toka toimiva vedos

2026-04-01 23:52:39 +03:00
parent 02f6684378
commit 9a72d35081
1420 changed files with 79953 additions and 64 deletions
--- a/network-poc/Dockerfile.prod
+++ b/network-poc/Dockerfile.prod
@@ -1,3 +1,4 @@
+# syntax=docker/dockerfile:1
 FROM rust:slim AS builder

 RUN apt-get update && apt-get install -y \
@@ -8,40 +9,34 @@ RUN curl https://rustwasm.github.io/wasm-pack/installer/init.sh -sSf | sh

 WORKDIR /app

-# 1. Kopioi vain Cargo-tiedostot → riippuvuudet cacheen
+# Kopioi kaikki Cargo-tiedostot
 COPY Cargo.toml ./
 COPY Cargo.lock* ./
 COPY hub/Cargo.toml hub/Cargo.toml
 COPY node/Cargo.toml node/Cargo.toml
 COPY native-node/Cargo.toml native-node/Cargo.toml

-# Tyhjät lähteet riippuvuuksien esikääntämistä varten
-RUN mkdir -p hub/src node/src native-node/src \
-    && echo "fn main(){}" > hub/src/main.rs \
-    && echo "" > node/src/lib.rs \
-    && mkdir -p node/src && touch node/src/storage.rs \
-    && echo "fn main(){}" > native-node/src/main.rs \
-    && cargo build --release -p hub 2>/dev/null || true \
-    && wasm-pack build node --target web --out-dir ../static/pkg 2>/dev/null || true
-
-# 2. Kopioi oikea lähdekoodi → vain src käännetään uudelleen
+# Kopioi lähdekoodi
 COPY hub/src hub/src
 COPY node/src node/src
+COPY native-node/src native-node/src
 COPY static static

-# Pakota uudelleenkäännös
-RUN touch hub/src/main.rs node/src/lib.rs
+# Rakenna Wasm — cache mount pitää Cargo-rekisterin ja target-kansion buildien välillä
+RUN --mount=type=cache,target=/usr/local/cargo/registry \
+    --mount=type=cache,target=/app/target \
+    cd node && wasm-pack build --target web --out-dir ../static/pkg

-# Rakenna Wasm-paketti
-RUN cd node && wasm-pack build --target web --out-dir ../static/pkg
-
-# Rakenna Hub release-binääri
-RUN cargo build --release -p hub
+# Rakenna Hub
+RUN --mount=type=cache,target=/usr/local/cargo/registry \
+    --mount=type=cache,target=/app/target \
+    cargo build --release -p hub \
+    && cp /app/target/release/hub /usr/local/bin/hub

 FROM debian:bookworm-slim
 RUN apt-get update && apt-get install -y ca-certificates && rm -rf /var/lib/apt/lists/*

-COPY --from=builder /app/target/release/hub /usr/local/bin/hub
+COPY --from=builder /usr/local/bin/hub /usr/local/bin/hub
 COPY --from=builder /app/static /app/static

 WORKDIR /app
--- a/network-poc/deploy.sh
+++ b/network-poc/deploy.sh
@@ -3,7 +3,14 @@ set -e

 SERVER="ubuntu@86.50.252.98"
 REMOTE_DIR="~/code/agentic-studio/network-poc"
-SSH_OPTS="-o StrictHostKeyChecking=no"
+KEY="$HOME/.ssh/id_rsa"
+SSH_OPTS="-o StrictHostKeyChecking=no -i $KEY"
+
+# Varmistetaan, että SSH-avain on agentissa
+if ! ssh-add -l 2>/dev/null | grep -q id_rsa; then
+    echo "SSH-avain ei ole agentissa. Lisätään..."
+    ssh-add "$KEY"
+fi

 echo "=== Kipinä Studio Deploy ==="

@@ -11,16 +18,21 @@ echo "=== Kipinä Studio Deploy ==="
 echo "[1/4] Rakennetaan image lokaalisti..."
 docker build -f Dockerfile.prod -t kipina-agentic:latest .

-# 2. Tallennetaan ja siirretään
-echo "[2/4] Siirretään image palvelimelle..."
-docker save kipina-agentic:latest | gzip | ssh $SSH_OPTS $SERVER "gunzip | docker load"
+# 2. Tallennetaan tiedostoon
+echo "[2/5] Pakataan image..."
+docker save kipina-agentic:latest | gzip > /tmp/kipina-agentic.tar.gz
+echo "       Koko: $(du -h /tmp/kipina-agentic.tar.gz | cut -f1)"

-# 3. Päivitetään konfiguraatiot
-echo "[3/4] Päivitetään konfiguraatiot..."
+# 3. Siirretään palvelimelle
+echo "[3/5] Siirretään palvelimelle..."
+scp $SSH_OPTS /tmp/kipina-agentic.tar.gz $SERVER:/tmp/
 scp $SSH_OPTS docker-compose.prod.yml Caddyfile.prod $SERVER:$REMOTE_DIR/

-# 4. Käynnistetään uudelleen
-echo "[4/4] Käynnistetään palvelut..."
-ssh $SSH_OPTS $SERVER "cd $REMOTE_DIR && docker compose -f docker-compose.prod.yml up -d"
+# 4. Ladataan image ja käynnistetään
+echo "[4/5] Ladataan image palvelimella..."
+ssh $SSH_OPTS $SERVER "gunzip -c /tmp/kipina-agentic.tar.gz | docker load && rm /tmp/kipina-agentic.tar.gz"
+
+echo "[5/5] Käynnistetään palvelut uudelleen..."
+ssh $SSH_OPTS $SERVER "cd $REMOTE_DIR && docker compose -f docker-compose.prod.yml down && docker compose -f docker-compose.prod.yml up -d"

 echo "=== Valmis! https://kipina.studio ==="
--- a/network-poc/docker-compose.yml
+++ b/network-poc/docker-compose.yml
@@ -9,7 +9,7 @@ services:
    volumes:
      - .:/app
    # Käännetään aina käynnistyksen yhteydessä varmuuden vuoksi Wasm uusimmista koodeista, ja päälle pyöräytetään Hub!
-    command: bash -c "cd node && wasm-pack build --target web --out-dir ../static/pkg && cd ../hub && cargo run"
+    command: bash -c "cd node && wasm-pack build --dev --target web --out-dir ../static/pkg && cd ../hub && cargo run"

  # Valinnainen natiivi-solmu — kerää oikeat laitteistotiedot (nvidia-smi-taso)
  native-node:
--- a/network-poc/hub/Cargo.toml
+++ b/network-poc/hub/Cargo.toml
@@ -1,7 +1,7 @@
 [package]
 name = "hub"
 version = "0.2.0"
-edition = "2021"
+edition = "2024"

 [dependencies]
 axum = { version = "0.7.4", features = ["ws", "macros"] }
--- a/network-poc/hub/nodes.db
+++ b/network-poc/hub/nodes.db
--- a/network-poc/hub/src/db.rs
+++ b/network-poc/hub/src/db.rs
@@ -9,6 +9,24 @@ impl NodeDb {
    pub fn new(path: &str) -> Self {
        let conn = Connection::open(path).expect("SQLite-tietokantaa ei voitu avata");

+        // Poista vanha tietokanta jos skeema on rikki — PoC, ei tuotantodata
+        let _ = conn.execute_batch("
+            CREATE TABLE IF NOT EXISTS _schema_version (version INTEGER);
+        ");
+        let version: i64 = conn.query_row(
+            "SELECT COALESCE(MAX(version), 0) FROM _schema_version", [], |r| r.get(0)
+        ).unwrap_or(0);
+
+        if version < 2 {
+            // Pudotetaan vanhat taulut ja luodaan uudet
+            let _ = conn.execute_batch("
+                DROP TABLE IF EXISTS node_sessions;
+                DROP TABLE IF EXISTS pair_results;
+                DELETE FROM _schema_version;
+                INSERT INTO _schema_version VALUES (2);
+            ");
+        }
+
        conn.execute_batch("
            CREATE TABLE IF NOT EXISTS node_sessions (
                id INTEGER PRIMARY KEY AUTOINCREMENT,
@@ -35,8 +53,9 @@ impl NodeDb {
                gpu_temp_c INTEGER,
                gpu_util_pct INTEGER,

-                -- Varaus
+                -- Varaus ja tehtävä
                allocated_gb INTEGER,
+                selected_task TEXT DEFAULT 'tokenize',

                -- WebGPU-tuki
                has_webgpu BOOLEAN,
@@ -70,7 +89,7 @@ impl NodeDb {
        node_type: &str,
        auth_data: &serde_json::Value,
    ) -> i64 {
-        let conn = self.conn.lock().unwrap();
+        let conn = self.conn.lock().unwrap_or_else(|e| e.into_inner());
        let now = chrono::Utc::now().to_rfc3339();

        // Selainsolmun tiedot
@@ -78,6 +97,7 @@ impl NodeDb {
        let cpu_cores = auth_data.get("cpu_cores").and_then(|v| v.as_u64());
        let ram = auth_data.get("device_memory_gb").and_then(|v| v.as_f64()).map(|v| (v * 1024.0) as i64);
        let allocated = auth_data.get("allocated_gb").and_then(|v| v.as_u64());
+        let selected_task = auth_data.get("selected_task").and_then(|v| v.as_str());

        // GPU (selain)
        let gpu_vendor = auth_data.get("gpu").and_then(|g| g.get("vendor")).and_then(|v| v.as_str());
@@ -108,8 +128,8 @@ impl NodeDb {
                node_id, ip, node_type, connected_at,
                platform, hostname, os, cpu_cores, cpu_model, ram_mb,
                gpu_name, gpu_vendor, gpu_backend, vram_total_mb, vram_used_mb, gpu_temp_c, gpu_util_pct,
-                allocated_gb, has_webgpu
-            ) VALUES (?1,?2,?3,?4,?5,?6,?7,?8,?9,?10,?11,?12,?13,?14,?15,?16,?17,?18,?19)",
+                allocated_gb, selected_task, has_webgpu
+            ) VALUES (?1,?2,?3,?4,?5,?6,?7,?8,?9,?10,?11,?12,?13,?14,?15,?16,?17,?18,?19,?20)",
            params![
                node_id as i64, ip, node_type, now,
                platform, hostname, os,
@@ -124,6 +144,7 @@ impl NodeDb {
                gpu_temp.map(|v| v as i64),
                gpu_util.map(|v| v as i64),
                allocated.map(|v| v as i64),
+                selected_task,
                has_webgpu,
            ],
        ).expect("Session insert epäonnistui");
@@ -132,7 +153,7 @@ impl NodeDb {
    }

    pub fn close_session(&self, node_id: u64) {
-        let conn = self.conn.lock().unwrap();
+        let conn = self.conn.lock().unwrap_or_else(|e| e.into_inner());
        let now = chrono::Utc::now().to_rfc3339();
        let _ = conn.execute(
            "UPDATE node_sessions SET disconnected_at = ?1 WHERE node_id = ?2 AND disconnected_at IS NULL",
@@ -141,7 +162,7 @@ impl NodeDb {
    }

    pub fn increment_tasks(&self, node_id: u64) {
-        let conn = self.conn.lock().unwrap();
+        let conn = self.conn.lock().unwrap_or_else(|e| e.into_inner());
        let _ = conn.execute(
            "UPDATE node_sessions SET tasks_completed = tasks_completed + 1 WHERE node_id = ?1 AND disconnected_at IS NULL",
            params![node_id as i64],
@@ -149,12 +170,12 @@ impl NodeDb {
    }

    pub fn get_sessions(&self, limit: u32) -> Vec<serde_json::Value> {
-        let conn = self.conn.lock().unwrap();
+        let conn = self.conn.lock().unwrap_or_else(|e| e.into_inner());
        let mut stmt = conn.prepare(
            "SELECT id, node_id, ip, node_type, connected_at, disconnected_at,
                    platform, hostname, os, cpu_cores, cpu_model, ram_mb,
                    gpu_name, gpu_vendor, gpu_backend, vram_total_mb, gpu_temp_c, gpu_util_pct,
-                    allocated_gb, has_webgpu, tasks_completed
+                    allocated_gb, selected_task, has_webgpu, tasks_completed
             FROM node_sessions ORDER BY id DESC LIMIT ?1"
        ).unwrap();

@@ -179,14 +200,15 @@ impl NodeDb {
                "gpu_temp_c": row.get::<_, Option<i64>>(16)?,
                "gpu_util_pct": row.get::<_, Option<i64>>(17)?,
                "allocated_gb": row.get::<_, Option<i64>>(18)?,
-                "has_webgpu": row.get::<_, Option<bool>>(19)?,
-                "tasks_completed": row.get::<_, i64>(20)?,
+                "selected_task": row.get::<_, Option<String>>(19)?,
+                "has_webgpu": row.get::<_, Option<bool>>(20)?,
+                "tasks_completed": row.get::<_, i64>(21)?,
            }))
        }).unwrap().filter_map(|r| r.ok()).collect()
    }

    pub fn get_pair_results(&self, limit: u32) -> Vec<serde_json::Value> {
-        let conn = self.conn.lock().unwrap();
+        let conn = self.conn.lock().unwrap_or_else(|e| e.into_inner());
        let mut stmt = conn.prepare(
            "SELECT id, node_id, created_at, en_text, fi_text,
                    en_tokens, fi_tokens, en_chars_per_token, fi_chars_per_token,
@@ -212,7 +234,7 @@ impl NodeDb {
    }

    pub fn get_stats(&self) -> serde_json::Value {
-        let conn = self.conn.lock().unwrap();
+        let conn = self.conn.lock().unwrap_or_else(|e| e.into_inner());

        let total_sessions: i64 = conn.query_row("SELECT COUNT(*) FROM node_sessions", [], |r| r.get(0)).unwrap_or(0);
        let active_sessions: i64 = conn.query_row("SELECT COUNT(*) FROM node_sessions WHERE disconnected_at IS NULL", [], |r| r.get(0)).unwrap_or(0);
@@ -247,7 +269,7 @@ impl NodeDb {
        overhead: f64,
        duration_ms: f64,
    ) {
-        let conn = self.conn.lock().unwrap();
+        let conn = self.conn.lock().unwrap_or_else(|e| e.into_inner());
        let now = chrono::Utc::now().to_rfc3339();
        let _ = conn.execute(
            "INSERT INTO pair_results (
--- a/network-poc/hub/src/main.rs
+++ b/network-poc/hub/src/main.rs
@@ -25,7 +25,7 @@ const ALLOWED_ORIGINS: &[&str] = &[
 ];

 // Sallitut viestityyypit clientilta
-const ALLOWED_MSG_TYPES: &[&str] = &["auth", "result", "pair_done", "llm_chunk"];
+const ALLOWED_MSG_TYPES: &[&str] = &["auth", "result", "pair_done", "llm_chunk", "llm_done", "download_progress"];

 struct AppState {
    next_node_id: Mutex<u64>,
@@ -34,6 +34,7 @@ struct AppState {
    stats_tx: broadcast::Sender<String>,
    ip_connections: Mutex<HashMap<IpAddr, u32>>,
    node_ips: Mutex<HashMap<u64, IpAddr>>,
+    node_tasks: Mutex<HashMap<u64, String>>,  // node_id → selected_task
    db: db::NodeDb,
 }

@@ -86,7 +87,7 @@ tr:hover td { background:#1c2333; }
 <div id="sessions" class="panel active">
    <div class="table-wrap">
        <table><thead><tr>
-            <th>ID</th><th>Tila</th><th>Tyyppi</th><th>IP</th><th>Alusta</th>
+            <th>ID</th><th>Tila</th><th>Tehtävä</th><th>Tyyppi</th><th>IP</th><th>Alusta</th>
            <th>OS</th><th>CPU</th><th>RAM</th><th>GPU</th><th>VRAM</th>
            <th>WebGPU</th><th>Teht.</th><th>Yhdistetty</th><th>Kesto</th>
        </tr></thead><tbody id="sessions-body"></tbody></table>
@@ -161,6 +162,8 @@ async function load() {
        const online = !s.disconnected_at;
        const status = online ? '<span class="online">ONLINE</span>' : '<span class="offline">offline</span>';
        const typeBadge = s.node_type === 'native' ? badge('native','blue') : badge('browser','yellow');
+        const taskNames = {'tokenize':'Tokenisaatio','smollm-135m':'SmolLM 135M','qwen-05b':'Qwen2.5 0.5B','phi3-mini':'Phi-3 Mini'};
+        const taskBadge = badge(taskNames[s.selected_task] || s.selected_task || 'tokenize', s.selected_task === 'tokenize' ? 'green' : 'blue');
        const gpuBadge = s.has_webgpu ? badge('WebGPU','green') : badge('CPU','red');
        const gpu = s.gpu_name ? `${s.gpu_name}` : '-';
        const vram = s.vram_total_mb ? `${s.vram_total_mb} MB` : '-';
@@ -171,7 +174,7 @@ async function load() {
        const time = s.connected_at ? new Date(s.connected_at).toLocaleString('fi-FI') : '';
        const dur = duration(s.connected_at, s.disconnected_at);
        return `<tr>
-            <td>${s.node_id}</td><td>${status}</td><td>${typeBadge}</td><td>${s.ip}</td>
+            <td>${s.node_id}</td><td>${status}</td><td>${taskBadge}</td><td>${typeBadge}</td><td>${s.ip}</td>
            <td>${plat}</td><td>${os}</td><td>${cores}</td><td>${ram}</td>
            <td>${gpu}</td><td>${vram}</td><td>${gpuBadge}</td>
            <td>${s.tasks_completed}</td><td>${time}</td><td>${dur}</td>
@@ -221,6 +224,7 @@ async fn main() {
        stats_tx: stats_tx.clone(),
        ip_connections: Mutex::new(HashMap::new()),
        node_ips: Mutex::new(HashMap::new()),
+        node_tasks: Mutex::new(HashMap::new()),
        db: db::NodeDb::new(&std::env::var("DATABASE_PATH").unwrap_or_else(|_| "nodes.db".to_string())),
    });

@@ -258,13 +262,31 @@ async fn main() {
            let idx = (rng_state as usize) % pairs.len();
            let (en, fi) = pairs[idx];

-            let task_msg = serde_json::json!({
+            // Tokenisointiparit
+            let pair_msg = serde_json::json!({
                "type": "pair_task",
                "en": en,
                "fi": fi,
            });
-            tracing::debug!("Kielipari lähetetty: EN({}) vs FI({} merkkiä)", en.len(), fi.len());
-            let _ = state_for_task.stats_tx.send(task_msg.to_string());
+            let _ = state_for_task.stats_tx.send(pair_msg.to_string());
+
+            // LLM-promptit
+            let llm_prompts = vec![
+                "Tell me a short joke.",
+                "What is WebGPU in one sentence?",
+                "Explain distributed computing briefly.",
+                "Write a haiku about technology.",
+                "What makes Rust special?",
+            ];
+            let llm_idx = (rng_state as usize / 7) % llm_prompts.len();
+            let llm_msg = serde_json::json!({
+                "type": "llm_prompt",
+                "prompt": llm_prompts[llm_idx],
+                "model": "smollm-135m",
+            });
+            let _ = state_for_task.stats_tx.send(llm_msg.to_string());
+
+            tracing::debug!("Tehtävät lähetetty: pair + llm_prompt");
        }
    });

@@ -496,6 +518,10 @@ async fn handle_socket(socket: WebSocket, state: Arc<AppState>, ip: IpAddr) {
                // Tallennetaan sessiotieto tietokantaan
                state.db.insert_session(node_id, &ip.to_string(), node_type, &json);

+                // Tallennetaan valittu tehtävä muistiin reititystä varten
+                let selected_task = json.get("selected_task").and_then(|v| v.as_str()).unwrap_or("tokenize").to_string();
+                state.node_tasks.lock().unwrap().insert(node_id, selected_task);
+
                if node_type == "native" {
                    let sys = json.get("system");
                    let hostname = sys.and_then(|s| s.get("hostname")).and_then(|v| v.as_str()).unwrap_or("?");
@@ -529,10 +555,11 @@ async fn handle_socket(socket: WebSocket, state: Arc<AppState>, ip: IpAddr) {
                        .and_then(|g| g.get("description").or_else(|| g.get("vendor")))
                        .and_then(|v| v.as_str())
                        .unwrap_or("ei GPU:ta");
+                    let task = json.get("selected_task").and_then(|v| v.as_str()).unwrap_or("tokenize");

                    tracing::info!(
-                        "Solmu {} (selain) | {} | {} | {} ydintä | ~{} GB RAM | GPU: {} | varaus: {} GB",
-                        node_id, ip, platform, cores, ram, gpu_desc, allocated
+                        "Solmu {} (selain) | {} | {} | {} ydintä | ~{} GB RAM | GPU: {} | tehtävä: {} | varaus: {} GB",
+                        node_id, ip, platform, cores, ram, gpu_desc, task, allocated
                    );
                }
            }
@@ -605,11 +632,40 @@ async fn handle_socket(socket: WebSocket, state: Arc<AppState>, ip: IpAddr) {
                }
                let _ = state.stats_tx.send(json.to_string());
            }
+        } else if msg_type == "llm_done" {
+            {
+                let mut json = json;
+                if let Some(obj) = json.as_object_mut() {
+                    let model = obj.get("model").and_then(|v| v.as_str()).unwrap_or("?");
+                    let prompt = obj.get("prompt").and_then(|v| v.as_str()).unwrap_or("");
+                    let response = obj.get("response").and_then(|v| v.as_str()).unwrap_or("");
+                    let tok_gen = obj.get("tokens_generated").and_then(|v| v.as_u64()).unwrap_or(0);
+                    let duration = obj.get("duration_ms").and_then(|v| v.as_f64()).unwrap_or(0.0);
+                    let tok_s = obj.get("tokens_per_sec").and_then(|v| v.as_f64()).unwrap_or(0.0);
+
+                    println!();
+                    println!("\x1b[35m━━━ Solmu {} ━━━ {} ━━━\x1b[0m", node_id, model);
+                    println!("  Prompt: \x1b[33m\"{}\"\x1b[0m", prompt);
+                    println!("  Vastaus: \x1b[32m{}\x1b[0m", response);
+                    println!("  {} tokenia | {:.0}ms | \x1b[36m{:.1} tok/s\x1b[0m", tok_gen, duration, tok_s);
+
+                    state.db.increment_tasks(node_id);
+                    obj.insert("node_id".to_string(), serde_json::json!(node_id));
+                }
+                let _ = state.stats_tx.send(json.to_string());
+
+                {
+                    let mut task_count = state.total_tasks.lock().unwrap();
+                    *task_count += 1;
+                }
+                broadcast_stats(&state).await;
+            }
        }
    }

    // Yhteys katkesi — merkitään session päättyneeksi ja siivotaan
    state.db.close_session(node_id);
+    state.node_tasks.lock().unwrap().remove(&node_id);
    {
        let mut conns = state.ip_connections.lock().unwrap();
        if let Some(count) = conns.get_mut(&ip) {
--- a/network-poc/native-node/Cargo.toml
+++ b/network-poc/native-node/Cargo.toml
@@ -1,7 +1,7 @@
 [package]
 name = "native-node"
 version = "0.1.0"
-edition = "2021"
+edition = "2024"

 [dependencies]
 tokio = { version = "1.36", features = ["full"] }
--- a/network-poc/node/Cargo.toml
+++ b/network-poc/node/Cargo.toml
@@ -1,7 +1,7 @@
 [package]
 name = "node"
 version = "0.1.0"
-edition = "2021"
+edition = "2024"

 [lib]
 crate-type = ["cdylib"]
@@ -17,6 +17,12 @@ web-sys = { version = "0.3.68", features = [
    "MessageEvent",
    "Performance",
    "console",
+    "Request",
+    "RequestInit",
+    "Response",
+    "Headers",
+    "ReadableStream",
+    "ReadableStreamDefaultReader",
 ] }
 serde = { version = "1.0", features = ["derive"] }
 serde_json = "1.0"
@@ -29,4 +35,8 @@ reqwest = { version = "0.12", default-features = false, features = ["json"] }
 tokenizers = { version = "0.19.1", default-features = false, features = ["unstable_wasm"] }
 rexie = "0.6"
 log = "0.4"
+candle-core = { version = "0.8" }
+candle-nn = "0.8"
+candle-transformers = "0.8"
+getrandom = { version = "0.3", features = ["wasm_js"] }

--- a/network-poc/node/src/lib.rs
+++ b/network-poc/node/src/lib.rs
@@ -1,5 +1,5 @@
 use wasm_bindgen::prelude::*;
-use web_sys::{console, WebSocket, MessageEvent};
+use web_sys::{WebSocket, MessageEvent};
 use std::cell::RefCell;
 use std::rc::Rc;
 use std::sync::atomic::{AtomicU32, AtomicBool, Ordering};
@@ -7,15 +7,17 @@ use burn::tensor::Tensor;
 use burn::backend::{Wgpu, NdArray};

 pub mod storage;
+pub mod smollm;

+#[macro_export]
 macro_rules! console_log {
-    ($($t:tt)*) => (console::log_1(&format_args!($($t)*).to_string().into()))
+    ($($t:tt)*) => (web_sys::console::log_1(&format_args!($($t)*).to_string().into()))
 }

-// Globaali muuttuja GPU Load Sliderille (25-100%)
 static GPU_LOAD_PERCENT: AtomicU32 = AtomicU32::new(50);
-// Onko WebGPU käytettävissä — asetetaan JS-puolelta käynnistyksessä
 static HAS_WEBGPU: AtomicBool = AtomicBool::new(true);
+// Valittu tehtävä: 0=tokenize, 1=smollm-135m, 2=qwen-05b, 3=phi3-mini
+static SELECTED_TASK: AtomicU32 = AtomicU32::new(0);

 #[wasm_bindgen]
 pub fn set_gpu_load(load: u32) {
@@ -148,12 +150,15 @@ async fn run_pair_comparison(en_text: String, fi_text: String, ws: Rc<RefCell<We
 }

 #[wasm_bindgen]
-pub async fn start_agent_node(hub_url: String, has_webgpu: bool, device_info_json: String) -> Result<(), JsValue> {
+pub async fn start_agent_node(hub_url: String, has_webgpu: bool, device_info_json: String, task_id: u32) -> Result<(), JsValue> {
    console_error_panic_hook::set_once();

    HAS_WEBGPU.store(has_webgpu, Ordering::SeqCst);
+    SELECTED_TASK.store(task_id, Ordering::SeqCst);
    let backend_name = if has_webgpu { "WebGPU" } else { "CPU (NdArray)" };
-    console_log!("Kipinä Agent Node käynnistyy — backend: {}", backend_name);
+    let task_names = ["tokenize", "smollm-135m", "qwen-05b", "phi3-mini"];
+    let task_name = task_names.get(task_id as usize).unwrap_or(&"tokenize");
+    console_log!("Kipinä Agent Node käynnistyy — backend: {} | tehtävä: {}", backend_name, task_name);

    let device_info = device_info_json.clone();
    
@@ -182,7 +187,10 @@ pub async fn start_agent_node(hub_url: String, has_webgpu: bool, device_info_jso
        if let Ok(txt) = e.data().dyn_into::<js_sys::JsString>() {
            let msg: String = txt.into();
            
-            if msg.contains("pair_task") {
+            let current_task = SELECTED_TASK.load(Ordering::SeqCst);
+
+            if msg.contains("pair_task") && current_task == 0 {
+                // Vain tokenisaatiosolmut käsittelevät pair_task-viestejä
                if let Ok(task) = serde_json::from_str::<serde_json::Value>(&msg) {
                    let en = task.get("en").and_then(|v| v.as_str()).unwrap_or("").to_string();
                    let fi = task.get("fi").and_then(|v| v.as_str()).unwrap_or("").to_string();
@@ -193,6 +201,18 @@ pub async fn start_agent_node(hub_url: String, has_webgpu: bool, device_info_jso
                        });
                    }
                }
+            } else if msg.contains("llm_prompt") && current_task == 1 {
+                // Vain SmolLM-solmut käsittelevät llm_prompt-viestejä
+                if let Ok(task) = serde_json::from_str::<serde_json::Value>(&msg) {
+                    let prompt = task.get("prompt").and_then(|v| v.as_str()).unwrap_or("").to_string();
+                    let model = task.get("model").and_then(|v| v.as_str()).unwrap_or("").to_string();
+                    if !prompt.is_empty() && model == "smollm-135m" {
+                        let ws_for_async = ws_clone.clone();
+                        wasm_bindgen_futures::spawn_local(async move {
+                            smollm::run_smollm_inference(prompt, ws_for_async).await;
+                        });
+                    }
+                }
            } else if msg.contains("ai_task") {
                console_log!("Hub task vastaanotettu, ajetaan GPU:lla...");
                let ws_for_async = ws_clone.clone();
--- a/network-poc/node/src/smollm.rs
+++ b/network-poc/node/src/smollm.rs
@@ -0,0 +1,246 @@
+use candle_core::{Device, Tensor, DType};
+use candle_nn::VarBuilder;
+use candle_transformers::models::llama::{Llama, LlamaConfig, LlamaEosToks, Cache};
+use candle_transformers::generation::LogitsProcessor;
+use wasm_bindgen::JsCast;
+use std::cell::RefCell;
+use std::rc::Rc;
+use web_sys::WebSocket;
+
+use crate::storage;
+
+macro_rules! console_log {
+    ($($t:tt)*) => (web_sys::console::log_1(&format_args!($($t)*).to_string().into()))
+}
+
+const MODEL_URL: &str = "https://huggingface.co/HuggingFaceTB/SmolLM-135M-Instruct/resolve/main/model.safetensors";
+const TOKENIZER_URL: &str = "https://huggingface.co/HuggingFaceTB/SmolLM-135M-Instruct/resolve/main/tokenizer.json";
+
+/// Lataa tiedosto HuggingFacesta streaming-latauksella (progress-ilmoitukset) ja tallentaa IndexedDB:hen
+async fn ensure_cached(key: &str, url: &str, ws: &Rc<RefCell<WebSocket>>) -> Result<Vec<u8>, String> {
+    if let Ok(Some(bytes)) = storage::load_from_idb(key).await {
+        console_log!("[SmolLM] {} löytyi välimuistista ({} MB)", key, bytes.len() / 1024 / 1024);
+        send_progress(ws, key, 100, bytes.len(), bytes.len());
+        return Ok(bytes);
+    }
+
+    console_log!("[SmolLM] Ladataan {}...", key);
+    send_progress(ws, key, 0, 0, 0);
+
+    // Fetch API:lla saadaan Content-Length ja streaming-luku
+    let window = web_sys::window().unwrap();
+    let resp_val = wasm_bindgen_futures::JsFuture::from(window.fetch_with_str(url))
+        .await.map_err(|e| format!("Fetch epäonnistui: {:?}", e))?;
+    let resp: web_sys::Response = resp_val.dyn_into().map_err(|_| "Ei Response-objekti".to_string())?;
+
+    if !resp.ok() {
+        return Err(format!("HTTP {}", resp.status()));
+    }
+
+    // Kokonaiskoko Content-Length-headerista
+    let total_size: usize = resp.headers()
+        .get("content-length").ok().flatten()
+        .and_then(|s| s.parse().ok())
+        .unwrap_or(0);
+
+    let body = resp.body().ok_or("Ei bodyä")?;
+    let reader = body.get_reader();
+    let reader: web_sys::ReadableStreamDefaultReader = reader.dyn_into().map_err(|_| "Ei ReadableStreamDefaultReader".to_string())?;
+
+    let mut data: Vec<u8> = Vec::with_capacity(total_size);
+    let mut last_pct: u32 = 0;
+
+    loop {
+        let chunk = wasm_bindgen_futures::JsFuture::from(reader.read())
+            .await.map_err(|e| format!("Luku epäonnistui: {:?}", e))?;
+
+        let done = js_sys::Reflect::get(&chunk, &"done".into())
+            .map_err(|_| "done-kenttä puuttuu".to_string())?
+            .as_bool().unwrap_or(true);
+
+        if done { break; }
+
+        let value = js_sys::Reflect::get(&chunk, &"value".into())
+            .map_err(|_| "value-kenttä puuttuu".to_string())?;
+        let array = js_sys::Uint8Array::new(&value);
+        let mut buf = vec![0u8; array.length() as usize];
+        array.copy_to(&mut buf);
+        data.extend_from_slice(&buf);
+
+        // Progress-päivitys (joka 5%)
+        if total_size > 0 {
+            let pct = ((data.len() as f64 / total_size as f64) * 100.0) as u32;
+            if pct >= last_pct + 5 || pct == 100 {
+                last_pct = pct;
+                console_log!("[SmolLM] {} lataus: {}% ({}/{} MB)", key, pct, data.len() / 1024 / 1024, total_size / 1024 / 1024);
+                send_progress(ws, key, pct, data.len(), total_size);
+            }
+        }
+    }
+
+    console_log!("[SmolLM] Tallennetaan {} ({} MB) IndexedDB:hen...", key, data.len() / 1024 / 1024);
+    let _ = storage::save_to_idb(key, &data).await;
+    console_log!("[SmolLM] {} tallennettu!", key);
+    send_progress(ws, key, 100, data.len(), data.len());
+
+    Ok(data)
+}
+
+fn send_progress(ws: &Rc<RefCell<WebSocket>>, file: &str, pct: u32, loaded: usize, total: usize) {
+    let msg = serde_json::json!({
+        "type": "download_progress",
+        "file": file,
+        "pct": pct,
+        "loaded_mb": loaded / 1024 / 1024,
+        "total_mb": total / 1024 / 1024,
+    });
+    let _ = ws.borrow().send_with_str(&msg.to_string());
+}
+
+/// Lataa malli ja tokenizer, suorita inferenssi ja streamaa tokenit hubille
+pub async fn run_smollm_inference(prompt: String, ws: Rc<RefCell<WebSocket>>) {
+    let perf = web_sys::window().unwrap().performance().unwrap();
+
+    // 1. Lataa tokenizer
+    let tok_bytes = match ensure_cached("smollm-tokenizer.json", TOKENIZER_URL, &ws).await {
+        Ok(b) => b,
+        Err(e) => { console_log!("[SmolLM] Tokenizer-virhe: {}", e); return; }
+    };
+
+    let tokenizer = match tokenizers::Tokenizer::from_bytes(&tok_bytes) {
+        Ok(t) => t,
+        Err(e) => { console_log!("[SmolLM] Tokenizer-parsinta epäonnistui: {}", e); return; }
+    };
+
+    // 2. Lataa mallin painot
+    let model_bytes = match ensure_cached("smollm-model.safetensors", MODEL_URL, &ws).await {
+        Ok(b) => b,
+        Err(e) => { console_log!("[SmolLM] Malli-virhe: {}", e); return; }
+    };
+
+    console_log!("[SmolLM] Rakennetaan mallia...");
+    let start_load = perf.now();
+
+    let device = Device::Cpu;
+    let dtype = DType::F32;
+
+    // Parsitaan safetensors
+    let tensors = match candle_core::safetensors::load_buffer(&model_bytes, &device) {
+        Ok(t) => t,
+        Err(e) => { console_log!("[SmolLM] Safetensors-parsinta epäonnistui: {}", e); return; }
+    };
+
+    let vb = VarBuilder::from_tensors(tensors, dtype, &device);
+
+    // SmolLM-135M config (Llama-arkkitehtuuri)
+    let config = LlamaConfig {
+        hidden_size: 576,
+        intermediate_size: 1536,
+        vocab_size: 49152,
+        num_hidden_layers: 30,
+        num_attention_heads: 9,
+        num_key_value_heads: Some(3),
+        rms_norm_eps: 1e-5,
+        rope_theta: 10000.0,
+        max_position_embeddings: 2048,
+        tie_word_embeddings: Some(true),
+        bos_token_id: Some(1u32),
+        eos_token_id: Some(LlamaEosToks::Single(2)),
+        rope_scaling: None,
+    };
+
+    let llama_config = config.into_config(false); // false = ei flash attention
+    let mut cache = Cache::new(true, dtype, &llama_config, &device).unwrap();
+
+    let model = match Llama::load(vb, &llama_config) {
+        Ok(m) => m,
+        Err(e) => { console_log!("[SmolLM] Mallin lataus epäonnistui: {}", e); return; }
+    };
+
+    let load_time = perf.now() - start_load;
+    console_log!("[SmolLM] Malli ladattu ({:.0}ms). Generoidaan...", load_time);
+
+    // 3. Tokenisoi syöte
+    let encoding = match tokenizer.encode(prompt.as_str(), true) {
+        Ok(e) => e,
+        Err(e) => { console_log!("[SmolLM] Tokenisointivirhe: {}", e); return; }
+    };
+
+    let input_ids: Vec<u32> = encoding.get_ids().to_vec();
+    let input_len = input_ids.len();
+    console_log!("[SmolLM] Syöte: {} tokenia", input_len);
+
+    // 4. Generoi tokeneita
+    let start_gen = perf.now();
+    let mut logits_processor = LogitsProcessor::new(42, Some(0.8), Some(0.95));
+    let mut all_tokens = input_ids.clone();
+    let max_new_tokens = 64;
+    let mut generated_text = String::new();
+
+    for i in 0..max_new_tokens {
+        let context_tokens = if i == 0 {
+            all_tokens.as_slice()
+        } else {
+            std::slice::from_ref(all_tokens.last().unwrap())
+        };
+
+        let input = Tensor::new(context_tokens, &device).unwrap().unsqueeze(0).unwrap();
+        let seq_len = input.dim(1).unwrap();
+
+        let logits = match model.forward(&input, input_len + i - seq_len, &mut cache) {
+            Ok(l) => l,
+            Err(e) => { console_log!("[SmolLM] Forward-virhe stepissä {}: {}", i, e); break; }
+        };
+
+        // Viimeisen tokenin logitit
+        let logits = logits.squeeze(0).unwrap();
+        let last_dim = logits.dim(0).unwrap();
+        let logits = if last_dim > 1 {
+            logits.get(last_dim - 1).unwrap()
+        } else {
+            logits.get(0).unwrap()
+        };
+
+        let next_token = logits_processor.sample(&logits).unwrap();
+
+        // EOS-tarkistus
+        if next_token == 2 {
+            break;
+        }
+
+        all_tokens.push(next_token);
+
+        // Dekoodaa token tekstiksi
+        if let Ok(text) = tokenizer.decode(&[next_token], true) {
+            generated_text.push_str(&text);
+
+            // Streamaa token hubille
+            let chunk = serde_json::json!({
+                "type": "llm_chunk",
+                "token": text,
+                "is_last": false,
+                "prompt": prompt,
+                "model": "SmolLM-135M"
+            });
+            let _ = ws.borrow().send_with_str(&chunk.to_string());
+        }
+    }
+
+    let gen_time = perf.now() - start_gen;
+    let tokens_generated = all_tokens.len() - input_len;
+    let tokens_per_sec = if gen_time > 0.0 { (tokens_generated as f64 / gen_time) * 1000.0 } else { 0.0 };
+
+    console_log!("[SmolLM] Generoitu {} tokenia | {:.0}ms | {:.1} tok/s", tokens_generated, gen_time, tokens_per_sec);
+
+    let done = serde_json::json!({
+        "type": "llm_done",
+        "prompt": prompt,
+        "model": "SmolLM-135M-Instruct",
+        "response": generated_text,
+        "tokens_generated": tokens_generated,
+        "duration_ms": (gen_time * 100.0).round() / 100.0,
+        "tokens_per_sec": (tokens_per_sec * 10.0).round() / 10.0,
+        "load_time_ms": (load_time * 100.0).round() / 100.0,
+    });
+    let _ = ws.borrow().send_with_str(&done.to_string());
+}
--- a/network-poc/static/index.html
+++ b/network-poc/static/index.html
@@ -226,6 +226,54 @@
        }
        .toggle-tokens:hover { color: var(--text-color); border-color: #8b949e; }

+        .task-option {
+            background: var(--panel-bg);
+            border: 2px solid var(--border-color);
+            border-radius: 8px;
+            padding: 14px;
+            cursor: pointer;
+            transition: border-color 0.2s;
+            position: relative;
+        }
+        .task-option:hover { border-color: #8b949e; }
+        .task-option.selected { border-color: var(--accent-color); background: #58a6ff10; }
+        .task-title { font-weight: 600; font-size: 15px; color: var(--text-color); margin-bottom: 4px; }
+        .task-desc { font-size: 12px; color: #8b949e; line-height: 1.4; margin-bottom: 8px; }
+        .task-size { font-size: 11px; color: #6e7681; }
+        .task-badge {
+            position: absolute;
+            top: 10px;
+            right: 10px;
+            font-size: 10px;
+            font-weight: 600;
+            padding: 2px 8px;
+            border-radius: 10px;
+        }
+        .task-ready { background: #23392050; color: var(--success-color); border: 1px solid #23392080; }
+        .task-soon { background: #d2992215; color: #d29922; border: 1px solid #d2992240; }
+
+        .download-bar {
+            background: #0d1117;
+            border: 1px solid var(--border-color);
+            border-radius: 6px;
+            padding: 12px 16px;
+            margin-bottom: 16px;
+            display: none;
+        }
+        .download-bar .bar-track {
+            background: #21262d;
+            border-radius: 4px;
+            height: 8px;
+            margin-top: 8px;
+            overflow: hidden;
+        }
+        .download-bar .bar-fill {
+            background: var(--accent-color);
+            height: 100%;
+            border-radius: 4px;
+            transition: width 0.3s ease;
+        }
+
        .metric-card {
            background: var(--panel-bg);
            border: 1px solid var(--border-color);
@@ -270,10 +318,53 @@
        <div id="compat-banner" class="compat-banner"></div>

        <div id="initial-state">
+            <!-- Tehtävävalitsin -->
+            <div style="background:#0d1117;border:1px solid var(--border-color);border-radius:6px;padding:16px;margin-bottom:16px;text-align:left">
+                <div style="font-weight:600;font-size:15px;margin-bottom:12px">Valitse tehtävä</div>
+                <div id="task-selector" style="display:grid;grid-template-columns:1fr 1fr;gap:8px">
+                    <label class="task-option selected" data-task="tokenize">
+                        <input type="radio" name="task" value="tokenize" checked style="display:none">
+                        <div class="task-title">Tokenisointivertailu</div>
+                        <div class="task-desc">EN/FI-kieliparien tokenisointitehokkuuden vertailu Qwen2.5-tokenizeria käyttäen</div>
+                        <div class="task-size">Lataus: ~7 MB (tokenizer)</div>
+                        <span class="task-badge task-ready">Valmis</span>
+                    </label>
+                    <label class="task-option" data-task="smollm-135m">
+                        <input type="radio" name="task" value="smollm-135m" style="display:none">
+                        <div class="task-title">SmolLM 135M</div>
+                        <div class="task-desc">Kevyt kielimalli tekstigeneraatioon — sopii kaikille laitteille (CPU)</div>
+                        <div class="task-size">Lataus: ~269 MB (safetensors) + 2 MB (tokenizer)</div>
+                        <span class="task-badge task-ready">Valmis</span>
+                    </label>
+                    <label class="task-option" data-task="qwen-05b">
+                        <input type="radio" name="task" value="qwen-05b" style="display:none">
+                        <div class="task-title">Qwen2.5 0.5B</div>
+                        <div class="task-desc">Tehokkaampi kielimalli — vaatii WebGPU:n ja vähintään 1 GB muistia</div>
+                        <div class="task-size">Lataus: ~430 MB (Q4)</div>
+                        <span class="task-badge task-soon">Tulossa</span>
+                    </label>
+                    <label class="task-option" data-task="phi3-mini">
+                        <input type="radio" name="task" value="phi3-mini" style="display:none">
+                        <div class="task-title">Phi-3 Mini 3.8B</div>
+                        <div class="task-desc">Iso kielimalli — vaatii tehokkaan GPU:n ja vähintään 4 GB VRAM</div>
+                        <div class="task-size">Lataus: ~2.3 GB (Q4)</div>
+                        <span class="task-badge task-soon">Tulossa</span>
+                    </label>
+                </div>
+            </div>
+
            <button id="start-btn" class="btn">Liity laskentaverkkoon</button>
        </div>

        <div id="active-state" class="hidden">
+            <div id="download-bar" class="download-bar">
+                <div style="display:flex;justify-content:space-between;font-size:13px">
+                    <span id="dl-label">Ladataan mallia...</span>
+                    <span id="dl-pct" style="color:var(--accent-color);font-weight:600">0%</span>
+                </div>
+                <div class="bar-track"><div id="dl-fill" class="bar-fill" style="width:0%"></div></div>
+                <div id="dl-detail" style="font-size:11px;color:#8b949e;margin-top:4px">0 / 0 MB</div>
+            </div>
            <!-- Resurssipaneeli -->
            <div style="background:#0d1117;border:1px solid var(--border-color);border-radius:6px;padding:16px;margin-bottom:16px">
                <div style="display:flex;justify-content:space-between;align-items:center;margin-bottom:12px">
@@ -335,7 +426,17 @@
        const statVram = document.getElementById('stat-vram');
        const statTasks = document.getElementById('stat-tasks');
        const chatBox = document.getElementById('chat-box');
-        
+
+        // Tehtävävalitsin
+        let selectedTask = 'tokenize';
+        document.querySelectorAll('.task-option').forEach(opt => {
+            opt.addEventListener('click', () => {
+                document.querySelectorAll('.task-option').forEach(o => o.classList.remove('selected'));
+                opt.classList.add('selected');
+                selectedTask = opt.dataset.task;
+            });
+        });
+
        let currentChatMsg = null;

        // Reaaliaikaiset metriikat
@@ -424,6 +525,17 @@
                    chatBox.appendChild(msgDiv);
                    if (chatBox.children.length > 5) chatBox.removeChild(chatBox.firstChild);
                    chatBox.scrollTop = chatBox.scrollHeight;
+                } else if (data.type === "download_progress") {
+                    const dlBar = document.getElementById('download-bar');
+                    if (data.pct < 100) {
+                        dlBar.style.display = 'block';
+                        document.getElementById('dl-label').textContent = `Ladataan: ${data.file}`;
+                        document.getElementById('dl-pct').textContent = data.pct + '%';
+                        document.getElementById('dl-fill').style.width = data.pct + '%';
+                        document.getElementById('dl-detail').textContent = `${data.loaded_mb} / ${data.total_mb} MB`;
+                    } else {
+                        dlBar.style.display = 'none';
+                    }
                } else if (data.type === "pair_task") {
                    chatBox.classList.remove('hidden');
                    if (chatBox.children.length === 1 && chatBox.children[0].textContent.includes('Odotetaan')) {
@@ -453,6 +565,9 @@
                    metrics.totalTimeMs += ms;
                    updateMetrics();

+                    // Lokiboksiin yhteenveto
+                    console.log(`EN: ${en.token_count} tokenia (${(en.chars_per_token||0).toFixed(2)} m/t) vs FI: ${fi.token_count} tokenia (${(fi.chars_per_token||0).toFixed(2)} m/t) | ylikustannus: ${overhead}% | ${typeof ms === 'number' ? ms.toFixed(2) : ms}ms`);
+
                    const enCpt = parseFloat((en.chars_per_token || 0).toFixed(2));
                    const fiCpt = parseFloat((fi.chars_per_token || 0).toFixed(2));

@@ -480,7 +595,7 @@
                            <span style="color:var(--accent-color);font-weight:600;font-size:15px">Solmu #${nodeId}</span>
                            <div style="display:flex;gap:8px;align-items:center">
                                <button class="toggle-tokens" onclick="document.getElementById('${detailId}').classList.toggle('visible')">Tokenit</button>
-                                <span style="color:#8b949e;font-size:13px">${ms}ms</span>
+                                <span style="color:#8b949e;font-size:13px">${typeof ms === 'number' ? ms.toFixed(2) : ms}ms</span>
                            </div>
                        </div>
                        <div style="font-size:14px;display:grid;grid-template-columns:32px 1fr auto auto auto;gap:6px 10px;align-items:baseline">
@@ -508,6 +623,46 @@
                    if (!msgDiv.parentNode) chatBox.appendChild(msgDiv);
                    if (chatBox.children.length > 8) chatBox.removeChild(chatBox.firstChild);
                    chatBox.scrollTop = chatBox.scrollHeight;
+                } else if (data.type === "llm_done") {
+                    // SmolLM / LLM-inferenssin tulos
+                    chatBox.classList.remove('hidden');
+                    const nodeId = data.node_id || "?";
+                    const model = data.model || "LLM";
+                    const tokGen = data.tokens_generated || 0;
+                    const durMs = data.duration_ms || 0;
+                    const tokS = data.tokens_per_sec || 0;
+                    const loadMs = data.load_time_ms || 0;
+
+                    const msgDiv = document.createElement('div');
+                    msgDiv.className = 'chat-msg';
+                    msgDiv.style.borderLeftColor = '#a371f7';
+                    msgDiv.innerHTML = `
+                        <div style="display:flex;justify-content:space-between;align-items:center;margin-bottom:8px">
+                            <span style="color:#a371f7;font-weight:600;font-size:15px">Solmu #${nodeId} — ${model}</span>
+                            <span style="color:#8b949e;font-size:12px">${typeof durMs === 'number' ? durMs.toFixed(0) : durMs}ms | ${tokS} tok/s</span>
+                        </div>
+                        <div style="font-size:13px;color:#8b949e;margin-bottom:6px">
+                            Prompt: <span style="color:#d29922">"${data.prompt || ''}"</span>
+                        </div>
+                        <div style="font-size:14px;color:var(--text-color);line-height:1.5">
+                            ${data.response || '<em>tyhjä vastaus</em>'}
+                        </div>
+                        <div style="margin-top:8px;font-size:12px;color:#8b949e">
+                            ${tokGen} tokenia generoitu | malli ladattu: ${typeof loadMs === 'number' ? loadMs.toFixed(0) : loadMs}ms
+                        </div>`;
+                    chatBox.appendChild(msgDiv);
+                    if (chatBox.children.length > 8) chatBox.removeChild(chatBox.firstChild);
+                    chatBox.scrollTop = chatBox.scrollHeight;
+
+                    metrics.tasks++;
+                    metrics.totalTokens += tokGen;
+                    metrics.totalTimeMs += durMs;
+                    updateMetrics();
+
+                    console.log(`[${model}] ${tokGen} tokenia | ${typeof durMs === 'number' ? durMs.toFixed(0) : durMs}ms | ${tokS} tok/s | "${(data.response || '').substring(0, 60)}..."`);
+                } else if (data.type === "llm_chunk") {
+                    // Streaming-token LLM:ltä — näytetään lokissa
+                    // (chat-ikkunan streaming tulisi toteuttaa samalla logiikalla kuin pair_task/pair_done)
                }
            } catch(e) {}
        };
@@ -520,7 +675,8 @@
                cpu_cores: navigator.hardwareConcurrency || 0,
                device_memory_gb: navigator.deviceMemory || 0,
                platform: navigator.platform || "",
-                gpu: null
+                gpu: null,
+                selected_task: selectedTask
            };

            if (navigator.gpu) {
@@ -625,7 +781,9 @@
                
                // WebAssembly yhdistää oikeaksi Agent Nodeksi
                const wsUrl = `${window.location.protocol === 'https:' ? 'wss:' : 'ws:'}//${window.location.host}/ws`;
-                await start_agent_node(wsUrl, hasWebGPU, JSON.stringify(deviceInfo));
+                const taskIds = {'tokenize': 0, 'smollm-135m': 1, 'qwen-05b': 2, 'phi3-mini': 3};
+                const taskId = taskIds[selectedTask] || 0;
+                await start_agent_node(wsUrl, hasWebGPU, JSON.stringify(deviceInfo), taskId);
            } catch(e) {
                console.log("Virhe GPU-käynnistyksessä: " + e);
            }
--- a/network-poc/target-native/.rustdoc_fingerprint.json
+++ b/network-poc/target-native/.rustdoc_fingerprint.json
@@ -0,0 +1 @@
+{"rustc_vv":"rustc 1.94.1 (e408947bf 2026-03-25)\nbinary: rustc\ncommit-hash: e408947bfd200af42db322daf0fadfe7e26d3bd1\ncommit-date: 2026-03-25\nhost: x86_64-unknown-linux-gnu\nrelease: 1.94.1\nLLVM version: 21.1.8\n"}
--- a/network-poc/target-native/doc/.lock
+++ b/network-poc/target-native/doc/.lock
--- a/network-poc/target-native/doc/candle_transformers/all.html
+++ b/network-poc/target-native/doc/candle_transformers/all.html
--- a/network-poc/target-native/doc/candle_transformers/generation/enum.Sampling.html
+++ b/network-poc/target-native/doc/candle_transformers/generation/enum.Sampling.html
--- a/network-poc/target-native/doc/candle_transformers/generation/index.html
+++ b/network-poc/target-native/doc/candle_transformers/generation/index.html
@@ -0,0 +1,5 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="Logit Processing and Sampling"><title>candle_transformers::generation - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../" data-static-root-path="../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../static.files/storage-e2aeef58.js"></script><script defer src="../sidebar-items.js"></script><script defer src="../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../static.files/favicon-044be391.svg"></head><body class="rustdoc mod"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">Module generation</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><section id="rustdoc-toc"><h2 class="location"><a href="#">Module generation</a></h2><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</a></li><li><a href="#enums" title="Enums">Enums</a></li></ul></section><div id="rustdoc-modnav"><h2 class="in-crate"><a href="../index.html">In crate candle_<wbr>transformers</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../index.html">candle_transformers</a></div><h1>Module <span>generation</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../src/candle_transformers/generation/mod.rs.html#1-155">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Logit Processing and Sampling</p>
+<p>Functionality for modeling sampling strategies and logits processing in text generation
+with support for temperature-based sampling, top-k filtering, nucleus sampling (top-p),
+and combinations thereof.</p>
+</div></details><h2 id="structs" class="section-header">Structs<a href="#structs" class="anchor">§</a></h2><dl class="item-table"><dt><a class="struct" href="struct.LogitsProcessor.html" title="struct candle_transformers::generation::LogitsProcessor">Logits<wbr>Processor</a></dt></dl><h2 id="enums" class="section-header">Enums<a href="#enums" class="anchor">§</a></h2><dl class="item-table"><dt><a class="enum" href="enum.Sampling.html" title="enum candle_transformers::generation::Sampling">Sampling</a></dt></dl></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/generation/sidebar-items.js
+++ b/network-poc/target-native/doc/candle_transformers/generation/sidebar-items.js
@@ -0,0 +1 @@
+window.SIDEBAR_ITEMS = {"enum":["Sampling"],"struct":["LogitsProcessor"]};
--- a/network-poc/target-native/doc/candle_transformers/generation/struct.LogitsProcessor.html
+++ b/network-poc/target-native/doc/candle_transformers/generation/struct.LogitsProcessor.html
--- a/network-poc/target-native/doc/candle_transformers/index.html
+++ b/network-poc/target-native/doc/candle_transformers/index.html
@@ -0,0 +1 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="API documentation for the Rust `candle_transformers` crate."><title>candle_transformers - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../" data-static-root-path="../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../static.files/storage-e2aeef58.js"></script><script defer src="../crates.js"></script><script defer src="../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../static.files/favicon-044be391.svg"></head><body class="rustdoc mod crate"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">Crate candle_transformers</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><ul class="block"><li><a id="all-types" href="all.html">All Items</a></li></ul><section id="rustdoc-toc"><h3><a href="#modules">Crate Items</a></h3><ul class="block"><li><a href="#modules" title="Modules">Modules</a></li></ul></section><div id="rustdoc-modnav"></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><h1>Crate <span>candle_<wbr>transformers</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../src/candle_transformers/lib.rs.html#1-7">Source</a> </span></div><h2 id="modules" class="section-header">Modules<a href="#modules" class="anchor">§</a></h2><dl class="item-table"><dt><a class="mod" href="generation/index.html" title="mod candle_transformers::generation">generation</a></dt><dd>Logit Processing and Sampling</dd><dt><a class="mod" href="models/index.html" title="mod candle_transformers::models">models</a></dt><dd>Candle implementations for various deep learning models</dd><dt><a class="mod" href="object_detection/index.html" title="mod candle_transformers::object_detection">object_<wbr>detection</a></dt><dd>Bounding Boxes and Intersection</dd><dt><a class="mod" href="pipelines/index.html" title="mod candle_transformers::pipelines">pipelines</a></dt><dt><a class="mod" href="quantized_nn/index.html" title="mod candle_transformers::quantized_nn">quantized_<wbr>nn</a></dt><dd>Utilities for quanitized network layers</dd><dt><a class="mod" href="quantized_var_builder/index.html" title="mod candle_transformers::quantized_var_builder">quantized_<wbr>var_<wbr>builder</a></dt><dd>Varbuilder for Loading gguf files</dd><dt><a class="mod" href="utils/index.html" title="mod candle_transformers::utils">utils</a></dt><dd>Apply penalty and repeat_kv</dd></dl></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/models/based/index.html
+++ b/network-poc/target-native/doc/candle_transformers/models/based/index.html
@@ -0,0 +1,8 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="Based from the Stanford Hazy Research group."><title>candle_transformers::models::based - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../" data-static-root-path="../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../static.files/storage-e2aeef58.js"></script><script defer src="../sidebar-items.js"></script><script defer src="../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../static.files/favicon-044be391.svg"></head><body class="rustdoc mod"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">Module based</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><section id="rustdoc-toc"><h2 class="location"><a href="#">Module based</a></h2><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</a></li></ul></section><div id="rustdoc-modnav"><h2><a href="../index.html">In candle_<wbr>transformers::<wbr>models</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../index.html">candle_transformers</a>::<wbr><a href="../index.html">models</a></div><h1>Module <span>based</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../src/candle_transformers/models/based.rs.html#1-588">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Based from the Stanford Hazy Research group.</p>
+<p>See “Simple linear attention language models balance the recall-throughput tradeoff”, Arora et al. 2024</p>
+<ul>
+<li>Simple linear attention language models balance the recall-throughput tradeoff. <a href="https://arxiv.org/abs/2402.18668">Arxiv</a></li>
+<li><a href="https://github.com/HazyResearch/based">Github Rep</a></li>
+<li><a href="https://hazyresearch.stanford.edu/blog/2024-03-03-based">Blogpost</a></li>
+</ul>
+</div></details><h2 id="structs" class="section-header">Structs<a href="#structs" class="anchor">§</a></h2><dl class="item-table"><dt><a class="struct" href="struct.Config.html" title="struct candle_transformers::models::based::Config">Config</a></dt><dt><a class="struct" href="struct.LinearAttentionConfig.html" title="struct candle_transformers::models::based::LinearAttentionConfig">Linear<wbr>Attention<wbr>Config</a></dt><dt><a class="struct" href="struct.LinearAttentionFeatureMapConfig.html" title="struct candle_transformers::models::based::LinearAttentionFeatureMapConfig">Linear<wbr>Attention<wbr>Feature<wbr>MapConfig</a></dt><dt><a class="struct" href="struct.Model.html" title="struct candle_transformers::models::based::Model">Model</a></dt><dt><a class="struct" href="struct.SlidingWindowAttentionConfig.html" title="struct candle_transformers::models::based::SlidingWindowAttentionConfig">Sliding<wbr>Window<wbr>Attention<wbr>Config</a></dt></dl></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/models/based/sidebar-items.js
+++ b/network-poc/target-native/doc/candle_transformers/models/based/sidebar-items.js
@@ -0,0 +1 @@
+window.SIDEBAR_ITEMS = {"struct":["Config","LinearAttentionConfig","LinearAttentionFeatureMapConfig","Model","SlidingWindowAttentionConfig"]};
--- a/network-poc/target-native/doc/candle_transformers/models/based/struct.Config.html
+++ b/network-poc/target-native/doc/candle_transformers/models/based/struct.Config.html
--- a/network-poc/target-native/doc/candle_transformers/models/based/struct.LinearAttentionConfig.html
+++ b/network-poc/target-native/doc/candle_transformers/models/based/struct.LinearAttentionConfig.html
--- a/network-poc/target-native/doc/candle_transformers/models/based/struct.LinearAttentionFeatureMapConfig.html
+++ b/network-poc/target-native/doc/candle_transformers/models/based/struct.LinearAttentionFeatureMapConfig.html
--- a/network-poc/target-native/doc/candle_transformers/models/based/struct.Model.html
+++ b/network-poc/target-native/doc/candle_transformers/models/based/struct.Model.html
--- a/network-poc/target-native/doc/candle_transformers/models/based/struct.SlidingWindowAttentionConfig.html
+++ b/network-poc/target-native/doc/candle_transformers/models/based/struct.SlidingWindowAttentionConfig.html
--- a/network-poc/target-native/doc/candle_transformers/models/beit/fn.vit_base.html
+++ b/network-poc/target-native/doc/candle_transformers/models/beit/fn.vit_base.html
@@ -0,0 +1 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="API documentation for the Rust `vit_base` fn in crate `candle_transformers`."><title>vit_base in candle_transformers::models::beit - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../" data-static-root-path="../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../static.files/storage-e2aeef58.js"></script><script defer src="sidebar-items.js"></script><script defer src="../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../static.files/favicon-044be391.svg"></head><body class="rustdoc fn"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">vit_base</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><div id="rustdoc-modnav"><h2><a href="index.html">In candle_<wbr>transformers::<wbr>models::<wbr>beit</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../index.html">candle_transformers</a>::<wbr><a href="../index.html">models</a>::<wbr><a href="index.html">beit</a></div><h1>Function <span class="fn">vit_<wbr>base</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../src/candle_transformers/models/beit.rs.html#405-407">Source</a> </span></div><pre class="rust item-decl"><code>pub fn vit_base(vb: VarBuilder&lt;'_&gt;) -&gt; Result&lt;<a class="struct" href="struct.BeitVisionTransformer.html" title="struct candle_transformers::models::beit::BeitVisionTransformer">BeitVisionTransformer</a>&gt;</code></pre></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/models/beit/fn.vit_large.html
+++ b/network-poc/target-native/doc/candle_transformers/models/beit/fn.vit_large.html
@@ -0,0 +1 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="API documentation for the Rust `vit_large` fn in crate `candle_transformers`."><title>vit_large in candle_transformers::models::beit - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../" data-static-root-path="../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../static.files/storage-e2aeef58.js"></script><script defer src="sidebar-items.js"></script><script defer src="../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../static.files/favicon-044be391.svg"></head><body class="rustdoc fn"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">vit_large</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><div id="rustdoc-modnav"><h2><a href="index.html">In candle_<wbr>transformers::<wbr>models::<wbr>beit</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../index.html">candle_transformers</a>::<wbr><a href="../index.html">models</a>::<wbr><a href="index.html">beit</a></div><h1>Function <span class="fn">vit_<wbr>large</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../src/candle_transformers/models/beit.rs.html#409-411">Source</a> </span></div><pre class="rust item-decl"><code>pub fn vit_large(vb: VarBuilder&lt;'_&gt;) -&gt; Result&lt;<a class="struct" href="struct.BeitVisionTransformer.html" title="struct candle_transformers::models::beit::BeitVisionTransformer">BeitVisionTransformer</a>&gt;</code></pre></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/models/beit/index.html
+++ b/network-poc/target-native/doc/candle_transformers/models/beit/index.html
@@ -0,0 +1,7 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="Based on the BEIT vision-language model."><title>candle_transformers::models::beit - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../" data-static-root-path="../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../static.files/storage-e2aeef58.js"></script><script defer src="../sidebar-items.js"></script><script defer src="../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../static.files/favicon-044be391.svg"></head><body class="rustdoc mod"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">Module beit</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><section id="rustdoc-toc"><h2 class="location"><a href="#">Module beit</a></h2><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</a></li><li><a href="#functions" title="Functions">Functions</a></li></ul></section><div id="rustdoc-modnav"><h2><a href="../index.html">In candle_<wbr>transformers::<wbr>models</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../index.html">candle_transformers</a>::<wbr><a href="../index.html">models</a></div><h1>Module <span>beit</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../src/candle_transformers/models/beit.rs.html#1-411">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Based on the BEIT vision-language model.</p>
+<p>See “BEIT: BERT Pre-Training of Image Transformers”, Bao et al. 2021</p>
+<ul>
+<li><a href="https://arxiv.org/abs/2106.08254">Arxiv</a></li>
+<li><a href="https://github.com/microsoft/unilm/tree/master/beit">Github</a></li>
+</ul>
+</div></details><h2 id="structs" class="section-header">Structs<a href="#structs" class="anchor">§</a></h2><dl class="item-table"><dt><a class="struct" href="struct.BeitVisionTransformer.html" title="struct candle_transformers::models::beit::BeitVisionTransformer">Beit<wbr>Vision<wbr>Transformer</a></dt></dl><h2 id="functions" class="section-header">Functions<a href="#functions" class="anchor">§</a></h2><dl class="item-table"><dt><a class="fn" href="fn.vit_base.html" title="fn candle_transformers::models::beit::vit_base">vit_<wbr>base</a></dt><dt><a class="fn" href="fn.vit_large.html" title="fn candle_transformers::models::beit::vit_large">vit_<wbr>large</a></dt></dl></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/models/beit/sidebar-items.js
+++ b/network-poc/target-native/doc/candle_transformers/models/beit/sidebar-items.js
@@ -0,0 +1 @@
+window.SIDEBAR_ITEMS = {"fn":["vit_base","vit_large"],"struct":["BeitVisionTransformer"]};
--- a/network-poc/target-native/doc/candle_transformers/models/beit/struct.BeitVisionTransformer.html
+++ b/network-poc/target-native/doc/candle_transformers/models/beit/struct.BeitVisionTransformer.html
--- a/network-poc/target-native/doc/candle_transformers/models/bert/constant.DTYPE.html
+++ b/network-poc/target-native/doc/candle_transformers/models/bert/constant.DTYPE.html
@@ -0,0 +1 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="API documentation for the Rust `DTYPE` constant in crate `candle_transformers`."><title>DTYPE in candle_transformers::models::bert - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../" data-static-root-path="../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../static.files/storage-e2aeef58.js"></script><script defer src="sidebar-items.js"></script><script defer src="../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../static.files/favicon-044be391.svg"></head><body class="rustdoc constant"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">DTYPE</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><div id="rustdoc-modnav"><h2><a href="index.html">In candle_<wbr>transformers::<wbr>models::<wbr>bert</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../index.html">candle_transformers</a>::<wbr><a href="../index.html">models</a>::<wbr><a href="index.html">bert</a></div><h1>Constant <span class="constant">DTYPE</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../src/candle_transformers/models/bert.rs.html#15">Source</a> </span></div><pre class="rust item-decl"><code>pub const DTYPE: DType;</code></pre></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/models/bert/enum.HiddenAct.html
+++ b/network-poc/target-native/doc/candle_transformers/models/bert/enum.HiddenAct.html
--- a/network-poc/target-native/doc/candle_transformers/models/bert/enum.PositionEmbeddingType.html
+++ b/network-poc/target-native/doc/candle_transformers/models/bert/enum.PositionEmbeddingType.html
--- a/network-poc/target-native/doc/candle_transformers/models/bert/index.html
+++ b/network-poc/target-native/doc/candle_transformers/models/bert/index.html
@@ -0,0 +1,10 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="BERT (Bidirectional Encoder Representations from Transformers)"><title>candle_transformers::models::bert - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../" data-static-root-path="../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../static.files/storage-e2aeef58.js"></script><script defer src="../sidebar-items.js"></script><script defer src="../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../static.files/favicon-044be391.svg"></head><body class="rustdoc mod"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">Module bert</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><section id="rustdoc-toc"><h2 class="location"><a href="#">Module bert</a></h2><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</a></li><li><a href="#enums" title="Enums">Enums</a></li><li><a href="#constants" title="Constants">Constants</a></li></ul></section><div id="rustdoc-modnav"><h2><a href="../index.html">In candle_<wbr>transformers::<wbr>models</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../index.html">candle_transformers</a>::<wbr><a href="../index.html">models</a></div><h1>Module <span>bert</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../src/candle_transformers/models/bert.rs.html#1-621">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>BERT (Bidirectional Encoder Representations from Transformers)</p>
+<p>Bert is a general large language model that can be used for various language tasks:</p>
+<ul>
+<li>Compute sentence embeddings for a prompt.</li>
+<li>Compute similarities between a set of sentences.</li>
+<li><a href="https://arxiv.org/abs/1810.04805">Arxiv</a> “BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding”</li>
+<li>Upstream <a href="https://github.com/google-research/bert">Github repo</a>.</li>
+<li>See bert in <a href="https://github.com/huggingface/candle/tree/main/candle-examples/">candle-examples</a> for runnable code</li>
+</ul>
+</div></details><h2 id="structs" class="section-header">Structs<a href="#structs" class="anchor">§</a></h2><dl class="item-table"><dt><a class="struct" href="struct.BertEncoder.html" title="struct candle_transformers::models::bert::BertEncoder">Bert<wbr>Encoder</a></dt><dt><a class="struct" href="struct.BertForMaskedLM.html" title="struct candle_transformers::models::bert::BertForMaskedLM">Bert<wbr>ForMaskedLM</a></dt><dt><a class="struct" href="struct.BertLMPredictionHead.html" title="struct candle_transformers::models::bert::BertLMPredictionHead">BertLM<wbr>Prediction<wbr>Head</a></dt><dt><a class="struct" href="struct.BertLayer.html" title="struct candle_transformers::models::bert::BertLayer">Bert<wbr>Layer</a></dt><dt><a class="struct" href="struct.BertModel.html" title="struct candle_transformers::models::bert::BertModel">Bert<wbr>Model</a></dt><dt><a class="struct" href="struct.BertOnlyMLMHead.html" title="struct candle_transformers::models::bert::BertOnlyMLMHead">Bert<wbr>OnlyMLM<wbr>Head</a></dt><dt><a class="struct" href="struct.Config.html" title="struct candle_transformers::models::bert::Config">Config</a></dt></dl><h2 id="enums" class="section-header">Enums<a href="#enums" class="anchor">§</a></h2><dl class="item-table"><dt><a class="enum" href="enum.HiddenAct.html" title="enum candle_transformers::models::bert::HiddenAct">Hidden<wbr>Act</a></dt><dt><a class="enum" href="enum.PositionEmbeddingType.html" title="enum candle_transformers::models::bert::PositionEmbeddingType">Position<wbr>Embedding<wbr>Type</a></dt></dl><h2 id="constants" class="section-header">Constants<a href="#constants" class="anchor">§</a></h2><dl class="item-table"><dt><a class="constant" href="constant.DTYPE.html" title="constant candle_transformers::models::bert::DTYPE">DTYPE</a></dt></dl></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/models/bert/sidebar-items.js
+++ b/network-poc/target-native/doc/candle_transformers/models/bert/sidebar-items.js
@@ -0,0 +1 @@
+window.SIDEBAR_ITEMS = {"constant":["DTYPE"],"enum":["HiddenAct","PositionEmbeddingType"],"struct":["BertEncoder","BertForMaskedLM","BertLMPredictionHead","BertLayer","BertModel","BertOnlyMLMHead","Config"]};
--- a/network-poc/target-native/doc/candle_transformers/models/bert/struct.BertEncoder.html
+++ b/network-poc/target-native/doc/candle_transformers/models/bert/struct.BertEncoder.html
--- a/network-poc/target-native/doc/candle_transformers/models/bert/struct.BertForMaskedLM.html
+++ b/network-poc/target-native/doc/candle_transformers/models/bert/struct.BertForMaskedLM.html
--- a/network-poc/target-native/doc/candle_transformers/models/bert/struct.BertLMPredictionHead.html
+++ b/network-poc/target-native/doc/candle_transformers/models/bert/struct.BertLMPredictionHead.html
--- a/network-poc/target-native/doc/candle_transformers/models/bert/struct.BertLayer.html
+++ b/network-poc/target-native/doc/candle_transformers/models/bert/struct.BertLayer.html
--- a/network-poc/target-native/doc/candle_transformers/models/bert/struct.BertModel.html
+++ b/network-poc/target-native/doc/candle_transformers/models/bert/struct.BertModel.html
--- a/network-poc/target-native/doc/candle_transformers/models/bert/struct.BertOnlyMLMHead.html
+++ b/network-poc/target-native/doc/candle_transformers/models/bert/struct.BertOnlyMLMHead.html
--- a/network-poc/target-native/doc/candle_transformers/models/bert/struct.Config.html
+++ b/network-poc/target-native/doc/candle_transformers/models/bert/struct.Config.html
--- a/network-poc/target-native/doc/candle_transformers/models/bigcode/index.html
+++ b/network-poc/target-native/doc/candle_transformers/models/bigcode/index.html
@@ -0,0 +1,17 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="BigCode implementation in Rust based on the GPT-BigCode model."><title>candle_transformers::models::bigcode - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../" data-static-root-path="../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../static.files/storage-e2aeef58.js"></script><script defer src="../sidebar-items.js"></script><script defer src="../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../static.files/favicon-044be391.svg"></head><body class="rustdoc mod"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">Module bigcode</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><section id="rustdoc-toc"><h2 class="location"><a href="#">Module bigcode</a></h2><h3><a href="#">Sections</a></h3><ul class="block top-toc"><li><a href="#running-some-example" title="Running some example">Running some example</a></li></ul><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</a></li></ul></section><div id="rustdoc-modnav"><h2><a href="../index.html">In candle_<wbr>transformers::<wbr>models</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../index.html">candle_transformers</a>::<wbr><a href="../index.html">models</a></div><h1>Module <span>bigcode</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../src/candle_transformers/models/bigcode.rs.html#1-367">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>BigCode implementation in Rust based on the GPT-BigCode model.</p>
+<p><a href="https://huggingface.co/bigcode/starcoderbase-1b">StarCoder/BigCode</a> is a LLM
+model specialized to code generation. The initial model was trained on 80
+programming languages. See “StarCoder: A State-of-the-Art LLM for Code”, Mukherjee et al. 2023</p>
+<ul>
+<li><a href="https://arxiv.org/abs/2305.06161">Arxiv</a></li>
+<li><a href="https://github.com/bigcode-project/starcoder">Github</a></li>
+</ul>
+<h3 id="running-some-example"><a class="doc-anchor" href="#running-some-example">§</a>Running some example</h3><div class="example-wrap"><pre class="language-bash"><code>cargo run --example bigcode --release -- --prompt &quot;fn fact(n: u64) -&gt; u64&quot;
+
+&gt; fn fact(n: u64) -&gt; u64  {
+&gt;     if n == 0 {
+&gt;         1
+&gt;     } else {
+&gt;         n * fact(n - 1)
+&gt;     }
+&gt; }</code></pre></div></div></details><h2 id="structs" class="section-header">Structs<a href="#structs" class="anchor">§</a></h2><dl class="item-table"><dt><a class="struct" href="struct.Config.html" title="struct candle_transformers::models::bigcode::Config">Config</a></dt><dt><a class="struct" href="struct.GPTBigCode.html" title="struct candle_transformers::models::bigcode::GPTBigCode">GPTBig<wbr>Code</a></dt></dl></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/models/bigcode/sidebar-items.js
+++ b/network-poc/target-native/doc/candle_transformers/models/bigcode/sidebar-items.js
@@ -0,0 +1 @@
+window.SIDEBAR_ITEMS = {"struct":["Config","GPTBigCode"]};
--- a/network-poc/target-native/doc/candle_transformers/models/bigcode/struct.Config.html
+++ b/network-poc/target-native/doc/candle_transformers/models/bigcode/struct.Config.html
--- a/network-poc/target-native/doc/candle_transformers/models/bigcode/struct.GPTBigCode.html
+++ b/network-poc/target-native/doc/candle_transformers/models/bigcode/struct.GPTBigCode.html
--- a/network-poc/target-native/doc/candle_transformers/models/blip/index.html
+++ b/network-poc/target-native/doc/candle_transformers/models/blip/index.html
@@ -0,0 +1,9 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="Based on the BLIP paper from Salesforce Research."><title>candle_transformers::models::blip - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../" data-static-root-path="../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../static.files/storage-e2aeef58.js"></script><script defer src="../sidebar-items.js"></script><script defer src="../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../static.files/favicon-044be391.svg"></head><body class="rustdoc mod"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">Module blip</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><section id="rustdoc-toc"><h2 class="location"><a href="#">Module blip</a></h2><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</a></li></ul></section><div id="rustdoc-modnav"><h2><a href="../index.html">In candle_<wbr>transformers::<wbr>models</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../index.html">candle_transformers</a>::<wbr><a href="../index.html">models</a></div><h1>Module <span>blip</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../src/candle_transformers/models/blip.rs.html#1-317">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Based on the BLIP paper from Salesforce Research.</p>
+<p>The blip-image-captioning model can generate captions for an input image.</p>
+<ul>
+<li>⚡ <a href="https://huggingface.co/spaces/radames/Candle-BLIP-Image-Captioning">Interactive Wasm Example</a></li>
+<li>💻 <a href="https://github.com/salesforce/BLIP">GH Link</a></li>
+<li>🤗 <a href="https://huggingface.co/Salesforce/blip-image-captioning-base">HF Link</a></li>
+<li>📝 <a href="https://arxiv.org/abs/2201.12086">Paper</a></li>
+</ul>
+</div></details><h2 id="structs" class="section-header">Structs<a href="#structs" class="anchor">§</a></h2><dl class="item-table"><dt><a class="struct" href="struct.BlipForConditionalGeneration.html" title="struct candle_transformers::models::blip::BlipForConditionalGeneration">Blip<wbr>ForConditional<wbr>Generation</a></dt><dt><a class="struct" href="struct.Config.html" title="struct candle_transformers::models::blip::Config">Config</a></dt><dt><a class="struct" href="struct.VisionConfig.html" title="struct candle_transformers::models::blip::VisionConfig">Vision<wbr>Config</a></dt><dt><a class="struct" href="struct.VisionModel.html" title="struct candle_transformers::models::blip::VisionModel">Vision<wbr>Model</a></dt></dl></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/models/blip/sidebar-items.js
+++ b/network-poc/target-native/doc/candle_transformers/models/blip/sidebar-items.js
@@ -0,0 +1 @@
+window.SIDEBAR_ITEMS = {"struct":["BlipForConditionalGeneration","Config","VisionConfig","VisionModel"]};
--- a/network-poc/target-native/doc/candle_transformers/models/blip/struct.BlipForConditionalGeneration.html
+++ b/network-poc/target-native/doc/candle_transformers/models/blip/struct.BlipForConditionalGeneration.html
--- a/network-poc/target-native/doc/candle_transformers/models/blip/struct.Config.html
+++ b/network-poc/target-native/doc/candle_transformers/models/blip/struct.Config.html
--- a/network-poc/target-native/doc/candle_transformers/models/blip/struct.VisionConfig.html
+++ b/network-poc/target-native/doc/candle_transformers/models/blip/struct.VisionConfig.html
--- a/network-poc/target-native/doc/candle_transformers/models/blip/struct.VisionModel.html
+++ b/network-poc/target-native/doc/candle_transformers/models/blip/struct.VisionModel.html
--- a/network-poc/target-native/doc/candle_transformers/models/blip_text/index.html
+++ b/network-poc/target-native/doc/candle_transformers/models/blip_text/index.html
@@ -0,0 +1,19 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="Implementation of BLIP text encoder/decoder."><title>candle_transformers::models::blip_text - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../" data-static-root-path="../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../static.files/storage-e2aeef58.js"></script><script defer src="../sidebar-items.js"></script><script defer src="../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../static.files/favicon-044be391.svg"></head><body class="rustdoc mod"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">Module blip_text</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><section id="rustdoc-toc"><h2 class="location"><a href="#">Module blip_<wbr>text</a></h2><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</a></li></ul></section><div id="rustdoc-modnav"><h2><a href="../index.html">In candle_<wbr>transformers::<wbr>models</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../index.html">candle_transformers</a>::<wbr><a href="../index.html">models</a></div><h1>Module <span>blip_<wbr>text</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../src/candle_transformers/models/blip_text.rs.html#1-497">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Implementation of BLIP text encoder/decoder.</p>
+<ul>
+<li>
+<p>📝 <a href="https://arxiv.org/abs/2201.12086">Paper</a>. BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation“</p>
+</li>
+<li>
+<p>⚡ <a href="https://huggingface.co/spaces/radames/Candle-BLIP-Image-Captioning">Interactive Wasm Example</a></p>
+</li>
+<li>
+<p>💻 <a href="https://github.com/salesforce/BLIP">GH Link</a></p>
+</li>
+<li>
+<p>🤗 <a href="https://huggingface.co/Salesforce/blip-image-captioning-base">HF Link</a></p>
+</li>
+<li>
+<p>📝 <a href="https://arxiv.org/abs/2201.12086">Paper</a></p>
+</li>
+</ul>
+</div></details><h2 id="structs" class="section-header">Structs<a href="#structs" class="anchor">§</a></h2><dl class="item-table"><dt><a class="struct" href="struct.Config.html" title="struct candle_transformers::models::blip_text::Config">Config</a></dt><dt><a class="struct" href="struct.TextLMHeadModel.html" title="struct candle_transformers::models::blip_text::TextLMHeadModel">TextLM<wbr>Head<wbr>Model</a></dt><dt><a class="struct" href="struct.TextPooler.html" title="struct candle_transformers::models::blip_text::TextPooler">Text<wbr>Pooler</a></dt></dl></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/models/blip_text/sidebar-items.js
+++ b/network-poc/target-native/doc/candle_transformers/models/blip_text/sidebar-items.js
@@ -0,0 +1 @@
+window.SIDEBAR_ITEMS = {"struct":["Config","TextLMHeadModel","TextPooler"]};
--- a/network-poc/target-native/doc/candle_transformers/models/blip_text/struct.Config.html
+++ b/network-poc/target-native/doc/candle_transformers/models/blip_text/struct.Config.html
--- a/network-poc/target-native/doc/candle_transformers/models/blip_text/struct.TextLMHeadModel.html
+++ b/network-poc/target-native/doc/candle_transformers/models/blip_text/struct.TextLMHeadModel.html
--- a/network-poc/target-native/doc/candle_transformers/models/blip_text/struct.TextPooler.html
+++ b/network-poc/target-native/doc/candle_transformers/models/blip_text/struct.TextPooler.html
--- a/network-poc/target-native/doc/candle_transformers/models/chatglm/index.html
+++ b/network-poc/target-native/doc/candle_transformers/models/chatglm/index.html
@@ -0,0 +1,6 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="Implementation of the ChatGLM2/3 models from THUDM."><title>candle_transformers::models::chatglm - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../" data-static-root-path="../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../static.files/storage-e2aeef58.js"></script><script defer src="../sidebar-items.js"></script><script defer src="../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../static.files/favicon-044be391.svg"></head><body class="rustdoc mod"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">Module chatglm</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><section id="rustdoc-toc"><h2 class="location"><a href="#">Module chatglm</a></h2><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</a></li></ul></section><div id="rustdoc-modnav"><h2><a href="../index.html">In candle_<wbr>transformers::<wbr>models</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../index.html">candle_transformers</a>::<wbr><a href="../index.html">models</a></div><h1>Module <span>chatglm</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../src/candle_transformers/models/chatglm.rs.html#1-590">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Implementation of the ChatGLM2/3 models from THUDM.</p>
+<ul>
+<li>💻 <a href="https://github.com/THUDM/ChatGLM3">Github</a> ChatGLM3: Advancing Multilingual Conversational Language Models with High-Quality Data</li>
+<li>💻 <a href="https://github.com/THUDM/ChatGLM2-6B">Github</a> ChatGLM2-6B.</li>
+</ul>
+</div></details><h2 id="structs" class="section-header">Structs<a href="#structs" class="anchor">§</a></h2><dl class="item-table"><dt><a class="struct" href="struct.Config.html" title="struct candle_transformers::models::chatglm::Config">Config</a></dt><dt><a class="struct" href="struct.Model.html" title="struct candle_transformers::models::chatglm::Model">Model</a></dt></dl></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/models/chatglm/sidebar-items.js
+++ b/network-poc/target-native/doc/candle_transformers/models/chatglm/sidebar-items.js
@@ -0,0 +1 @@
+window.SIDEBAR_ITEMS = {"struct":["Config","Model"]};
--- a/network-poc/target-native/doc/candle_transformers/models/chatglm/struct.Config.html
+++ b/network-poc/target-native/doc/candle_transformers/models/chatglm/struct.Config.html
--- a/network-poc/target-native/doc/candle_transformers/models/chatglm/struct.Model.html
+++ b/network-poc/target-native/doc/candle_transformers/models/chatglm/struct.Model.html
--- a/network-poc/target-native/doc/candle_transformers/models/chinese_clip/enum.Activation.html
+++ b/network-poc/target-native/doc/candle_transformers/models/chinese_clip/enum.Activation.html
--- a/network-poc/target-native/doc/candle_transformers/models/chinese_clip/enum.EncoderConfig.html
+++ b/network-poc/target-native/doc/candle_transformers/models/chinese_clip/enum.EncoderConfig.html
--- a/network-poc/target-native/doc/candle_transformers/models/chinese_clip/fn.div_l2_norm.html
+++ b/network-poc/target-native/doc/candle_transformers/models/chinese_clip/fn.div_l2_norm.html
@@ -0,0 +1 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="API documentation for the Rust `div_l2_norm` fn in crate `candle_transformers`."><title>div_l2_norm in candle_transformers::models::chinese_clip - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../" data-static-root-path="../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../static.files/storage-e2aeef58.js"></script><script defer src="sidebar-items.js"></script><script defer src="../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../static.files/favicon-044be391.svg"></head><body class="rustdoc fn"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">div_l2_norm</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><div id="rustdoc-modnav"><h2><a href="index.html">In candle_<wbr>transformers::<wbr>models::<wbr>chinese_<wbr>clip</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../index.html">candle_transformers</a>::<wbr><a href="../index.html">models</a>::<wbr><a href="index.html">chinese_clip</a></div><h1>Function <span class="fn">div_<wbr>l2_<wbr>norm</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../src/candle_transformers/models/chinese_clip/mod.rs.html#206-209">Source</a> </span></div><pre class="rust item-decl"><code>pub fn div_l2_norm(v: &amp;Tensor) -&gt; Result&lt;Tensor&gt;</code></pre></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/models/chinese_clip/index.html
+++ b/network-poc/target-native/doc/candle_transformers/models/chinese_clip/index.html
@@ -0,0 +1,8 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="Chinese contrastive Language-Image Pre-Training"><title>candle_transformers::models::chinese_clip - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../" data-static-root-path="../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../static.files/storage-e2aeef58.js"></script><script defer src="../sidebar-items.js"></script><script defer src="../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../static.files/favicon-044be391.svg"></head><body class="rustdoc mod"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">Module chinese_clip</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><section id="rustdoc-toc"><h2 class="location"><a href="#">Module chinese_<wbr>clip</a></h2><h3><a href="#modules">Module Items</a></h3><ul class="block"><li><a href="#modules" title="Modules">Modules</a></li><li><a href="#structs" title="Structs">Structs</a></li><li><a href="#enums" title="Enums">Enums</a></li><li><a href="#functions" title="Functions">Functions</a></li></ul></section><div id="rustdoc-modnav"><h2><a href="../index.html">In candle_<wbr>transformers::<wbr>models</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../index.html">candle_transformers</a>::<wbr><a href="../index.html">models</a></div><h1>Module <span>chinese_<wbr>clip</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../src/candle_transformers/models/chinese_clip/mod.rs.html#1-209">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Chinese contrastive Language-Image Pre-Training</p>
+<p>Chinese contrastive Language-Image Pre-Training (CLIP) is an architecture trained on
+pairs of images with related texts.</p>
+<ul>
+<li>💻 <a href="https://github.com/OFA-Sys/Chinese-CLIP">GH Link</a></li>
+<li>💻 Transformers Python <a href="https://github.com/huggingface/transformers/blob/5af7d41e49bbfc8319f462eb45253dcb3863dfb7/src/transformers/models/chinese_clip/modeling_chinese_clip.py">reference implementation</a></li>
+</ul>
+</div></details><h2 id="modules" class="section-header">Modules<a href="#modules" class="anchor">§</a></h2><dl class="item-table"><dt><a class="mod" href="text_model/index.html" title="mod candle_transformers::models::chinese_clip::text_model">text_<wbr>model</a></dt><dd>Chinese contrastive Language-Image Pre-Training</dd><dt><a class="mod" href="vision_model/index.html" title="mod candle_transformers::models::chinese_clip::vision_model">vision_<wbr>model</a></dt><dd>Chinese contrastive Language-Image Pre-Training</dd></dl><h2 id="structs" class="section-header">Structs<a href="#structs" class="anchor">§</a></h2><dl class="item-table"><dt><a class="struct" href="struct.ChineseClipConfig.html" title="struct candle_transformers::models::chinese_clip::ChineseClipConfig">Chinese<wbr>Clip<wbr>Config</a></dt><dt><a class="struct" href="struct.ChineseClipModel.html" title="struct candle_transformers::models::chinese_clip::ChineseClipModel">Chinese<wbr>Clip<wbr>Model</a></dt></dl><h2 id="enums" class="section-header">Enums<a href="#enums" class="anchor">§</a></h2><dl class="item-table"><dt><a class="enum" href="enum.Activation.html" title="enum candle_transformers::models::chinese_clip::Activation">Activation</a></dt><dt><a class="enum" href="enum.EncoderConfig.html" title="enum candle_transformers::models::chinese_clip::EncoderConfig">Encoder<wbr>Config</a></dt></dl><h2 id="functions" class="section-header">Functions<a href="#functions" class="anchor">§</a></h2><dl class="item-table"><dt><a class="fn" href="fn.div_l2_norm.html" title="fn candle_transformers::models::chinese_clip::div_l2_norm">div_<wbr>l2_<wbr>norm</a></dt></dl></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/models/chinese_clip/sidebar-items.js
+++ b/network-poc/target-native/doc/candle_transformers/models/chinese_clip/sidebar-items.js
@@ -0,0 +1 @@
+window.SIDEBAR_ITEMS = {"enum":["Activation","EncoderConfig"],"fn":["div_l2_norm"],"mod":["text_model","vision_model"],"struct":["ChineseClipConfig","ChineseClipModel"]};
--- a/network-poc/target-native/doc/candle_transformers/models/chinese_clip/struct.ChineseClipConfig.html
+++ b/network-poc/target-native/doc/candle_transformers/models/chinese_clip/struct.ChineseClipConfig.html
--- a/network-poc/target-native/doc/candle_transformers/models/chinese_clip/struct.ChineseClipModel.html
+++ b/network-poc/target-native/doc/candle_transformers/models/chinese_clip/struct.ChineseClipModel.html
--- a/network-poc/target-native/doc/candle_transformers/models/chinese_clip/text_model/enum.PositionEmbeddingType.html
+++ b/network-poc/target-native/doc/candle_transformers/models/chinese_clip/text_model/enum.PositionEmbeddingType.html
--- a/network-poc/target-native/doc/candle_transformers/models/chinese_clip/text_model/index.html
+++ b/network-poc/target-native/doc/candle_transformers/models/chinese_clip/text_model/index.html
@@ -0,0 +1,12 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="Chinese contrastive Language-Image Pre-Training"><title>candle_transformers::models::chinese_clip::text_model - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../../" data-static-root-path="../../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../../static.files/storage-e2aeef58.js"></script><script defer src="../sidebar-items.js"></script><script defer src="../../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../../static.files/favicon-044be391.svg"></head><body class="rustdoc mod"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">Module text_model</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><section id="rustdoc-toc"><h2 class="location"><a href="#">Module text_<wbr>model</a></h2><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</a></li><li><a href="#enums" title="Enums">Enums</a></li></ul></section><div id="rustdoc-modnav"><h2><a href="../index.html">In candle_<wbr>transformers::<wbr>models::<wbr>chinese_<wbr>clip</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../../index.html">candle_transformers</a>::<wbr><a href="../../index.html">models</a>::<wbr><a href="../index.html">chinese_clip</a></div><h1>Module <span>text_<wbr>model</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../../src/candle_transformers/models/chinese_clip/text_model.rs.html#1-540">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Chinese contrastive Language-Image Pre-Training</p>
+<p>Chinese contrastive Language-Image Pre-Training (CLIP) is an architecture trained on
+pairs of images with related texts.</p>
+<ul>
+<li>💻 <a href="https://github.com/OFA-Sys/Chinese-CLIP">Chinese-CLIP</a></li>
+<li>💻 <a href="https://github.com/huggingface/transformers/blob/5af7d41e49bbfc8319f462eb45253dcb3863dfb7/src/transformers/models/chinese_clip/modeling_chinese_clip.py">HF</a></li>
+</ul>
+</div></details><h2 id="structs" class="section-header">Structs<a href="#structs" class="anchor">§</a></h2><dl class="item-table"><dt><a class="struct" href="struct.ChineseClipTextConfig.html" title="struct candle_transformers::models::chinese_clip::text_model::ChineseClipTextConfig">Chinese<wbr>Clip<wbr>Text<wbr>Config</a></dt><dt><a class="struct" href="struct.ChineseClipTextEmbeddings.html" title="struct candle_transformers::models::chinese_clip::text_model::ChineseClipTextEmbeddings">Chinese<wbr>Clip<wbr>Text<wbr>Embeddings</a></dt><dt><a class="struct" href="struct.ChineseClipTextTransformer.html" title="struct candle_transformers::models::chinese_clip::text_model::ChineseClipTextTransformer">Chinese<wbr>Clip<wbr>Text<wbr>Transformer</a></dt></dl><h2 id="enums" class="section-header">Enums<a href="#enums" class="anchor">§</a></h2><dl class="item-table"><dt><a class="enum" href="enum.PositionEmbeddingType.html" title="enum candle_transformers::models::chinese_clip::text_model::PositionEmbeddingType">Position<wbr>Embedding<wbr>Type</a></dt><dd>Type of position embedding. Choose one of <code>"absolute"</code>, <code>"relative_key"</code>, <code>"relative_key_query"</code>. For
+positional embeddings use <code>"absolute"</code>. For more information on <code>"relative_key"</code>, please refer to
+<a href="https://arxiv.org/abs/1803.02155">Self-Attention with Relative Position Representations (Shaw et al.)</a>.
+For more information on <code>"relative_key_query"</code>, please refer to <em>Method 4</em> in <a href="https://arxiv.org/abs/2009.13658">Improve Transformer Models
+with Better Relative Position Embeddings (Huang et al.)</a>.</dd></dl></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/models/chinese_clip/text_model/sidebar-items.js
+++ b/network-poc/target-native/doc/candle_transformers/models/chinese_clip/text_model/sidebar-items.js
@@ -0,0 +1 @@
+window.SIDEBAR_ITEMS = {"enum":["PositionEmbeddingType"],"struct":["ChineseClipTextConfig","ChineseClipTextEmbeddings","ChineseClipTextTransformer"]};
--- a/network-poc/target-native/doc/candle_transformers/models/chinese_clip/text_model/struct.ChineseClipTextConfig.html
+++ b/network-poc/target-native/doc/candle_transformers/models/chinese_clip/text_model/struct.ChineseClipTextConfig.html
--- a/network-poc/target-native/doc/candle_transformers/models/chinese_clip/text_model/struct.ChineseClipTextEmbeddings.html
+++ b/network-poc/target-native/doc/candle_transformers/models/chinese_clip/text_model/struct.ChineseClipTextEmbeddings.html
--- a/network-poc/target-native/doc/candle_transformers/models/chinese_clip/text_model/struct.ChineseClipTextTransformer.html
+++ b/network-poc/target-native/doc/candle_transformers/models/chinese_clip/text_model/struct.ChineseClipTextTransformer.html
--- a/network-poc/target-native/doc/candle_transformers/models/chinese_clip/vision_model/index.html
+++ b/network-poc/target-native/doc/candle_transformers/models/chinese_clip/vision_model/index.html
@@ -0,0 +1,8 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="Chinese contrastive Language-Image Pre-Training"><title>candle_transformers::models::chinese_clip::vision_model - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../../" data-static-root-path="../../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../../static.files/storage-e2aeef58.js"></script><script defer src="../sidebar-items.js"></script><script defer src="../../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../../static.files/favicon-044be391.svg"></head><body class="rustdoc mod"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">Module vision_model</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><section id="rustdoc-toc"><h2 class="location"><a href="#">Module vision_<wbr>model</a></h2><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</a></li></ul></section><div id="rustdoc-modnav"><h2><a href="../index.html">In candle_<wbr>transformers::<wbr>models::<wbr>chinese_<wbr>clip</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../../index.html">candle_transformers</a>::<wbr><a href="../../index.html">models</a>::<wbr><a href="../index.html">chinese_clip</a></div><h1>Module <span>vision_<wbr>model</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../../src/candle_transformers/models/chinese_clip/vision_model.rs.html#1-385">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Chinese contrastive Language-Image Pre-Training</p>
+<p>Chinese contrastive Language-Image Pre-Training (CLIP) is an architecture trained on
+pairs of images with related texts.</p>
+<ul>
+<li>💻 <a href="https://github.com/OFA-Sys/Chinese-CLIP">Chinese-CLIP</a></li>
+<li>💻 [GH](https://github.com/huggingface/transformers/blob/5af7d41e49bbfc8319f462eb45253dcb3863dfb7/src/transformers/models/chinese_clip/modeling_chinese_clip.py_</li>
+</ul>
+</div></details><h2 id="structs" class="section-header">Structs<a href="#structs" class="anchor">§</a></h2><dl class="item-table"><dt><a class="struct" href="struct.ChineseClipVisionConfig.html" title="struct candle_transformers::models::chinese_clip::vision_model::ChineseClipVisionConfig">Chinese<wbr>Clip<wbr>Vision<wbr>Config</a></dt><dt><a class="struct" href="struct.ChineseClipVisionEmbeddings.html" title="struct candle_transformers::models::chinese_clip::vision_model::ChineseClipVisionEmbeddings">Chinese<wbr>Clip<wbr>Vision<wbr>Embeddings</a></dt><dt><a class="struct" href="struct.ChineseClipVisionEncoder.html" title="struct candle_transformers::models::chinese_clip::vision_model::ChineseClipVisionEncoder">Chinese<wbr>Clip<wbr>Vision<wbr>Encoder</a></dt><dt><a class="struct" href="struct.ChineseClipVisionTransformer.html" title="struct candle_transformers::models::chinese_clip::vision_model::ChineseClipVisionTransformer">Chinese<wbr>Clip<wbr>Vision<wbr>Transformer</a></dt></dl></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/models/chinese_clip/vision_model/sidebar-items.js
+++ b/network-poc/target-native/doc/candle_transformers/models/chinese_clip/vision_model/sidebar-items.js
@@ -0,0 +1 @@
+window.SIDEBAR_ITEMS = {"struct":["ChineseClipVisionConfig","ChineseClipVisionEmbeddings","ChineseClipVisionEncoder","ChineseClipVisionTransformer"]};
--- a/network-poc/target-native/doc/candle_transformers/models/chinese_clip/vision_model/struct.ChineseClipVisionConfig.html
+++ b/network-poc/target-native/doc/candle_transformers/models/chinese_clip/vision_model/struct.ChineseClipVisionConfig.html
--- a/network-poc/target-native/doc/candle_transformers/models/chinese_clip/vision_model/struct.ChineseClipVisionEmbeddings.html
+++ b/network-poc/target-native/doc/candle_transformers/models/chinese_clip/vision_model/struct.ChineseClipVisionEmbeddings.html
--- a/network-poc/target-native/doc/candle_transformers/models/chinese_clip/vision_model/struct.ChineseClipVisionEncoder.html
+++ b/network-poc/target-native/doc/candle_transformers/models/chinese_clip/vision_model/struct.ChineseClipVisionEncoder.html
--- a/network-poc/target-native/doc/candle_transformers/models/chinese_clip/vision_model/struct.ChineseClipVisionTransformer.html
+++ b/network-poc/target-native/doc/candle_transformers/models/chinese_clip/vision_model/struct.ChineseClipVisionTransformer.html
--- a/network-poc/target-native/doc/candle_transformers/models/clip/enum.EncoderConfig.html
+++ b/network-poc/target-native/doc/candle_transformers/models/clip/enum.EncoderConfig.html
--- a/network-poc/target-native/doc/candle_transformers/models/clip/fn.div_l2_norm.html
+++ b/network-poc/target-native/doc/candle_transformers/models/clip/fn.div_l2_norm.html
@@ -0,0 +1 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="API documentation for the Rust `div_l2_norm` fn in crate `candle_transformers`."><title>div_l2_norm in candle_transformers::models::clip - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../" data-static-root-path="../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../static.files/storage-e2aeef58.js"></script><script defer src="sidebar-items.js"></script><script defer src="../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../static.files/favicon-044be391.svg"></head><body class="rustdoc fn"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">div_l2_norm</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><div id="rustdoc-modnav"><h2><a href="index.html">In candle_<wbr>transformers::<wbr>models::<wbr>clip</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../index.html">candle_transformers</a>::<wbr><a href="../index.html">models</a>::<wbr><a href="index.html">clip</a></div><h1>Function <span class="fn">div_<wbr>l2_<wbr>norm</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../src/candle_transformers/models/clip/mod.rs.html#149-152">Source</a> </span></div><pre class="rust item-decl"><code>pub fn div_l2_norm(v: &amp;Tensor) -&gt; Result&lt;Tensor&gt;</code></pre></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/models/clip/index.html
+++ b/network-poc/target-native/doc/candle_transformers/models/clip/index.html
@@ -0,0 +1,9 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="Contrastive Language-Image Pre-Training"><title>candle_transformers::models::clip - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../" data-static-root-path="../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../static.files/storage-e2aeef58.js"></script><script defer src="../sidebar-items.js"></script><script defer src="../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../static.files/favicon-044be391.svg"></head><body class="rustdoc mod"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">Module clip</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><section id="rustdoc-toc"><h2 class="location"><a href="#">Module clip</a></h2><h3><a href="#modules">Module Items</a></h3><ul class="block"><li><a href="#modules" title="Modules">Modules</a></li><li><a href="#structs" title="Structs">Structs</a></li><li><a href="#enums" title="Enums">Enums</a></li><li><a href="#functions" title="Functions">Functions</a></li></ul></section><div id="rustdoc-modnav"><h2><a href="../index.html">In candle_<wbr>transformers::<wbr>models</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../index.html">candle_transformers</a>::<wbr><a href="../index.html">models</a></div><h1>Module <span>clip</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../src/candle_transformers/models/clip/mod.rs.html#1-152">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Contrastive Language-Image Pre-Training</p>
+<p>Contrastive Language-Image Pre-Training (CLIP) is an architecture trained on
+pairs of images with related texts.</p>
+<ul>
+<li>💻 <a href="https://github.com/openai/CLIP">GH Link</a></li>
+<li>💻 Transformers Python <a href="https://github.com/huggingface/transformers/tree/f6fa0f0bf0796ac66f201f23bdb8585de1609add/src/transformers/models/clip">reference implementation</a></li>
+<li>🤗 <a href="https://huggingface.co/openai/clip-vit-large-patch14-336">HF Model</a></li>
+</ul>
+</div></details><h2 id="modules" class="section-header">Modules<a href="#modules" class="anchor">§</a></h2><dl class="item-table"><dt><a class="mod" href="text_model/index.html" title="mod candle_transformers::models::clip::text_model">text_<wbr>model</a></dt><dd>Contrastive Language-Image Pre-Training</dd><dt><a class="mod" href="vision_model/index.html" title="mod candle_transformers::models::clip::vision_model">vision_<wbr>model</a></dt><dd>Contrastive Language-Image Pre-Training</dd></dl><h2 id="structs" class="section-header">Structs<a href="#structs" class="anchor">§</a></h2><dl class="item-table"><dt><a class="struct" href="struct.ClipConfig.html" title="struct candle_transformers::models::clip::ClipConfig">Clip<wbr>Config</a></dt><dt><a class="struct" href="struct.ClipModel.html" title="struct candle_transformers::models::clip::ClipModel">Clip<wbr>Model</a></dt></dl><h2 id="enums" class="section-header">Enums<a href="#enums" class="anchor">§</a></h2><dl class="item-table"><dt><a class="enum" href="enum.EncoderConfig.html" title="enum candle_transformers::models::clip::EncoderConfig">Encoder<wbr>Config</a></dt></dl><h2 id="functions" class="section-header">Functions<a href="#functions" class="anchor">§</a></h2><dl class="item-table"><dt><a class="fn" href="fn.div_l2_norm.html" title="fn candle_transformers::models::clip::div_l2_norm">div_<wbr>l2_<wbr>norm</a></dt></dl></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/models/clip/sidebar-items.js
+++ b/network-poc/target-native/doc/candle_transformers/models/clip/sidebar-items.js
@@ -0,0 +1 @@
+window.SIDEBAR_ITEMS = {"enum":["EncoderConfig"],"fn":["div_l2_norm"],"mod":["text_model","vision_model"],"struct":["ClipConfig","ClipModel"]};
--- a/network-poc/target-native/doc/candle_transformers/models/clip/struct.ClipConfig.html
+++ b/network-poc/target-native/doc/candle_transformers/models/clip/struct.ClipConfig.html
--- a/network-poc/target-native/doc/candle_transformers/models/clip/struct.ClipModel.html
+++ b/network-poc/target-native/doc/candle_transformers/models/clip/struct.ClipModel.html
--- a/network-poc/target-native/doc/candle_transformers/models/clip/text_model/enum.Activation.html
+++ b/network-poc/target-native/doc/candle_transformers/models/clip/text_model/enum.Activation.html
--- a/network-poc/target-native/doc/candle_transformers/models/clip/text_model/index.html
+++ b/network-poc/target-native/doc/candle_transformers/models/clip/text_model/index.html
@@ -0,0 +1,8 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="Contrastive Language-Image Pre-Training"><title>candle_transformers::models::clip::text_model - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../../" data-static-root-path="../../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../../static.files/storage-e2aeef58.js"></script><script defer src="../sidebar-items.js"></script><script defer src="../../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../../static.files/favicon-044be391.svg"></head><body class="rustdoc mod"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">Module text_model</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><section id="rustdoc-toc"><h2 class="location"><a href="#">Module text_<wbr>model</a></h2><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</a></li><li><a href="#enums" title="Enums">Enums</a></li></ul></section><div id="rustdoc-modnav"><h2><a href="../index.html">In candle_<wbr>transformers::<wbr>models::<wbr>clip</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../../index.html">candle_transformers</a>::<wbr><a href="../../index.html">models</a>::<wbr><a href="../index.html">clip</a></div><h1>Module <span>text_<wbr>model</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../../src/candle_transformers/models/clip/text_model.rs.html#1-347">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Contrastive Language-Image Pre-Training</p>
+<p>Contrastive Language-Image Pre-Training (CLIP) is an architecture trained on
+pairs of images with related texts.</p>
+<ul>
+<li><a href="https://github.com/openai/CLIP">GH</a></li>
+<li><a href="https://github.com/huggingface/transformers/tree/f6fa0f0bf0796ac66f201f23bdb8585de1609add/src/transformers/models/clip">Code</a></li>
+</ul>
+</div></details><h2 id="structs" class="section-header">Structs<a href="#structs" class="anchor">§</a></h2><dl class="item-table"><dt><a class="struct" href="struct.ClipEncoder.html" title="struct candle_transformers::models::clip::text_model::ClipEncoder">Clip<wbr>Encoder</a></dt><dt><a class="struct" href="struct.ClipTextConfig.html" title="struct candle_transformers::models::clip::text_model::ClipTextConfig">Clip<wbr>Text<wbr>Config</a></dt><dt><a class="struct" href="struct.ClipTextTransformer.html" title="struct candle_transformers::models::clip::text_model::ClipTextTransformer">Clip<wbr>Text<wbr>Transformer</a></dt><dd>A CLIP transformer based model.</dd></dl><h2 id="enums" class="section-header">Enums<a href="#enums" class="anchor">§</a></h2><dl class="item-table"><dt><a class="enum" href="enum.Activation.html" title="enum candle_transformers::models::clip::text_model::Activation">Activation</a></dt></dl></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/models/clip/text_model/sidebar-items.js
+++ b/network-poc/target-native/doc/candle_transformers/models/clip/text_model/sidebar-items.js
@@ -0,0 +1 @@
+window.SIDEBAR_ITEMS = {"enum":["Activation"],"struct":["ClipEncoder","ClipTextConfig","ClipTextTransformer"]};
--- a/network-poc/target-native/doc/candle_transformers/models/clip/text_model/struct.ClipEncoder.html
+++ b/network-poc/target-native/doc/candle_transformers/models/clip/text_model/struct.ClipEncoder.html
--- a/network-poc/target-native/doc/candle_transformers/models/clip/text_model/struct.ClipTextConfig.html
+++ b/network-poc/target-native/doc/candle_transformers/models/clip/text_model/struct.ClipTextConfig.html
--- a/network-poc/target-native/doc/candle_transformers/models/clip/text_model/struct.ClipTextTransformer.html
+++ b/network-poc/target-native/doc/candle_transformers/models/clip/text_model/struct.ClipTextTransformer.html
--- a/network-poc/target-native/doc/candle_transformers/models/clip/vision_model/index.html
+++ b/network-poc/target-native/doc/candle_transformers/models/clip/vision_model/index.html
@@ -0,0 +1,6 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="Contrastive Language-Image Pre-Training"><title>candle_transformers::models::clip::vision_model - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../../" data-static-root-path="../../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../../static.files/storage-e2aeef58.js"></script><script defer src="../sidebar-items.js"></script><script defer src="../../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../../static.files/favicon-044be391.svg"></head><body class="rustdoc mod"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">Module vision_model</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><section id="rustdoc-toc"><h2 class="location"><a href="#">Module vision_<wbr>model</a></h2><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</a></li></ul></section><div id="rustdoc-modnav"><h2><a href="../index.html">In candle_<wbr>transformers::<wbr>models::<wbr>clip</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../../index.html">candle_transformers</a>::<wbr><a href="../../index.html">models</a>::<wbr><a href="../index.html">clip</a></div><h1>Module <span>vision_<wbr>model</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../../src/candle_transformers/models/clip/vision_model.rs.html#1-171">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Contrastive Language-Image Pre-Training</p>
+<p>Contrastive Language-Image Pre-Training (CLIP) is an architecture trained on
+pairs of images with related texts.</p>
+<p>https://github.com/openai/CLIP
+https://github.com/huggingface/transformers/tree/f6fa0f0bf0796ac66f201f23bdb8585de1609add/src/transformers/models/clip</p>
+</div></details><h2 id="structs" class="section-header">Structs<a href="#structs" class="anchor">§</a></h2><dl class="item-table"><dt><a class="struct" href="struct.ClipVisionConfig.html" title="struct candle_transformers::models::clip::vision_model::ClipVisionConfig">Clip<wbr>Vision<wbr>Config</a></dt><dt><a class="struct" href="struct.ClipVisionTransformer.html" title="struct candle_transformers::models::clip::vision_model::ClipVisionTransformer">Clip<wbr>Vision<wbr>Transformer</a></dt></dl></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/models/clip/vision_model/sidebar-items.js
+++ b/network-poc/target-native/doc/candle_transformers/models/clip/vision_model/sidebar-items.js
@@ -0,0 +1 @@
+window.SIDEBAR_ITEMS = {"struct":["ClipVisionConfig","ClipVisionTransformer"]};
--- a/network-poc/target-native/doc/candle_transformers/models/clip/vision_model/struct.ClipVisionConfig.html
+++ b/network-poc/target-native/doc/candle_transformers/models/clip/vision_model/struct.ClipVisionConfig.html
--- a/network-poc/target-native/doc/candle_transformers/models/clip/vision_model/struct.ClipVisionTransformer.html
+++ b/network-poc/target-native/doc/candle_transformers/models/clip/vision_model/struct.ClipVisionTransformer.html
--- a/network-poc/target-native/doc/candle_transformers/models/codegeex4_9b/index.html
+++ b/network-poc/target-native/doc/candle_transformers/models/codegeex4_9b/index.html
@@ -0,0 +1,7 @@
+<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="CodeGeeX4 - A multi-language code generation model"><title>candle_transformers::models::codegeex4_9b - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../" data-static-root-path="../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../static.files/storage-e2aeef58.js"></script><script defer src="../sidebar-items.js"></script><script defer src="../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../static.files/favicon-044be391.svg"></head><body class="rustdoc mod"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">Module codegeex4_9b</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><section id="rustdoc-toc"><h2 class="location"><a href="#">Module codegeex4_<wbr>9b</a></h2><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</a></li></ul></section><div id="rustdoc-modnav"><h2><a href="../index.html">In candle_<wbr>transformers::<wbr>models</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../index.html">candle_transformers</a>::<wbr><a href="../index.html">models</a></div><h1>Module <span>codegeex4_<wbr>9b</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../src/candle_transformers/models/codegeex4_9b.rs.html#1-612">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>CodeGeeX4 - A multi-language code generation model</p>
+<p>A Pre-Trained Model For Code Generation with Multilingual Evaluations on HumanEval-X“</p>
+<ul>
+<li>📝 <a href="https://arxiv.org/abs/2303.17568">Arxiv</a></li>
+<li>💻 <a href="https://github.com/THUDM/CodeGeeX">Github</a></li>
+</ul>
+</div></details><h2 id="structs" class="section-header">Structs<a href="#structs" class="anchor">§</a></h2><dl class="item-table"><dt><a class="struct" href="struct.Config.html" title="struct candle_transformers::models::codegeex4_9b::Config">Config</a></dt><dt><a class="struct" href="struct.Model.html" title="struct candle_transformers::models::codegeex4_9b::Model">Model</a></dt></dl></section></div></main></body></html>
--- a/network-poc/target-native/doc/candle_transformers/models/codegeex4_9b/sidebar-items.js
+++ b/network-poc/target-native/doc/candle_transformers/models/codegeex4_9b/sidebar-items.js
@@ -0,0 +1 @@
+window.SIDEBAR_ITEMS = {"struct":["Config","Model"]};
--- a/Show More
+++ b/Show More
				`@@ -0,0 +1 @@`
				`{"rustc_vv":"rustc 1.94.1 (e408947bf 2026-03-25)\nbinary: rustc\ncommit-hash: e408947bfd200af42db322daf0fadfe7e26d3bd1\ncommit-date: 2026-03-25\nhost: x86_64-unknown-linux-gnu\nrelease: 1.94.1\nLLVM version: 21.1.8\n"}`
				`@@ -0,0 +1 @@`
				`window.SIDEBAR_ITEMS = {"enum":["Sampling"],"struct":["LogitsProcessor"]};`
				`@@ -0,0 +1 @@`
				<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="API documentation for the Rust `candle_transformers` crate."><title>candle_transformers - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../" data-static-root-path="../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../static.files/storage-e2aeef58.js"></script><script defer src="../crates.js"></script><script defer src="../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../static.files/favicon-044be391.svg"></head><body class="rustdoc mod crate"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">Crate candle_transformers</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><ul class="block"><li><a id="all-types" href="all.html">All Items</a></li></ul><section id="rustdoc-toc"><h3><a href="#modules">Crate Items</a></h3><ul class="block"><li><a href="#modules" title="Modules">Modules</a></li></ul></section><div id="rustdoc-modnav"></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><h1>Crate <span>candle_<wbr>transformers</span> <button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../src/candle_transformers/lib.rs.html#1-7">Source</a> </span></div><h2 id="modules" class="section-header">Modules<a href="#modules" class="anchor">§</a></h2><dl class="item-table"><dt><a class="mod" href="generation/index.html" title="mod candle_transformers::generation">generation</a></dt><dd>Logit Processing and Sampling</dd><dt><a class="mod" href="models/index.html" title="mod candle_transformers::models">models</a></dt><dd>Candle implementations for various deep learning models</dd><dt><a class="mod" href="object_detection/index.html" title="mod candle_transformers::object_detection">object_<wbr>detection</a></dt><dd>Bounding Boxes and Intersection</dd><dt><a class="mod" href="pipelines/index.html" title="mod candle_transformers::pipelines">pipelines</a></dt><dt><a class="mod" href="quantized_nn/index.html" title="mod candle_transformers::quantized_nn">quantized_<wbr>nn</a></dt><dd>Utilities for quanitized network layers</dd><dt><a class="mod" href="quantized_var_builder/index.html" title="mod candle_transformers::quantized_var_builder">quantized_<wbr>var_<wbr>builder</a></dt><dd>Varbuilder for Loading gguf files</dd><dt><a class="mod" href="utils/index.html" title="mod candle_transformers::utils">utils</a></dt><dd>Apply penalty and repeat_kv</dd></dl></section></div></main></body></html>
				`@@ -0,0 +1 @@`
				`window.SIDEBAR_ITEMS = {"struct":["Config","LinearAttentionConfig","LinearAttentionFeatureMapConfig","Model","SlidingWindowAttentionConfig"]};`
				`@@ -0,0 +1 @@`
				`window.SIDEBAR_ITEMS = {"fn":["vit_base","vit_large"],"struct":["BeitVisionTransformer"]};`
				`@@ -0,0 +1 @@`
				`window.SIDEBAR_ITEMS = {"constant":["DTYPE"],"enum":["HiddenAct","PositionEmbeddingType"],"struct":["BertEncoder","BertForMaskedLM","BertLMPredictionHead","BertLayer","BertModel","BertOnlyMLMHead","Config"]};`
				`@@ -0,0 +1 @@`
				`window.SIDEBAR_ITEMS = {"struct":["BlipForConditionalGeneration","Config","VisionConfig","VisionModel"]};`
				`@@ -0,0 +1 @@`
				`window.SIDEBAR_ITEMS = {"enum":["Activation","EncoderConfig"],"fn":["div_l2_norm"],"mod":["text_model","vision_model"],"struct":["ChineseClipConfig","ChineseClipModel"]};`
				`@@ -0,0 +1 @@`
				`window.SIDEBAR_ITEMS = {"enum":["PositionEmbeddingType"],"struct":["ChineseClipTextConfig","ChineseClipTextEmbeddings","ChineseClipTextTransformer"]};`
				`@@ -0,0 +1 @@`
				`window.SIDEBAR_ITEMS = {"struct":["ChineseClipVisionConfig","ChineseClipVisionEmbeddings","ChineseClipVisionEncoder","ChineseClipVisionTransformer"]};`