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117 lines
7.3 KiB
Markdown
117 lines
7.3 KiB
Markdown
# Technical Architecture
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## 1. Overview
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Single docker container Go application built on PocketBase as an embedded framework (https://pocketbase.io/). The binary contains:
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- PocketBase's HTTP/API server and admin dashboard;
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- the custom review dashboard;
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- the S3 poller and the PDF processing pipeline, executed through PocketBase's standard job scheduler (`app.Cron()`);
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- the declarative rule engine (JSONC config + `expr-lang/expr` expressions);
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- access to the self-hosted S3 storage via the MinIO Go SDK.
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Everything runs offline on the server infrastructure: no cloud APIs, no outbound calls other than to the S3 cluster.
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## 2. Stack
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| Component | Choice |
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|---|---|
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| Framework / runtime | PocketBase (Go framework, single binary) |
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| Language | Go |
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| Scheduling | `app.Cron()` (S3 poller, periodic tasks) |
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| S3 | MinIO Go SDK (`github.com/minio/minio-go/v7`) |
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| PDF text extraction | `github.com/ledongthuc/pdf` (native text, no OCR) |
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| Rule expressions | `github.com/expr-lang/expr` |
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| Regex | stdlib `regexp` (RE2); `regexp2` only if a lookaround proves indispensable |
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| Config validation | `santhosh-tekuri/jsonschema` (schema generated from structs via `invopop/jsonschema`) |
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| Database | SQLite (embedded in PocketBase) |
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| Full-text search | SQLite FTS5 index synchronized via hooks |
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## 3. S3 Layout
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A single versioned bucket:
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```
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inbox/ # drop zone for new PDFs (via Nextcloud / S3 client)
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pending/ # files awaiting human review
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files/ # renamed and filed files (configured prefix structure)
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```
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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.
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## 4. Data Model (PocketBase Collections)
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### `documents`
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One row per processed PDF file:
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- `sha256`: the sha256 is a primary key as the system will reject as duplicate any file with the same hash
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- `original_filename`: original file name in `inbox/`
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- `extracted_text`: full text extracted from all pages (base of the FTS5 index)
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- `first_page_text`: first-page text (extraction base)
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- `size`: file size
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- `processed_at`: timestamp of the file initial process
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- `status`: `pending` | `processed` | `validated`
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- `updated_at`: timestamp of the last update to the file metadata
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+ all the fields declared by the user in the configuration file
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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.
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### `document_events`
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Append-only history: `document`, `event_type` (`classified`, `moved`, `corrected`, `validated`), `payload` as JSON, `timestamp`.
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## 5. Configuration File (JSONC)
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A `config.jsonc` file kept alongside the binary, reloaded on restart. Three sections:
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1. `fields`: declaration of fields to extract from the files:
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- `name`: name of the field
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- `type`: `string` | `number` | `boolean`
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- `mandatory`: true | false
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2. `rules`: ordered list of rules that will be evaluated one after the other:
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- `when`: an `expr-lang/expr` expression evaluated over the document text and the current field values; rules run in order and each `when` may reference fields set by earlier rules (e.g. `firstPageText contains "Relevé de compte"`, or `emittingCompany in lists.banks && documentType == "Relevé de compte"`)
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- `actions`:
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- `set`: set the value of one field; fields accumulate as rules are applied in order
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- `stop`: stop rule evaluation; the fields set so far are kept and the usual validations still apply
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3. `templates`: naming templates per document type (e.g. `{sender}/{date}_{type}_{reference}.pdf`), with required-field validation — a template with a missing field renders the result invalid and routes the file to `pending/`.
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4. `lists`: optional named constant lists (e.g. banks, account numbers) usable in `when` expressions as `lists.<name>`.
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Validation on load: JSON schema, regex compilation, `expr` expression compilation against a typed context (`Document{FirstPageText, ExtractedText, Fields, Lists}`). Full rejection if invalid, no partial processing.
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## 6. Processing Pipeline
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Executed by the PocketBase cron job (configurable interval, e.g. every minute):
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1. **Poll**: list objects in `inbox/` not yet processed (detection by key recorded in the database). Write-completion wait: an object is a candidate only if its size and ETag are stable across two consecutive polls.
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2. **Download**: fetch the object into memory (streamed), no disk writes. The sha256 is computed during download; if a `documents` record with the same hash already exists, the object is a duplicate: the `inbox/` key is deleted (delete marker, data recoverable), a `duplicate` event is logged, and processing stops there.
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3. **Extraction**: first-page text (for rule evaluation) + full text (for FTS) via `ledongthuc/pdf`, including headers and footers
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4. **Rule evaluation**: rules evaluated in order against the extracted text and the fields set so far; full log stored in `rule_trace` (built-in dry-run mode for debugging from the dashboard).
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5. **Validation**: a result is valid if and only if: all rules have been processed with no error, all mandatory fields are identified, and the naming template evaluated with no error. Otherwise: route directly to `pending/`.
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6. **Filing**:
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- valid → copy to the new key (prefix + templated name), verify the target object exists, then delete the `inbox/` key only after the copy is confirmed; status `processed`. If a file with the same name already exists, append a number to the filename to avoid overwriting.
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- invalid → move to `pending/` (incremental suffix on name conflict); status `pending`.
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7. **Indexing**: write the `documents` record, add an event to the file history including the original filename.
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The bucket is versioned: any `inbox/` object deletion creates a delete marker, the data remains recoverable.
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## 7. Review Dashboard
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Custom pages on the PocketBase instance:
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- File list: all files with status, filters, combined search over full text (FTS5) + metadata/fields.
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- Detail: PDF preview streamed from S3 through a dedicated route, along with extracted fields and `rule_trace` visible in debug mode.
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- Correction: forms to edit fields, type, and sender; correcting a `processed` file re-files it (copy to the new key, delete the old one, history preserved). A corrected `pending` file follows the same path: once validated, it is copied to its templated key in `files/` (incremental suffix on conflict) and removed from `pending/`.
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- Validation: transition to `validated`; `processed` files can also be validated. Validation is what takes a corrected `pending` file out of the review queue.
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- Rule management: config display and dry-run on an existing document. The configuration is reloaded only on restart; there is no runtime reload.
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Authentication: single account via PocketBase's standard auth.
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## 8. Error Handling
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- Transient S3 error: retry with backoff, the object stays in `inbox/` and will be polled again.
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- Unreadable PDF: `pending` status, reason recorded.
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- Target key conflict (two files renamed identically, whether filing to `files/` or moving to `pending/`): automatic incremental suffix, event logged.
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- Invalid config: error message displayed and the application does not start.
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