From 822a2b39b736a7b69a7c86fb38375060efa2a94a Mon Sep 17 00:00:00 2001
From: Alphyron <alphyron@anthrove.art>
Date: Sat, 17 Aug 2024 15:59:49 +0200
Subject: [PATCH] feat: basic structure with database

---
 Cargo.lock                                    | 2772 +++++++++++++++++
 Cargo.toml                                    |   16 +
 README.md                                     |   14 +
 docker-compose.yml                            |   10 +
 .../20240815064629_initial-database.sql       |    6 +
 src/db.rs                                     |   16 +
 src/fuzzy.rs                                  |    2 +
 src/fuzzy/image.rs                            |   22 +
 src/fuzzy/tree.rs                             |  144 +
 src/main.rs                                   |    7 +-
 10 files changed, 3008 insertions(+), 1 deletion(-)
 create mode 100644 README.md
 create mode 100644 docker-compose.yml
 create mode 100644 migrations/20240815064629_initial-database.sql
 create mode 100644 src/db.rs
 create mode 100644 src/fuzzy.rs
 create mode 100644 src/fuzzy/image.rs
 create mode 100644 src/fuzzy/tree.rs

diff --git a/Cargo.lock b/Cargo.lock
index e55fbe2..cc711d7 100644
--- a/Cargo.lock
+++ b/Cargo.lock
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diff --git a/Cargo.toml b/Cargo.toml
index e8356f6..1fc5c16 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -4,3 +4,19 @@ version = "0.1.0"
 edition = "2021"
 
 [dependencies]
+dotenvy = "0.15"
+thiserror = { version = "1.0" }
+anyhow = "1.0"
+cached = { version = "0.53", features = ["proc_macro", "async"] }
+chrono = "0.4"
+log = "0.4"
+env_logger = "0.11"
+serde = { version = "1.0", features = ["derive"] }
+serde_json = "1.0"
+tokio = { version = "1.39", features = ["full"] }
+image = "0.25"
+img_hash = "3.2"
+futures = "0.3"
+bk-tree = "0.5"
+hamming = "0.1"
+sqlx = { version = "0.8", features = [ "runtime-tokio", "migrate", "postgres" ] }
\ No newline at end of file
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..e07e485
--- /dev/null
+++ b/README.md
@@ -0,0 +1,14 @@
+# Fuzzysearch
+
+This project has the goal to implement the reverse image search which can be used at the anthrove infrastructure.
+
+## Requirements
+- OtterSpace Postgres Connection
+- Redis
+
+
+## Concept
+The OtterSpace is used for getting the Information what Posts the Anthrove-Project already collected and aggregated.
+It will check the Posts and check if we had already a duplicate in the Database so this Project can merge them. There
+are multiple Scenarios which need to be defined:
+
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 0000000..45eafa6
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,10 @@
+
+services:
+  db:
+    image: postgres
+    ports:
+      - 5432:5432
+    environment:
+      POSTGRES_USER: anthrove
+      POSTGRES_DB: anthrove
+      POSTGRES_PASSWORD: anthrove
\ No newline at end of file
diff --git a/migrations/20240815064629_initial-database.sql b/migrations/20240815064629_initial-database.sql
new file mode 100644
index 0000000..88723a7
--- /dev/null
+++ b/migrations/20240815064629_initial-database.sql
@@ -0,0 +1,6 @@
+-- Add migration script here
+CREATE TABLE FuzzyHashes(
+    `id` SERIAL NOT NULL PRIMARY KEY
+    `hash` BIGINT NOT NULL,
+    `post_id` CHAR(25) NOT NULL
+)
\ No newline at end of file
diff --git a/src/db.rs b/src/db.rs
new file mode 100644
index 0000000..41f3974
--- /dev/null
+++ b/src/db.rs
@@ -0,0 +1,16 @@
+use sqlx::{Pool, Postgres};
+use sqlx::postgres::PgPoolOptions;
+use sqlx::sqlx_macros::migrate;
+
+use sqlx::migrate::Migrator;
+
+static MIGRATOR: Migrator = sqlx::migrate!(); // defaults to "./migrations"
+
+pub async fn connect(uri: &str) -> anyhow::Result<Pool<Postgres>> {
+    Ok(PgPoolOptions::new()
+        .connect(uri).await?)
+}
+
+pub async fn migrate(pool: Pool<Postgres>) -> anyhow::Result<()> {
+    Ok(MIGRATOR.run(&pool).await?)
+}
\ No newline at end of file
diff --git a/src/fuzzy.rs b/src/fuzzy.rs
new file mode 100644
index 0000000..49beff5
--- /dev/null
+++ b/src/fuzzy.rs
@@ -0,0 +1,2 @@
+mod image;
+mod tree;
\ No newline at end of file
diff --git a/src/fuzzy/image.rs b/src/fuzzy/image.rs
new file mode 100644
index 0000000..c261b1e
--- /dev/null
+++ b/src/fuzzy/image.rs
@@ -0,0 +1,22 @@
+pub async fn generate_hash<T>(img_reader: image::ImageReader<T>) -> anyhow::Result<i64> {
+    use img_hash::{HashAlg::Gradient, HasherConfig};
+
+    let img_hasher = HasherConfig::with_bytes_type::<[u8; 8]>()
+        .hash_alg(Gradient)
+        .hash_size(8, 8)
+        .preproc_dct()
+        .to_hasher();
+
+    let hash = tokio::task::spawn_blocking(move || -> anyhow::Result<i64, anyhow::Error> {
+        let im = img_reader.decode()?;
+
+        let image_hash = img_hasher.hash_image(&im.into());
+        let hash: [u8; 8] = image_hash.as_bytes().try_into()?;
+        let hash = i64::from_be_bytes(hash);
+
+        Ok(hash)
+    }).await??;
+
+    Ok(hash)
+}
+
diff --git a/src/fuzzy/tree.rs b/src/fuzzy/tree.rs
new file mode 100644
index 0000000..1f5d2f7
--- /dev/null
+++ b/src/fuzzy/tree.rs
@@ -0,0 +1,144 @@
+/*
+ * Copyright by Syfaro https://github.com/Syfaro/bkapi/blob/8e80419b0ecbde5aa1e0d95124e70081ba0d6119/bkapi/src/tree.rs
+ */
+use std::sync::Arc;
+use tokio::sync::RwLock;
+use bk_tree::BKTree;
+use log::{debug, error, info};
+use serde::{Deserialize, Serialize};
+
+/// A BKTree wrapper to cover common operations.
+#[derive(Clone)]
+pub struct Tree {
+    pub tree: Arc<RwLock<BKTree<Node, Hamming>>>,
+}
+
+/// A hash and distance pair. May be used for searching or in search results.
+#[derive(serde::Serialize)]
+pub struct HashDistance {
+    pub hash: i64,
+    pub distance: u32,
+}
+
+impl Tree {
+    /// Create an empty tree.
+    pub fn new() -> Self {
+        Self {
+            tree: Arc::new(RwLock::new(BKTree::new(Hamming))),
+        }
+    }
+
+    /// Replace tree contents with the results of a SQL query.
+    ///
+    /// The tree is only replaced after it finishes loading, leaving stale/empty
+    /// data available while running.
+    pub(crate) async fn reload(&self) -> anyhow::Result<()> {
+        let mut new_tree = BKTree::new(Hamming);
+        let mut rows; // TODO get all row hashes!
+
+        let mut count = 0;
+
+        while let Some(row) = rows.try_next().await? {
+            let node: Node = row.get::<i64, _>(0).into();
+
+            if new_tree.find_exact(&node).is_none() {
+                new_tree.add(node);
+            }
+
+            count += 1;
+            if count % 250_000 == 0 {
+                debug!("loaded more rows");
+            }
+        }
+
+        let mut tree = self.tree.write().await;
+        *tree = new_tree;
+
+        Ok(())
+    }
+
+    /// Add a hash to the tree, returning if it already existed.
+    pub async fn add(&self, hash: i64) -> bool {
+        let node = Node::from(hash);
+
+        let is_new_hash = {
+            let tree = self.tree.read().await;
+            tree.find_exact(&node).is_none()
+        };
+
+        if is_new_hash {
+            let mut tree = self.tree.write().await;
+            tree.add(node);
+        }
+
+        debug!("added hash");
+        is_new_hash
+    }
+
+    /// Attempt to find any number of hashes within the tree.
+    pub async fn find<H>(&self, hashes: H) -> Vec<Vec<HashDistance>>
+    where
+        H: IntoIterator<Item = HashDistance>,
+    {
+        let tree = self.tree.read().await;
+
+        hashes
+            .into_iter()
+            .map(|HashDistance { hash, distance }| Self::search(&tree, hash, distance))
+            .collect()
+    }
+
+    /// Search a read-locked tree for a hash with a given distance.
+    fn search(tree: &BKTree<Node, Hamming>, hash: i64, distance: u32) -> Vec<HashDistance> {
+        debug!("searching tree");
+
+        let results: Vec<_> = tree
+            .find(&hash.into(), distance)
+            .map(|item| HashDistance {
+                distance: item.0,
+                hash: (*item.1).into(),
+            })
+            .collect();
+
+        debug!("found results");
+        results
+    }
+}
+
+/// A hamming distance metric.
+#[derive(Serialize, Deserialize)]
+pub struct Hamming;
+
+impl bk_tree::Metric<Node> for Hamming {
+    fn distance(&self, a: &Node, b: &Node) -> u32 {
+        let distance_result = hamming::distance_fast(&a.0, &b.0);
+
+        match distance_result {
+            Ok(distance) => distance as u32,
+            Err(err) => {
+                error!("hashes did not have same byte alignment: {err:?}");
+                return u32::MAX
+            }
+        }
+    }
+
+    fn threshold_distance(&self, a: &Node, b: &Node, _threshold: u32) -> Option<u32> {
+        Some(self.distance(a, b))
+    }
+}
+
+/// A value of a node in the BK tree.
+#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)]
+pub struct Node([u8; 8]);
+
+impl From<i64> for Node {
+    fn from(num: i64) -> Self {
+        Self(num.to_be_bytes())
+    }
+}
+
+impl From<Node> for i64 {
+    fn from(node: Node) -> Self {
+        i64::from_be_bytes(node.0)
+    }
+}
\ No newline at end of file
diff --git a/src/main.rs b/src/main.rs
index e7a11a9..20eeb4f 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -1,3 +1,8 @@
+mod fuzzy;
+mod db;
+
+
 fn main() {
-    println!("Hello, world!");
+
+
 }