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version = "0.3", features = ["env-filter"] } +chrono = { version = "0.4", features = ["serde"] } +uuid = { version = "1", features = ["v4", "serde", "js"] } +sqlx = { version = "0.8", features = ["runtime-tokio", "sqlite", "chrono", "uuid", "migrate"] } + +feedsignal-core = { path = "crates/core" } +feedsignal-db = { path = "crates/db" } +feedsignal-feeds = { path = "crates/feeds" } +feedsignal-llm = { path = "crates/llm" } diff --git a/README.md b/README.md new file mode 100644 index 0000000..36d910e --- /dev/null +++ b/README.md @@ -0,0 +1,104 @@ +# feedsignal + +A self-hosted RSS reader that uses a local Ollama LLM (via [rig](https://github.com/0xPlaygrounds/rig)) +to surface the articles actually worth reading out of a large set of subscribed feeds, and learns +from what you read (and how long, and what you dismiss) to get better at that over time. + +## Architecture + +``` +crates/ + core/ domain models (Article, Feed, ReadingEvent) + the topic-affinity + learning engine + the final relevance-scoring formula. No I/O. + db/ SQLite (sqlx) persistence: feeds, articles, the append-only + reading_events log, topic_affinities, preferences. + feeds/ RSS/Atom fetching + parsing (feed-rs). + llm/ rig + local Ollama: embeddings for the cheap first-pass filter, + chat completion for the relevance judgment on the shortlist. + web/ axum + Dioxus fullstack UI. `server` feature = native binary + (DB, feed polling, LLM calls, scheduler); `web` feature = the + WASM client shipped to the browser. No separate JS/npm stack. +``` + +### Two-stage relevance filtering + +Running the LLM on every article from every feed doesn't scale locally. Instead: + +1. Every new article is embedded (`nomic-embed-text` by default) and scored against your + preference-profile embedding — cheap, runs on all of them. +2. Only articles above `EMBEDDING_SHORTLIST_THRESHOLD` (`crates/web/src/server/pipeline.rs`) + go to the LLM (`llama3.1` by default) for an actual relevance judgment with a rationale. +3. `feedsignal_core::scoring::score_article` blends LLM score (dominant when present), + embedding score (fallback / floor), and topic affinity (bounded nudge) into `final_score`, + which is what the UI ranks by. + +### Learning from reading behavior + +Every interaction (impression, open, dwell time, star, dismiss) is appended to an immutable +`reading_events` log — never mutated, so the model can be recomputed or retuned later without +losing data (`crates/db/migrations/0001_init.sql`). + +From that log, `feedsignal_core::affinity`: + +- Computes an **engagement score** per article (0.0–1.0) from whether it was opened, how long + you spent relative to its estimated read time, and explicit star/dismiss signals. +- Compares engagement to what the pipeline *predicted* (`final_score` at ingest time) to get a + **surprise** signal — did you engage more or less than expected? +- Nudges the affinity of that article's topics by `learning_rate * surprise`, clamped to + `[-1, 1]`, so "the model rated this low but I read the whole thing" measurably shifts future + scoring, and "the model rated this high but I dismissed it unread" pulls the other way. +- Decays all affinities toward zero once a day so stale interests fade instead of anchoring + the model forever. + +This is a from-scratch numeric signal engine, deliberately not an LLM-rewritten prose "taste +profile" — the topic scores are inspectable, and the update rule is simple enough to reason +about and tune. See `crates/core/src/affinity.rs` for the full implementation and unit tests. + +## Status + +This is a scaffold, not a working app yet. What's real and compiles (`cargo check`/`cargo test` +pass for every crate, both the `server` and `wasm32-unknown-unknown` targets of `feedsignal-web`): + +- The domain model, DB schema/migrations, and the topic-affinity engine (with tests). +- Feed fetching/parsing. +- Ollama embedding + chat-completion calls via rig (against real rig-core 0.42 APIs). +- The scoring pipeline shape and a cron-scheduled job wiring (`tokio-cron-scheduler`). +- A minimal Dioxus UI that lists ranked articles and lets you dismiss one. + +What's *not* wired up yet (left as the natural next steps): + +- Feed subscription management (add/remove feed URLs) — `feedsignal_feeds::fetch_feed` exists + but nothing calls it on a schedule yet. +- The `preferences` table (your free-text "what I care about" description) isn't read by the + pipeline yet — `pipeline.rs` has a `TODO` where it belongs. +- Dwell-time capture from the browser (needs a small bit of JS/visibility-API glue on the + article view, or a "mark read" action, to backfill `dwell_seconds` on the `opened` event). +- Full article content extraction (currently only the feed's summary/content field is used; + no readability-style scraping of the linked page). + +## Running it + +Requires [Ollama](https://ollama.com) running locally with the models pulled: + +```sh +ollama pull nomic-embed-text +ollama pull llama3.1 +``` + +And the [Dioxus CLI](https://dioxuslabs.com/learn/0.7/getting_started/) (`dx`) to build/serve +the fullstack app — `dx` also has an `dx add`/component-scaffolding workflow worth using instead +of hand-rolling UI pieces as this grows: + +```sh +cargo install dioxus-cli +cd crates/web +dx serve +``` + +The native crates (`core`, `db`, `feeds`, `llm`) build with plain `cargo check`/`cargo test` and +don't need `dx` at all. + +## CI + +`.forgejo/workflows/ci.yml` runs on the self-hosted Forgejo runner: checks the native crates, +both feature-sets of `feedsignal-web` (server + wasm client), and runs tests. diff --git a/crates/core/Cargo.toml b/crates/core/Cargo.toml new file mode 100644 index 0000000..39787cf --- /dev/null +++ b/crates/core/Cargo.toml @@ -0,0 +1,11 @@ +[package] +name = "feedsignal-core" +version.workspace = true +edition.workspace = true +license.workspace = true + +[dependencies] +serde.workspace = true +serde_json.workspace = true +chrono.workspace = true +uuid.workspace = true diff --git a/crates/core/src/affinity.rs b/crates/core/src/affinity.rs new file mode 100644 index 0000000..5c5a617 --- /dev/null +++ b/crates/core/src/affinity.rs @@ -0,0 +1,137 @@ +use serde::{Deserialize, Serialize}; +use std::collections::HashMap; + +/// Per-topic affinity scores, in `[-1.0, 1.0]`, updated from observed +/// engagement vs. predicted relevance. Persisted as a single row per user +/// (JSON blob) in `feedsignal-db`; the event log remains the source of +/// truth and this can always be rebuilt by replaying it. +#[derive(Debug, Clone, Default, Serialize, Deserialize)] +pub struct TopicAffinities { + scores: HashMap, +} + +/// How much a single feedback event moves an affinity score. Kept small so +/// no single article dominates a topic's long-run trend. +const LEARNING_RATE: f64 = 0.15; + +/// Fraction of every affinity pulled back toward zero on each nightly decay +/// pass, so stale interests fade instead of anchoring the model forever. +const DAILY_DECAY: f64 = 0.02; + +impl TopicAffinities { + pub fn score(&self, topic: &str) -> f64 { + self.scores.get(topic).copied().unwrap_or(0.0) + } + + /// Mean affinity across an article's topics; 0.0 for an untagged + /// article (neutral, defers entirely to the embedding/LLM stages). + pub fn score_topics(&self, topics: &[String]) -> f64 { + if topics.is_empty() { + return 0.0; + } + topics.iter().map(|t| self.score(t)).sum::() / topics.len() as f64 + } + + /// Update affinities for an article's topics from an observed + /// `surprise`: `engagement_score - predicted_relevance_score`, both in + /// `[0.0, 1.0]` (see `scoring::engagement_score`). Positive surprise + /// (the user engaged more than the pipeline predicted) nudges those + /// topics up; negative surprise nudges them down. This is what lets + /// "the model thought this was irrelevant but I read the whole thing" + /// actually change future behavior. + pub fn apply_feedback(&mut self, topics: &[String], surprise: f64) { + for topic in topics { + let current = self.score(topic); + let updated = (current + LEARNING_RATE * surprise).clamp(-1.0, 1.0); + self.scores.insert(topic.clone(), updated); + } + } + + /// Run once per day (see the scheduler in `feedsignal-web`) to let + /// affinities the user hasn't reinforced recently drift back toward + /// neutral rather than staying permanently pinned from a few old + /// signals. + pub fn decay(&mut self) { + self.scores.retain(|_, v| v.abs() > 1e-4); + for v in self.scores.values_mut() { + *v -= v.signum() * DAILY_DECAY; + } + } + + pub fn top_n(&self, n: usize) -> Vec<(&str, f64)> { + let mut items: Vec<_> = self.scores.iter().map(|(k, v)| (k.as_str(), *v)).collect(); + items.sort_by(|a, b| b.1.partial_cmp(&a.1).unwrap()); + items.truncate(n); + items + } +} + +/// Converts a raw reading interaction into an engagement score in +/// `[0.0, 1.0]`, and folds in the explicit star/dismiss signal. +/// +/// - Never opened: 0.0 +/// - Opened: `dwell_seconds / estimated_read_seconds`, capped at 1.0, so +/// skimming half an article scores lower than reading it fully. +/// - Starred: +0.3 on top (capped at 1.0) — an explicit "yes" beyond dwell +/// time alone. +/// - Dismissed without opening: -0.3, floored at 0.0's negative counterpart +/// handled by the caller via `surprise` (engagement itself never goes +/// negative; the *deviation* from a predicted score can). +pub fn engagement_score( + opened: bool, + dwell_seconds: Option, + estimated_read_seconds: Option, + starred: bool, + dismissed: bool, +) -> f64 { + if dismissed && !opened { + return 0.0; + } + let mut score = if !opened { + 0.0 + } else { + match (dwell_seconds, estimated_read_seconds) { + (Some(dwell), Some(est)) if est > 0 => (dwell as f64 / est as f64).min(1.0), + // Opened but we don't yet know dwell time / read-time estimate: + // credit partial engagement rather than 0 or 1. + _ => 0.5, + } + }; + if starred { + score = (score + 0.3).min(1.0); + } + score +} + +#[cfg(test)] +mod tests { + use super::*; + + #[test] + fn under_predicted_relevance_boosts_topic() { + let mut aff = TopicAffinities::default(); + let topics = vec!["rust".to_string()]; + // Model predicted 0.2 relevance, user fully read it: surprise = 0.8. + aff.apply_feedback(&topics, 0.8); + assert!(aff.score("rust") > 0.0); + } + + #[test] + fn over_predicted_relevance_lowers_topic() { + let mut aff = TopicAffinities::default(); + let topics = vec!["crypto".to_string()]; + // Model predicted 0.9, user dismissed unread: engagement 0, surprise = -0.9. + aff.apply_feedback(&topics, -0.9); + assert!(aff.score("crypto") < 0.0); + } + + #[test] + fn decay_pulls_toward_zero() { + let mut aff = TopicAffinities::default(); + aff.apply_feedback(&["rust".to_string()], 1.0); + let before = aff.score("rust"); + aff.decay(); + assert!(aff.score("rust") < before); + assert!(aff.score("rust") > 0.0); + } +} diff --git a/crates/core/src/lib.rs b/crates/core/src/lib.rs new file mode 100644 index 0000000..ca08e3f --- /dev/null +++ b/crates/core/src/lib.rs @@ -0,0 +1,7 @@ +pub mod models; +pub mod affinity; +pub mod scoring; + +pub use affinity::TopicAffinities; +pub use models::{Article, Feed, ReadingEvent, ReadingOutcome}; +pub use scoring::{RelevanceInputs, score_article}; diff --git a/crates/core/src/models.rs b/crates/core/src/models.rs new file mode 100644 index 0000000..f203a41 --- /dev/null +++ b/crates/core/src/models.rs @@ -0,0 +1,58 @@ +use chrono::{DateTime, Utc}; +use serde::{Deserialize, Serialize}; +use uuid::Uuid; + +#[derive(Debug, Clone, Serialize, Deserialize)] +pub struct Feed { + pub id: Uuid, + pub url: String, + pub title: String, + pub last_fetched_at: Option>, +} + +#[derive(Debug, Clone, Serialize, Deserialize)] +pub struct Article { + pub id: Uuid, + pub feed_id: Uuid, + pub url: String, + pub title: String, + pub summary: String, + pub published_at: Option>, + /// Short canonical tags assigned at ingest time (e.g. by the LLM stage), + /// used both for display and as keys into `TopicAffinities`. + pub topics: Vec, + /// Cosine similarity between the article embedding and the user's + /// preference-profile embedding. Cheap first-pass filter score. + pub embedding_score: Option, + /// 0.0-1.0 relevance judgment from the LLM stage, only computed for + /// articles that clear the embedding-score shortlist threshold. + pub llm_score: Option, + /// Final blended score actually used for ranking/surfacing, see + /// `scoring::score_article`. + pub final_score: Option, + pub estimated_read_seconds: Option, +} + +/// A single recorded interaction between the user and an article. Every +/// event is appended to an immutable log (see `feedsignal-db`); affinities +/// are derived from replaying/aggregating these, never mutated in place, +/// so the scoring model can be recomputed or tuned retroactively. +#[derive(Debug, Clone, Serialize, Deserialize)] +pub struct ReadingEvent { + pub id: Uuid, + pub article_id: Uuid, + pub occurred_at: DateTime, + pub outcome: ReadingOutcome, +} + +#[derive(Debug, Clone, Serialize, Deserialize)] +pub enum ReadingOutcome { + /// Shown in the feed list but no further interaction (yet). + Impression, + /// User opened the article. `dwell_seconds` is filled in later via an + /// update event (e.g. on tab close / navigation away) once known. + Opened { dwell_seconds: Option }, + Starred, + /// Explicitly marked not relevant, independent of whether it was opened. + Dismissed, +} diff --git a/crates/core/src/scoring.rs b/crates/core/src/scoring.rs new file mode 100644 index 0000000..38e091a --- /dev/null +++ b/crates/core/src/scoring.rs @@ -0,0 +1,34 @@ +use crate::affinity::TopicAffinities; + +/// Inputs to the final blended relevance score for one article. +pub struct RelevanceInputs<'a> { + /// Cosine similarity (0.0-1.0, already renormalized from [-1,1] if + /// needed) between article and preference-profile embeddings. + pub embedding_score: f32, + /// LLM judgment (0.0-1.0), `None` if the article didn't clear the + /// embedding shortlist threshold and so was never sent to the LLM. + pub llm_score: Option, + pub topics: &'a [String], + pub affinities: &'a TopicAffinities, +} + +/// Weights are deliberately conservative: the LLM judgment dominates when +/// present (it has read the actual content), the embedding score is a +/// fallback when the LLM stage was skipped, and topic affinity acts as a +/// bounded nudge rather than a veto — a strong LLM match should still +/// surface even for a topic the user historically skims. +const W_LLM: f32 = 0.6; +const W_EMBEDDING: f32 = 0.25; +const W_AFFINITY: f32 = 0.15; + +pub fn score_article(inputs: RelevanceInputs) -> f32 { + let affinity = inputs.affinities.score_topics(inputs.topics) as f32; // [-1, 1] + let affinity_component = (affinity + 1.0) / 2.0; // renormalize to [0, 1] + + match inputs.llm_score { + Some(llm) => W_LLM * llm + W_EMBEDDING * inputs.embedding_score + W_AFFINITY * affinity_component, + // No LLM score yet: redistribute its weight onto the embedding score. + None => (W_LLM + W_EMBEDDING) * inputs.embedding_score + W_AFFINITY * affinity_component, + } + .clamp(0.0, 1.0) +} diff --git a/crates/db/Cargo.toml b/crates/db/Cargo.toml new file mode 100644 index 0000000..4b18119 --- /dev/null +++ b/crates/db/Cargo.toml @@ -0,0 +1,15 @@ +[package] +name = "feedsignal-db" +version.workspace = true +edition.workspace = true +license.workspace = true + +[dependencies] +feedsignal-core.workspace = true +sqlx.workspace = true +tokio.workspace = true +serde.workspace = true +serde_json.workspace = true +chrono.workspace = true +uuid.workspace = true +anyhow.workspace = true diff --git a/crates/db/migrations/0001_init.sql b/crates/db/migrations/0001_init.sql new file mode 100644 index 0000000..764b178 --- /dev/null +++ b/crates/db/migrations/0001_init.sql @@ -0,0 +1,60 @@ +CREATE TABLE feeds ( + id TEXT PRIMARY KEY, + url TEXT NOT NULL UNIQUE, + title TEXT NOT NULL, + last_fetched_at TEXT +); + +CREATE TABLE articles ( + id TEXT PRIMARY KEY, + feed_id TEXT NOT NULL REFERENCES feeds(id), + url TEXT NOT NULL UNIQUE, + title TEXT NOT NULL, + summary TEXT NOT NULL, + content TEXT, + published_at TEXT, + fetched_at TEXT NOT NULL, + topics TEXT NOT NULL DEFAULT '[]', -- JSON array of strings + embedding TEXT, -- JSON array of floats + embedding_score REAL, + llm_score REAL, + llm_rationale TEXT, + final_score REAL, + estimated_read_seconds INTEGER +); + +CREATE INDEX idx_articles_feed_id ON articles(feed_id); +CREATE INDEX idx_articles_final_score ON articles(final_score); + +-- Append-only interaction log. Affinities and any future scoring model are +-- derived from this; it is never mutated except to backfill dwell_seconds +-- once known. +CREATE TABLE reading_events ( + id TEXT PRIMARY KEY, + article_id TEXT NOT NULL REFERENCES articles(id), + occurred_at TEXT NOT NULL, + outcome TEXT NOT NULL, -- 'impression' | 'opened' | 'starred' | 'dismissed' + dwell_seconds INTEGER +); + +CREATE INDEX idx_reading_events_article_id ON reading_events(article_id); + +-- Single-row-per-user table (multi-user support can add a user_id column +-- later); holds the current TopicAffinities snapshot as JSON so it doesn't +-- need to be recomputed from the full event log on every request. Rebuild +-- from reading_events at any time if the scoring model changes. +CREATE TABLE topic_affinities ( + user_id TEXT PRIMARY KEY DEFAULT 'default', + affinities TEXT NOT NULL DEFAULT '{}', + updated_at TEXT NOT NULL +); + +-- Free-text preferences the user writes explicitly (e.g. "I care about +-- distributed systems and Rust internals, not general AI news"), embedded +-- once and used as the anchor for the embedding-similarity stage. +CREATE TABLE preferences ( + user_id TEXT PRIMARY KEY DEFAULT 'default', + description TEXT NOT NULL DEFAULT '', + embedding TEXT, + updated_at TEXT NOT NULL +); diff --git a/crates/db/src/lib.rs b/crates/db/src/lib.rs new file mode 100644 index 0000000..40ffa81 --- /dev/null +++ b/crates/db/src/lib.rs @@ -0,0 +1,122 @@ +use anyhow::Result; +use feedsignal_core::{Article, ReadingEvent, ReadingOutcome, TopicAffinities}; +use sqlx::sqlite::{SqlitePool, SqlitePoolOptions}; +use uuid::Uuid; + +#[derive(Clone)] +pub struct Db { + pool: SqlitePool, +} + +impl Db { + /// `path` e.g. "sqlite://feedsignal.db?mode=rwc" — everything lives in + /// one file, no separate database server to run. + pub async fn connect(url: &str) -> Result { + let pool = SqlitePoolOptions::new().max_connections(5).connect(url).await?; + sqlx::migrate!("./migrations").run(&pool).await?; + Ok(Self { pool }) + } + + pub async fn upsert_feed(&self, url: &str, title: &str) -> Result { + let id = Uuid::new_v4(); + sqlx::query( + "INSERT INTO feeds (id, url, title) VALUES (?, ?, ?) + ON CONFLICT(url) DO UPDATE SET title = excluded.title", + ) + .bind(id.to_string()) + .bind(url) + .bind(title) + .execute(&self.pool) + .await?; + let row: (String,) = sqlx::query_as("SELECT id FROM feeds WHERE url = ?") + .bind(url) + .fetch_one(&self.pool) + .await?; + Ok(Uuid::parse_str(&row.0)?) + } + + pub async fn insert_article(&self, article: &Article) -> Result<()> { + let topics = serde_json::to_string(&article.topics)?; + sqlx::query( + "INSERT OR IGNORE INTO articles + (id, feed_id, url, title, summary, fetched_at, topics, embedding_score, llm_score, final_score, estimated_read_seconds) + VALUES (?, ?, ?, ?, ?, datetime('now'), ?, ?, ?, ?, ?)", + ) + .bind(article.id.to_string()) + .bind(article.feed_id.to_string()) + .bind(&article.url) + .bind(&article.title) + .bind(&article.summary) + .bind(topics) + .bind(article.embedding_score) + .bind(article.llm_score) + .bind(article.final_score) + .bind(article.estimated_read_seconds) + .execute(&self.pool) + .await?; + Ok(()) + } + + /// Articles above the embedding-similarity threshold that haven't been + /// through the (slower) LLM scoring stage yet. + pub async fn shortlist_for_llm_scoring(&self, threshold: f32, limit: i64) -> Result> { + let rows: Vec<(String,)> = sqlx::query_as( + "SELECT id FROM articles + WHERE embedding_score >= ? AND llm_score IS NULL + ORDER BY embedding_score DESC + LIMIT ?", + ) + .bind(threshold) + .bind(limit) + .fetch_all(&self.pool) + .await?; + rows.into_iter().map(|(s,)| Ok(Uuid::parse_str(&s)?)).collect() + } + + pub async fn record_event(&self, event: &ReadingEvent) -> Result<()> { + let (outcome, dwell) = match &event.outcome { + ReadingOutcome::Impression => ("impression", None), + ReadingOutcome::Opened { dwell_seconds } => ("opened", *dwell_seconds), + ReadingOutcome::Starred => ("starred", None), + ReadingOutcome::Dismissed => ("dismissed", None), + }; + sqlx::query( + "INSERT INTO reading_events (id, article_id, occurred_at, outcome, dwell_seconds) + VALUES (?, ?, ?, ?, ?)", + ) + .bind(event.id.to_string()) + .bind(event.article_id.to_string()) + .bind(event.occurred_at.to_rfc3339()) + .bind(outcome) + .bind(dwell) + .execute(&self.pool) + .await?; + Ok(()) + } + + pub async fn load_affinities(&self) -> Result { + let row: Option<(String,)> = sqlx::query_as("SELECT affinities FROM topic_affinities WHERE user_id = 'default'") + .fetch_optional(&self.pool) + .await?; + Ok(match row { + Some((json,)) => serde_json::from_str(&json)?, + None => TopicAffinities::default(), + }) + } + + pub async fn save_affinities(&self, affinities: &TopicAffinities) -> Result<()> { + let json = serde_json::to_string(affinities)?; + sqlx::query( + "INSERT INTO topic_affinities (user_id, affinities, updated_at) VALUES ('default', ?, datetime('now')) + ON CONFLICT(user_id) DO UPDATE SET affinities = excluded.affinities, updated_at = excluded.updated_at", + ) + .bind(json) + .execute(&self.pool) + .await?; + Ok(()) + } + + pub fn pool(&self) -> &SqlitePool { + &self.pool + } +} diff --git a/crates/feeds/Cargo.toml b/crates/feeds/Cargo.toml new file mode 100644 index 0000000..9859659 --- /dev/null +++ b/crates/feeds/Cargo.toml @@ -0,0 +1,13 @@ +[package] +name = "feedsignal-feeds" +version.workspace = true +edition.workspace = true +license.workspace = true + +[dependencies] +feedsignal-core.workspace = true +anyhow.workspace = true +chrono.workspace = true +uuid.workspace = true +reqwest = { version = "0.12", default-features = false, features = ["rustls-tls"] } +feed-rs = "2" diff --git a/crates/feeds/src/lib.rs b/crates/feeds/src/lib.rs new file mode 100644 index 0000000..0272e5c --- /dev/null +++ b/crates/feeds/src/lib.rs @@ -0,0 +1,53 @@ +use anyhow::Result; +use chrono::{DateTime, Utc}; +use feedsignal_core::Article; +use uuid::Uuid; + +/// Fetches and parses one RSS/Atom feed. `feed-rs` normalizes both formats +/// into a common model so callers don't need to branch on feed type. +pub async fn fetch_feed(feed_url: &str, feed_id: Uuid) -> Result> { + let bytes = reqwest::get(feed_url).await?.bytes().await?; + let parsed = feed_rs::parser::parse(&bytes[..])?; + + let articles = parsed + .entries + .into_iter() + .filter_map(|entry| { + let url = entry.links.first()?.href.clone(); + let title = entry.title.map(|t| t.content).unwrap_or_default(); + let summary = entry + .summary + .map(|s| s.content) + .or_else(|| entry.content.and_then(|c| c.body)) + .unwrap_or_default(); + let published_at: Option> = entry.published.or(entry.updated); + let estimated_read_seconds = Some(estimate_read_seconds(&summary)); + + Some(Article { + id: Uuid::new_v4(), + feed_id, + url, + title, + summary, + published_at, + topics: Vec::new(), + embedding_score: None, + llm_score: None, + final_score: None, + estimated_read_seconds, + }) + }) + .collect(); + + Ok(articles) +} + +/// Rough estimate from word count at ~200 wpm, used as the denominator for +/// dwell-time-based engagement scoring (see `feedsignal_core::affinity`). +/// This is a placeholder — the full article body isn't fetched here, so +/// it's a floor rather than an accurate estimate until content extraction +/// is added. +fn estimate_read_seconds(text: &str) -> u32 { + let words = text.split_whitespace().count() as u32; + ((words.max(1) as f32 / 200.0) * 60.0) as u32 +} diff --git a/crates/llm/Cargo.toml b/crates/llm/Cargo.toml new file mode 100644 index 0000000..cb2268c --- /dev/null +++ b/crates/llm/Cargo.toml @@ -0,0 +1,12 @@ +[package] +name = "feedsignal-llm" +version.workspace = true +edition.workspace = true +license.workspace = true + +[dependencies] +anyhow.workspace = true +serde.workspace = true +serde_json.workspace = true +tokio.workspace = true +rig-core = "0.42" diff --git a/crates/llm/src/lib.rs b/crates/llm/src/lib.rs new file mode 100644 index 0000000..3191a3a --- /dev/null +++ b/crates/llm/src/lib.rs @@ -0,0 +1,102 @@ +use anyhow::{Context, Result}; +use rig_core::client::{CompletionClient, EmbeddingsClient, Nothing}; +use rig_core::completion::CompletionModel; +use rig_core::embeddings::EmbeddingModel as _; +use rig_core::providers::ollama; +use serde::Deserialize; + +/// Thin wrapper around a local Ollama instance via rig. Two models are used +/// deliberately: a small/cheap embedding model for the first-pass filter +/// over every article, and a larger chat model reserved for the shortlist +/// that clears the embedding threshold (see `feedsignal_core::scoring`). +pub struct Llm { + client: ollama::Client, + embedding_model: String, + embedding_dims: usize, + chat_model: String, +} + +#[derive(Debug, Deserialize)] +pub struct RelevanceJudgment { + pub score: f32, + pub rationale: String, +} + +impl Llm { + /// `base_url` e.g. "http://localhost:11434". Model names must already + /// be pulled locally, e.g. `ollama pull nomic-embed-text` and + /// `ollama pull llama3.1`. `embedding_dims` must match the pulled + /// embedding model (768 for nomic-embed-text, 384 for all-minilm). + pub fn new(base_url: &str, embedding_model: impl Into, embedding_dims: usize, chat_model: impl Into) -> Result { + let client = ollama::Client::builder() + .api_key(Nothing) + .base_url(base_url) + .build() + .context("failed to build ollama client")?; + Ok(Self { + client, + embedding_model: embedding_model.into(), + embedding_dims, + chat_model: chat_model.into(), + }) + } + + pub async fn embed(&self, text: &str) -> Result> { + let model = self.client.embedding_model_with_ndims(&self.embedding_model, self.embedding_dims); + let embedding = model.embed_text(text).await.context("ollama embedding request failed")?; + Ok(embedding.vec.into_iter().map(|v| v as f32).collect()) + } + + /// Runs the second-stage relevance judgment for one article. Called + /// only for the embedding-similarity shortlist, not every article — + /// see `feedsignal-db::shortlist_for_llm_scoring`. + pub async fn judge_relevance( + &self, + preferences_description: &str, + topic_affinities_summary: &str, + article_title: &str, + article_summary: &str, + ) -> Result { + let model = self.client.completion_model(&self.chat_model); + + let prompt = format!( + "Preferences: {preferences_description}\n\ + Historical topic affinities: {topic_affinities_summary}\n\n\ + Article title: {article_title}\n\ + Article summary: {article_summary}" + ); + + let request = model + .completion_request(prompt) + .preamble( + "You screen articles for a personal RSS reader. Given the \ + reader's stated preferences, their historical topic \ + affinities, and one article, respond with ONLY a JSON \ + object: {\"score\": <0.0-1.0>, \"rationale\": \"\"}. score is how relevant this specific article \ + is to this specific reader right now." + .to_string(), + ) + .build(); + + let response = model.completion(request).await.context("ollama chat request failed")?; + let text: String = response + .choice + .into_iter() + .filter_map(|content| match content { + rig_core::completion::AssistantContent::Text(t) => Some(t.text), + _ => None, + }) + .collect(); + parse_judgment(&text) + } +} + +fn parse_judgment(raw: &str) -> Result { + // Models sometimes wrap JSON in prose or code fences despite instructions; + // take the outermost {...} span rather than trusting the whole response. + let start = raw.find('{').context("no JSON object in LLM response")?; + let end = raw.rfind('}').context("no JSON object in LLM response")?; + let json = &raw[start..=end]; + Ok(serde_json::from_str(json)?) +} diff --git a/crates/web/Cargo.toml b/crates/web/Cargo.toml new file mode 100644 index 0000000..8cbc870 --- /dev/null +++ b/crates/web/Cargo.toml @@ -0,0 +1,45 @@ +[package] +name = "feedsignal-web" +version.workspace = true +edition.workspace = true +license.workspace = true + +[dependencies] +feedsignal-core.workspace = true +serde.workspace = true +dioxus = { version = "0.7", features = ["router", "fullstack"] } + +# Server-only dependencies: feed polling, the DB/LLM pipeline, and the +# scheduler only need to exist in the native server binary, never in the +# WASM bundle shipped to the browser. +feedsignal-db = { workspace = true, optional = true } +feedsignal-feeds = { workspace = true, optional = true } +feedsignal-llm = { workspace = true, optional = true } +tokio = { workspace = true, optional = true } +tracing = { workspace = true, optional = true } +tracing-subscriber = { workspace = true, optional = true } +anyhow = { workspace = true, optional = true } +sqlx = { workspace = true, optional = true } +uuid = { workspace = true, optional = true } +chrono = { workspace = true, optional = true } +serde_json = { workspace = true, optional = true } +tokio-cron-scheduler = { version = "0.13", optional = true } + +[features] +default = ["web"] +web = ["dioxus/web"] +server = [ + "dioxus/server", + "dep:feedsignal-db", + "dep:feedsignal-feeds", + "dep:feedsignal-llm", + "dep:tokio", + "dep:tracing", + "dep:tracing-subscriber", + "dep:anyhow", + "dep:sqlx", + "dep:uuid", + "dep:chrono", + "dep:serde_json", + "dep:tokio-cron-scheduler", +] diff --git a/crates/web/Dioxus.toml b/crates/web/Dioxus.toml new file mode 100644 index 0000000..8b4e130 --- /dev/null +++ b/crates/web/Dioxus.toml @@ -0,0 +1,9 @@ +[application] +name = "feedsignal" + +[web.app] +title = "feedsignal" + +[web.watcher] +reload_html = true +watch_path = ["src"] diff --git a/crates/web/assets/app.css b/crates/web/assets/app.css new file mode 100644 index 0000000..6a7a308 --- /dev/null +++ b/crates/web/assets/app.css @@ -0,0 +1,8 @@ +body { font-family: system-ui, sans-serif; max-width: 720px; margin: 2rem auto; color: #1a1a1a; } +.article-list { list-style: none; padding: 0; } +.article-row { border-bottom: 1px solid #ddd; padding: 1rem 0; } +.article-row a { font-weight: 600; text-decoration: none; color: #0b5fff; } +.score { float: right; font-variant-numeric: tabular-nums; color: #555; } +.summary { color: #444; margin: 0.4rem 0; } +.topic-tag { display: inline-block; font-size: 0.75rem; background: #eee; border-radius: 4px; padding: 0.1rem 0.4rem; margin-right: 0.3rem; } +.error { color: #b00020; } diff --git a/crates/web/src/app.rs b/crates/web/src/app.rs new file mode 100644 index 0000000..50017b2 --- /dev/null +++ b/crates/web/src/app.rs @@ -0,0 +1,87 @@ +use dioxus::prelude::*; +use serde::{Deserialize, Serialize}; + +/// Article shape sent to the browser — a trimmed view of +/// `feedsignal_core::Article`, kept separate so the wire format can evolve +/// independently of the storage model. +#[derive(Debug, Clone, PartialEq, Serialize, Deserialize)] +pub struct ArticleView { + pub id: String, + pub title: String, + pub url: String, + pub summary: String, + pub topics: Vec, + pub final_score: Option, +} + +#[component] +pub fn App() -> Element { + let articles = use_server_future(list_ranked_articles)?; + + rsx! { + style { {include_str!("../assets/app.css")} } + main { + h1 { "feedsignal" } + match articles.read().as_ref() { + Some(Ok(articles)) => rsx! { + ul { class: "article-list", + for article in articles.iter() { + ArticleRow { article: article.clone() } + } + } + }, + Some(Err(err)) => rsx! { p { class: "error", "Failed to load articles: {err}" } }, + None => rsx! { p { "Loading..." } }, + } + } + } +} + +#[component] +fn ArticleRow(article: ArticleView) -> Element { + let score_pct = article.final_score.map(|s| (s * 100.0).round() as i32); + rsx! { + li { class: "article-row", + a { href: "{article.url}", target: "_blank", "{article.title}" } + if let Some(pct) = score_pct { + span { class: "score", "{pct}%" } + } + p { class: "summary", "{article.summary}" } + div { class: "topics", + for topic in article.topics.iter() { + span { class: "topic-tag", "{topic}" } + } + } + button { + onclick: move |_| { + let id = article.id.clone(); + async move { + let _ = mark_dismissed(id).await; + } + }, + "Not relevant" + } + } + } +} + +/// Returns articles ranked by `final_score` descending, highest-relevance +/// first. Runs on the server (native, has DB access); the `#[server]` +/// macro generates the HTTP call the browser/WASM build uses instead. +#[server] +async fn list_ranked_articles() -> Result, ServerFnError> { + let db = crate::server::db().await?; + crate::server::list_ranked_articles_impl(db) + .await + .map_err(|e| ServerFnError::new(e.to_string())) +} + +/// Records an explicit "not relevant" signal, which feeds directly into the +/// topic-affinity update (see `feedsignal_core::affinity::apply_feedback`). +#[server] +async fn mark_dismissed(article_id: String) -> Result<(), ServerFnError> { + let db = crate::server::db().await?; + crate::server::mark_dismissed_impl(db, article_id) + .await + .map_err(|e| ServerFnError::new(e.to_string())) +} diff --git a/crates/web/src/main.rs b/crates/web/src/main.rs new file mode 100644 index 0000000..0c78a67 --- /dev/null +++ b/crates/web/src/main.rs @@ -0,0 +1,11 @@ +mod app; + +#[cfg(feature = "server")] +mod server; + +fn main() { + #[cfg(feature = "server")] + server::init_tracing(); + + dioxus::launch(app::App); +} diff --git a/crates/web/src/server.rs b/crates/web/src/server.rs new file mode 100644 index 0000000..ab5ea52 --- /dev/null +++ b/crates/web/src/server.rs @@ -0,0 +1,81 @@ +use crate::app::ArticleView; +use anyhow::Result; +use feedsignal_core::{ReadingEvent, ReadingOutcome}; +use feedsignal_db::Db; +use feedsignal_llm::Llm; +use std::sync::Arc; +use tokio::sync::OnceCell; +use uuid::Uuid; + +pub mod pipeline; + +pub fn init_tracing() { + tracing_subscriber::fmt::init(); +} + +static BACKGROUND_JOBS: OnceCell<()> = OnceCell::const_new(); + +/// Lazily starts the feed-polling/scoring scheduler on first use. Deferred +/// rather than started at process boot because `dioxus_server::launch_cfg` +/// owns the tokio runtime construction — this runs the first time a server +/// function executes, which is guaranteed to already be inside that runtime. +async fn ensure_background_jobs_started(db: Arc) { + BACKGROUND_JOBS + .get_or_init(|| async { + // TODO: move base_url/model names to config/env once there's a + // settings story; hardcoded to the common local Ollama defaults. + let llm = Arc::new(Llm::new("http://localhost:11434", "nomic-embed-text", 768, "llama3.1").expect("failed to construct ollama client")); + if let Err(err) = pipeline::start_scheduler(db, llm).await { + tracing::error!(?err, "failed to start background job scheduler"); + } + }) + .await; +} + +pub async fn db() -> Result { + // TODO: hold this in a `OnceCell`/app-wide state instead of reconnecting + // per request once the server-state story is wired up. + let db = Db::connect("sqlite://feedsignal.db?mode=rwc") + .await + .map_err(|e| dioxus::prelude::ServerFnError::new(e.to_string()))?; + ensure_background_jobs_started(Arc::new(db.clone())).await; + Ok(db) +} + +pub async fn list_ranked_articles_impl(db: Db) -> Result> { + let rows: Vec<(String, String, String, String, String, Option)> = sqlx::query_as( + "SELECT id, title, url, summary, topics, final_score + FROM articles + ORDER BY final_score DESC NULLS LAST + LIMIT 100", + ) + .fetch_all(db.pool()) + .await?; + + Ok(rows + .into_iter() + .map(|(id, title, url, summary, topics_json, final_score)| ArticleView { + id, + title, + url, + summary, + topics: serde_json::from_str(&topics_json).unwrap_or_default(), + final_score, + }) + .collect()) +} + +pub async fn mark_dismissed_impl(db: Db, article_id: String) -> Result<()> { + let event = ReadingEvent { + id: Uuid::new_v4(), + article_id: Uuid::parse_str(&article_id)?, + occurred_at: chrono::Utc::now(), + outcome: ReadingOutcome::Dismissed, + }; + db.record_event(&event).await?; + // Affinity re-weighting from this event happens in the batched pipeline + // job (see `pipeline::apply_pending_feedback`) rather than inline here, + // so a burst of dismissals doesn't serialize on read-modify-write of + // the single affinities row. + Ok(()) +} diff --git a/crates/web/src/server/pipeline.rs b/crates/web/src/server/pipeline.rs new file mode 100644 index 0000000..7696c87 --- /dev/null +++ b/crates/web/src/server/pipeline.rs @@ -0,0 +1,128 @@ +use anyhow::Result; +use feedsignal_core::{score_article, RelevanceInputs}; +use feedsignal_db::Db; +use feedsignal_llm::Llm; +use std::sync::Arc; +use tokio_cron_scheduler::{Job, JobScheduler}; + +/// Below this embedding-similarity score, an article is never sent to the +/// LLM at all — it's assumed irrelevant cheaply. Tune once real usage data +/// exists; too low wastes LLM time, too high risks silently dropping +/// things the LLM would have caught (e.g. a term-mismatch the embedding +/// space doesn't capture well). +const EMBEDDING_SHORTLIST_THRESHOLD: f32 = 0.55; +const LLM_BATCH_SIZE: i64 = 25; + +/// Wires up the two recurring jobs described in the design discussion: +/// polling feeds + scoring new articles on a short interval, and decaying +/// topic affinities once a day so stale signals fade. Call once at server +/// startup. +pub async fn start_scheduler(db: Arc, llm: Arc) -> Result { + let scheduler = JobScheduler::new().await?; + + { + let db = db.clone(); + let llm = llm.clone(); + scheduler + .add(Job::new_async("0 */15 * * * *", move |_uuid, _lock| { + let db = db.clone(); + let llm = llm.clone(); + Box::pin(async move { + if let Err(err) = run_scoring_pipeline(&db, &llm).await { + tracing::error!(?err, "scoring pipeline run failed"); + } + }) + })?) + .await?; + } + + { + let db = db.clone(); + scheduler + .add(Job::new_async("0 0 4 * * *", move |_uuid, _lock| { + let db = db.clone(); + Box::pin(async move { + if let Err(err) = decay_affinities(&db).await { + tracing::error!(?err, "affinity decay run failed"); + } + }) + })?) + .await?; + } + + scheduler.start().await?; + Ok(scheduler) +} + +/// One pass of: embed the shortlist, run the LLM on it, blend into +/// `final_score`. Feed polling itself (calling `feedsignal_feeds::fetch_feed` +/// per subscribed feed and inserting new articles) is intentionally left as +/// a TODO here — wire it in once feed subscription management exists. +async fn run_scoring_pipeline(db: &Db, llm: &Llm) -> Result<()> { + let affinities = db.load_affinities().await?; + let shortlist = db.shortlist_for_llm_scoring(EMBEDDING_SHORTLIST_THRESHOLD, LLM_BATCH_SIZE).await?; + + tracing::info!(count = shortlist.len(), "scoring shortlist with LLM"); + + let affinity_summary = { + let top = affinities.top_n(10); + serde_json::to_string(&top)? + }; + + for article_id in shortlist { + // Fetch just the fields needed for the prompt; a real implementation + // would batch this rather than one query per article. + let Some((title, summary, topics_json, embedding_score)) = fetch_article_fields(db, article_id).await? else { + continue; + }; + let topics: Vec = serde_json::from_str(&topics_json).unwrap_or_default(); + + let judgment = llm + .judge_relevance( + "TODO: load from `preferences` table", + &affinity_summary, + &title, + &summary, + ) + .await?; + + let final_score = score_article(RelevanceInputs { + embedding_score, + llm_score: Some(judgment.score), + topics: &topics, + affinities: &affinities, + }); + + store_llm_result(db, article_id, judgment.score, &judgment.rationale, final_score).await?; + } + + Ok(()) +} + +async fn fetch_article_fields(db: &Db, article_id: uuid::Uuid) -> Result> { + let row: Option<(String, String, String, Option)> = sqlx::query_as( + "SELECT title, summary, topics, embedding_score FROM articles WHERE id = ?", + ) + .bind(article_id.to_string()) + .fetch_optional(db.pool()) + .await?; + Ok(row.map(|(t, s, topics, score)| (t, s, topics, score.unwrap_or(0.0)))) +} + +async fn store_llm_result(db: &Db, article_id: uuid::Uuid, llm_score: f32, rationale: &str, final_score: f32) -> Result<()> { + sqlx::query("UPDATE articles SET llm_score = ?, llm_rationale = ?, final_score = ? WHERE id = ?") + .bind(llm_score) + .bind(rationale) + .bind(final_score) + .bind(article_id.to_string()) + .execute(db.pool()) + .await?; + Ok(()) +} + +async fn decay_affinities(db: &Db) -> Result<()> { + let mut affinities = db.load_affinities().await?; + affinities.decay(); + db.save_affinities(&affinities).await?; + Ok(()) +}