29 KiB
Technical Architecture
1. Overview
Single docker container Go application built on PocketBase as an embedded framework (https://pocketbase.io/). The binary contains:
- PocketBase's HTTP/API server and admin dashboard;
- the custom review dashboard — a static frontend whose files live in
pb_public/and are served by PocketBase's built-in static file serving; - the S3 poller and the PDF processing pipeline, executed through PocketBase's standard job scheduler (
app.Cron()); - the declarative rule engine (JSONC config +
expr-lang/exprexpressions); - access to the self-hosted S3 storage via the MinIO Go SDK.
Everything runs offline on the server infrastructure: no cloud APIs, no outbound calls other than to the S3 cluster.
2. Stack
| Component | Choice |
|---|---|
| Framework / runtime | PocketBase v0.41.1 (Go framework, single binary; module ganigeorgiev.com/pocketbase/pocketbase) |
| Review dashboard | static HTML/CSS/JS in pb_public/, no JS build toolchain (htmx or Alpine vendored as a local file, never loaded from a CDN: the application is 100% offline) |
| Language | Go |
| Scheduling | app.Cron() (S3 poller, periodic tasks) |
| S3 | MinIO Go SDK (github.com/minio/minio-go/v7) |
| PDF text extraction | github.com/ledongthuc/pdf (native text, no OCR) |
| Rule expressions | github.com/expr-lang/expr |
| Regex | stdlib regexp (RE2); regexp2 only if a lookaround proves indispensable |
| Config validation | santhosh-tekuri/jsonschema (schema generated from structs via invopop/jsonschema) |
| Database | SQLite (embedded in PocketBase) |
| Full-text search | SQLite FTS5 index synchronized via hooks |
| Logging | PocketBase app.Logger() (Dashboard > Logs); stderr before bootstrap |
3. S3 Layout
A single bucket. Versioning is not required, but it is strongly recommended: without it, any deletion performed by the application (or by a bug) is final; with it, delete markers keep deleted objects recoverable.
inbox/ # drop zone for new PDFs (via Nextcloud / S3 client)
pending/ # files awaiting human review
files/ # renamed and filed files (configured prefix structure)
Nextcloud mounts the bucket as external storage: it is the user-facing interface for uploading, downloading, and sharing. The application only manipulates S3 keys, never a local filesystem for documents.
4. Data Model (PocketBase Collections)
documents
One row per processed PDF file:
sha256: a unique-indexed column — the system rejects as duplicate any file with the same hashfile_key: current S3 key of the filepages: page-by-page extracted text as a JSON array (0-based,pages[0]= page 1); the FTS5 full-text index is built from the concatenation of all pagesstatus:pending|processed|validatedcreated/updated: the standard PocketBase autodate columns, added for convenience in the admin UI; the authoritative history remainsdocument_events
- all the fields declared by the user in the configuration file
The append-only document_events collection is the single source of truth for a document's history; no history is stored on the documents record itself.
document_events
Append-only history: document, event_type (imported, corrected, validated), payload as JSON, timestamp, plus the standard created/updated autodate columns; the event's business timestamp is timestamp, mirrored in the payload.
The payload is self-contained: each event carries its own type, its own timestamp and the document state before and after, so a document's full history is reconstructed from this collection alone; the snapshots are stored as diffs — each before/after carries only the fields the event changes. All dates are RFC 3339; all S3 keys are complete, prefix included.
Common payload keys:
event_type:imported|corrected|validatedtimestamp: RFC 3339 date of the eventbefore/after: the event's diff, never full snapshots — a key appears on a side only when its value changes in the event: same value on both sides, it is omitted; absent frombeforeand present inafter, the field was added (everyafterkey at import, since nothing existed before); present inbeforeand absent fromafter, it was deleted.file_key(the S3 key, unified with thedocumentsrecord field) follows the same rule and appears only when the object actually moves; at import the status does not exist before, sobeforecarries nostatus. A missing key means the value is unknown, there is nonull
Per event type:
| Key | imported | corrected | validated |
|---|---|---|---|
event_type |
always | always | always |
timestamp |
always | always | always |
errors |
on failure | — | — |
before |
always | always | always |
after |
always | always | always |
imported — created after filing (valid or not), one event for the whole import + classification:
{
"event_type": "imported",
"timestamp": "2026-01-15T14:23:07Z",
"before": {
"file_key": "inbox/scan_2026-01-15.pdf"
},
"after": {
"file_key": "files/BRED/Decembre 2025_Relevé de compte_Compte Thomas.pdf",
"status": "processed",
"emittingCompany": "BRED",
"documentType": "Relevé de compte",
"emissionDate": "2026-01-15T00:00:00Z",
"template": "bank_statement",
"bankAccount": "Compte Thomas"
}
}
On classification failure, the document is routed to pending/ and the payload adds errors (one entry per cause: missing mandatory field, rule error, missing template, naming-template error) while after still lists the fields recognized before the failure — this is what the correction form pre-fills:
{
"event_type": "imported",
"timestamp": "2026-01-15T14:23:07Z",
"errors": ["mandatory field missing: emittingCompany"],
"before": {
"file_key": "inbox/scan_2026-01-15.pdf"
},
"after": {
"file_key": "pending/scan_2026-01-15.pdf",
"status": "pending",
"documentType": "Relevé de compte",
"emissionDate": "2026-01-15T00:00:00Z",
"template": "bank_statement"
}
}
corrected — created whenever declared fields are modified, whatever the interface. A field edited from the standard PocketBase UI is a draft correction (US-22): the values persist as they are, no template evaluation, no re-filing, no status change, and the snapshots carry the field diff alone. A dashboard correction (US-3x) adds the side effects: the file is re-filed and the status moves to validated, so file_key and status join the diff:
{
"event_type": "corrected",
"timestamp": "2026-01-18T09:41:52Z",
"before": {
"file_key": "pending/scan_2026-01-15.pdf",
"status": "pending",
"emittingCompany": "BRED",
"emissionDate": "2026-01-15T00:00:00Z",
"bankAccount": "Compte Thomas"
},
"after": {
"file_key": "files/Fortunéo/Janvier 2026_Relevé de compte_Compte Thomas.pdf",
"status": "validated",
"emittingCompany": "Fortunéo",
"emissionDate": "2026-02-15T00:00:00Z",
"template": "bank_statement"
}
}
The diff is derived by comparing the two snapshots: a field present in before and absent from after was deleted (case of bankAccount above); the reverse means it was added (template above).
validated — transition from processed to validated from the dashboard, no re-filing, no field change; only the status changes, so the snapshots carry it alone:
{
"event_type": "validated",
"timestamp": "2026-01-20T16:05:11Z",
"before": {
"status": "processed"
},
"after": {
"status": "validated"
}
}
5. Configuration File (JSONC)
A config.jsonc file kept alongside the binary, reloaded on restart. Three sections:
-
fields: declaration of fields to extract from the files:name: name of the fieldtype:text|number|date|boolean|enummandatory: true | false
Type semantics in rule expressions:
numberandbooleanexpose native valuesdateexposes a native Gotime.Time(comparable, arithmetic viaduration(), usable with thedate()/now()builtins)textandenumexpose stringsenumdoes not declare its values: the application builds the field's vocabulary from the constants the rules assign to it; the dashboard correction form offers this vocabulary as a dropdown, with free entry allowed- assigning a value that does not match the field type (e.g. a raw string to a
datefield, a non-numeric value to anumberfield) is a rule error and routes the document topending/
-
rules: an ordered tree of rules. Each rule contains four keys:when(required): anexpr-lang/exprexpression evaluated against the document pages (pages) and the current field values; the rest of the rule runs only if it returns true (e.g.pages[0] containsRelevé de compte, or `emittingCompany in [`BRED`, `Fortunéo`] && documentType == `Relevé de compte)set: list of assignments, evaluated in order —{ "field": ..., "value": ... }for a constant,{ "field": ..., "eval": ... }for an expression evaluated in the same contextdelete: list of field names to unset (they become undefined again for later rules and template rendering)rules: child rules, evaluated in order only if the parentwhenmatched; nesting is recursive
The expression environment provides expr's standard
date(value, layout)builtin plus three built-in helpers registered by the application:date(value, layout): expr's standard builtin. Parses a string into a native date using a Go date layout (e.g.date(15/01/2026,02/01/2006)). The format is carried by the parsing rule, so it can differ per document type. It only knows English month names: seefrDatebelow for French text.firstMatch(regex, texts?): returns the first match of the regex in the document text (first capture group when present), or an empty string when no match is found — e.g.firstMatch([0-9]{2}/[0-9]{2}/[0-9]{4}, pages[0]). The optional second argument is an expression evaluated to the text(s) to search:- a single page:
pages[0](the first page) - a slice:
pages[0:3](pages 1 to 3, expr's standard slice syntax, end exclusive) - any list of strings
- when omitted, the whole document is searched
Parsing an empty result with
date()is a rule error and routes the document topending/.
- a single page:
frDate(text): extracts and parses a French natural-language date — the layout Go cannot express, sincedate(value, layout)only knows English month names.- It matches
le 19 janvier 2026; the day and the leadingleare optional (Janvier 2026gives the first of the month),1erand abbreviated month names likefévr.are accepted, accents are optional. - It returns a native date — e.g.
frDate(firstMatch((?:le )?\d{1,2} \S+ \d{4}, pages[0])), orfrDate(pages[0])when the first French-looking date of the page is the right one. - A text containing no French date, or an impossible date (31 février), is a rule error and routes the document to
pending/.
- It matches
frPeriod(value, unit, shift, layout?): renders a period instead of a raw date.value: a native date (e.g.emissionDate); a missing or invalid date is a rule error and routes the document topending/.unit:month|quarter|half|year.shift:-1(previous period),0(period containing the date) or+1(next period) — e.g. a rent receipt issued mid-month uses the containing month, a service-charge call issued at the end of a quarter uses the next quarter, a bank statement uses the previous month.- Returns a French string:
Janvier 2026,T2 2026,S1 2026or2026. - The optional
layoutargument is a standard Go reference-date layout applied to the period's first day, with month names rendered in French by the application (default layouts:January 2006formonth,2006foryear); it is ignored forquarterandhalf, whose formats (T<quarter> <year>,S<half> <year>) are fixed.
-
templates: named naming templates (e.g.bank_statement: {emittingCompany}/{emissionDate.Format(2006-01-02)}_{documentType}_{bankAccount}.pdf). A template is a literal string containing{...}placeholders:- the inside of each placeholder is an
expr-lang/exprexpression evaluated in the document context (fields, helpers, builtins — e.g.{emissionDate.Format(2006-01-02)}or{upper(emittingCompany)}) and replaced by its result - the static text between placeholders stays literal
- unset optional fields evaluate to an empty string
- a missing mandatory field or an evaluation error renders the result invalid and routes the file to
pending/ - all placeholder expressions are compiled at config load
- "/" must not appear in the result (it is the S3 key delimiter)
The template is chosen by the rules themselves:
templateis a field declared in thefieldssection like any other and set withset(e.g.set template =bank_statementwhen `emittingCompany in [`BRED`, `Fortunéo`] and documentType == `Relevé de compte). If no rule setstemplate, the specialdefaulttemplate is used. Atemplatevalue with no matching entry renders the result invalid and routes the file topending/. - the inside of each placeholder is an
Validation on load: JSON schema, regex compilation, expr expression compilation (when, eval and template placeholder expressions) against a typed context (Document{Pages, Fields}) with the firstMatch, frDate and frPeriod helpers, regex precompilation and caching. Full rejection if invalid, no partial processing.
6. Processing Pipeline
Executed by the PocketBase cron job (configurable interval, e.g. every minute):
- Poll: list objects in
inbox/; an object is a candidate only if nodocumentsrecord references its key yet, and its size and ETag are stable across two consecutive polls (write-completion wait). The same pass also picks up interrupted filings: anydocumentsrecord whosefile_keyis still underinbox/(a filing that was interrupted between record creation and the physical move) is completed as described below. - Download: fetch the object into memory (streamed), no disk writes. The sha256 is computed during download; if a
documentsrecord with the same hash already exists, the object is a duplicate: theinbox/key is deleted (a no-data-loss case — the original with the same content stays filed), a message is logged via the PocketBase logger (section 9), and processing stops there. By design, nodocument_eventsentry is recorded: the duplicate is not a document of its own, and the trace lives in the PocketBase logs only. - Extraction: page-by-page text (one entry per page, for rule evaluation and the FTS index) via
ledongthuc/pdf, including headers and footers - Rule evaluation: rules evaluated in order against the document pages and the fields set so far; full evaluation log written to the PocketBase logger at Debug level (section 9; the same trace feeds the built-in dry-run mode for debugging from the dashboard).
- Validation: a result is valid if and only if: all rules have been processed with no error, all mandatory fields are identified, the selected template exists in the configuration, and the naming template evaluated with no error. Otherwise: route directly to
pending/. - Record: create the
documentsrecord (sha256, current inbox key, pages, fields, status) and add animportedevent including the original key (before.file_key). The record exists before any physical move, so an interrupted filing leaves a state the poller recovers automatically on its next pass. - Filing:
- valid → resolve the target name first: if a file with the same name already exists in the target prefix, append a number to the filename; then copy to the new key (
files/+ rendered template — the template renders the full object path, there is no separate prefix), verify the target object exists, and delete theinbox/key only after the copy is confirmed; finally update thedocumentsrecord with the final, conflict-resolved filename (file_key, statusprocessed); the whole import is recorded as the singleimportedevent of section 4. - invalid → move to
pending/(incremental suffix on name conflict); updatefile_key; statuspending.
- valid → resolve the target name first: if a file with the same name already exists in the target prefix, append a number to the filename; then copy to the new key (
When the bucket is versioned, any deletion creates a delete marker and the data remains recoverable; when it is not, deletions are final. The application logs a warning at startup when versioning is disabled, recommending the user to enable it to reduce the risk of losing a file to a bug.
7. Review Dashboard
The review dashboard is a static frontend — plain HTML/CSS/JS files, no build toolchain, vendored dependencies only (no CDN: the application is 100% offline) — served by PocketBase's built-in static file serving from the pb_public/ directory shipped in the image next to pb_data/. Two pages: the document list and the document detail. The browser persists everything through the standard PocketBase API, whose request hooks already carry the correction, validation and deletion semantics (US-22 / US-23 / US-24): the dashboard never implements its own save path. Only what the standard API cannot express goes through the dedicated JSON routes of section 7.3.
7.1 Document list (US-32 / US-33)
- Table: one row per document, paginated (50 by default), default columns: all mandatory fields plus
statusandfile_key; a column chooser exposes every declared field pluscreated/updated, and the choice persists in the browser (localStorage). - Sorting: click on a column header, ascending/descending, executed server-side through the standard PocketBase
sortparameter. - Per-column filters, typed from the field declaration: contains for
text, dropdown forenumandstatus(vocabulary from the config metadata route), date range fordate, tri-state forboolean; translated client-side into a PocketBase filter expression. - Quick tabs with the per-status counts pre-filter the review queue (
pendingfirst). - Combined search over full text (FTS5) + metadata/fields: the search runs server-side through a dedicated search route querying the FTS5 index via
app.DB(), no search logic in the browser (US-4x). - Bulk edit (US-33): row selection — page or whole filtered set — then one declared field and its new value in a control matching the type; applied as one standard PATCH per document, so the US-22 hook runs per record: a
correctedevent each, no re-filing, no status change; per-document success and failure are reported, one failure does not stop the rest.
7.2 Document detail (US-34 to US-36)
- Layout: two columns — the PDF preview embedded via the proxy route of section 7.3, and the correction form; below them, the document's event history, read-only, sorted by timestamp, payloads rendered as before/after diffs.
- Form: one typed control per declared field, pre-filled with the current values; mandatory fields marked; the classification errors of the
importedevent, if any, displayed at the top. - Pipeline proposals (US-35): under each field whose value the pipeline would extract differently today, a discreet banner offers the proposed value with one-click adoption. The proposals come from the classification dry-run (section 7.3), re-run against the stored pages.
- Live name (US-35): as the form changes, the rendered target name under
files/is recomputed by the render dry-run and displayed with its errors; the draft save remains available, but the full correction refuses to run while errors remain. - Exits, three and distinct: draft save (standard PATCH, US-22: values persist, no re-filing, no status change); full correction (US-36: the
/correctroute, re-filing and validation in one confirmed step); simple validation of aprocesseddocument (standard PATCH, US-23). Apendingdocument only leaves the review queue through the full correction.
7.3 Application routes
Beyond the standard PocketBase API, authenticated only:
GET /api/archivist/config— the configuration metadata the UI needs: declared fields (name, type, mandatory), the enum vocabularies computed from the constants the rules assign, the template names. Read-only; the dashboard is entirely driven by it (columns, filters, controls).GET /api/archivist/documents/{id}/pdf— proxy route streaming the document from S3; the browser never reaches the S3 cluster.POST /api/archivist/documents/{id}/dry-run— two exclusive modes, one response shape (fields,template,rendered,errors), persisting nothing. Without a body: a classification re-run — the rule tree evaluated against the stored pages, returning the proposed fields (the source of the pipeline proposals). With field values: a template render — the values converted to their native types (per-field error on type mismatch), merged with the record values, rendered against the stored pages (placeholders may callfirstMatch/frDateon the document text), returning the target name and its errors. The modes are never hybrid: user values never enter the rule-evaluation context, so the proposal always stays what the pipeline would do alone.POST /api/archivist/documents/{id}/correct— the full correction of US-36: transactional orchestration (conflict-suffix resolution, S3 copy, verification, old key deletion, record update withfile_keyand statusvalidated,correctedevent carrying the full diff, S3 rollback on mid-failure with the save refused). It reuses the engine internals (FieldsFromRecord,ValidateValue,Render,ResolveConflict,DiffSnapshots,AppendEvent), no parallel business logic. A route rather than a standard PATCH because the intent (re-file + validate) is not expressible in record data, the standard PATCH must stay side-effect-free for every client and the bulk edit (US-22 / US-33), and the operation is a multi-step transaction rather than a record save — the same line drawn byPOST /api/archivist/poll.
7.4 Standard collections UI and hooks
- Correction: performed directly from the standard PocketBase collections UI (or any PocketBase client) by editing the extracted fields. The application's
OnRecordUpdateRequesthook ondocumentsintercepts the save and appends thecorrectedevent carrying the field diff — and nothing else. The UI edits one field at a time with no preview of the resulting file name, so the hook deliberately performs no template evaluation and no re-filing, and the status does not move: an inconsistent draft cannot trigger irreversible side effects. The full correction — all fields at once, dry-run of the resulting name, re-filing and validation — is the dashboard's job (US-34 to US-36). - Validation: performed from the same interface by changing the status to
validated; the hook appends thevalidatedevent, and any other status change is refused. Apendingfile can only leave the review queue through a full correction from the dashboard (US-36). - Deletion: deleting a
documentsrecord from the same interface first deletes the S3 object atfile_key(US-24); on S3 failure the deletion is refused and the record stays. The cascade delete of thedocument_eventsrelation removes the history with the record; with versioning the object stays recoverable via its delete marker.
The static pages themselves carry no data and are public by nature; every fetch is authenticated against the PocketBase API and an unauthenticated visitor is redirected to the admin UI (/_/). Authentication: single account via PocketBase's standard auth. The configuration is reloaded only on restart; there is no runtime reload.
8. Error Handling
- Transient S3 error: retry with backoff, the object stays in
inbox/and will be polled again. - Unreadable PDF:
pendingstatus, reason recorded in theerrorskey of theimportedevent payload. - Target key conflict (two files renamed identically, whether filing to
files/or moving topending/): automatic incremental suffix, event logged. - Invalid config: error message displayed and the application does not start.
9. Logging
Two channels, split by lifecycle:
- Before the PocketBase application is bootstrapped (fatal startup errors: missing environment variable, invalid
config.jsonc, unreachable S3; pre-bootstrap startup traces): stderr, sodocker logsshows the cause under the--restart unless-stoppedrestart loop (US-05). - After the bootstrap: PocketBase's
app.Logger()— structured records (message plus key/value attributes) stored in the PocketBase logs database, separate from the application data, browsable and filterable from the admin dashboard (Dashboard > Logs). Retention and minimum level are configured from the standard PocketBase logs settings panel.
Levels used:
Error: a failed operation (S3 error, event append failure).Warn: a degraded but non-fatal state (versioning disabled, schema column removed, stuck record whose inbox object disappeared).Info: pipeline outcomes (document imported, duplicate removed, interrupted filing recovered).Debug: the per-rule evaluation trace of section 6, step 4.
10. Testing
A single E2E regression gate, run after building the image and before publishing it:
cd archivist
E2E_IMAGE=<image-under-test> go test ./e2e -v -count=1
The whole harness lives in one file, e2e/e2e_test.go. TestMain orchestrates the containers itself over docker (no compose, no fixtures):
- starts a disposable Garage (
dxflrs/garage:v2.5.0by default,GARAGE_IMAGEoverrides) on a private docker network, bootstraps its layout, bucket and key, and publishes its S3 API on 127.0.0.1:3900; - starts the image under test with a minimal
config.jsoncembedded in the test file and the cron disabled; - drives everything through the PocketBase HTTP API and the S3 API; test PDFs are generated in memory from a minimal one-page template, so the classification outcome is the proof that extraction works, without any fixture.
The scenarios form one narrative; each subtest names the US it proves:
- Startup — health, collections migrated, versioning warning in the PocketBase logs (Garage has no versioning: the US-01 warning path is exercised for free), poll route refused without superuser auth (US-01, US-03, US-04).
- Import — a valid simulated statement is classified and filed to
files/with itsimportedevent (US-10 to US-17). - Duplicate — the same content re-uploaded is deleted from
inbox/, no record, no event (US-12). - Pending — a missing mandatory date routes the document to
pending/witherrorsin the imported event and the recognized fields kept (US-13 to US-15). - Correction — a field PATCH through the API persists the values with no side effect (no re-filing, no status change),
correctedevent carrying the field diff (US-22). - Validation — a status-only PATCH appends the
validatedevent,file_keyuntouched (US-23). - Append-only — PATCH and DELETE on
document_eventsare refused (US-04). - Deletion — a deleted record removes the S3 object; the history follows via the cascade delete (US-24).
- Recovery — a stuck record (
file_keystill underinbox/, created directly through the API) is completed by the next pass (US-11). - Restart — the container restarts with all state intact.
POST /api/archivist/poll (superuser only) runs one poll pass immediately. It exists so the gate and the operator trigger passes on demand instead of waiting for the cron; a fresh upload needs two calls because the poller waits for size/ETag stability across two passes (US-10).
When the dashboard routes land (US-30 to US-36), the gate grows matching assertions: the config metadata route, both dry-run modes, the /correct orchestration and the PDF proxy. The gate is a regression detector for dependency upgrades (PocketBase, minio-go, ledongthuc/pdf, expr, Garage), not an acceptance proof: acceptance criteria are reviewed on the stories themselves. E2E_KEEP=1 leaves the containers running after the run for debugging.
11. Packaging
Dockerfile, two-stage build:
- Builder:
golang:1.27-alpine(matches thego 1.27directive of PocketBase v0.41.1), CGO disabled, static binary,TARGETARCHhonored for multi-platform builds under buildx.go mod tidyruns there becausego.sumis not committed; once it is committed, the line becomesgo mod downloadfor fully reproducible builds. - Runtime:
scratchwith the/archivistbinary, the CA bundle (the S3 endpoint is HTTPS by default), the timezone database (the cron and date rendering honorTZ), the static review-dashboard frontend copied to/app/pb_public/(read-only at runtime), and/app/pb_data+/tmp, the only writable directories, owned by the unprivileged runtime user 65532.config.jsoncis never baked in: it is mounted at runtime,ARCHIVIST_CONFIGdefaulting toconfig.jsoncrelative to/app.
The container runs as 65532:65532 (non-root), exposes 8090, declares /app/pb_data as a volume, and has no shell: docker exec is not available. .dockerignore keeps the build context to the Go sources and the dashboard frontend; the E2E harness is not part of the image.