
+ resp = await admin_client.post(f"/v1/collections/{unique_name('missing')}/events/token")
assert resp.status_code == 404, resp.text
@@ -173,18 +171,14 @@ async def test_events_stream_requires_auth_without_token(
collection: CollectionFactory,
) -> None:
coll = await collection()
- resp = await unauth_client.get(
- f"/v1/collections/{coll['name']}/events"
- )
+ resp = await unauth_client.get(f"/v1/collections/{coll['name']}/events")
assert resp.status_code == 401, resp.text
async def test_events_stream_unknown_collection_returns_404(
admin_client: httpx.AsyncClient,
) -> None:
- resp = await admin_client.get(
- f"/v1/collections/{unique_name('missing')}/events"
- )
+ resp = await admin_client.get(f"/v1/collections/{unique_name('missing')}/events")
assert resp.status_code == 404, resp.text
@@ -194,9 +188,7 @@ async def test_events_stream_token_grants_anonymous_access(
collection: CollectionFactory,
) -> None:
coll = await collection()
- token_resp = await admin_client.post(
- f"/v1/collections/{coll['name']}/events/token"
- )
+ token_resp = await admin_client.post(f"/v1/collections/{coll['name']}/events/token")
token_body = assert_envelope(token_resp, 200)
token = token_body["token"]
diff --git a/e2e/tests/api/test_upload_sessions.py b/e2e/tests/api/test_upload_sessions.py
index dc76c1f9..9931eb55 100644
--- a/e2e/tests/api/test_upload_sessions.py
+++ b/e2e/tests/api/test_upload_sessions.py
@@ -27,7 +27,6 @@
from tests._helpers import assert_envelope, poll_until, unique_name
-
# ---------------------------------------------------------------------------
# Create / Get
# ---------------------------------------------------------------------------
@@ -74,9 +73,7 @@ async def test_get_upload_session_returns_payload(
body = assert_envelope(create, 201)
session_id = body["id"]
- resp = await admin_client.get(
- f"/v1/collections/{coll['name']}/upload-sessions/{session_id}"
- )
+ resp = await admin_client.get(f"/v1/collections/{coll['name']}/upload-sessions/{session_id}")
got = assert_envelope(resp, 200)
assert got["id"] == session_id
assert got["total_files"] == 1
@@ -88,8 +85,7 @@ async def test_get_unknown_upload_session_returns_404(
) -> None:
coll = await collection()
resp = await admin_client.get(
- f"/v1/collections/{coll['name']}/upload-sessions/"
- "00000000-0000-0000-0000-000000000000"
+ f"/v1/collections/{coll['name']}/upload-sessions/00000000-0000-0000-0000-000000000000"
)
assert resp.status_code == 404, resp.text
@@ -99,9 +95,7 @@ async def test_get_invalid_session_uuid_returns_404(
collection: Callable[..., Awaitable[dict[str, Any]]],
) -> None:
coll = await collection()
- resp = await admin_client.get(
- f"/v1/collections/{coll['name']}/upload-sessions/not-a-uuid"
- )
+ resp = await admin_client.get(f"/v1/collections/{coll['name']}/upload-sessions/not-a-uuid")
assert resp.status_code == 404, resp.text
@@ -148,9 +142,7 @@ async def test_full_lifecycle_two_files_end_up_in_collection(
assert complete_body["uploaded_files"] == 2
async def fetch_session() -> dict[str, Any]:
- r = await admin_client.get(
- f"/v1/collections/{coll['name']}/upload-sessions/{session_id}"
- )
+ r = await admin_client.get(f"/v1/collections/{coll['name']}/upload-sessions/{session_id}")
r.raise_for_status()
return r.json()
diff --git a/e2e/tests/api/test_users.py b/e2e/tests/api/test_users.py
index c511183d..1101e34e 100644
--- a/e2e/tests/api/test_users.py
+++ b/e2e/tests/api/test_users.py
@@ -152,9 +152,7 @@ async def test_patch_user_unknown_id_returns_404(
async def test_delete_user_unknown_id_returns_404(
admin_client: httpx.AsyncClient,
) -> None:
- resp = await admin_client.delete(
- "/v1/admin/users/00000000-0000-0000-0000-000000000000"
- )
+ resp = await admin_client.delete("/v1/admin/users/00000000-0000-0000-0000-000000000000")
assert resp.status_code == 404, resp.text
diff --git a/e2e/tests/api/test_webhooks.py b/e2e/tests/api/test_webhooks.py
index 599964c9..2dd4ef9c 100644
--- a/e2e/tests/api/test_webhooks.py
+++ b/e2e/tests/api/test_webhooks.py
@@ -198,9 +198,7 @@ async def test_test_delivery_reaches_sink_with_valid_signature(
async def test_test_delivery_404_for_missing_webhook(
admin_client: httpx.AsyncClient,
) -> None:
- resp = await admin_client.post(
- "/v1/admin/webhooks/00000000-0000-0000-0000-000000000000/test"
- )
+ resp = await admin_client.post("/v1/admin/webhooks/00000000-0000-0000-0000-000000000000/test")
assert resp.status_code == 404
@@ -255,9 +253,7 @@ async def test_replay_delivery_redelivers(
assert_envelope(resp, 200)
await webhook_sink["wait"](label, count=1)
- body = (
- await admin_client.get(f"/v1/admin/webhooks/{created['id']}/deliveries")
- ).json()
+ body = (await admin_client.get(f"/v1/admin/webhooks/{created['id']}/deliveries")).json()
if not body.get("deliveries"):
pytest.skip("No persisted delivery to replay (test endpoint does not persist)")
diff --git a/e2e/tests/sdk_python/conftest.py b/e2e/tests/sdk_python/conftest.py
index 00c83559..86650d8d 100644
--- a/e2e/tests/sdk_python/conftest.py
+++ b/e2e/tests/sdk_python/conftest.py
@@ -17,7 +17,6 @@
import httpx
import pytest_asyncio
-
from bigrag import BigRAG
SdkClientFactory = Callable[..., Awaitable[BigRAG]]
@@ -97,9 +96,7 @@ async def session_sdk_client(
base_url=api_base_url,
http_client=http_client,
)
- await client.auth.login(
- {"email": admin_setup["email"], "password": admin_setup["password"]}
- )
+ await client.auth.login({"email": admin_setup["email"], "password": admin_setup["password"]})
try:
yield client
finally:
diff --git a/e2e/tests/sdk_python/test_auth.py b/e2e/tests/sdk_python/test_auth.py
index 70a3f1e9..ac89eadd 100644
--- a/e2e/tests/sdk_python/test_auth.py
+++ b/e2e/tests/sdk_python/test_auth.py
@@ -18,8 +18,8 @@
import httpx
import pytest
-
from bigrag import APIError, AuthenticationError, BigRAG, NotFoundError
+
from tests._helpers import unique_name
diff --git a/e2e/tests/sdk_python/test_chat_stream.py b/e2e/tests/sdk_python/test_chat_stream.py
index a24fed52..cad17de8 100644
--- a/e2e/tests/sdk_python/test_chat_stream.py
+++ b/e2e/tests/sdk_python/test_chat_stream.py
@@ -18,7 +18,6 @@
from typing import Any
import pytest
-
from bigrag import BigRAG, NotFoundError
@@ -129,15 +128,11 @@ async def test_chat_client_aliases_create_and_stream(
coll = await collection()
await document(coll["name"], fixture="sample.txt")
- non_stream = await client.chat_create(
- {"collection": coll["name"], "message": "hello"}
- )
+ non_stream = await client.chat_create({"collection": coll["name"], "message": "hello"})
assert non_stream["assistant_message"]["role"] == "assistant"
saw_event = False
- async for event in client.chat_stream(
- {"collection": coll["name"], "message": "hello stream"}
- ):
+ async for event in client.chat_stream({"collection": coll["name"], "message": "hello stream"}):
saw_event = True
if event["event"] == "done":
break
diff --git a/e2e/tests/sdk_python/test_documents.py b/e2e/tests/sdk_python/test_documents.py
index e52c4bfa..fb6c32af 100644
--- a/e2e/tests/sdk_python/test_documents.py
+++ b/e2e/tests/sdk_python/test_documents.py
@@ -18,8 +18,8 @@
from typing import Any
import pytest
-
from bigrag import BigRAG, NotFoundError
+
from tests._helpers import poll_until, read_fixture, unique_name
@@ -83,9 +83,7 @@ async def test_documents_list_and_pagination(
coll = await collection()
doc = await document(coll["name"], fixture="sample.txt")
- listing = await client.documents.list(
- coll["name"], limit=10, offset=0, include_total=True
- )
+ listing = await client.documents.list(coll["name"], limit=10, offset=0, include_total=True)
assert listing["total"] >= 1
ids = [d["id"] for d in listing["documents"]]
assert doc["id"] in ids
diff --git a/e2e/tests/sdk_python/test_errors.py b/e2e/tests/sdk_python/test_errors.py
index 71da2610..6c3ee883 100644
--- a/e2e/tests/sdk_python/test_errors.py
+++ b/e2e/tests/sdk_python/test_errors.py
@@ -22,7 +22,6 @@
from typing import Any
import pytest
-
from bigrag import (
APIConnectionError,
APIError,
@@ -36,6 +35,7 @@
RateLimitError,
error_for_status,
)
+
from tests._helpers import unique_name
@@ -43,9 +43,7 @@ async def test_invalid_api_key_raises_authentication_error(
api_base_url: str,
) -> None:
"""An obviously-bogus bearer token returns 401."""
- async with BigRAG(
- api_key="bigrag_sk_not_a_valid_key_at_all", base_url=api_base_url
- ) as client:
+ async with BigRAG(api_key="bigrag_sk_not_a_valid_key_at_all", base_url=api_base_url) as client:
with pytest.raises(AuthenticationError) as excinfo:
await client.collections.list()
assert excinfo.value.status == 401
@@ -84,9 +82,7 @@ async def test_unknown_webhook_raises_not_found(
) -> None:
# Webhook admin endpoints require session auth, not API key.
with pytest.raises(NotFoundError):
- await session_sdk_client.webhooks.get(
- "00000000-0000-0000-0000-000000000000"
- )
+ await session_sdk_client.webhooks.get("00000000-0000-0000-0000-000000000000")
async def test_validation_error_surfaces_as_api_error(
diff --git a/e2e/tests/sdk_python/test_query.py b/e2e/tests/sdk_python/test_query.py
index 5e790d44..8d5ba8d3 100644
--- a/e2e/tests/sdk_python/test_query.py
+++ b/e2e/tests/sdk_python/test_query.py
@@ -15,8 +15,8 @@
from typing import Any
import pytest
-
from bigrag import BigRAG, NotFoundError
+
from tests._helpers import unique_name
@@ -60,9 +60,7 @@ async def test_query_top_k_limits_result_count(
coll = await collection()
await document(coll["name"], fixture="sample.txt")
- response = await client.queries.query(
- coll["name"], {"query": "sample", "top_k": 1}
- )
+ response = await client.queries.query(coll["name"], {"query": "sample", "top_k": 1})
assert len(response["results"]) <= 1
@@ -135,9 +133,7 @@ async def test_query_empty_collection_returns_empty_results(
client = await sdk_client()
coll = await collection()
- response = await client.queries.query(
- coll["name"], {"query": "anything", "top_k": 5}
- )
+ response = await client.queries.query(coll["name"], {"query": "anything", "top_k": 5})
assert response["results"] == []
assert response["total"] == 0
@@ -203,9 +199,7 @@ async def test_query_unknown_collection_raises_not_found(
) -> None:
client = await sdk_client()
with pytest.raises(NotFoundError):
- await client.queries.query(
- unique_name("missing"), {"query": "x", "top_k": 1}
- )
+ await client.queries.query(unique_name("missing"), {"query": "x", "top_k": 1})
async def test_collection_client_query_wrapper(
diff --git a/sdks/python/src/bigrag/types/collections.py b/sdks/python/src/bigrag/types/collections.py
index 07f1dfb0..93132b9d 100644
--- a/sdks/python/src/bigrag/types/collections.py
+++ b/sdks/python/src/bigrag/types/collections.py
@@ -14,7 +14,6 @@ class Collection(TypedDict):
chunk_size: int
chunk_overlap: int
chunk_strategy: str
- index_type: str
tenant_field: str | None
has_metadata_schema: bool
document_count: int
@@ -58,7 +57,6 @@ class CreateCollectionBody(TypedDict):
chunk_size: NotRequired[int]
chunk_overlap: NotRequired[int]
chunk_strategy: NotRequired[str]
- index_type: NotRequired[str]
tenant_field: NotRequired[str]
metadata_schema: NotRequired[dict[str, Any]]
metadata: NotRequired[dict[str, Any]]
diff --git a/sdks/typescript/src/types/collections.ts b/sdks/typescript/src/types/collections.ts
index e86a0342..af05fd2f 100644
--- a/sdks/typescript/src/types/collections.ts
+++ b/sdks/typescript/src/types/collections.ts
@@ -7,7 +7,6 @@ export interface Collection {
chunk_size: number;
chunk_overlap: number;
chunk_strategy: string;
- index_type: string;
tenant_field: string | null;
has_metadata_schema: boolean;
document_count: number;
@@ -58,7 +57,6 @@ export interface CreateCollectionBody {
chunk_size?: number;
chunk_overlap?: number;
chunk_strategy?: "paragraph" | "recursive";
- index_type?: "HNSW";
tenant_field?: string;
metadata_schema?: Record;
metadata?: Record;
diff --git a/website/content/docs/admin-ui.mdx b/website/content/docs/admin-ui.mdx
index 48061fdf..6ba70afd 100644
--- a/website/content/docs/admin-ui.mdx
+++ b/website/content/docs/admin-ui.mdx
@@ -1,6 +1,6 @@
---
title: Admin UI
-description: Setup, collections, chat, connectors, API keys, usage, audit, webhooks, data storage, vector storage, backups, and settings.
+description: Setup, collections, chat, connectors, API keys, usage, audit, webhooks, data storage, backups, and settings.
---
import { Callout } from "fumadocs-ui/components/callout";
@@ -39,7 +39,7 @@ For cross-site production deployments, enable secure session cookies and usually
| `/collections/[name]/connectors` | Redirects to the first available collection connector from the provider catalog. |
| `/collections/[name]/connectors/google-drive` | Browse Google Drive, sync selected files/folders, monitor Drive sync progress, trigger manual resync, and manage sync schedules. Source creation and manual sync are disabled when the worker is offline. |
| `/collections/[name]/search` | Query tester scoped to the collection — bounded requests, cancel/retry states, result metadata, document filenames, and chunk deep links. |
-| `/collections/[name]/settings` | Edit description, metadata, metadata schema, reranking, chunking, default query params, and collection vector migration. |
+| `/collections/[name]/settings` | Edit description, metadata, metadata schema, reranking, chunking, and default query params. |
| `/chat` | Browser-local playground chat UI; retrieve from one collection, stream cited answers, render safe markdown, and keep local sessions across reloads. |
| `/models` | Manage [embedding presets](/docs/api-reference/embedding-presets), including provider connection tests and OpenAI-compatible base URLs, plus fallback embedding, retrieval, and chat model settings. |
| `/mcp` | Mint, scope, rotate, and revoke [MCP server](/docs/api-reference/mcp-servers) credentials for Claude Desktop / Cursor / custom MCP clients. |
@@ -51,13 +51,12 @@ For cross-site production deployments, enable secure session cookies and usually
| `/connectors` | Browse the provider catalog, configure connector credentials, and review account state. |
| `/backups` | Configure readable backup storage, start full-instance exports, and monitor backup history. Backup starts are disabled when the worker heartbeat is offline or no bucket is configured. |
| `/data-storage` | Configure uploaded source-file storage for local disk or S3-compatible object stores. |
-| `/vector-storage` | Review vector provider health and per-collection routing/stats, configure Qdrant and turbopuffer connection settings, and migrate collections between configured providers. |
| `/settings` | Operator-console settings workspace for account, platform, and data sections. |
| `/evals` | Run golden-set retrieval evaluations. |
Unknown admin routes render the built-in 404 screen with links back to overview and collections. Unexpected route render failures use the admin 500 screen with a retry action, overview fallback, and a readable error-details panel showing the boundary error message, cause, and digest when available.
-The sidebar is grouped by operator task: Workspace for day-to-day retrieval surfaces, Interfaces for client and integration entry points, Observability for logs and spend, and Administration for backup, data storage, vector storage, and instance settings. Member accounts only see groups that still contain at least one available destination. Standard admin pages share one centered dashboard body width so page headers, tabs, and primary panels align across routes; shared tabs rely on the page stack gap so spacing above and below the tab row stays even. The desktop sidebar keeps matching top and bottom insets so it reads as a floating surface, while page scroll areas still keep their own bottom edge available so footer actions are not clipped by a reserved app gutter. The footer account menu opens almost as wide as the sidebar footer trigger, with a small horizontal inset.
+The sidebar is grouped by operator task: Workspace for day-to-day retrieval surfaces, Interfaces for client and integration entry points, Observability for logs and spend, and Administration for backup, data storage, and instance settings. Member accounts only see groups that still contain at least one available destination. Standard admin pages share one centered dashboard body width so page headers, tabs, and primary panels align across routes; shared tabs rely on the page stack gap so spacing above and below the tab row stays even. The desktop sidebar keeps matching top and bottom insets so it reads as a floating surface, while page scroll areas still keep their own bottom edge available so footer actions are not clipped by a reserved app gutter. The footer account menu opens almost as wide as the sidebar footer trigger, with a small horizontal inset.
## Settings sections
@@ -65,22 +64,20 @@ The `/models` page owns reusable embedding presets and runtime model settings. `
The `/connectors` page renders provider tabs above the selected provider setup panel. It owns provider credentials and account state through `GET /v1/admin/connectors/{provider}`, `GET /v1/connectors/{provider}/account`, `PUT /v1/admin/connectors/{provider}`, and `POST /v1/connectors/{provider}/disconnect`. The collection connector pages read from the same provider catalog while staying scoped to browsing, source selection, sync schedules, and sync-job progress.
-The `/backups` page renders backup destination settings directly above export controls backed by `GET /v1/admin/backups`, `GET /v1/admin/realtime/backups`, and `POST /v1/admin/backups` so backup operations stay out of the general Settings workspace. Backup starts are rejected while a vector migration is pending, running, or canceling. Usage, audit, data storage, and vector storage also live as first-class sidebar pages at `/usage`, `/audit`, `/data-storage`, and `/vector-storage`.
+The `/backups` page renders backup destination settings directly above export controls backed by `GET /v1/admin/backups`, `GET /v1/admin/realtime/backups`, and `POST /v1/admin/backups` so backup operations stay out of the general Settings workspace. Usage, audit, and data storage also live as first-class sidebar pages at `/usage`, `/audit`, and `/data-storage`.
The `/data-storage` page is a standalone runtime settings surface for uploaded source-file storage. It uses `GET /v1/admin/settings` and `PUT /v1/admin/settings` for local disk and S3-compatible object-store settings.
-The `/vector-storage` page is a standalone runtime settings surface for vector provider connection details. It separates Qdrant and turbopuffer into provider tabs and uses `GET /v1/admin/settings` and `PUT /v1/admin/settings`; vector migrations use `POST /v1/admin/vector-storage/migrations`, `GET /v1/admin/vector-storage/migrations`, `DELETE /v1/admin/vector-storage/migrations/{migration_id}`, and `GET /v1/admin/realtime/vector-migrations`. A migration pauses writes, copies existing vectors, switches the collection, and deletes old source vectors after cutover. Stop-and-delete remains available while the migration maintenance lock is active.
-
The settings page is a compact task-oriented workspace:
- **Top tab control** for Account, Health, Security, and Data — no nested settings sidebar; each tab opens directly into its area without a repeated section heading.
- **Stacked layout** — settings content is stacked sequentially rather than split into desktop columns. Common controls appear first; raw setting keys and source metadata stay inside Advanced controls; each runtime panel keeps its guidance plus Save action together in the panel footer.
- **Security tab** focuses on trusted-proxy handling, outbound URL policy, and embedding-cache posture. CORS origins and session-cookie deployment controls stay in deployment config and the instance settings API.
-- **Data tab** covers ingestion, queue, retention, and webhook runtime settings after file storage moved to `/data-storage`.
+- **Data tab** covers Turbopuffer, ingestion, queue, retention, and webhook runtime settings after file storage moved to `/data-storage`.
- **Placeholders** — empty controls show default or example values so unset settings remain readable.
-- **Validation** — saving probes applicable storage, backup, and vector targets before persistence.
+- **Validation** — saving probes applicable storage, backup, and Turbopuffer targets before persistence.
-Settings only accepts current tab values: `/settings?tab=account`, `/settings?tab=health`, `/settings?tab=security`, and `/settings?tab=data`. Backups, usage, audit, connectors, models, evals, data storage, and vector storage are standalone routes rather than Settings deep-link redirects.
+Settings only accepts current tab values: `/settings?tab=account`, `/settings?tab=health`, `/settings?tab=security`, and `/settings?tab=data`. Backups, usage, audit, connectors, models, evals, and data storage are standalone routes rather than Settings deep-link redirects.
| Group | Section | Reads from | Writes to |
|-------|---------|-----------|-----------|
From 2d99d80149370444a77ba12aba9a84b2beb8b005 Mon Sep 17 00:00:00 2001
From: Bigint <69431456+bigint@users.noreply.github.com>
Date: Thu, 21 May 2026 23:20:08 +0530
Subject: [PATCH 6/9] Use Turbopuffer SDK and remove Qdrant env example
---
.env.example | 1 -
.../services/vector_store/turbopuffer.py | 79 +--
api/pyproject.toml | 3 +-
api/uv.lock | 611 ++++++++++++++++++
.../content/docs/concepts/architecture.mdx | 5 +
5 files changed, 661 insertions(+), 38 deletions(-)
diff --git a/.env.example b/.env.example
index 7ad0363e..cb643ae2 100644
--- a/.env.example
+++ b/.env.example
@@ -24,7 +24,6 @@ BIGRAG_MASTER_KEY=
# Override only when the backing services are not running on local defaults.
# BIGRAG_DATABASE_URL=postgres://bigrag:bigrag@localhost:5432/bigrag?sslmode=disable
-# BIGRAG_QDRANT_URL=http://localhost:6333
# BIGRAG_REDIS_URL=redis://localhost:6379/0
# Optional Redis password for docker-compose production runs.
diff --git a/api/bigrag/services/vector_store/turbopuffer.py b/api/bigrag/services/vector_store/turbopuffer.py
index aa30e01f..76ab3608 100644
--- a/api/bigrag/services/vector_store/turbopuffer.py
+++ b/api/bigrag/services/vector_store/turbopuffer.py
@@ -2,7 +2,7 @@
from typing import Any
-import httpx
+from turbopuffer import AsyncTurbopuffer, NotFoundError
from bigrag.logging import get_logger
from bigrag.services._retrieval_filters import FilterCondition, FilterExpression
@@ -20,7 +20,7 @@
_EXPORT_PAGE_SIZE = 10000
-def _to_turbopuffer_filter(filters: FilterExpression | None) -> list | None:
+def _to_turbopuffer_filter(filters: FilterExpression | None) -> tuple | None:
if filters is None:
return None
clauses = [_to_turbopuffer_condition(condition) for condition in filters.conditions]
@@ -28,10 +28,10 @@ def _to_turbopuffer_filter(filters: FilterExpression | None) -> list | None:
return None
if len(clauses) == 1:
return clauses[0]
- return ["And", clauses]
+ return ("And", tuple(clauses))
-def _to_turbopuffer_condition(condition: FilterCondition) -> list:
+def _to_turbopuffer_condition(condition: FilterCondition) -> tuple:
field = _PUBLIC_ID_FIELD if condition.field == "id" else condition.field
op = {
"eq": "Eq",
@@ -42,7 +42,7 @@ def _to_turbopuffer_condition(condition: FilterCondition) -> list:
"lte": "Lte",
"in": "In",
}[condition.operator]
- return [field, op, condition.value]
+ return (field, op, condition.value)
def _schema(dimension: int) -> dict:
@@ -65,6 +65,16 @@ def _row_payload(row: dict) -> dict:
return payload
+def _response_row(row: Any) -> dict:
+ if isinstance(row, dict):
+ return row
+ if hasattr(row, "to_dict"):
+ return row.to_dict()
+ if hasattr(row, "model_dump"):
+ return row.model_dump(mode="json", by_alias=True)
+ return dict(row)
+
+
class TurbopufferVectorStore:
def __init__(
self,
@@ -78,25 +88,35 @@ def __init__(
self.region = region
self.prefix = namespace_prefix or "bigrag_"
self.base_url = base_url.rstrip("/") if base_url else None
- self.client: httpx.AsyncClient | None = None
+ self.client: AsyncTurbopuffer | None = None
def connect(self) -> None:
if not self.api_key:
raise RuntimeError("turbopuffer API key is not configured")
- self.client = httpx.AsyncClient(
- base_url=self.base_url or f"https://{self.region}.turbopuffer.com",
- headers={"Authorization": f"Bearer {self.api_key}"},
+ kwargs: dict[str, Any] = {
+ "api_key": self.api_key,
+ }
+ if self.base_url:
+ kwargs["base_url"] = self.base_url
+ else:
+ kwargs["region"] = self.region
+ self.client = AsyncTurbopuffer(
+ **kwargs,
+ max_retries=2,
timeout=30,
)
logger.info("connected to turbopuffer", region=self.region, base_url=self.base_url)
- def _client(self) -> httpx.AsyncClient:
+ def _client(self) -> AsyncTurbopuffer:
if self.client is None:
self.connect()
if self.client is None:
raise RuntimeError("turbopuffer client is not connected")
return self.client
+ def _namespace_client(self, name: str):
+ return self._client().namespace(self._namespace(name))
+
def _namespace(self, name: str) -> str:
return _backend_name(self.prefix, name)
@@ -105,13 +125,12 @@ def _point_id(self, collection: str, value: str) -> str:
async def close(self) -> None:
if self.client is not None:
- await self.client.aclose()
+ await self.client.close()
self.client = None
async def health_check(self) -> None:
- client = self._client()
- response = await client.get("/v1/namespaces")
- response.raise_for_status()
+ async for _ in self._client().namespaces(prefix=self.prefix, page_size=1):
+ break
async def create_collection(
self,
@@ -122,11 +141,10 @@ async def create_collection(
await self.health_check()
async def delete_collection(self, name: str) -> None:
- client = self._client()
- response = await client.delete(f"/v2/namespaces/{self._namespace(name)}")
- if response.status_code == 404:
+ try:
+ await self._namespace_client(name).delete_all()
+ except NotFoundError:
return
- response.raise_for_status()
async def insert(
self,
@@ -167,10 +185,10 @@ async def insert(
return len(rows)
async def _write(self, collection: str, payload: dict) -> dict:
- client = self._client()
- response = await client.post(f"/v2/namespaces/{self._namespace(collection)}", json=payload)
- response.raise_for_status()
- return response.json() if response.content else {}
+ response = await self._namespace_client(collection).write(**payload)
+ if hasattr(response, "to_dict"):
+ return response.to_dict()
+ return {}
async def search(
self,
@@ -192,14 +210,8 @@ async def search(
turbo_filter = _to_turbopuffer_filter(filters)
if turbo_filter:
payload["filters"] = turbo_filter
- client = self._client()
- response = await client.post(
- f"/v2/namespaces/{self._namespace(collection)}/query",
- json=payload,
- )
- response.raise_for_status()
rows = []
- for row in response.json().get("rows", []):
+ for row in await self._query_rows(collection, payload):
point_id = str(row.get("id", ""))
distance = float(row.get("$dist", 0.0))
rows.append(_row_from_payload(point_id, max(0.0, 1.0 - distance), _row_payload(row)))
@@ -235,13 +247,8 @@ async def get_chunks(
return _chunk_rows_from_payloads([_row_payload(row) for row in rows], limit, offset)
async def _query_rows(self, collection: str, payload: dict) -> list[dict]:
- client = self._client()
- response = await client.post(
- f"/v2/namespaces/{self._namespace(collection)}/query",
- json=payload,
- )
- response.raise_for_status()
- return response.json().get("rows", [])
+ response = await self._namespace_client(collection).query(**payload)
+ return [_response_row(row) for row in response.rows]
async def delete_by_document(self, collection: str, document_id: str) -> None:
await self._write(collection, {"delete_by_filter": ["document_id", "Eq", document_id]})
diff --git a/api/pyproject.toml b/api/pyproject.toml
index cf6e33de..f07daee3 100644
--- a/api/pyproject.toml
+++ b/api/pyproject.toml
@@ -1,7 +1,7 @@
[project]
name = "bigrag"
version = "2026.4.30"
-description = "Self-hostable RAG platform with Docling ingestion and pluggable vector storage"
+description = "Self-hostable RAG platform with Docling ingestion and Turbopuffer vector storage"
license = "MIT"
requires-python = ">=3.12"
dependencies = [
@@ -29,6 +29,7 @@ dependencies = [
"mcp>=1.12.0,<2",
"tiktoken>=0.8.0,<1",
"dramatiq[redis]>=2.1.0,<3",
+ "turbopuffer>=2.1.0,<3",
]
[dependency-groups]
diff --git a/api/uv.lock b/api/uv.lock
index c55d2bb2..f0d0d161 100644
--- a/api/uv.lock
+++ b/api/uv.lock
@@ -31,6 +31,113 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/7e/46/02ac5e262d4af18054b3e922b2baedbb2a03289ee792162de60a865defc5/accelerate-1.13.0-py3-none-any.whl", hash = "sha256:cf1a3efb96c18f7b152eb0fa7490f3710b19c3f395699358f08decca2b8b62e0", size = 383744, upload-time = "2026-03-04T19:34:10.313Z" },
]
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.6.2"
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diff --git a/website/content/docs/concepts/architecture.mdx b/website/content/docs/concepts/architecture.mdx
index 33e701f9..c89eef45 100644
--- a/website/content/docs/concepts/architecture.mdx
+++ b/website/content/docs/concepts/architecture.mdx
@@ -29,6 +29,11 @@ bigRAG runs Postgres and Redis locally with `docker compose up`, while
Turbopuffer provides the vector and full-text search backend.
+The backend talks to Turbopuffer through the official Python client for
+namespace writes, deletes, health listing, vector queries, and BM25
+queries. The local e2e stack points that same client at the fake
+Turbopuffer service through `turbopuffer_base_url`.
+
The admin UI leans on TanStack Router's built-in route code splitting
instead of wrapping dashboard pages in extra `React.lazy` boundaries,
so each route transition pays for one route chunk, not a route chunk
From a63f1e574ce9b3fa08b93cd8e2a72dd23badd2e7 Mon Sep 17 00:00:00 2001
From: Bigint <69431456+bigint@users.noreply.github.com>
Date: Thu, 21 May 2026 23:24:34 +0530
Subject: [PATCH 7/9] chore: make turbopuffer runtime-configured
---
README.md | 8 +--
api/bigrag/config.py | 5 --
api/bigrag/services/jobs/runtime.py | 72 ++++++++++++++-----
api/bigrag/services/vector_store/facade.py | 8 +--
.../services/vector_store/turbopuffer.py | 4 +-
bigrag.toml | 5 --
dev.sh | 4 --
docker-compose.yml | 4 --
e2e/docker-compose.e2e.yml | 8 ---
website/content/docs/deployment/docker.mdx | 10 +--
.../content/docs/deployment/encryption.mdx | 2 +-
.../content/docs/deployment/production.mdx | 15 +---
website/content/docs/deployment/railway.mdx | 16 ++---
.../docs/getting-started/configuration.mdx | 11 +--
14 files changed, 72 insertions(+), 100 deletions(-)
diff --git a/README.md b/README.md
index bf07a538..e269dbf3 100644
--- a/README.md
+++ b/README.md
@@ -288,8 +288,8 @@ Full-workspace keys expose 8 tools — `list_collections`, `get_collection`, `ge
## Configuration
-Most settings use the `BIGRAG_` prefix as environment variables, or configure via `bigrag.toml`.
-Backend logging defaults to `debug` / `text` for local development. Use `BIGRAG_LOG_LEVEL=info` and `BIGRAG_LOG_FORMAT=json` for production log collection.
+Bootstrap settings use the `BIGRAG_` prefix as environment variables, or configure via `bigrag.toml`.
+Backend logging defaults to `debug` / `text` for local development. Use `BIGRAG_LOG_LEVEL=info` and `BIGRAG_LOG_FORMAT=json` for production log collection. Configure Turbopuffer from the admin UI; it is stored in Postgres with the other instance settings.
| Variable | Description | Default |
|----------|-------------|---------|
@@ -303,10 +303,6 @@ Backend logging defaults to `debug` / `text` for local development. Use `BIGRAG_
| `BIGRAG_DB_POOL_MIN` | Min Postgres pool size | `5` |
| `BIGRAG_DB_POOL_MAX` | Max Postgres pool size | `50` |
| `BIGRAG_MIGRATION_TIMEOUT_SECONDS` | Startup migration check timeout (`0` disables the timeout) | `60` |
-| `BIGRAG_TURBOPUFFER_API_KEY` | Turbopuffer API key | — |
-| `BIGRAG_TURBOPUFFER_REGION` | Turbopuffer region | `aws-us-east-1` |
-| `BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX` | Prefix prepended to Turbopuffer namespace names | `bigrag_` |
-| `BIGRAG_TURBOPUFFER_BASE_URL` | Optional Turbopuffer-compatible endpoint for local/e2e services | — |
| `BIGRAG_REDIS_URL` | Redis URL | `redis://localhost:6379/0` |
| `BIGRAG_ENV` | `dev` or `prod` (prod enables startup safety checks) | `dev` |
| `BIGRAG_TRUSTED_PROXIES` | JSON array of trusted proxy CIDRs used to honor `X-Forwarded-For` for audit and access logs | `[]` |
diff --git a/api/bigrag/config.py b/api/bigrag/config.py
index 5731b974..b8c81c3f 100644
--- a/api/bigrag/config.py
+++ b/api/bigrag/config.py
@@ -27,11 +27,6 @@ class Settings(BaseSettings):
db_pool_max: int = 50
migration_timeout_seconds: int = 60
- turbopuffer_api_key: str | None = None
- turbopuffer_base_url: str | None = None
- turbopuffer_region: str = "aws-us-east-1"
- turbopuffer_namespace_prefix: str = "bigrag_"
-
redis_url: str = "redis://localhost:6379/0"
master_key: str | None = None
diff --git a/api/bigrag/services/jobs/runtime.py b/api/bigrag/services/jobs/runtime.py
index 4214654d..e569385d 100644
--- a/api/bigrag/services/jobs/runtime.py
+++ b/api/bigrag/services/jobs/runtime.py
@@ -3,6 +3,7 @@
import asyncio
import os
from datetime import UTC, datetime
+from typing import Any
from bigrag import __version__
from bigrag import config as config_module
@@ -31,8 +32,16 @@
_initialized = False
_storage = None
_heartbeat_task: asyncio.Task | None = None
+_vector_store_settings: tuple[object, ...] | None = None
_HEARTBEAT_SECONDS = 30
_HEARTBEAT_TTL_SECONDS = 120
+_RUNTIME_SETTING_KEYS = (
+ "ingestion_workers",
+ "turbopuffer_api_key",
+ "turbopuffer_base_url",
+ "turbopuffer_namespace_prefix",
+ "turbopuffer_region",
+)
_DEFAULT_QUEUES = {
INGESTION_QUEUE,
CONNECTORS_QUEUE,
@@ -46,6 +55,7 @@ async def ensure_worker_runtime() -> None:
global _initialized, _storage
async with _lock:
if _initialized:
+ await _sync_runtime_settings()
await start_worker_heartbeat()
return
settings = config_module.settings
@@ -61,25 +71,9 @@ async def ensure_worker_runtime() -> None:
await run_migrations()
configure_logging(log_level=settings.log_level, log_format=settings.log_format)
logger.info("worker migrations complete")
- runtime = await runtime_settings.get_values(
- [
- "ingestion_workers",
- "turbopuffer_api_key",
- "turbopuffer_base_url",
- "turbopuffer_namespace_prefix",
- "turbopuffer_region",
- ]
- )
+ runtime = await runtime_settings.get_values(list(_RUNTIME_SETTING_KEYS))
logger.info("worker runtime settings loaded")
- vector_store.configure(
- turbopuffer_api_key=runtime["turbopuffer_api_key"],
- turbopuffer_base_url=runtime["turbopuffer_base_url"],
- turbopuffer_region=runtime["turbopuffer_region"],
- turbopuffer_namespace_prefix=runtime["turbopuffer_namespace_prefix"],
- )
- vector_store.connect()
- await vector_store.health_check()
- logger.info("worker vector store ready")
+ await _sync_vector_store(runtime)
_storage = await init_storage_from_runtime(upload_dir=settings.upload_dir)
await redis_cache.connect(settings.redis_url)
await event_bus.connect(settings.redis_url)
@@ -94,6 +88,48 @@ async def ensure_worker_runtime() -> None:
logger.info("worker ready")
+async def _sync_runtime_settings() -> None:
+ runtime = await runtime_settings.get_values(list(_RUNTIME_SETTING_KEYS))
+ ingestion_queue._num_workers = runtime["ingestion_workers"]
+ await _sync_vector_store(runtime)
+
+
+async def _sync_vector_store(runtime: dict[str, Any]) -> None:
+ global _vector_store_settings
+ settings = (
+ runtime["turbopuffer_api_key"],
+ runtime["turbopuffer_base_url"],
+ runtime["turbopuffer_namespace_prefix"],
+ runtime["turbopuffer_region"],
+ )
+ if settings == _vector_store_settings:
+ return
+ if _vector_store_settings is not None:
+ await vector_store.close()
+ vector_store.configure(
+ turbopuffer_api_key=runtime["turbopuffer_api_key"],
+ turbopuffer_base_url=runtime["turbopuffer_base_url"],
+ turbopuffer_region=runtime["turbopuffer_region"],
+ turbopuffer_namespace_prefix=runtime["turbopuffer_namespace_prefix"],
+ )
+ if runtime["turbopuffer_api_key"]:
+ try:
+ vector_store.connect()
+ await vector_store.health_check()
+ logger.info("worker vector store ready")
+ except Exception as exc:
+ logger.warning(
+ "worker vector store connection failed; worker will continue degraded",
+ provider="turbopuffer",
+ error_type=exc.__class__.__name__,
+ error=str(exc),
+ )
+ else:
+ logger.warning("worker vector store not configured", provider="turbopuffer")
+ _vector_store_settings = settings
+ ingestion_queue.bind_vector_store(vector_store)
+
+
async def record_worker_heartbeat() -> None:
redis = ingestion_queue.redis
if redis is not None:
diff --git a/api/bigrag/services/vector_store/facade.py b/api/bigrag/services/vector_store/facade.py
index 1271a52a..055e5fa3 100644
--- a/api/bigrag/services/vector_store/facade.py
+++ b/api/bigrag/services/vector_store/facade.py
@@ -5,7 +5,6 @@
from contextlib import asynccontextmanager
from typing import Any
-from bigrag.config import settings as _app_settings
from bigrag.services._retrieval_filters import FilterExpression
from bigrag.services.vector_store.base import VectorStoreBackend
from bigrag.services.vector_store.turbopuffer import TurbopufferVectorStore
@@ -13,12 +12,7 @@
class VectorStore:
def __init__(self) -> None:
- self._backend_instance: VectorStoreBackend = TurbopufferVectorStore(
- api_key=_app_settings.turbopuffer_api_key,
- region=_app_settings.turbopuffer_region,
- namespace_prefix=_app_settings.turbopuffer_namespace_prefix,
- base_url=_app_settings.turbopuffer_base_url,
- )
+ self._backend_instance: VectorStoreBackend = TurbopufferVectorStore()
self.client: Any | None = None
self._condition = asyncio.Condition()
self._active = 0
diff --git a/api/bigrag/services/vector_store/turbopuffer.py b/api/bigrag/services/vector_store/turbopuffer.py
index 76ab3608..0cfefd63 100644
--- a/api/bigrag/services/vector_store/turbopuffer.py
+++ b/api/bigrag/services/vector_store/turbopuffer.py
@@ -79,8 +79,8 @@ class TurbopufferVectorStore:
def __init__(
self,
*,
- api_key: str | None,
- region: str,
+ api_key: str | None = None,
+ region: str = "aws-us-east-1",
namespace_prefix: str = "bigrag_",
base_url: str | None = None,
) -> None:
diff --git a/bigrag.toml b/bigrag.toml
index 0a150487..0db76471 100644
--- a/bigrag.toml
+++ b/bigrag.toml
@@ -21,11 +21,6 @@
# db_pool_max = 50
# migration_timeout_seconds = 60
-# turbopuffer_api_key = "" # required for Turbopuffer-backed search
-# turbopuffer_region = "aws-us-east-1"
-# turbopuffer_namespace_prefix = "bigrag_"
-# turbopuffer_base_url = "" # optional Turbopuffer-compatible endpoint
-
# redis_url = "redis://localhost:6379/0"
# Encryption key for provider secrets at rest. Required in env=prod.
diff --git a/dev.sh b/dev.sh
index 467a7a19..9be28a5b 100755
--- a/dev.sh
+++ b/dev.sh
@@ -147,10 +147,6 @@ if [ "$START_BACKEND" = true ]; then
export BIGRAG_DATABASE_URL="$DATABASE_URL"
export BIGRAG_REDIS_URL="$REDIS_URL"
- export BIGRAG_TURBOPUFFER_API_KEY="${BIGRAG_TURBOPUFFER_API_KEY:-}"
- export BIGRAG_TURBOPUFFER_REGION="${BIGRAG_TURBOPUFFER_REGION:-aws-us-east-1}"
- export BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX="${BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX:-bigrag_}"
- export BIGRAG_TURBOPUFFER_BASE_URL="${BIGRAG_TURBOPUFFER_BASE_URL:-}"
export BIGRAG_MASTER_KEY="$DEV_MASTER_KEY"
export BIGRAG_CORS_ORIGINS="${BIGRAG_CORS_ORIGINS:-[\"http://localhost:3000\"]}"
export PYTHONUNBUFFERED=1
diff --git a/docker-compose.yml b/docker-compose.yml
index 4fdce40c..ff8801dc 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -2,10 +2,6 @@ x-bigrag-env: &bigrag-env
BIGRAG_ENV: "${BIGRAG_ENV:-dev}"
BIGRAG_DATABASE_URL: "postgres://${POSTGRES_USER:-bigrag}:${POSTGRES_PASSWORD:-bigrag}@postgres:5432/${POSTGRES_DB:-bigrag}?sslmode=disable"
BIGRAG_REDIS_URL: "${BIGRAG_REDIS_URL:-redis://redis:6379/0}"
- BIGRAG_TURBOPUFFER_API_KEY: "${BIGRAG_TURBOPUFFER_API_KEY:-}"
- BIGRAG_TURBOPUFFER_REGION: "${BIGRAG_TURBOPUFFER_REGION:-aws-us-east-1}"
- BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX: "${BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX:-bigrag_}"
- BIGRAG_TURBOPUFFER_BASE_URL: "${BIGRAG_TURBOPUFFER_BASE_URL:-}"
BIGRAG_MASTER_KEY: "${BIGRAG_MASTER_KEY:-}"
BIGRAG_MASTER_KEY_PREVIOUS: '${BIGRAG_MASTER_KEY_PREVIOUS:-[]}'
BIGRAG_SESSION_COOKIE_SECURE: "${BIGRAG_SESSION_COOKIE_SECURE:-false}"
diff --git a/e2e/docker-compose.e2e.yml b/e2e/docker-compose.e2e.yml
index 0c9b0b20..006c9628 100644
--- a/e2e/docker-compose.e2e.yml
+++ b/e2e/docker-compose.e2e.yml
@@ -24,10 +24,6 @@ services:
BIGRAG_CHAT_BASE_URL: http://fake-openai:9001/v1
BIGRAG_CHAT_API_KEY: e2e-fake-key
BIGRAG_ALLOW_PRIVATE_CHAT_BASE_URLS: "true"
- BIGRAG_TURBOPUFFER_API_KEY: e2e-fake-turbopuffer-key
- BIGRAG_TURBOPUFFER_REGION: e2e
- BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX: e2e_
- BIGRAG_TURBOPUFFER_BASE_URL: http://fake-turbopuffer:9002
BIGRAG_ALLOW_LOCAL_WEBHOOKS: "true"
BIGRAG_BACKUP_S3_BUCKET: bigrag-backups
BIGRAG_BACKUP_S3_ENDPOINT_URL: http://minio:9000
@@ -68,10 +64,6 @@ services:
BIGRAG_CHAT_BASE_URL: http://fake-openai:9001/v1
BIGRAG_CHAT_API_KEY: e2e-fake-key
BIGRAG_ALLOW_PRIVATE_CHAT_BASE_URLS: "true"
- BIGRAG_TURBOPUFFER_API_KEY: e2e-fake-turbopuffer-key
- BIGRAG_TURBOPUFFER_REGION: e2e
- BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX: e2e_
- BIGRAG_TURBOPUFFER_BASE_URL: http://fake-turbopuffer:9002
BIGRAG_ALLOW_LOCAL_WEBHOOKS: "true"
depends_on:
bigrag-api:
diff --git a/website/content/docs/deployment/docker.mdx b/website/content/docs/deployment/docker.mdx
index 293d43b8..726b2fd8 100644
--- a/website/content/docs/deployment/docker.mdx
+++ b/website/content/docs/deployment/docker.mdx
@@ -40,7 +40,7 @@ curl http://localhost:4000/health
## Docker Compose
-The default `docker-compose.yml` runs the API, worker, admin UI, Postgres, and Redis. Turbopuffer is configured through environment variables and does not run as a local Compose service. When hacking from a checkout, plain `docker compose up -d` builds local API and UI images. When deploying published images, set the image variables shown above and use `--no-build`.
+The default `docker-compose.yml` runs the API, worker, admin UI, Postgres, and Redis. Turbopuffer is configured from the admin UI and stored in Postgres; it does not run as a local Compose service. When hacking from a checkout, plain `docker compose up -d` builds local API and UI images. When deploying published images, set the image variables shown above and use `--no-build`.
```yaml
services:
@@ -53,10 +53,6 @@ services:
environment:
BIGRAG_ENV: "${BIGRAG_ENV:-dev}"
BIGRAG_DATABASE_URL: postgres://bigrag:bigrag@postgres:5432/bigrag?sslmode=disable
- BIGRAG_TURBOPUFFER_API_KEY: "${BIGRAG_TURBOPUFFER_API_KEY:-}"
- BIGRAG_TURBOPUFFER_REGION: "${BIGRAG_TURBOPUFFER_REGION:-aws-us-east-1}"
- BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX: "${BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX:-bigrag_}"
- BIGRAG_TURBOPUFFER_BASE_URL: "${BIGRAG_TURBOPUFFER_BASE_URL:-}"
BIGRAG_REDIS_URL: "${BIGRAG_REDIS_URL:-redis://redis:6379/0}"
BIGRAG_MASTER_KEY: "${BIGRAG_MASTER_KEY:-}"
BIGRAG_MASTER_KEY_PREVIOUS: '${BIGRAG_MASTER_KEY_PREVIOUS:-[]}'
@@ -87,10 +83,6 @@ services:
environment:
BIGRAG_ENV: "${BIGRAG_ENV:-dev}"
BIGRAG_DATABASE_URL: postgres://bigrag:bigrag@postgres:5432/bigrag?sslmode=disable
- BIGRAG_TURBOPUFFER_API_KEY: "${BIGRAG_TURBOPUFFER_API_KEY:-}"
- BIGRAG_TURBOPUFFER_REGION: "${BIGRAG_TURBOPUFFER_REGION:-aws-us-east-1}"
- BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX: "${BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX:-bigrag_}"
- BIGRAG_TURBOPUFFER_BASE_URL: "${BIGRAG_TURBOPUFFER_BASE_URL:-}"
BIGRAG_REDIS_URL: "${BIGRAG_REDIS_URL:-redis://redis:6379/0}"
BIGRAG_UPLOAD_DIR: /data/uploads
BIGRAG_MASTER_KEY: "${BIGRAG_MASTER_KEY:-}"
diff --git a/website/content/docs/deployment/encryption.mdx b/website/content/docs/deployment/encryption.mdx
index c54dc3c4..439139f9 100644
--- a/website/content/docs/deployment/encryption.mdx
+++ b/website/content/docs/deployment/encryption.mdx
@@ -60,7 +60,7 @@ bigRAG delegates the bulk of at-rest protection to your infrastructure. For a pr
### Turbopuffer
- Turbopuffer stores vectors, full-text fields, payload attributes, and indexes in its managed service. Select the production region deliberately and keep the API key scoped to the bigRAG service.
-- Store `BIGRAG_TURBOPUFFER_API_KEY` in your secrets manager, rotate it on the same cadence as other provider credentials, and restrict outbound network access where your platform allows it.
+- Save the Turbopuffer API key in the admin UI so it is encrypted in the `instance_settings` table with `BIGRAG_MASTER_KEY`. Rotate it on the same cadence as other provider credentials, and restrict outbound network access where your platform allows it.
### Redis
diff --git a/website/content/docs/deployment/production.mdx b/website/content/docs/deployment/production.mdx
index 36e53277..c9c97ec5 100644
--- a/website/content/docs/deployment/production.mdx
+++ b/website/content/docs/deployment/production.mdx
@@ -22,7 +22,7 @@ Tick these off before pointing real traffic at a bigRAG deployment:
proxies if bigRAG sits behind nginx, Caddy, Traefik, or a load balancer.
- [ ] Redis with `requirepass` set and `appendonly yes` persisted to
a mounted volume.
-- [ ] Turbopuffer API key and region configured for managed vector and full-text search.
+- [ ] Turbopuffer API key and region saved from the admin UI for managed vector and full-text search.
- [ ] Postgres warm-standby replica for failover.
- [ ] Backup strategy: configure readable S3/R2 backups from `/backups`,
protect that bucket as sensitive, and separately keep encrypted infrastructure
@@ -62,10 +62,6 @@ services:
environment:
BIGRAG_ENV: prod
BIGRAG_DATABASE_URL: postgres://bigrag:strongpassword@postgres:5432/bigrag
- BIGRAG_TURBOPUFFER_API_KEY: ${BIGRAG_TURBOPUFFER_API_KEY}
- BIGRAG_TURBOPUFFER_REGION: ${BIGRAG_TURBOPUFFER_REGION:-aws-us-east-1}
- BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX: ${BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX:-bigrag_}
- BIGRAG_TURBOPUFFER_BASE_URL: ${BIGRAG_TURBOPUFFER_BASE_URL:-}
BIGRAG_REDIS_URL: ${BIGRAG_REDIS_URL}
BIGRAG_HOST: 0.0.0.0
BIGRAG_MASTER_KEY: ${BIGRAG_MASTER_KEY}
@@ -103,10 +99,6 @@ services:
environment:
BIGRAG_ENV: prod
BIGRAG_DATABASE_URL: postgres://bigrag:strongpassword@postgres:5432/bigrag
- BIGRAG_TURBOPUFFER_API_KEY: ${BIGRAG_TURBOPUFFER_API_KEY}
- BIGRAG_TURBOPUFFER_REGION: ${BIGRAG_TURBOPUFFER_REGION:-aws-us-east-1}
- BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX: ${BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX:-bigrag_}
- BIGRAG_TURBOPUFFER_BASE_URL: ${BIGRAG_TURBOPUFFER_BASE_URL:-}
BIGRAG_REDIS_URL: ${BIGRAG_REDIS_URL}
BIGRAG_MASTER_KEY: ${BIGRAG_MASTER_KEY}
BIGRAG_MASTER_KEY_PREVIOUS: '${BIGRAG_MASTER_KEY_PREVIOUS:-[]}'
@@ -219,9 +211,6 @@ REDIS_PASSWORD=
BIGRAG_REDIS_URL=redis://:@redis:6379/0
BIGRAG_MASTER_KEY=
BIGRAG_ALLOW_PUBLIC_BIND_IN_PROD=true # required when the API image binds 0.0.0.0 in prod
-BIGRAG_TURBOPUFFER_API_KEY=
-BIGRAG_TURBOPUFFER_REGION=aws-us-east-1
-BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX=bigrag_
# Performance
BIGRAG_WORKERS=8 # Match CPU cores
@@ -342,7 +331,7 @@ File exceeds the max upload size. Increase `BIGRAG_MAX_UPLOAD_SIZE_MB`.
### `/health/ready` returns 503 but services are running
-The readiness endpoint also checks the embedding provider. If no collection has an `embedding_api_key` configured, it reports degraded status. Check `/health` first to confirm the server itself is running, then create a collection with a valid embedding key.
+The readiness endpoint also checks Turbopuffer and the embedding provider. Check `/health` first to confirm the server itself is running, then save Turbopuffer settings in the admin UI and create a collection with a valid embedding key.
### Document uploads fail with embedding errors
diff --git a/website/content/docs/deployment/railway.mdx b/website/content/docs/deployment/railway.mdx
index 8e11fc87..86dc59c1 100644
--- a/website/content/docs/deployment/railway.mdx
+++ b/website/content/docs/deployment/railway.mdx
@@ -14,7 +14,7 @@ This guide deploys the API, Dramatiq worker, admin UI, Postgres, and Redis in on
- **App** — admin UI, public domain.
- **Postgres 17** — Railway plugin, exposes `DATABASE_URL`.
- **Redis 7** — Railway plugin, exposes `REDIS_URL`.
-- **Turbopuffer** — managed vector and full-text search, configured with environment variables.
+- **Turbopuffer** — managed vector and full-text search, configured from the admin UI.
## Prerequisites
@@ -68,9 +68,6 @@ BIGRAG_LOG_LEVEL=info
BIGRAG_LOG_FORMAT=json
BIGRAG_DATABASE_URL=${{Postgres.DATABASE_URL}}
BIGRAG_REDIS_URL=${{Redis.REDIS_URL}}
-BIGRAG_TURBOPUFFER_API_KEY=
-BIGRAG_TURBOPUFFER_REGION=aws-us-east-1
-BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX=bigrag_
BIGRAG_EMBEDDING_API_KEY=
BIGRAG_MASTER_KEY=
BIGRAG_ALLOW_PUBLIC_BIND_IN_PROD=true
@@ -80,7 +77,7 @@ BIGRAG_CORS_ORIGINS=["https://${{App.RAILWAY_PUBLIC_DOMAIN}}"]
BIGRAG_UPLOAD_DIR=/data/uploads
```
-Use the Turbopuffer region closest to your Railway services and embedding provider.
+Save the Turbopuffer API key and region from the admin UI after setup.
## Worker
@@ -93,7 +90,7 @@ Use the Turbopuffer region closest to your Railway services and embedding provid
| Volume | same mounted upload volume path as API |
| Public domain | no |
-Use the same environment as `API`, including `BIGRAG_DATABASE_URL`, `BIGRAG_REDIS_URL`, `BIGRAG_TURBOPUFFER_API_KEY`, `BIGRAG_TURBOPUFFER_REGION`, `BIGRAG_MASTER_KEY`, and `BIGRAG_UPLOAD_DIR`.
+Use the same environment as `API`, including `BIGRAG_DATABASE_URL`, `BIGRAG_REDIS_URL`, `BIGRAG_MASTER_KEY`, and `BIGRAG_UPLOAD_DIR`.
## Generate the master key
@@ -110,12 +107,13 @@ Back the master key up immediately. It encrypts provider secrets, webhook secret
1. Wait for Postgres, Redis, API, Worker, and app services to deploy.
2. Open the admin UI public URL.
3. Complete `/setup` to create the first admin account.
-4. Create a collection and upload a small document.
-5. Check `/health/ready`; it should report `vector_store: true`.
+4. Save the Turbopuffer API key and region in the admin UI.
+5. Create a collection and upload a small document.
+6. Check `/health/ready`; it should report `vector_store: true`.
## Troubleshooting
-**`/health/ready` reports a degraded vector store.** Check `BIGRAG_TURBOPUFFER_API_KEY`, `BIGRAG_TURBOPUFFER_REGION`, and any outbound network restrictions, then redeploy the API and Worker services.
+**`/health/ready` reports a degraded vector store.** Check the Turbopuffer settings in the admin UI and any outbound network restrictions.
**API exits with `ImportError: Can't find Python file .../site-packages/alembic/env.py`.** Rebuild from the latest repo revision and clear Railway's build cache if it keeps reusing an old image. The API image bundles bigRAG's Alembic migration environment into the installed package; this error means the deployed image was built without that migration environment.
diff --git a/website/content/docs/getting-started/configuration.mdx b/website/content/docs/getting-started/configuration.mdx
index e73f630a..f1e09065 100644
--- a/website/content/docs/getting-started/configuration.mdx
+++ b/website/content/docs/getting-started/configuration.mdx
@@ -26,10 +26,6 @@ Bootstrap config is the small set of values the API needs before it can connect
| `BIGRAG_DB_POOL_MAX` | Maximum Postgres pool size. | `50` |
| `BIGRAG_MIGRATION_TIMEOUT_SECONDS` | Startup migration timeout. Set `0` to disable the timeout. | `60` |
| `BIGRAG_REDIS_URL` | Redis connection URL. | `redis://localhost:6379/0` |
-| `BIGRAG_TURBOPUFFER_API_KEY` | Turbopuffer API key for vector search. | — |
-| `BIGRAG_TURBOPUFFER_REGION` | Turbopuffer region. | `aws-us-east-1` |
-| `BIGRAG_TURBOPUFFER_NAMESPACE_PREFIX` | Prefix prepended to generated Turbopuffer namespace names. | `bigrag_` |
-| `BIGRAG_TURBOPUFFER_BASE_URL` | Optional Turbopuffer-compatible endpoint for local/e2e services. | — |
| `BIGRAG_MASTER_KEY` | Fernet key for encrypted provider secrets, instance-setting secrets, embedding-cache rows, and Redis cache payloads. Required for production. | — |
| `BIGRAG_MASTER_KEY_PREVIOUS` | JSON array of old Fernet keys during staged key rotation. | `[]` |
| `BIGRAG_UPLOAD_DIR` | Local document upload directory when storage backend is `local`. | `./data/uploads` |
@@ -56,9 +52,6 @@ workers = 1
database_url = "postgres://bigrag:change-me@postgres:5432/bigrag?sslmode=disable"
redis_url = "redis://redis:6379/0"
-turbopuffer_api_key = "tpuf_..."
-turbopuffer_region = "aws-us-east-1"
-turbopuffer_namespace_prefix = "bigrag_"
master_key = "generate-a-fernet-key"
master_key_previous = []
@@ -70,7 +63,7 @@ Environment variables override TOML values. CLI flags passed to `python -m bigra
## Runtime settings
-After the first admin account exists, go to `/settings` to manage platform runtime settings, `/data-storage` to manage uploaded source-file storage, and `/models` to manage model presets and model runtime settings. Turbopuffer is the vector backend for every collection. Runtime settings are stored in Postgres in the `instance_settings` table. Secret settings are encrypted with `BIGRAG_MASTER_KEY` and redacted on read.
+After the first admin account exists, go to `/settings` to manage platform runtime settings, `/data-storage` to manage uploaded source-file storage, and `/models` to manage model presets and model runtime settings. Turbopuffer is configured from the UI, is the vector backend for every collection, and is stored in Postgres in the `instance_settings` table. Secret settings are encrypted with `BIGRAG_MASTER_KEY` and redacted on read.
The same surface is available through [`/v1/admin/settings`](/docs/api-reference/instance-settings).
@@ -90,7 +83,7 @@ The UI uses the same compact top tab control and shared dashboard body width as
Database-backed admin settings apply immediately on save. Storage, backup, and Turbopuffer connection changes validate the new target before saving, then swap the runtime client in place where applicable.
-Legacy runtime environment variables are still read as initial defaults for compatibility, but enterprise installs should treat `/settings` as the control plane after bootstrap.
+Turbopuffer settings are not bootstrap environment variables. Save them from the admin UI so the API and worker read the same database-backed instance settings.
## CLI flags
From c367746b983b79747bba68704322a22c3b3603d0 Mon Sep 17 00:00:00 2001
From: Bigint <69431456+bigint@users.noreply.github.com>
Date: Thu, 21 May 2026 23:41:01 +0530
Subject: [PATCH 8/9] feat: add first-run provider onboarding
---
.../features/onboarding/onboarding-page.tsx | 176 ++++++++++++++++++
.../onboarding/onboarding-progress.tsx | 47 +++++
.../features/onboarding/onboarding-state.ts | 55 ++++++
.../onboarding/onboarding-step-panel.tsx | 85 +++++++++
.../features/onboarding/turbopuffer-form.tsx | 92 +++++++++
app/src/routeTree.gen.ts | 21 +++
app/src/routes/_auth.setup.tsx | 2 +-
app/src/routes/_dashboard.onboarding.tsx | 6 +
website/content/docs/admin-ui.mdx | 3 +-
.../docs/api-reference/authentication.mdx | 2 +-
.../docs/getting-started/configuration.mdx | 2 +-
.../docs/getting-started/quickstart.mdx | 8 +-
12 files changed, 494 insertions(+), 5 deletions(-)
create mode 100644 app/src/features/onboarding/onboarding-page.tsx
create mode 100644 app/src/features/onboarding/onboarding-progress.tsx
create mode 100644 app/src/features/onboarding/onboarding-state.ts
create mode 100644 app/src/features/onboarding/onboarding-step-panel.tsx
create mode 100644 app/src/features/onboarding/turbopuffer-form.tsx
create mode 100644 app/src/routes/_dashboard.onboarding.tsx
diff --git a/app/src/features/onboarding/onboarding-page.tsx b/app/src/features/onboarding/onboarding-page.tsx
new file mode 100644
index 00000000..9704c86d
--- /dev/null
+++ b/app/src/features/onboarding/onboarding-page.tsx
@@ -0,0 +1,176 @@
+import { useNavigate } from "@tanstack/react-router";
+import { CheckCircle2, Cpu, Database, Plus, TriangleAlert } from "lucide-react";
+import { useEffect, useState } from "react";
+import { toast } from "sonner";
+import { Badge } from "@/components/ui/badge";
+import { Button } from "@/components/ui/button";
+import { Page } from "@/components/ui/page";
+import { Spinner } from "@/components/ui/spinner";
+import { PresetForm } from "@/features/models/preset-form";
+import { ProgressPanel } from "@/features/onboarding/onboarding-progress";
+import {
+ canSaveTurbopufferDraft,
+ hasTurbopufferApiKey,
+ type TurbopufferDraft,
+ turbopufferDraftFromSettings,
+ turbopufferSettingsBody,
+} from "@/features/onboarding/onboarding-state";
+import { PresetSummary, StepPanel } from "@/features/onboarding/onboarding-step-panel";
+import { TurbopufferForm } from "@/features/onboarding/turbopuffer-form";
+import { useEmbeddingPresets } from "@/hooks/use-embedding-presets";
+import { useInstanceSettings, useUpdateInstanceSettings } from "@/hooks/use-instance-settings";
+
+export const OnboardingPage = () => {
+ const navigate = useNavigate();
+ const presets = useEmbeddingPresets();
+ const settings = useInstanceSettings();
+ const saveSettings = useUpdateInstanceSettings();
+ const [presetOpen, setPresetOpen] = useState(false);
+ const [turbopufferSkipped, setTurbopufferSkipped] = useState(false);
+ const [draft, setDraft] = useState(() =>
+ turbopufferDraftFromSettings(undefined),
+ );
+
+ useEffect(() => {
+ if (settings.data) setDraft(turbopufferDraftFromSettings(settings.data));
+ }, [settings.data]);
+
+ const presetList = presets.data?.presets ?? [];
+ const firstPreset = presetList[0];
+ const embeddingComplete = presetList.length > 0;
+ const turbopufferComplete = hasTurbopufferApiKey(settings.data);
+ const canSaveTurbopuffer = canSaveTurbopufferDraft(draft, turbopufferComplete);
+ const loading = presets.isPending || settings.isPending;
+ const error = presets.error ?? settings.error;
+
+ const saveTurbopuffer = async () => {
+ if (!canSaveTurbopuffer) {
+ toast.error("Add a Turbopuffer API key or skip this step");
+ return;
+ }
+ try {
+ await saveSettings.mutateAsync({
+ values: turbopufferSettingsBody(draft, turbopufferComplete),
+ });
+ setTurbopufferSkipped(false);
+ } catch {}
+ };
+
+ const finish = () => {
+ if (!embeddingComplete) return;
+ navigate({ to: "/overview", replace: true });
+ };
+
+ if (loading) {
+ return (
+
+
+
+ );
+ }
+
+ if (error) {
+ return (
+
+
+
+
+
+
Onboarding unavailable
+
+ {error instanceof Error ? error.message : "Could not load setup state."}
+
+
+
+
+
+
+ {embeddingComplete && firstPreset ? (
+
+ ) : (
+
+
+ Create one verified embedding preset. Collections can reuse it when they are
+ created.
+
+
+
+
+
+
+
+ {
+ setTurbopufferSkipped(true);
+ toast.message("Turbopuffer skipped for now");
+ }}
+ pending={saveSettings.isPending}
+ saveDisabled={!canSaveTurbopuffer}
+ skipped={turbopufferSkipped}
+ />
+
+
+
+
+
+ {label}
+
+ {complete ? "done" : required ? "required" : "optional"}
+
+
+);
diff --git a/app/src/features/onboarding/onboarding-state.ts b/app/src/features/onboarding/onboarding-state.ts
new file mode 100644
index 00000000..3be794cb
--- /dev/null
+++ b/app/src/features/onboarding/onboarding-state.ts
@@ -0,0 +1,55 @@
+import type { InstanceSettingsResponse } from "@/types/bigrag";
+
+export type TurbopufferDraft = {
+ apiKey: string;
+ baseUrl: string;
+ namespacePrefix: string;
+ region: string;
+};
+
+export const DEFAULT_TURBOPUFFER_REGION = "aws-us-east-1";
+export const DEFAULT_TURBOPUFFER_NAMESPACE_PREFIX = "bigrag_";
+
+const settingString = (
+ settings: InstanceSettingsResponse | undefined,
+ key: string,
+ fallback: string,
+) => {
+ const value = settings?.values[key]?.value;
+ return typeof value === "string" ? value : fallback;
+};
+
+export const turbopufferDraftFromSettings = (
+ settings: InstanceSettingsResponse | undefined,
+): TurbopufferDraft => ({
+ apiKey: "",
+ baseUrl: settingString(settings, "turbopuffer_base_url", ""),
+ namespacePrefix: settingString(
+ settings,
+ "turbopuffer_namespace_prefix",
+ DEFAULT_TURBOPUFFER_NAMESPACE_PREFIX,
+ ),
+ region: settingString(settings, "turbopuffer_region", DEFAULT_TURBOPUFFER_REGION),
+});
+
+export const hasTurbopufferApiKey = (settings: InstanceSettingsResponse | undefined) =>
+ Boolean(settings?.values.turbopuffer_api_key?.has_value);
+
+export const canSaveTurbopufferDraft = (draft: TurbopufferDraft, hasSavedKey: boolean) =>
+ hasSavedKey || Boolean(draft.apiKey.trim());
+
+export const turbopufferSettingsBody = (
+ draft: TurbopufferDraft,
+ hasSavedKey: boolean,
+): Record => {
+ const values: Record = {
+ turbopuffer_base_url: draft.baseUrl.trim() || null,
+ turbopuffer_namespace_prefix:
+ draft.namespacePrefix.trim() || DEFAULT_TURBOPUFFER_NAMESPACE_PREFIX,
+ turbopuffer_region: draft.region.trim() || DEFAULT_TURBOPUFFER_REGION,
+ };
+ if (!hasSavedKey || draft.apiKey.trim()) {
+ values.turbopuffer_api_key = draft.apiKey.trim();
+ }
+ return values;
+};
diff --git a/app/src/features/onboarding/onboarding-step-panel.tsx b/app/src/features/onboarding/onboarding-step-panel.tsx
new file mode 100644
index 00000000..74d9444d
--- /dev/null
+++ b/app/src/features/onboarding/onboarding-step-panel.tsx
@@ -0,0 +1,85 @@
+import { CheckCircle2, type LucideIcon } from "lucide-react";
+import type { ReactNode } from "react";
+import { Badge } from "@/components/ui/badge";
+import { cn } from "@/lib/cn";
+import type { EmbeddingPreset } from "@/types/bigrag";
+
+type StepPanelProps = {
+ readonly active: boolean;
+ readonly children: ReactNode;
+ readonly complete: boolean;
+ readonly icon: LucideIcon;
+ readonly index: number;
+ readonly optional?: boolean;
+ readonly title: string;
+};
+
+export const StepPanel = ({
+ active,
+ children,
+ complete,
+ icon: Icon,
+ index,
+ optional = false,
+ title,
+}: StepPanelProps) => (
+
+);
+
+export const PresetSummary = ({
+ preset,
+ total,
+}: {
+ readonly preset: EmbeddingPreset;
+ readonly total: number;
+}) => (
+
+
+
{preset.name}
+
+ {preset.provider}
+ {preset.model}
+ {preset.dimension}d
+
+
+
+
+ {preset.has_api_key ? "key set" : "key missing"}
+
+ {total > 1 && {total} presets}
+
+
+
+
+### Complete provider onboarding
+
+In the admin UI, finish `/onboarding` by adding one embedding preset. Turbopuffer can be saved there too, or skipped and configured later from the runtime settings API.
From a7557b72d841987049900c78590c9c57baf94367 Mon Sep 17 00:00:00 2001
From: Bigint <69431456+bigint@users.noreply.github.com>
Date: Thu, 21 May 2026 23:55:04 +0530
Subject: [PATCH 9/9] fix: make e2e wait for api liveness
---
api/bigrag/services/maintenance.py | 1 -
e2e/Makefile | 18 +++++++++++++-----
e2e/README.md | 7 ++++++-
website/content/docs/development/testing.mdx | 2 +-
4 files changed, 20 insertions(+), 8 deletions(-)
diff --git a/api/bigrag/services/maintenance.py b/api/bigrag/services/maintenance.py
index e5a57a58..08e6fb55 100644
--- a/api/bigrag/services/maintenance.py
+++ b/api/bigrag/services/maintenance.py
@@ -11,7 +11,6 @@
MAINTENANCE_LOCK_NAME = "maintenance"
BACKUP_LOCK_NAME = MAINTENANCE_LOCK_NAME
-VECTOR_MIGRATION_LOCK_NAME = MAINTENANCE_LOCK_NAME
class MaintenanceActiveError(RuntimeError):
diff --git a/e2e/Makefile b/e2e/Makefile
index 13320a15..a86036b5 100644
--- a/e2e/Makefile
+++ b/e2e/Makefile
@@ -3,6 +3,7 @@
E2E_PROJECT ?= bigrag-e2e
COMPOSE = docker compose -p $(E2E_PROJECT) -f ../docker-compose.yml -f docker-compose.e2e.yml
API_BASE ?= http://localhost:4000
+API_LIVENESS ?= $(API_BASE)/health
E2E_SERVICES = bigrag-api bigrag-worker fake-openai fake-turbopuffer webhook-sink minio
up:
@@ -10,14 +11,14 @@ up:
$(MAKE) wait-ready
wait-ready:
- @echo "Waiting for $(API_BASE)/health/ready ..."
+ @echo "Waiting for $(API_LIVENESS) ..."
@for i in $$(seq 1 60); do \
- if curl -fsS $(API_BASE)/health/ready >/dev/null 2>&1; then \
+ if curl -fsS $(API_LIVENESS) >/dev/null 2>&1; then \
echo "ready"; exit 0; \
fi; \
sleep 2; \
done; \
- echo "timed out waiting for /health/ready"; exit 1
+ echo "timed out waiting for $(API_LIVENESS)"; exit 1
down:
$(COMPOSE) down -v
@@ -41,13 +42,20 @@ test-sdk-ts:
test: test-api test-sdk-py test-sdk-ts
e2e:
- $(MAKE) up
+ @if ! $(MAKE) up; then \
+ echo "=== bigrag-api logs (last 1000 lines) ==="; \
+ $(COMPOSE) logs --tail=1000 bigrag-api || true; \
+ echo "=== bigrag-worker logs (last 1000 lines) ==="; \
+ $(COMPOSE) logs --tail=1000 bigrag-worker || true; \
+ $(COMPOSE) down -v || true; \
+ exit 1; \
+ fi
@if ! $(MAKE) test; then \
echo "=== bigrag-api logs (last 1000 lines) ==="; \
$(COMPOSE) logs --tail=1000 bigrag-api || true; \
echo "=== bigrag-worker logs (last 1000 lines) ==="; \
$(COMPOSE) logs --tail=1000 bigrag-worker || true; \
- $(MAKE) down; \
+ $(COMPOSE) down -v || true; \
exit 1; \
fi
$(MAKE) down
diff --git a/e2e/README.md b/e2e/README.md
index d20c3abf..13a4881c 100644
--- a/e2e/README.md
+++ b/e2e/README.md
@@ -31,7 +31,7 @@ make e2e # up, test, down
| Target | What it does |
|--------------------|--------------------------------------------------------------------|
-| `make up` | Brings up the API/SDK e2e compose stack and waits for `/health/ready` |
+| `make up` | Brings up the API/SDK e2e compose stack and waits for `/health` |
| `make down` | Tears down the stack and removes volumes |
| `make logs` | Tails compose logs |
| `make install` | `uv sync` + `pnpm install` |
@@ -45,6 +45,11 @@ The Makefile uses the `bigrag-e2e` Docker Compose project. Its `down` target
removes e2e volumes only and does not remove the default `bigrag` dev volumes
used by `./dev.sh`.
+`make up` waits for API liveness on `/health`. The pytest admin fixture then
+creates the first admin when needed and seeds e2e runtime settings for
+`fake-openai`, `fake-turbopuffer`, and `webhook-sink` before tests that need
+configured providers run.
+
## Architecture
```
diff --git a/website/content/docs/development/testing.mdx b/website/content/docs/development/testing.mdx
index fa3c3c3f..14cf850d 100644
--- a/website/content/docs/development/testing.mdx
+++ b/website/content/docs/development/testing.mdx
@@ -37,4 +37,4 @@ The E2E workflow uses the local fake OpenAI service only. There is no maintained
The `e2e/` workspace contains API pytest coverage, Python SDK contract tests, and TypeScript SDK Vitest coverage. It intentionally does not include Playwright or other UI browser tests.
-The local `e2e/Makefile` runs Docker Compose under the `bigrag-e2e` project name. `make down` removes that isolated e2e stack and its volumes without deleting the default `bigrag` dev volumes used by `./dev.sh`.
+The local `e2e/Makefile` runs Docker Compose under the `bigrag-e2e` project name. `make up` waits for API liveness on `/health`; pytest then creates the first admin when needed and seeds fake-provider runtime settings before provider-dependent tests run. `make down` removes that isolated e2e stack and its volumes without deleting the default `bigrag` dev volumes used by `./dev.sh`.