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  "title": "Migrating Rockbox Search to Typesense",
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              "plaintext": "Indexes were stored on the filesystem under ~/.config/rockbox.org/indexes/ using Tantivy's MmapDirectory. Each entity type had its own schema definition, and search queries ran against these local indexes synchronously inside the Rockbox server process."
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              "plaintext": "| Field | Type | Notes |"
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          },
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            "block": {
              "$type": "pub.leaflet.blocks.header",
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              "plaintext": "Data Flow"
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          },
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            "block": {
              "$type": "pub.leaflet.blocks.header",
              "level": 3,
              "plaintext": "Library scan and indexing"
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          },
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            "block": {
              "$type": "pub.leaflet.blocks.text",
              "plaintext": "When Rockbox scans your music library it:"
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          },
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            "$type": "pub.leaflet.pages.linearDocument#block",
            "block": {
              "$type": "pub.leaflet.blocks.orderedList",
              "children": [
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                  "$type": "pub.leaflet.blocks.orderedList#listItem",
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                    "$type": "pub.leaflet.blocks.text",
                    "plaintext": "Walks the music directory recursively looking for supported audio formats (mp3, flac, ogg, m4a, aac, wav, wv, mpc, aiff, opus, ape, wma, and more)."
                  }
                },
                {
                  "$type": "pub.leaflet.blocks.orderedList#listItem",
                  "content": {
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                {
                  "$type": "pub.leaflet.blocks.orderedList#listItem",
                  "content": {
                    "$type": "pub.leaflet.blocks.text",
                    "plaintext": "Persists everything to a local SQLite database."
                  }
                },
                {
                  "$type": "pub.leaflet.blocks.orderedList#listItem",
                  "content": {
                    "$type": "pub.leaflet.blocks.text",
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              "startIndex": 1
            }
          },
          {
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              "$type": "pub.leaflet.blocks.text",
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            "block": {
              "$type": "pub.leaflet.blocks.code",
              "language": "plaintext",
              "plaintext": "\nPOST /collections/{collection}/documents/import?action=upsert\n\nX-TYPESENSE-API-KEY: <key>\n\n"
            }
          },
          {
            "$type": "pub.leaflet.pages.linearDocument#block",
            "block": {
              "$type": "pub.leaflet.blocks.text",
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          },
          {
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            "block": {
              "$type": "pub.leaflet.blocks.text",
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            "block": {
              "$type": "pub.leaflet.blocks.header",
              "level": 3,
              "plaintext": "Search queries"
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          },
          {
            "$type": "pub.leaflet.pages.linearDocument#block",
            "block": {
              "$type": "pub.leaflet.blocks.text",
              "plaintext": "The HTTP search handler sits at:"
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              "$type": "pub.leaflet.blocks.code",
              "language": "plaintext",
              "plaintext": "\nGET /search?q={query}\n\n"
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          },
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              "plaintext": "It fans out to three parallel Typesense requests, one per collection, using query_by=title,artist,album,path for tracks, query_by=title,artist,label for albums, and query_by=name for artists. The responses are merged and returned as a single JSON payload:"
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            "block": {
              "$type": "pub.leaflet.blocks.code",
              "language": "json",
              "plaintext": "\n{\n  \"tracks\": [...],\n  \"albums\": [...],\n  \"artists\": [...]\n}\n\n"
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          },
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              "plaintext": "The same data is also available through the GraphQL API as a SearchResults type with tracks, albums, artists, liked_tracks, and liked_albums fields."
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          },
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            "block": {
              "$type": "pub.leaflet.blocks.text",
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            "block": {
              "$type": "pub.leaflet.blocks.header",
              "level": 2,
              "plaintext": "What Changed in the Client"
            }
          },
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              "$type": "pub.leaflet.blocks.text",
              "facets": [
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                  "features": [
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                      "$type": "pub.leaflet.richtext.facet#bold"
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                }
              ],
              "plaintext": "The most visible sign of the improvement is what we were able to remove from the macOS app. With Tantivy, searches were slow enough to require explicit loading UI:"
            }
          },
          {
            "$type": "pub.leaflet.pages.linearDocument#block",
            "block": {
              "$type": "pub.leaflet.blocks.code",
              "language": "swift",
              "plaintext": "\n// Before\n\n@Published var isLoading: Bool = false\n\n"
            }
          },
          {
            "$type": "pub.leaflet.pages.linearDocument#block",
            "block": {
              "$type": "pub.leaflet.blocks.text",
              "facets": [
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                  "features": [
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              "plaintext": "Typesense returns results fast enough that the loading state and spinner are simply gone. The macOS SearchManager now fires a 300 ms debounced query and the results appear — no spinner, no progress view."
            }
          },
          {
            "$type": "pub.leaflet.pages.linearDocument#block",
            "block": {
              "$type": "pub.leaflet.blocks.horizontalRule"
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            "block": {
              "$type": "pub.leaflet.blocks.header",
              "level": 2,
              "plaintext": "Configuration Reference"
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              "plaintext": "RB_TYPESENSE_API_KEY: auto-generated UUID, Authentication key RB_TYPESENSE_PORT: 8109, Port for the Typesense server RB_TYPESENSE_VERSION: 30.1, Version to download if not in PATH ROCKBOX_UPDATE_LIBRARY: Set to 1 to force a library rescan on startup "
            }
          },
          {
            "$type": "pub.leaflet.pages.linearDocument#block",
            "block": {
              "$type": "pub.leaflet.blocks.text",
              "plaintext": "You can also trigger a rescan with index rebuild at any time via the HTTP API:"
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          },
          {
            "$type": "pub.leaflet.pages.linearDocument#block",
            "block": {
              "$type": "pub.leaflet.blocks.code",
              "language": "plaintext",
              "plaintext": "\nPOST /system/scan_library?rebuild_index=true\n\n"
            }
          },
          {
            "$type": "pub.leaflet.pages.linearDocument#block",
            "block": {
              "$type": "pub.leaflet.blocks.horizontalRule"
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          },
          {
            "$type": "pub.leaflet.pages.linearDocument#block",
            "block": {
              "$type": "pub.leaflet.blocks.header",
              "level": 2,
              "plaintext": "Summary"
            }
          },
          {
            "$type": "pub.leaflet.pages.linearDocument#block",
            "block": {
              "$type": "pub.leaflet.blocks.text",
              "plaintext": "|                    | Tantivy (before) | Typesense (after)           |"
            }
          },
          {
            "$type": "pub.leaflet.pages.linearDocument#block",
            "block": {
              "$type": "pub.leaflet.blocks.text",
              "plaintext": "|---------------|----------------|-------------------------|"
            }
          },
          {
            "$type": "pub.leaflet.pages.linearDocument#block",
            "block": {
              "$type": "pub.leaflet.blocks.text",
              "plaintext": "| Deployment      | Embedded in process | Sidecar server (auto-provisioned) |"
            }
          },
          {
            "$type": "pub.leaflet.pages.linearDocument#block",
            "block": {
              "$type": "pub.leaflet.blocks.text",
              "facets": [
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                    "byteStart": 21
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                  "features": [
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                }
              ],
              "plaintext": "| Storage          | ~/.config/rockbox.org/indexes/ | ~/.config/rockbox.org/typesense/ |"
            }
          },
          {
            "$type": "pub.leaflet.pages.linearDocument#block",
            "block": {
              "$type": "pub.leaflet.blocks.text",
              "plaintext": "| Index format    | Tantivy segments (mmap) | Typesense native |"
            }
          },
          {
            "$type": "pub.leaflet.pages.linearDocument#block",
            "block": {
              "$type": "pub.leaflet.blocks.text",
              "plaintext": "| Import format   | Tantivy documents | JSONL batch via REST |"
            }
          },
          {
            "$type": "pub.leaflet.pages.linearDocument#block",
            "block": {
              "$type": "pub.leaflet.blocks.text",
              "plaintext": "| Search API       | In-process function call | HTTP REST |"
            }
          },
          {
            "$type": "pub.leaflet.pages.linearDocument#block",
            "block": {
              "$type": "pub.leaflet.blocks.text",
              "plaintext": "| Client loading UI | Required | Removed |"
            }
          },
          {
            "$type": "pub.leaflet.pages.linearDocument#block",
            "block": {
              "$type": "pub.leaflet.blocks.text",
              "plaintext": "| Platform          | Rust only | OS binary (macOS + Linux) |"
            }
          },
          {
            "$type": "pub.leaflet.pages.linearDocument#block",
            "block": {
              "$type": "pub.leaflet.blocks.text",
              "plaintext": "The migration removes an entire crate from the project, replaces it with a thin HTTP client, and delivers noticeably faster results. Typesense stays self-hosted and open-source, so there are no external dependencies or data leaving your machine."
            }
          },
          {
            "$type": "pub.leaflet.pages.linearDocument#block",
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              "$type": "pub.leaflet.blocks.text",
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                  "features": [
                    {
                      "$type": "pub.leaflet.richtext.facet#italic"
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                    {
                      "uri": "https://github.com/tsirysndr/rockbox-zig",
                      "$type": "pub.leaflet.richtext.facet#link"
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              "plaintext": "The full implementation is available at github.com/tsirysndr/rockbox-zig."
            }
          },
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