Compare commits
1 Commits
| Author | SHA1 | Date | |
|---|---|---|---|
| d03ca01172 |
@@ -1,13 +0,0 @@
|
||||
# Root editor/formatter config. end_of_line=lf makes dotnet-format agree with
|
||||
# .gitattributes (eol=lf) — without this, format-on-Windows wants CRLF while git
|
||||
# stores LF, and the pre-commit/CI format gates flip-flop forever.
|
||||
root = true
|
||||
|
||||
[*]
|
||||
end_of_line = lf
|
||||
insert_final_newline = true
|
||||
charset = utf-8
|
||||
|
||||
[*.cs]
|
||||
indent_style = space
|
||||
indent_size = 4
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||||
@@ -15,6 +15,3 @@ FRONTEND_ORIGIN=http://localhost:8081
|
||||
# Set DEV_MODE=true and MAX_MESSAGES=1000 to test against a large mailbox.
|
||||
DEV_MODE=false
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MAX_MESSAGES=0
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||||
|
||||
# Nightly DB backup rotation (days of dumps to keep in ./backups)
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BACKUP_KEEP_DAYS=7
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||||
|
||||
@@ -1,35 +0,0 @@
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name: Renovate
|
||||
|
||||
# RECOMMENDATIONS #2: automated dependency-update PRs (NuGet, npm, Dockerfiles, Actions)
|
||||
# that ride the existing required CI gates. Runs weekly + on demand.
|
||||
#
|
||||
# ONE-TIME SETUP (manual): create a Gitea personal access token with scopes
|
||||
# repo (rw) + user (r) + issue (rw) + organization (r), and add it as the Actions
|
||||
# secret RENOVATE_TOKEN (repo Settings -> Actions -> Secrets). Without the secret this
|
||||
# workflow fails fast with a clear message. See https://docs.renovatebot.com/modules/platform/gitea/
|
||||
on:
|
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schedule:
|
||||
- cron: '30 4 * * 1' # Mondays 04:30 UTC
|
||||
workflow_dispatch: {}
|
||||
|
||||
jobs:
|
||||
renovate:
|
||||
runs-on: ubuntu-latest
|
||||
steps:
|
||||
- name: Require RENOVATE_TOKEN
|
||||
run: |
|
||||
if [ -z "${{ secrets.RENOVATE_TOKEN }}" ]; then
|
||||
echo "RENOVATE_TOKEN secret is not set — see the comment at the top of this workflow." >&2
|
||||
exit 1
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fi
|
||||
- name: Run Renovate
|
||||
uses: https://github.com/renovatebot/github-action@v40.3.6
|
||||
with:
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||||
token: ${{ secrets.RENOVATE_TOKEN }}
|
||||
env:
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||||
RENOVATE_PLATFORM: gitea
|
||||
RENOVATE_ENDPOINT: https://git.cesnimda.uk/api/v1
|
||||
RENOVATE_REPOSITORIES: cesnimda/Inboxintel
|
||||
RENOVATE_ONBOARDING: "false"
|
||||
RENOVATE_REQUIRE_CONFIG: optional
|
||||
LOG_LEVEL: info
|
||||
@@ -21,9 +21,6 @@ frontend/.vite/
|
||||
appsettings.*.local.json
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secrets.json
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||||
|
||||
## DB backups (never commit dumps)
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backups/
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|
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## Logs
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logs/
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*.log
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||||
|
||||
+1
-3
@@ -29,9 +29,7 @@ reverse proxy.
|
||||
mitigate (a third party reading the DB files) reduces to "someone with access to your
|
||||
machine" — mitigate it at the layer that actually works:
|
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- **Use full-disk or volume encryption** on the host (BitLocker/LUKS) — strongly recommended.
|
||||
- **Encrypt backups**: nightly `pg_dump` rotation runs via the compose `backup` service
|
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into `./backups/` (git-ignored) — keep that directory on an encrypted disk and copy it
|
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off-machine. Restore: `docker compose exec -T postgres psql -U inboxintel -d inboxintel < backups/<file>.sql`.
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- **Encrypt backups** of the `pgdata` volume the same way.
|
||||
- Before any **multi-user** deployment, revisit per the multi-provider security design
|
||||
(host admins must not be able to read members' mail — plaintext bodies break that promise).
|
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2. **DB connection is not TLS** — Postgres is only reachable on the compose-internal network /
|
||||
|
||||
@@ -22,37 +22,6 @@ services:
|
||||
timeout: 5s
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||||
retries: 10
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||||
|
||||
# Nightly logical backups (RECOMMENDATIONS #3 — previously there were NONE). Dumps
|
||||
# rotate after BACKUP_KEEP_DAYS. The ./backups host directory should live on an
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||||
# encrypted disk and be included in your off-machine backup regime (see SECURITY.md).
|
||||
# Restore: docker compose exec -T postgres psql -U inboxintel -d inboxintel < backups/<file>.sql
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||||
backup:
|
||||
image: pgvector/pgvector:pg16
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||||
entrypoint: /bin/sh
|
||||
command:
|
||||
- -c
|
||||
- |
|
||||
while true; do
|
||||
ts=$$(date -u +%Y%m%d-%H%M%S)
|
||||
if pg_dump -h postgres -U inboxintel -d inboxintel > /backups/inboxintel-$$ts.sql.tmp; then
|
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mv /backups/inboxintel-$$ts.sql.tmp /backups/inboxintel-$$ts.sql
|
||||
echo "backup OK: inboxintel-$$ts.sql"
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||||
else
|
||||
rm -f /backups/inboxintel-$$ts.sql.tmp
|
||||
echo "backup FAILED at $$ts" >&2
|
||||
fi
|
||||
find /backups -name 'inboxintel-*.sql' -mtime +$${BACKUP_KEEP_DAYS:-7} -delete
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||||
sleep 86400
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||||
done
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||||
environment:
|
||||
PGPASSWORD: ${POSTGRES_PASSWORD:?set POSTGRES_PASSWORD in deploy/.env}
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||||
BACKUP_KEEP_DAYS: ${BACKUP_KEEP_DAYS:-7}
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||||
volumes:
|
||||
- ./backups:/backups
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||||
depends_on:
|
||||
postgres:
|
||||
condition: service_healthy
|
||||
|
||||
api:
|
||||
build:
|
||||
context: .
|
||||
@@ -65,10 +34,6 @@ services:
|
||||
GoogleOAuth__ClientId: ${GOOGLE_CLIENT_ID:-}
|
||||
GoogleOAuth__ClientSecret: ${GOOGLE_CLIENT_SECRET:-}
|
||||
Ai__Mode: ${AI_MODE:-Disabled}
|
||||
# Points at the compose 'ollama' service when the ai profile is up; harmless otherwise.
|
||||
Ai__OllamaBaseUrl: ${OLLAMA_BASE_URL:-http://ollama:11434}
|
||||
# OTLP export activates only when set (e.g. http://lgtm:4317 with the observability profile).
|
||||
OTEL_EXPORTER_OTLP_ENDPOINT: ${OTEL_ENDPOINT:-}
|
||||
# Dev mode shows the dev banner and caps the initial sync. Set DEV_MODE=true
|
||||
# and MAX_MESSAGES=1000 in deploy/.env to exercise it in this Docker setup.
|
||||
App__DevMode: ${DEV_MODE:-false}
|
||||
@@ -94,33 +59,6 @@ services:
|
||||
ports:
|
||||
- "8081:80"
|
||||
|
||||
# Local AI (semantic search + assistants). Enable with:
|
||||
# docker compose --profile ai up -d && set AI_MODE=LocalOllama in deploy/.env
|
||||
# First run: docker compose exec ollama ollama pull nomic-embed-text
|
||||
# GPU (RTX 3080): uncomment the deploy block to pass the GPU through.
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||||
ollama:
|
||||
image: ollama/ollama
|
||||
profiles: ["ai"]
|
||||
volumes:
|
||||
- ollama:/root/.ollama
|
||||
# deploy:
|
||||
# resources:
|
||||
# reservations:
|
||||
# devices:
|
||||
# - driver: nvidia
|
||||
# count: all
|
||||
# capabilities: [gpu]
|
||||
|
||||
# Observability (RECOMMENDATIONS #5): all-in-one Grafana+Tempo+Prometheus+Loki.
|
||||
# Enable with: docker compose --profile observability up -d
|
||||
# then set OTEL_ENDPOINT=http://lgtm:4317 in deploy/.env and restart the api.
|
||||
# Grafana UI: http://localhost:3000 (admin/admin on first run).
|
||||
lgtm:
|
||||
image: grafana/otel-lgtm
|
||||
profiles: ["observability"]
|
||||
ports:
|
||||
- "127.0.0.1:3000:3000"
|
||||
|
||||
# Optional reverse proxy. Enable with: docker compose --profile proxy up
|
||||
nginx:
|
||||
image: nginx:alpine
|
||||
@@ -136,4 +74,3 @@ services:
|
||||
volumes:
|
||||
pgdata:
|
||||
keys:
|
||||
ollama:
|
||||
|
||||
+8
-19
@@ -1,35 +1,25 @@
|
||||
import React, { Suspense, lazy } from 'react';
|
||||
import React from 'react';
|
||||
import ReactDOM from 'react-dom/client';
|
||||
import { BrowserRouter, Routes, Route, Navigate } from 'react-router-dom';
|
||||
import Landing from './pages/Landing.jsx';
|
||||
import Dashboard from './pages/Dashboard.jsx';
|
||||
import Senders from './pages/Senders.jsx';
|
||||
import Cleanup from './pages/Cleanup.jsx';
|
||||
import Unsubscribe from './pages/Unsubscribe.jsx';
|
||||
import FolderView from './pages/FolderView.jsx';
|
||||
import SearchResults from './pages/SearchResults.jsx';
|
||||
import Layout from './components/Layout.jsx';
|
||||
import DesignSystem from './pages/DesignSystem.jsx';
|
||||
import { ToastProvider, TooltipProvider } from './components/ui';
|
||||
import '@fontsource-variable/inter';
|
||||
import './index.css';
|
||||
import './styles.css';
|
||||
|
||||
// Route-level code splitting: each page loads its own chunk on first visit, so the
|
||||
// initial bundle no longer carries Chart.js / grid-layout / every page at once.
|
||||
// Landing + Layout stay eager (they're the first paint).
|
||||
const Dashboard = lazy(() => import('./pages/Dashboard.jsx'));
|
||||
const Senders = lazy(() => import('./pages/Senders.jsx'));
|
||||
const Cleanup = lazy(() => import('./pages/Cleanup.jsx'));
|
||||
const Unsubscribe = lazy(() => import('./pages/Unsubscribe.jsx'));
|
||||
const FolderView = lazy(() => import('./pages/FolderView.jsx'));
|
||||
const SearchResults = lazy(() => import('./pages/SearchResults.jsx'));
|
||||
const DesignSystem = lazy(() => import('./pages/DesignSystem.jsx'));
|
||||
|
||||
// Minimal, theme-correct route fallback (skeleton-style, per the design system).
|
||||
const RouteFallback = () => (
|
||||
<div className="p-6 text-sm text-muted-foreground" aria-busy="true">Loading…</div>
|
||||
);
|
||||
|
||||
ReactDOM.createRoot(document.getElementById('root')).render(
|
||||
<React.StrictMode>
|
||||
<ToastProvider>
|
||||
<TooltipProvider delayDuration={200}>
|
||||
<BrowserRouter>
|
||||
<Suspense fallback={<RouteFallback />}>
|
||||
<Routes>
|
||||
{/* Public landing page */}
|
||||
<Route path="/" element={<Landing />} />
|
||||
@@ -47,7 +37,6 @@ ReactDOM.createRoot(document.getElementById('root')).render(
|
||||
|
||||
<Route path="*" element={<Navigate to="/" replace />} />
|
||||
</Routes>
|
||||
</Suspense>
|
||||
</BrowserRouter>
|
||||
</TooltipProvider>
|
||||
</ToastProvider>
|
||||
|
||||
@@ -1,27 +0,0 @@
|
||||
{
|
||||
"$schema": "https://docs.renovatebot.com/renovate-schema.json",
|
||||
"extends": ["config:recommended"],
|
||||
"timezone": "Europe/Berlin",
|
||||
"schedule": ["before 6am on monday"],
|
||||
"labels": ["dependencies"],
|
||||
"prConcurrentLimit": 5,
|
||||
"commitMessagePrefix": "chore(deps):",
|
||||
"packageRules": [
|
||||
{
|
||||
"description": "Group safe minor+patch updates into one weekly PR per ecosystem",
|
||||
"matchUpdateTypes": ["minor", "patch"],
|
||||
"groupName": "{{manager}} minor & patch"
|
||||
},
|
||||
{
|
||||
"description": "Major updates stay individual PRs for careful review",
|
||||
"matchUpdateTypes": ["major"],
|
||||
"dependencyDashboardApproval": true
|
||||
}
|
||||
],
|
||||
"vulnerabilityAlerts": {
|
||||
"enabled": true,
|
||||
"labels": ["security"],
|
||||
"schedule": ["at any time"]
|
||||
},
|
||||
"ignorePaths": ["**/node_modules/**", "**/bin/**", "**/obj/**"]
|
||||
}
|
||||
@@ -15,11 +15,6 @@
|
||||
<PackageReference Include="Asp.Versioning.Mvc" Version="8.1.0" />
|
||||
<PackageReference Include="Asp.Versioning.Mvc.ApiExplorer" Version="8.1.0" />
|
||||
<PackageReference Include="FluentValidation.AspNetCore" Version="11.3.0" />
|
||||
<PackageReference Include="Npgsql.OpenTelemetry" Version="10.0.3" />
|
||||
<PackageReference Include="OpenTelemetry.Exporter.OpenTelemetryProtocol" Version="1.16.0" />
|
||||
<PackageReference Include="OpenTelemetry.Extensions.Hosting" Version="1.16.0" />
|
||||
<PackageReference Include="OpenTelemetry.Instrumentation.AspNetCore" Version="1.16.0" />
|
||||
<PackageReference Include="OpenTelemetry.Instrumentation.Http" Version="1.16.0" />
|
||||
<PackageReference Include="Serilog.AspNetCore" Version="8.0.1" />
|
||||
<PackageReference Include="Serilog.Sinks.Console" Version="5.0.1" />
|
||||
<PackageReference Include="Swashbuckle.AspNetCore" Version="6.6.2" />
|
||||
|
||||
@@ -16,10 +16,6 @@ using Microsoft.AspNetCore.HttpOverrides;
|
||||
using Microsoft.AspNetCore.RateLimiting;
|
||||
using Microsoft.EntityFrameworkCore;
|
||||
using Microsoft.Extensions.Options;
|
||||
using Npgsql;
|
||||
using OpenTelemetry.Metrics;
|
||||
using OpenTelemetry.Resources;
|
||||
using OpenTelemetry.Trace;
|
||||
using Serilog;
|
||||
|
||||
var builder = WebApplication.CreateBuilder(args);
|
||||
@@ -126,28 +122,6 @@ builder.Services.AddAuthentication(options =>
|
||||
|
||||
builder.Services.AddAuthorization();
|
||||
|
||||
// RECOMMENDATIONS #5: OpenTelemetry traces + metrics (ASP.NET, outbound HTTP, Npgsql).
|
||||
// The OTLP exporter only activates when Otel:Endpoint (or the standard
|
||||
// OTEL_EXPORTER_OTLP_ENDPOINT env var) is configured — zero overhead otherwise.
|
||||
// Logs stay on Serilog. Pair with the compose "observability" profile (grafana/otel-lgtm).
|
||||
var otlpEndpoint = builder.Configuration["Otel:Endpoint"]
|
||||
?? Environment.GetEnvironmentVariable("OTEL_EXPORTER_OTLP_ENDPOINT");
|
||||
if (!string.IsNullOrWhiteSpace(otlpEndpoint))
|
||||
{
|
||||
builder.Services.AddOpenTelemetry()
|
||||
.ConfigureResource(r => r.AddService("inboxintel-api"))
|
||||
.WithTracing(t => t
|
||||
.AddAspNetCoreInstrumentation()
|
||||
.AddHttpClientInstrumentation()
|
||||
.AddNpgsql()
|
||||
.AddOtlpExporter(o => o.Endpoint = new Uri(otlpEndpoint)))
|
||||
.WithMetrics(m => m
|
||||
.AddAspNetCoreInstrumentation()
|
||||
.AddHttpClientInstrumentation()
|
||||
.AddNpgsqlInstrumentation()
|
||||
.AddOtlpExporter(o => o.Endpoint = new Uri(otlpEndpoint)));
|
||||
}
|
||||
|
||||
builder.Services.AddApiVersioning(o =>
|
||||
{
|
||||
o.DefaultApiVersion = new ApiVersion(1, 0);
|
||||
|
||||
@@ -23,9 +23,4 @@ public record SearchRequestDto(
|
||||
bool? IsTrashed = null,
|
||||
string? GmailLabel = null, // e.g. "SENT", "DRAFT", "SPAM"
|
||||
string? Category = null, // EmailCategory name, e.g. "Finance"
|
||||
long? MinSizeBytes = null,
|
||||
// Keyset cursor for the date-ordered browse path (RECOMMENDATIONS #8): pass the last
|
||||
// row's SentAtUtc+Id to fetch the next window without OFFSET (O(pageSize), not O(page)).
|
||||
// When set, TotalCount is not recomputed (-1). Additive; offset paging still works.
|
||||
DateTimeOffset? AfterSentAtUtc = null,
|
||||
Guid? AfterId = null);
|
||||
long? MinSizeBytes = null);
|
||||
|
||||
@@ -1,104 +0,0 @@
|
||||
using InboxIntel.Application.Abstractions;
|
||||
using InboxIntel.Infrastructure.Persistence;
|
||||
using Microsoft.EntityFrameworkCore;
|
||||
using Microsoft.Extensions.DependencyInjection;
|
||||
using Microsoft.Extensions.Hosting;
|
||||
using Microsoft.Extensions.Logging;
|
||||
|
||||
namespace InboxIntel.Infrastructure.Ai;
|
||||
|
||||
/// <summary>
|
||||
/// Fills <c>Email.Embedding</c> (pgvector) for semantic search, in small background batches
|
||||
/// so interactive requests are never starved (per docs/discovery/06: embeddings are the
|
||||
/// small always-on model; the batch pause keeps VRAM/CPU pressure low). Exits immediately
|
||||
/// when the embedding provider is unavailable (AI disabled / Ollama down) — semantic search
|
||||
/// simply stays dormant and lexical search is unaffected.
|
||||
/// </summary>
|
||||
public class EmbeddingBackfillWorker : BackgroundService
|
||||
{
|
||||
private const int BatchSize = 32;
|
||||
private static readonly TimeSpan BatchPause = TimeSpan.FromSeconds(2);
|
||||
private static readonly TimeSpan IdleRescan = TimeSpan.FromMinutes(15);
|
||||
|
||||
private readonly IServiceScopeFactory _scopeFactory;
|
||||
private readonly ILogger<EmbeddingBackfillWorker> _logger;
|
||||
|
||||
public EmbeddingBackfillWorker(IServiceScopeFactory scopeFactory, ILogger<EmbeddingBackfillWorker> logger)
|
||||
{
|
||||
_scopeFactory = scopeFactory;
|
||||
_logger = logger;
|
||||
}
|
||||
|
||||
protected override async Task ExecuteAsync(CancellationToken stoppingToken)
|
||||
{
|
||||
// Provider availability is fixed by configuration for the process lifetime.
|
||||
using (var probe = _scopeFactory.CreateScope())
|
||||
{
|
||||
if (!probe.ServiceProvider.GetRequiredService<IEmbeddingProvider>().IsAvailable)
|
||||
{
|
||||
_logger.LogDebug("EmbeddingBackfillWorker idle: no embedding provider (AI disabled).");
|
||||
return;
|
||||
}
|
||||
}
|
||||
|
||||
_logger.LogInformation("EmbeddingBackfillWorker started (batch {Batch}, pause {Pause}s)",
|
||||
BatchSize, BatchPause.TotalSeconds);
|
||||
|
||||
while (!stoppingToken.IsCancellationRequested)
|
||||
{
|
||||
int processed;
|
||||
try
|
||||
{
|
||||
processed = await ProcessBatchAsync(stoppingToken);
|
||||
}
|
||||
catch (OperationCanceledException) when (stoppingToken.IsCancellationRequested) { break; }
|
||||
catch (Exception ex)
|
||||
{
|
||||
// Ollama hiccups must never crash the host; back off and retry.
|
||||
_logger.LogWarning(ex, "Embedding batch failed; retrying after idle pause.");
|
||||
processed = 0;
|
||||
}
|
||||
|
||||
await Task.Delay(processed > 0 ? BatchPause : IdleRescan, stoppingToken);
|
||||
}
|
||||
}
|
||||
|
||||
/// <summary>Embeds one batch. Public-ish (internal) for direct testing.</summary>
|
||||
internal async Task<int> ProcessBatchAsync(CancellationToken ct)
|
||||
{
|
||||
using var scope = _scopeFactory.CreateScope();
|
||||
var db = scope.ServiceProvider.GetRequiredService<AppDbContext>();
|
||||
var embeddings = scope.ServiceProvider.GetRequiredService<IEmbeddingProvider>();
|
||||
|
||||
var batch = await db.Emails
|
||||
.Where(e => e.Embedding == null)
|
||||
.OrderByDescending(e => e.SentAtUtc) // newest mail becomes searchable first
|
||||
.Take(BatchSize)
|
||||
.ToListAsync(ct);
|
||||
if (batch.Count == 0) return 0;
|
||||
|
||||
// Subject + snippet is the semantic core; bodies are noisy (signatures, quoting)
|
||||
// and slow to embed. Truncate defensively to keep well inside the model context.
|
||||
var texts = batch
|
||||
.Select(e => Truncate($"{e.Subject}\n{e.Snippet ?? e.BodyText}", 2000))
|
||||
.ToList();
|
||||
var vectors = await embeddings.EmbedBatchAsync(texts, ct);
|
||||
if (vectors.Count != batch.Count)
|
||||
{
|
||||
_logger.LogWarning("Embedding batch returned {Got} vectors for {Want} emails; skipping batch.",
|
||||
vectors.Count, batch.Count);
|
||||
return 0;
|
||||
}
|
||||
|
||||
for (var i = 0; i < batch.Count; i++)
|
||||
{
|
||||
if (vectors[i].Length == 0) continue; // provider soft-failure for one item
|
||||
batch[i].Embedding = new Pgvector.Vector(vectors[i]);
|
||||
}
|
||||
await db.SaveChangesAsync(ct);
|
||||
_logger.LogDebug("Embedded {Count} emails", batch.Count);
|
||||
return batch.Count;
|
||||
}
|
||||
|
||||
private static string Truncate(string s, int max) => s.Length <= max ? s : s[..max];
|
||||
}
|
||||
@@ -92,9 +92,6 @@ public static class DependencyInjection
|
||||
break;
|
||||
}
|
||||
services.AddScoped<IAiService, AiService>();
|
||||
// Semantic search: fills Email.Embedding in the background; no-ops when the
|
||||
// embedding provider is unavailable (AI disabled), so lexical search is unaffected.
|
||||
services.AddHostedService<EmbeddingBackfillWorker>();
|
||||
|
||||
// Background worker (daily incremental sync + aggregate refresh)
|
||||
services.AddHostedService<GmailSyncWorker>();
|
||||
|
||||
@@ -32,7 +32,4 @@
|
||||
<ProjectReference Include="..\InboxIntel.Application\InboxIntel.Application.csproj" />
|
||||
<ProjectReference Include="..\InboxIntel.Domain\InboxIntel.Domain.csproj" />
|
||||
</ItemGroup>
|
||||
<ItemGroup>
|
||||
<InternalsVisibleTo Include="InboxIntel.IntegrationTests" />
|
||||
</ItemGroup>
|
||||
</Project>
|
||||
|
||||
@@ -1,4 +1,4 @@
|
||||
using System;
|
||||
using System;
|
||||
using Microsoft.EntityFrameworkCore.Migrations;
|
||||
using NpgsqlTypes;
|
||||
|
||||
|
||||
@@ -1,4 +1,4 @@
|
||||
using System;
|
||||
using System;
|
||||
using Microsoft.EntityFrameworkCore.Migrations;
|
||||
|
||||
#nullable disable
|
||||
|
||||
@@ -1,4 +1,4 @@
|
||||
using Microsoft.EntityFrameworkCore.Migrations;
|
||||
using Microsoft.EntityFrameworkCore.Migrations;
|
||||
|
||||
#nullable disable
|
||||
|
||||
|
||||
+1
-1
@@ -1,4 +1,4 @@
|
||||
using Microsoft.EntityFrameworkCore.Migrations;
|
||||
using Microsoft.EntityFrameworkCore.Migrations;
|
||||
using NpgsqlTypes;
|
||||
|
||||
#nullable disable
|
||||
|
||||
@@ -1,4 +1,4 @@
|
||||
using Microsoft.EntityFrameworkCore.Migrations;
|
||||
using Microsoft.EntityFrameworkCore.Migrations;
|
||||
|
||||
#nullable disable
|
||||
|
||||
|
||||
+1
-1
@@ -1,4 +1,4 @@
|
||||
using Microsoft.EntityFrameworkCore.Migrations;
|
||||
using Microsoft.EntityFrameworkCore.Migrations;
|
||||
|
||||
#nullable disable
|
||||
|
||||
|
||||
@@ -1,4 +1,4 @@
|
||||
using Microsoft.EntityFrameworkCore.Migrations;
|
||||
using Microsoft.EntityFrameworkCore.Migrations;
|
||||
using Pgvector;
|
||||
|
||||
#nullable disable
|
||||
|
||||
@@ -47,20 +47,20 @@ public class AppDbContext : DbContext, IAppDbContext
|
||||
// its manual `WHERE UserId ==` clause cannot leak across tenants. Applied
|
||||
// uniformly to all user-scoped entities so EF sees no filtered/unfiltered
|
||||
// navigation mismatch. Bypassed when CurrentUserId is Guid.Empty (workers).
|
||||
modelBuilder.Entity<Email>().HasQueryFilter("Tenant", e => CurrentUserId == Guid.Empty || e.UserId == CurrentUserId);
|
||||
modelBuilder.Entity<Sender>().HasQueryFilter("Tenant", e => CurrentUserId == Guid.Empty || e.UserId == CurrentUserId);
|
||||
modelBuilder.Entity<MailThread>().HasQueryFilter("Tenant", e => CurrentUserId == Guid.Empty || e.UserId == CurrentUserId);
|
||||
modelBuilder.Entity<MailDomain>().HasQueryFilter("Tenant", e => CurrentUserId == Guid.Empty || e.UserId == CurrentUserId);
|
||||
modelBuilder.Entity<Attachment>().HasQueryFilter("Tenant", e => CurrentUserId == Guid.Empty || e.UserId == CurrentUserId);
|
||||
modelBuilder.Entity<Label>().HasQueryFilter("Tenant", e => CurrentUserId == Guid.Empty || e.UserId == CurrentUserId);
|
||||
modelBuilder.Entity<Email>().HasQueryFilter(e => CurrentUserId == Guid.Empty || e.UserId == CurrentUserId);
|
||||
modelBuilder.Entity<Sender>().HasQueryFilter(e => CurrentUserId == Guid.Empty || e.UserId == CurrentUserId);
|
||||
modelBuilder.Entity<MailThread>().HasQueryFilter(e => CurrentUserId == Guid.Empty || e.UserId == CurrentUserId);
|
||||
modelBuilder.Entity<MailDomain>().HasQueryFilter(e => CurrentUserId == Guid.Empty || e.UserId == CurrentUserId);
|
||||
modelBuilder.Entity<Attachment>().HasQueryFilter(e => CurrentUserId == Guid.Empty || e.UserId == CurrentUserId);
|
||||
modelBuilder.Entity<Label>().HasQueryFilter(e => CurrentUserId == Guid.Empty || e.UserId == CurrentUserId);
|
||||
// AUDIT M-6: EmailLabel is the required end of a relationship with the filtered Email
|
||||
// entity; without a matching filter EF warns on boot and joins could surface rows whose
|
||||
// parent is filtered out. Filter via the Email navigation so the pair is consistent.
|
||||
modelBuilder.Entity<EmailLabel>().HasQueryFilter("Tenant", el => CurrentUserId == Guid.Empty || el.Email!.UserId == CurrentUserId);
|
||||
modelBuilder.Entity<SyncState>().HasQueryFilter("Tenant", e => CurrentUserId == Guid.Empty || e.UserId == CurrentUserId);
|
||||
modelBuilder.Entity<AnalyticsAggregate>().HasQueryFilter("Tenant", e => CurrentUserId == Guid.Empty || e.UserId == CurrentUserId);
|
||||
modelBuilder.Entity<WidgetLayout>().HasQueryFilter("Tenant", e => CurrentUserId == Guid.Empty || e.UserId == CurrentUserId);
|
||||
modelBuilder.Entity<UnsubscribeItem>().HasQueryFilter("Tenant", e => CurrentUserId == Guid.Empty || e.UserId == CurrentUserId);
|
||||
modelBuilder.Entity<EmailLabel>().HasQueryFilter(el => CurrentUserId == Guid.Empty || el.Email!.UserId == CurrentUserId);
|
||||
modelBuilder.Entity<SyncState>().HasQueryFilter(e => CurrentUserId == Guid.Empty || e.UserId == CurrentUserId);
|
||||
modelBuilder.Entity<AnalyticsAggregate>().HasQueryFilter(e => CurrentUserId == Guid.Empty || e.UserId == CurrentUserId);
|
||||
modelBuilder.Entity<WidgetLayout>().HasQueryFilter(e => CurrentUserId == Guid.Empty || e.UserId == CurrentUserId);
|
||||
modelBuilder.Entity<UnsubscribeItem>().HasQueryFilter(e => CurrentUserId == Guid.Empty || e.UserId == CurrentUserId);
|
||||
|
||||
// PostgreSQL full-text search: generated tsvector over subject + body with a
|
||||
// GIN index, maintained by the DB and read-only in code. Subject is weighted 'A'
|
||||
|
||||
@@ -5,7 +5,6 @@ using InboxIntel.Domain.Entities;
|
||||
using InboxIntel.Domain.Enums;
|
||||
using InboxIntel.Infrastructure.Persistence;
|
||||
using Microsoft.EntityFrameworkCore;
|
||||
using Pgvector.EntityFrameworkCore;
|
||||
|
||||
namespace InboxIntel.Infrastructure.Search;
|
||||
|
||||
@@ -19,13 +18,7 @@ namespace InboxIntel.Infrastructure.Search;
|
||||
public class SearchService : ISearchService
|
||||
{
|
||||
private readonly AppDbContext _db;
|
||||
private readonly IEmbeddingProvider? _embeddings;
|
||||
|
||||
public SearchService(AppDbContext db, IEmbeddingProvider? embeddings = null)
|
||||
{
|
||||
_db = db;
|
||||
_embeddings = embeddings;
|
||||
}
|
||||
public SearchService(AppDbContext db) => _db = db;
|
||||
|
||||
public async Task<PagedResult<EmailSummaryDto>> SearchAsync(Guid userId, SearchRequestDto r, CancellationToken ct = default)
|
||||
{
|
||||
@@ -80,18 +73,6 @@ public class SearchService : ISearchService
|
||||
|
||||
var total = await matched.CountAsync(ct);
|
||||
|
||||
// Hybrid semantic fusion (docs/discovery/05): when embeddings are available, fuse
|
||||
// lexical top-K with vector top-K via Reciprocal Rank Fusion. Runs BEFORE the fuzzy
|
||||
// fallback so a query with ZERO lexical hits (pure semantic recall — "gym receipt"
|
||||
// phrased differently) still surfaces results. Exact lexical hits keep winning (they
|
||||
// rank in both lists). Deeper pages fall through to lexical paging; any failure
|
||||
// (Ollama down, nothing embedded yet) silently degrades to the lexical/fuzzy path.
|
||||
if (hasFreeTextQuery && _embeddings is { IsAvailable: true })
|
||||
{
|
||||
var hybrid = await TryHybridAsync(structured, matched, term, total, r, ct);
|
||||
if (hybrid is not null) return hybrid;
|
||||
}
|
||||
|
||||
// Fuzzy/typo fallback: ONLY when a free-text search found nothing exact. word_similarity
|
||||
// with an explicit 0.3 threshold — pg_trgm's default 0.6 misses real typos
|
||||
// ("recieved" -> "received" scores ~0.39). Rare path, so the (non-indexed) scan over the
|
||||
@@ -114,23 +95,9 @@ public class SearchService : ISearchService
|
||||
ranked = matched.OrderByDescending(e => e.SearchVector!.RankCoverDensity(EF.Functions.WebSearchToTsQuery("english", term)))
|
||||
.ThenByDescending(e => e.SentAtUtc);
|
||||
else
|
||||
ranked = matched.OrderByDescending(e => e.SentAtUtc).ThenByDescending(e => e.Id);
|
||||
ranked = matched.OrderByDescending(e => e.SentAtUtc);
|
||||
|
||||
// Keyset (cursor) pagination for the browse path: O(pageSize) regardless of depth,
|
||||
// vs OFFSET's O(page*pageSize). The (SentAtUtc, Id) pair with the Id tie-break above
|
||||
// makes the ordering total, so windows never duplicate or skip rows.
|
||||
IQueryable<Email> paged;
|
||||
if (!hasFreeTextQuery && r is { AfterSentAtUtc: { } afterAt, AfterId: { } afterId })
|
||||
{
|
||||
paged = ranked
|
||||
.Where(e => e.SentAtUtc < afterAt || (e.SentAtUtc == afterAt && e.Id.CompareTo(afterId) < 0))
|
||||
.Take(r.PageSize);
|
||||
total = -1; // not recomputed on cursor windows (that's the point)
|
||||
}
|
||||
else
|
||||
{
|
||||
paged = ranked.Skip((r.Page - 1) * r.PageSize).Take(r.PageSize);
|
||||
}
|
||||
var paged = ranked.Skip((r.Page - 1) * r.PageSize).Take(r.PageSize);
|
||||
|
||||
// "Why this matched" ts_headline only for EXACT free-text hits (fuzzy/browse get no
|
||||
// highlight — a fuzzy hit has no literal match to headline). Unconditional projections
|
||||
@@ -170,73 +137,4 @@ public class SearchService : ISearchService
|
||||
TotalCount = total
|
||||
};
|
||||
}
|
||||
|
||||
private const int HybridK = 50; // candidates taken from each layer
|
||||
private const int RrfConstant = 60; // standard RRF dampening constant
|
||||
|
||||
/// <summary>
|
||||
/// RRF fusion of lexical and vector candidates. Returns null when the requested page
|
||||
/// lies beyond the fused window or anything fails — caller falls back to lexical.
|
||||
/// </summary>
|
||||
private async Task<PagedResult<EmailSummaryDto>?> TryHybridAsync(
|
||||
IQueryable<Email> structured, IQueryable<Email> lexical, string term, int lexicalTotal,
|
||||
SearchRequestDto r, CancellationToken ct)
|
||||
{
|
||||
try
|
||||
{
|
||||
var lexIds = await lexical
|
||||
.OrderByDescending(e => e.SearchVector!.RankCoverDensity(EF.Functions.WebSearchToTsQuery("english", term)))
|
||||
.ThenByDescending(e => e.SentAtUtc)
|
||||
.Take(HybridK).Select(e => e.Id).ToListAsync(ct);
|
||||
|
||||
var queryVec = await _embeddings!.EmbedAsync(term, ct);
|
||||
List<Guid> vecIds = new();
|
||||
if (queryVec.Length > 0)
|
||||
{
|
||||
var qv = new Pgvector.Vector(queryVec);
|
||||
vecIds = await structured
|
||||
.Where(e => e.Embedding != null)
|
||||
.OrderBy(e => e.Embedding!.CosineDistance(qv))
|
||||
.Take(HybridK).Select(e => e.Id).ToListAsync(ct);
|
||||
}
|
||||
if (vecIds.Count == 0) return null; // nothing embedded yet → lexical path
|
||||
|
||||
var scores = new Dictionary<Guid, double>();
|
||||
for (var i = 0; i < lexIds.Count; i++)
|
||||
scores[lexIds[i]] = scores.GetValueOrDefault(lexIds[i]) + 1.0 / (RrfConstant + i + 1);
|
||||
for (var i = 0; i < vecIds.Count; i++)
|
||||
scores[vecIds[i]] = scores.GetValueOrDefault(vecIds[i]) + 1.0 / (RrfConstant + i + 1);
|
||||
|
||||
var fused = scores.OrderByDescending(kv => kv.Value).Select(kv => kv.Key).ToList();
|
||||
var pageIds = fused.Skip((r.Page - 1) * r.PageSize).Take(r.PageSize).ToList();
|
||||
if (pageIds.Count == 0 && r.Page > 1) return null; // deep page → lexical paging
|
||||
|
||||
var headlineOpts =
|
||||
$"StartSel={(char)0xE000},StopSel={(char)0xE001},MaxWords=16,MinWords=5,ShortWord=2,HighlightAll=false";
|
||||
var rows = await _db.Emails.AsNoTracking()
|
||||
.Where(e => pageIds.Contains(e.Id))
|
||||
.Select(e => new EmailSummaryDto(
|
||||
e.Id, e.GmailMessageId, e.Subject, e.Snippet,
|
||||
e.Sender!.Address, e.Sender.DisplayName, e.SentAtUtc,
|
||||
e.IsUnread, e.IsStarred, e.HasAttachments, e.SizeEstimateBytes, e.Category,
|
||||
e.HasListUnsubscribe, e.SupportsOneClickUnsubscribe,
|
||||
EF.Functions.WebSearchToTsQuery("english", term).GetResultHeadline("english", e.BodyText ?? "", headlineOpts)))
|
||||
.ToListAsync(ct);
|
||||
var byId = rows.ToDictionary(x => x.Id);
|
||||
var items = pageIds.Where(byId.ContainsKey).Select(id => byId[id]).ToList();
|
||||
|
||||
return new PagedResult<EmailSummaryDto>
|
||||
{
|
||||
Items = items,
|
||||
Page = r.Page,
|
||||
PageSize = r.PageSize,
|
||||
// Semantic recall can exceed the lexical match count.
|
||||
TotalCount = Math.Max(lexicalTotal, fused.Count)
|
||||
};
|
||||
}
|
||||
catch
|
||||
{
|
||||
return null; // AI must never break search — degrade to lexical
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
@@ -1,95 +0,0 @@
|
||||
using FluentAssertions;
|
||||
using InboxIntel.Application.Abstractions;
|
||||
using InboxIntel.Domain.Entities;
|
||||
using InboxIntel.Infrastructure.Ai;
|
||||
using InboxIntel.Infrastructure.Persistence;
|
||||
using Microsoft.EntityFrameworkCore;
|
||||
using Microsoft.Extensions.DependencyInjection;
|
||||
using Microsoft.Extensions.Logging.Abstractions;
|
||||
using Pgvector.EntityFrameworkCore;
|
||||
using Xunit;
|
||||
|
||||
namespace InboxIntel.IntegrationTests;
|
||||
|
||||
/// <summary>
|
||||
/// Semantic-search backfill: the worker embeds emails lacking an Embedding and persists the
|
||||
/// vectors. Runs against live Postgres (pgvector) since the Embedding column is ignored under
|
||||
/// the InMemory provider; the CI db-tests job provides the database. Uses a deterministic fake
|
||||
/// embedding provider — real-Ollama integration is verified separately (endpoint contract:
|
||||
/// /api/embeddings, 768 dims).
|
||||
/// </summary>
|
||||
[Trait("Category", "LiveDb")]
|
||||
[Collection("LiveDb")] // serialise LiveDb classes: concurrent MigrateAsync on a fresh DB races
|
||||
public class EmbeddingBackfillTests
|
||||
{
|
||||
private static string? Conn => Environment.GetEnvironmentVariable("LIVEDB_CONNECTION");
|
||||
|
||||
private sealed class FakeCurrentUser : ICurrentUser
|
||||
{
|
||||
public Guid UserId => Guid.Empty; // worker scope sees all rows
|
||||
public bool IsAuthenticated => false;
|
||||
}
|
||||
|
||||
private sealed class FakeEmbeddings : IEmbeddingProvider
|
||||
{
|
||||
public bool IsAvailable => true;
|
||||
public Task<float[]> EmbedAsync(string text, CancellationToken ct = default)
|
||||
=> Task.FromResult(Vec(text));
|
||||
public Task<IReadOnlyList<float[]>> EmbedBatchAsync(IReadOnlyList<string> texts, CancellationToken ct = default)
|
||||
=> Task.FromResult<IReadOnlyList<float[]>>(texts.Select(Vec).ToList());
|
||||
private static float[] Vec(string text)
|
||||
{
|
||||
var v = new float[768];
|
||||
v[0] = text.Length; // deterministic, content-dependent
|
||||
return v;
|
||||
}
|
||||
}
|
||||
|
||||
[Fact]
|
||||
public async Task Worker_embeds_pending_emails_and_persists_vectors()
|
||||
{
|
||||
if (Conn is null) return; // soft-skip outside the live-db CI job
|
||||
var uid = Guid.NewGuid();
|
||||
var opts = new DbContextOptionsBuilder<AppDbContext>().UseNpgsql(Conn!, o => o.UseVector()).Options;
|
||||
|
||||
var services = new ServiceCollection();
|
||||
services.AddScoped<ICurrentUser, FakeCurrentUser>();
|
||||
services.AddScoped(_ => new AppDbContext(opts, new FakeCurrentUser()));
|
||||
services.AddScoped<IEmbeddingProvider, FakeEmbeddings>();
|
||||
using var sp = services.BuildServiceProvider();
|
||||
|
||||
using (var seed = new AppDbContext(opts, new FakeCurrentUser()))
|
||||
{
|
||||
await seed.Database.MigrateAsync();
|
||||
seed.Users.Add(new User { Id = uid, GoogleSubjectId = "g" + uid, Email = uid + "@t.t" });
|
||||
var dom = new MailDomain { UserId = uid, Name = "t.t" };
|
||||
var snd = new Sender { UserId = uid, Address = "a@t.t", Domain = dom };
|
||||
var thr = new MailThread { UserId = uid, GmailThreadId = "th" + uid };
|
||||
seed.AddRange(dom, snd, thr);
|
||||
seed.Emails.Add(new Email { UserId = uid, GmailMessageId = "e1" + uid, Subject = "hello world", Sender = snd, Thread = thr, SentAtUtc = DateTimeOffset.UtcNow });
|
||||
seed.Emails.Add(new Email { UserId = uid, GmailMessageId = "e2" + uid, Subject = "quarterly invoice", Sender = snd, Thread = thr, SentAtUtc = DateTimeOffset.UtcNow });
|
||||
await seed.SaveChangesAsync();
|
||||
}
|
||||
try
|
||||
{
|
||||
var worker = new EmbeddingBackfillWorker(
|
||||
sp.GetRequiredService<IServiceScopeFactory>(), NullLogger<EmbeddingBackfillWorker>.Instance);
|
||||
var processed = await worker.ProcessBatchAsync(CancellationToken.None);
|
||||
processed.Should().BeGreaterThanOrEqualTo(2);
|
||||
|
||||
using var check = new AppDbContext(opts, new FakeCurrentUser());
|
||||
var mine = await check.Emails.Where(e => e.UserId == uid).ToListAsync();
|
||||
mine.Should().OnlyContain(e => e.Embedding != null);
|
||||
mine.First().Embedding!.ToArray().Length.Should().Be(768);
|
||||
}
|
||||
finally
|
||||
{
|
||||
using var c = new AppDbContext(opts, new FakeCurrentUser());
|
||||
await c.Emails.Where(e => e.UserId == uid).ExecuteDeleteAsync();
|
||||
await c.Threads.Where(t => t.UserId == uid).ExecuteDeleteAsync();
|
||||
await c.Senders.Where(s => s.UserId == uid).ExecuteDeleteAsync();
|
||||
await c.Domains.Where(d => d.UserId == uid).ExecuteDeleteAsync();
|
||||
await c.Users.Where(u => u.Id == uid).ExecuteDeleteAsync();
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -1,57 +0,0 @@
|
||||
using FluentAssertions;
|
||||
using InboxIntel.Application.Abstractions;
|
||||
using InboxIntel.Application.DTOs;
|
||||
using InboxIntel.Domain.Entities;
|
||||
using InboxIntel.Infrastructure.Persistence;
|
||||
using InboxIntel.Infrastructure.Search;
|
||||
using Microsoft.EntityFrameworkCore;
|
||||
using Xunit;
|
||||
|
||||
namespace InboxIntel.IntegrationTests;
|
||||
|
||||
/// <summary>
|
||||
/// RECOMMENDATIONS #8: keyset (cursor) pagination for the browse path — the window after a
|
||||
/// (SentAtUtc, Id) cursor returns the next rows with no duplicates/skips and no OFFSET scan.
|
||||
/// </summary>
|
||||
public class KeysetPaginationTests
|
||||
{
|
||||
private sealed class FakeCurrentUser : ICurrentUser
|
||||
{
|
||||
public Guid UserId { get; set; }
|
||||
public bool IsAuthenticated => UserId != Guid.Empty;
|
||||
}
|
||||
|
||||
[Fact]
|
||||
public async Task Cursor_window_continues_exactly_after_the_previous_page()
|
||||
{
|
||||
var user = Guid.NewGuid();
|
||||
var opts = new DbContextOptionsBuilder<AppDbContext>()
|
||||
.UseInMemoryDatabase(nameof(Cursor_window_continues_exactly_after_the_previous_page)).Options;
|
||||
|
||||
var baseline = DateTimeOffset.UtcNow;
|
||||
using (var seed = new AppDbContext(opts, new FakeCurrentUser()))
|
||||
{
|
||||
var sender = new Sender { UserId = user, Address = "s@x.x" };
|
||||
seed.Senders.Add(sender);
|
||||
for (var i = 0; i < 5; i++)
|
||||
seed.Emails.Add(new Email { UserId = user, GmailMessageId = $"m{i}", Sender = sender, SentAtUtc = baseline.AddMinutes(-i) });
|
||||
await seed.SaveChangesAsync();
|
||||
}
|
||||
|
||||
using var ctx = new AppDbContext(opts, new FakeCurrentUser { UserId = user });
|
||||
var svc = new SearchService(ctx);
|
||||
|
||||
// First window via offset (page 1, size 2): m0, m1 (newest first).
|
||||
var page1 = await svc.SearchAsync(user, new SearchRequestDto(null, null, null, null, null, null, null, false, 1, 2));
|
||||
page1.Items.Select(i => i.GmailMessageId).Should().Equal("m0", "m1");
|
||||
|
||||
// Next window via cursor from the last row of page 1.
|
||||
var last = page1.Items[^1];
|
||||
var page2 = await svc.SearchAsync(user, new SearchRequestDto(
|
||||
null, null, null, null, null, null, null, false, 1, 2,
|
||||
AfterSentAtUtc: last.SentAtUtc, AfterId: last.Id));
|
||||
|
||||
page2.Items.Select(i => i.GmailMessageId).Should().Equal("m2", "m3"); // no dupes, no skips
|
||||
page2.TotalCount.Should().Be(-1, "cursor windows skip the COUNT — that's the perf win");
|
||||
}
|
||||
}
|
||||
@@ -21,7 +21,6 @@ namespace InboxIntel.IntegrationTests;
|
||||
/// InMemory test run is unaffected.
|
||||
/// </summary>
|
||||
[Trait("Category", "LiveDb")]
|
||||
[Collection("LiveDb")] // serialise LiveDb classes: concurrent MigrateAsync on a fresh DB races
|
||||
public class LiveDbSearchTests
|
||||
{
|
||||
private static string? Conn => Environment.GetEnvironmentVariable("LIVEDB_CONNECTION");
|
||||
@@ -123,54 +122,4 @@ public class LiveDbSearchTests
|
||||
}
|
||||
finally { await CleanupAsync(opts, uid); }
|
||||
}
|
||||
|
||||
private sealed class DirectionalFakeEmbeddings : IEmbeddingProvider
|
||||
{
|
||||
public bool IsAvailable => true;
|
||||
public Task<float[]> EmbedAsync(string text, CancellationToken ct = default)
|
||||
{
|
||||
// Deterministic "semantics": anything fruit-flavoured points one way, else the other.
|
||||
var v = new float[768];
|
||||
if (text.Contains("banana") || text.Contains("tropical")) v[0] = 1; else v[1] = 1;
|
||||
return Task.FromResult(v);
|
||||
}
|
||||
public async Task<IReadOnlyList<float[]>> EmbedBatchAsync(IReadOnlyList<string> texts, CancellationToken ct = default)
|
||||
{
|
||||
var list = new List<float[]>();
|
||||
foreach (var t in texts) list.Add(await EmbedAsync(t, ct));
|
||||
return list;
|
||||
}
|
||||
}
|
||||
|
||||
[Fact]
|
||||
public async Task Hybrid_search_surfaces_semantic_match_with_zero_keyword_overlap()
|
||||
{
|
||||
if (Conn is null) return;
|
||||
var opts = Options();
|
||||
var uid = await SeedAsync(opts);
|
||||
try
|
||||
{
|
||||
var embeddings = new DirectionalFakeEmbeddings();
|
||||
using (var prep = new AppDbContext(opts, new FakeCurrentUser()))
|
||||
{
|
||||
// "Weekly notes" gets a fruit-direction embedding (semantically related to the
|
||||
// query); "Invoice March" points elsewhere. Neither subject contains "banana".
|
||||
var near = await prep.Emails.FirstAsync(e => e.UserId == uid && e.Subject == "Weekly notes");
|
||||
near.Embedding = new Vector(await embeddings.EmbedAsync("tropical"));
|
||||
var far = await prep.Emails.FirstAsync(e => e.UserId == uid && e.Subject == "Invoice March");
|
||||
far.Embedding = new Vector(await embeddings.EmbedAsync("finance"));
|
||||
await prep.SaveChangesAsync();
|
||||
}
|
||||
|
||||
using var ctx = new AppDbContext(opts, new FakeCurrentUser { UserId = uid });
|
||||
var res = await new SearchService(ctx, embeddings)
|
||||
.SearchAsync(uid, GmailQueryParser.Parse("banana", 1, 10));
|
||||
|
||||
// Zero lexical hits for "banana" — hybrid must still surface the semantically
|
||||
// nearest email, ranked first.
|
||||
res.Items.Should().NotBeEmpty("semantic recall should fire with zero keyword overlap");
|
||||
res.Items[0].Subject.Should().Be("Weekly notes");
|
||||
}
|
||||
finally { await CleanupAsync(opts, uid); }
|
||||
}
|
||||
}
|
||||
|
||||
Reference in New Issue
Block a user