docs: Update README with short term todo list

- Introduce new modules: `config.rs`, `error.rs`, `inference_process.rs`, `proxy.rs`, `state.rs`, `util.rs`
- Update `logging.rs` to include static initialization of logging
- Add lib.rs for including in other projects
- Refactor `main.rs` to use new modules and improve code structure

Cargo.lock

@@ -1141,6 +1141,26 @@ dependencies = [
  "syn 2.0.98",
 ]
 
+[[package]]
+name = "derive_more"
+version = "2.0.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "093242cf7570c207c83073cf82f79706fe7b8317e98620a47d5be7c3d8497678"
+dependencies = [
+ "derive_more-impl",
+]
+
+[[package]]
+name = "derive_more-impl"
+version = "2.0.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bda628edc44c4bb645fbe0f758797143e4e07926f7ebf4e9bdfbd3d2ce621df3"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.98",
+]
+
 [[package]]
 name = "digest"
 version = "0.10.7"
@@ -2950,7 +2970,7 @@ dependencies = [
  "chrono",
  "console_error_panic_hook",
  "dashmap",
- "derive_more",
+ "derive_more 0.99.19",
  "futures",
  "futures-util",
  "gloo-net 0.5.0",
@@ -3002,6 +3022,7 @@ version = "0.1.1"
 dependencies = [
  "anyhow",
  "axum",
+ "derive_more 2.0.1",
  "futures",
  "hyper",
  "itertools 0.13.0",
@@ -4781,7 +4802,7 @@ checksum = "df320f1889ac4ba6bc0cdc9c9af7af4bd64bb927bccdf32d81140dc1f9be12fe"
 dependencies = [
  "bitflags 1.3.2",
  "cssparser",
- "derive_more",
+ "derive_more 0.99.19",
  "fxhash",
  "log",
  "matches",

README.md

@@ -1,5 +1,15 @@
 # Redvau.lt AI Monorepo
 
+## Short Term Todo
+- [x] Prepare proxy man for embedding
+- [-] Improve markdown rendering in forge chat
+- [ ] Embed proxy man & add simple ui in forge
+  - [ ] dumb embed process on startup
+  - [ ] View current instances/models/virtual endpoints
+  - [ ] Edit
+  - [ ] Add new (from configurable model folder)
+
+
 ## Current Repos
 
 #### llama-forge-rs:

llama_forge_rs/Cargo.toml

@@ -14,6 +14,7 @@ crate-type = ["cdylib", "rlib"]
 
 [dependencies]
 wasm-bindgen = "=0.2.100"
+# TODO Update to 0.7
 leptos = { version = "0.6", features = [
   "serde",
   "nightly",
@@ -87,10 +88,9 @@ pulldown-cmark = { version = "0.12.2", features = ["serde"] }
 # qdrant-client = "1.11.2"
 # swiftide = "0.9.1"
 
-# TODO Add desktop/gui feature
+# TODO Add desktop/gui feature (or maybe server/headless only?)
 [features]
-# default = ["ssr"]
+default = ["ssr"]
-default = ["hydrate"]
 hydrate = ["leptos/hydrate", "leptos_meta/hydrate", "leptos_router/hydrate"]
 ssr = [
   "dep:async-broadcast",

llama_proxy_man/Cargo.toml

@@ -29,3 +29,4 @@ reqwest-retry = "0.6.1"
 reqwest-middleware = { version = "0.3.3", features = ["charset", "http2", "json", "multipart", "rustls-tls"] }
 itertools = "0.13.0"
 openport = { version = "0.1.1", features = ["rand"] }
+derive_more = { version = "2.0.1", features = ["deref"] }

llama_proxy_man/src/config.rs

@@ -0,0 +1,48 @@
+use serde::Deserialize;
+use std::{collections::HashMap, fs};
+
+#[derive(Clone, Debug, Deserialize)]
+pub struct AppConfig {
+    pub system_resources: SystemResources,
+    pub model_specs: Vec<ModelSpec>,
+}
+
+impl AppConfig {
+    pub fn default_from_pwd_yml() -> Self {
+        let config_str = fs::read_to_string("config.yaml").expect("Failed to read config.yaml");
+        serde_yaml::from_str::<Self>(&config_str)
+            .expect("Failed to parse config.yaml")
+            .assign_internal_ports()
+    }
+
+    // Ensure every model has an internal port
+    pub fn assign_internal_ports(self) -> Self {
+        let mut config = self.clone();
+        for model in &mut config.model_specs {
+            if model.internal_port.is_none() {
+                model.internal_port = Some(
+                    openport::pick_random_unused_port()
+                        .expect(&format!("No open port found for {:?}", model)),
+                );
+            }
+        }
+        config
+    }
+}
+
+#[derive(Clone, Debug, Deserialize)]
+pub struct SystemResources {
+    pub ram: String,
+    pub vram: String,
+}
+
+#[derive(Clone, Debug, Deserialize)]
+pub struct ModelSpec {
+    pub name: String,
+    pub port: u16,
+    pub internal_port: Option<u16>,
+    pub env: HashMap<String, String>,
+    pub args: HashMap<String, String>,
+    pub vram_usage: String,
+    pub ram_usage: String,
+}

llama_proxy_man/src/error.rs

@@ -0,0 +1,36 @@
+use axum::{http, response::IntoResponse};
+use hyper;
+use reqwest;
+use reqwest_middleware;
+use std::io;
+use thiserror::Error;
+use anyhow::Error as AnyError;
+
+#[derive(Error, Debug)]
+pub enum AppError {
+    #[error("Axum Error")]
+    AxumError(#[from] axum::Error),
+    #[error("Axum Http Error")]
+    AxumHttpError(#[from] http::Error),
+    #[error("Reqwest Error")]
+    ReqwestError(#[from] reqwest::Error),
+    #[error("Reqwest Middleware Error")]
+    ReqwestMiddlewareError(#[from] reqwest_middleware::Error),
+    #[error("Client Error")]
+    ClientError(#[from] hyper::Error),
+    #[error("Io Error")]
+    IoError(#[from] io::Error),
+    #[error("Unknown error")]
+    Unknown(#[from] AnyError),
+}
+
+impl IntoResponse for AppError {
+    fn into_response(self) -> axum::response::Response {
+        tracing::error!("::AppError::into_response: {:?}", self);
+        (
+            http::StatusCode::INTERNAL_SERVER_ERROR,
+            format!("Something went wrong: {:?}", self),
+        )
+            .into_response()
+    }
+}

llama_proxy_man/src/inference_process.rs

@@ -0,0 +1,149 @@
+use crate::{config::ModelSpec, error::AppError, state::AppState, util::parse_size};
+use anyhow::anyhow;
+use itertools::Itertools;
+use std::{process::Stdio, sync::Arc};
+use tokio::{
+    net::TcpStream,
+    process::{Child, Command},
+    sync::Mutex,
+    time::{sleep, Duration},
+};
+
+#[derive(Clone, Debug)]
+pub struct InferenceProcess {
+    pub spec: ModelSpec,
+    pub process: Arc<Mutex<Child>>,
+}
+
+impl InferenceProcess {
+    /// Retrieve a running process from state or spawn a new one.
+    pub async fn get_or_spawn(
+        spec: &ModelSpec,
+        state: AppState,
+    ) -> Result<InferenceProcess, AppError> {
+        let required_ram = parse_size(&spec.ram_usage).expect("Invalid ram_usage in model spec");
+        let required_vram = parse_size(&spec.vram_usage).expect("Invalid vram_usage in model spec");
+
+        {
+            let state_guard = state.lock().await;
+            if let Some(proc) = state_guard.processes.get(&spec.port) {
+                return Ok(proc.clone());
+            }
+        }
+
+        let mut state_guard = state.lock().await;
+        tracing::info!(msg = "App state before spawn", ?state_guard);
+
+        // If not enough resources, stop some running processes.
+        if (state_guard.used_ram + required_ram > state_guard.total_ram)
+            || (state_guard.used_vram + required_vram > state_guard.total_vram)
+        {
+            let mut to_remove = Vec::new();
+            let processes_by_usage = state_guard
+                .processes
+                .iter()
+                .sorted_by(|(_, a), (_, b)| {
+                    parse_size(&b.spec.vram_usage)
+                        .unwrap_or(0)
+                        .cmp(&parse_size(&a.spec.vram_usage).unwrap_or(0))
+                })
+                .map(|(port, proc)| (*port, proc.clone()))
+                .collect::<Vec<_>>();
+
+            for (port, proc) in processes_by_usage.iter() {
+                tracing::info!("Stopping process on port {}", port);
+                let mut lock = proc.process.lock().await;
+                lock.kill().await.ok();
+                to_remove.push(*port);
+                state_guard.used_ram = state_guard
+                    .used_ram
+                    .saturating_sub(parse_size(&proc.spec.ram_usage).unwrap_or(0));
+                state_guard.used_vram = state_guard
+                    .used_vram
+                    .saturating_sub(parse_size(&proc.spec.vram_usage).unwrap_or(0));
+                if state_guard.used_ram + required_ram <= state_guard.total_ram
+                    && state_guard.used_vram + required_vram <= state_guard.total_vram
+                {
+                    tracing::info!("Freed enough resources");
+                    break;
+                }
+            }
+            for port in to_remove {
+                state_guard.processes.remove(&port);
+            }
+        } else {
+            tracing::info!("Sufficient resources available");
+        }
+
+        let proc = Self::spawn(spec).await?;
+        state_guard.used_ram += required_ram;
+        state_guard.used_vram += required_vram;
+        state_guard.processes.insert(spec.port, proc.clone());
+
+        sleep(Duration::from_millis(250)).await;
+        proc.wait_until_ready().await?;
+        sleep(Duration::from_millis(250)).await;
+        Ok(proc)
+    }
+
+    /// Spawn a new inference process.
+    pub async fn spawn(spec: &ModelSpec) -> Result<InferenceProcess, AppError> {
+        let args = spec
+            .args
+            .iter()
+            .flat_map(|(k, v)| {
+                if v == "true" {
+                    vec![format!("--{}", k)]
+                } else {
+                    vec![format!("--{}", k), v.clone()]
+                }
+            })
+            .collect::<Vec<_>>();
+
+        let internal_port = spec.internal_port.expect("Internal port must be set");
+
+        let mut cmd = Command::new("llama-server");
+        cmd.kill_on_drop(true)
+            .envs(spec.env.clone())
+            .args(&args)
+            .arg("--port")
+            .arg(format!("{}", internal_port))
+            .stdout(Stdio::null())
+            .stderr(Stdio::null());
+
+        tracing::info!("Starting llama-server with command: {:?}", cmd);
+        let child = cmd.spawn().expect("Failed to start llama-server");
+
+        Ok(InferenceProcess {
+            spec: spec.clone(),
+            process: Arc::new(Mutex::new(child)),
+        })
+    }
+
+    pub async fn wait_until_ready(&self) -> Result<(), anyhow::Error> {
+        async fn check_running(proc: &InferenceProcess) -> Result<(), AppError> {
+            let mut lock = proc.process.clone().lock_owned().await;
+            match lock.try_wait()? {
+                Some(exit_status) => {
+                    tracing::error!("Inference process exited: {:?}", exit_status);
+                    Err(AppError::Unknown(anyhow!("Inference process exited")))
+                }
+                None => Ok(()),
+            }
+        }
+
+        async fn wait_for_port(port: u16) -> Result<(), anyhow::Error> {
+            for _ in 0..10 {
+                if TcpStream::connect(("127.0.0.1", port)).await.is_ok() {
+                    return Ok(());
+                }
+                sleep(Duration::from_millis(500)).await;
+            }
+            Err(anyhow!("Timeout waiting for port"))
+        }
+
+        check_running(self).await?;
+        wait_for_port(self.spec.internal_port.expect("Internal port must be set")).await?;
+        Ok(())
+    }
+}

llama_proxy_man/src/lib.rs

@@ -0,0 +1,70 @@
+pub mod config;
+pub mod error;
+pub mod inference_process;
+pub mod logging;
+pub mod proxy;
+pub mod state;
+pub mod util;
+
+use axum::{routing::any, Router};
+use config::{AppConfig, ModelSpec};
+use state::AppState;
+use std::net::SocketAddr;
+use tower_http::trace::{
+    DefaultMakeSpan, DefaultOnEos, DefaultOnFailure, DefaultOnRequest, DefaultOnResponse,
+    TraceLayer,
+};
+use tracing::Level;
+
+/// Creates an Axum application to handle inference requests for a specific model.
+pub fn create_app(spec: &ModelSpec, state: AppState) -> Router {
+    Router::new()
+        .route(
+            "/",
+            any({
+                let state = state.clone();
+                let spec = spec.clone();
+                move |req| proxy::handle_request(req, spec.clone(), state.clone())
+            }),
+        )
+        .route(
+            "/*path",
+            any({
+                let state = state.clone();
+                let spec = spec.clone();
+                move |req| proxy::handle_request(req, spec.clone(), state.clone())
+            }),
+        )
+        .layer(
+            TraceLayer::new_for_http()
+                .make_span_with(DefaultMakeSpan::new().include_headers(true))
+                .on_request(DefaultOnRequest::new().level(Level::DEBUG))
+                .on_response(DefaultOnResponse::new().level(Level::TRACE))
+                .on_eos(DefaultOnEos::new().level(Level::DEBUG))
+                .on_failure(DefaultOnFailure::new().level(Level::ERROR)),
+        )
+}
+
+/// Starts an inference server for each model defined in the config.
+pub async fn start_server(config: AppConfig) {
+    let state = AppState::from_config(config.clone());
+
+    let mut handles = Vec::new();
+    for spec in config.model_specs {
+        let state = state.clone();
+        let spec = spec.clone();
+
+        let handle = tokio::spawn(async move {
+            let app = create_app(&spec, state);
+            let addr = SocketAddr::from(([0, 0, 0, 0], spec.port));
+            tracing::info!(msg = "Listening", ?spec);
+            let listener = tokio::net::TcpListener::bind(&addr).await.unwrap();
+            axum::serve(listener, app.into_make_service())
+                .await
+                .unwrap();
+        });
+        handles.push(handle);
+    }
+
+    futures::future::join_all(handles).await;
+}

llama_proxy_man/src/logging.rs

@@ -5,6 +5,8 @@ use std::{
     task::{Context, Poll},
 };
 
+use std::sync::Once;
+
 use axum::{body::Body, http::Request};
 use pin_project_lite::pin_project;
 use tower::{Layer, Service};
@@ -81,3 +83,18 @@ where
         }
     }
 }
+
+static INIT: Once = Once::new();
+
+pub fn initialize_logger() {
+    INIT.call_once(|| {
+        let env_filter = tracing_subscriber::EnvFilter::builder()
+            .with_default_directive(tracing::level_filters::LevelFilter::INFO.into())
+            .from_env_lossy();
+
+        tracing_subscriber::fmt()
+            .compact()
+            .with_env_filter(env_filter)
+            .init();
+    });
+}

llama_proxy_man/src/main.rs

@@ -1,428 +1,11 @@
-mod logging;
+use llama_proxy_man::{config::AppConfig, logging, start_server};
-
+use tokio;
-use anyhow::anyhow;
-use axum::{
-    body::Body,
-    http::{self, Request, Response},
-    response::IntoResponse,
-    routing::any,
-    Router,
-};
-use futures;
-use itertools::Itertools;
-use reqwest::Client;
-use serde::Deserialize;
-use std::{collections::HashMap, net::SocketAddr, process::Stdio, sync::Arc};
-use tokio::{
-    net::TcpStream,
-    process::{Child, Command},
-    sync::Mutex,
-    time::{sleep, Duration},
-};
-use tower_http::trace::{
-    DefaultMakeSpan, DefaultOnEos, DefaultOnFailure, DefaultOnRequest, DefaultOnResponse,
-    TraceLayer,
-};
-use tracing::Level;
-
-use std::sync::Once;
-
-pub static INIT: Once = Once::new();
-
-pub fn initialize_logger() {
-    INIT.call_once(|| {
-        let env_filter = tracing_subscriber::EnvFilter::builder()
-            .with_default_directive(tracing::level_filters::LevelFilter::INFO.into())
-            .from_env_lossy();
-
-        tracing_subscriber::fmt()
-            .compact()
-            .with_env_filter(env_filter)
-            .init();
-    });
-}
-
-#[derive(Clone, Debug, Deserialize)]
-struct Config {
-    hardware: Hardware,
-    models: Vec<ModelConfig>,
-}
-
-impl Config {
-    // TODO split up into raw deser config and "parsed"/"processed" config which always has a port
-    fn pick_open_ports(self) -> Self {
-        let mut config = self.clone();
-        for model in &mut config.models {
-            if model.internal_port.is_none() {
-                model.internal_port = Some(
-                    openport::pick_random_unused_port()
-                        .expect(format!("No open port found for {:?}", model).as_str()),
-                );
-            }
-        }
-        config
-    }
-}
-
-#[derive(Clone, Debug, Deserialize)]
-struct Hardware {
-    ram: String,
-    vram: String,
-}
-
-#[derive(Clone, Debug, Deserialize)]
-struct ModelConfig {
-    #[allow(dead_code)]
-    name: String,
-    port: u16,
-    internal_port: Option<u16>,
-    env: HashMap<String, String>,
-    args: HashMap<String, String>,
-    vram_usage: String,
-    ram_usage: String,
-}
-
-#[derive(Clone, Debug)]
-struct LlamaInstance {
-    config: ModelConfig,
-    process: Arc<Mutex<Child>>,
-    // busy: bool,
-}
-
-#[derive(Clone, Debug)]
-struct SharedState {
-    total_ram: u64,
-    total_vram: u64,
-    used_ram: u64,
-    used_vram: u64,
-    instances: HashMap<u16, LlamaInstance>,
-}
 
 #[tokio::main]
 async fn main() {
-    // TODO add autostart of models based on config
+    logging::initialize_logger();
-    // abstract starting logic out of handler for this to allow seperate calls to start
-    // maybe add to SharedState & LLamaInstance ?
 
-    initialize_logger();
+    let config = AppConfig::default_from_pwd_yml();
-    // Read and parse the YAML configuration
-    let config_str = std::fs::read_to_string("config.yaml").expect("Failed to read config.yaml");
-    let config: Config = serde_yaml::from_str::<Config>(&config_str)
-        .expect("Failed to parse config.yaml")
-        .pick_open_ports();
 
-    // Parse hardware resources
+    start_server(config).await;
-    let total_ram = parse_size(&config.hardware.ram).expect("Invalid RAM size in config");
-    let total_vram = parse_size(&config.hardware.vram).expect("Invalid VRAM size in config");
-
-    // Initialize shared state
-    let shared_state = Arc::new(Mutex::new(SharedState {
-        total_ram,
-        total_vram,
-        used_ram: 0,
-        used_vram: 0,
-        instances: HashMap::new(),
-    }));
-
-    // For each model, set up an axum server listening on the specified port
-    let mut handles = Vec::new();
-
-    for model_config in config.models {
-        let state = shared_state.clone();
-        let model_config = model_config.clone();
-
-        let handle = tokio::spawn(async move {
-            let model_config = model_config.clone();
-
-            let app = Router::new()
-                .route(
-                    "/",
-                    any({
-                        let state = state.clone();
-                        let model_config = model_config.clone();
-                        move |req| handle_request(req, model_config, state)
-                    }),
-                )
-                .route(
-                    "/*path",
-                    any({
-                        let state = state.clone();
-                        let model_config = model_config.clone();
-                        move |req| handle_request(req, model_config, state)
-                    }),
-                )
-                .layer(
-                    TraceLayer::new_for_http()
-                        .make_span_with(DefaultMakeSpan::new().include_headers(true))
-                        .on_request(DefaultOnRequest::new().level(Level::DEBUG))
-                        .on_response(DefaultOnResponse::new().level(Level::TRACE))
-                        .on_eos(DefaultOnEos::new().level(Level::DEBUG))
-                        .on_failure(DefaultOnFailure::new().level(Level::ERROR)),
-                );
-
-            let addr = SocketAddr::from(([0, 0, 0, 0], model_config.port));
-
-            tracing::info!(msg = "Listening", ?model_config);
-            let listener = tokio::net::TcpListener::bind(&addr).await.unwrap();
-
-            axum::serve(listener, app.into_make_service())
-                .await
-                .unwrap();
-        });
-
-        handles.push(handle);
-    }
-
-    futures::future::join_all(handles).await;
-}
-
-use thiserror::Error;
-
-#[derive(Error, Debug)]
-pub enum AppError {
-    #[error("Axum Error")]
-    AxumError(#[from] axum::Error),
-    #[error("Axum Http Error")]
-    AxumHttpError(#[from] axum::http::Error),
-    #[error("Reqwest Error")]
-    ReqwestError(#[from] reqwest::Error),
-    #[error("Reqwest Middleware Error")]
-    ReqwestMiddlewareError(#[from] reqwest_middleware::Error),
-    #[error("Client Error")]
-    ClientError(#[from] hyper::Error),
-    #[error("Unknown error")]
-    Unknown(#[from] anyhow::Error),
-}
-
-// Tell axum how to convert `AppError` into a response.
-impl IntoResponse for AppError {
-    fn into_response(self) -> axum::response::Response {
-        tracing::error!("::AppError::into_response:: {:?}", self);
-        (
-            http::StatusCode::INTERNAL_SERVER_ERROR,
-            format!("Something went wrong: {:?}", self),
-        )
-            .into_response()
-    }
-}
-
-async fn handle_request(
-    req: Request<Body>,
-    model_config: ModelConfig,
-    state: Arc<Mutex<SharedState>>,
-    // ) -> Result<Response<Body>, anyhow::Error> {
-) -> impl IntoResponse {
-    let model_ram_usage = parse_size(&model_config.ram_usage).expect("Invalid ram_usage");
-    let model_vram_usage = parse_size(&model_config.vram_usage).expect("Invalid vram_usage");
-
-    let instance = {
-        let mut state = state.lock().await;
-
-        // Check if instance is running
-        if let Some(instance) = state.instances.get_mut(&model_config.port) {
-            // instance.busy = true;
-            instance.to_owned()
-        } else {
-            // Check resources
-            tracing::info!(msg = "Current state", ?state);
-            if ((state.used_ram + model_ram_usage) > state.total_ram)
-                || ((state.used_vram + model_vram_usage) > state.total_vram)
-            {
-                // Stop other instances
-                let mut to_remove = Vec::new();
-                // TODO Actual smart stopping logic
-                // - search for smallest single model to stop to get enough room
-                // - if not possible search for smallest number of models to stop with lowest
-                //   amount of "overshot
-                let instances_by_size =
-                    state
-                        .instances
-                        .clone()
-                        .into_iter()
-                        .sorted_by(|(_, el_a), (_, el_b)| {
-                            Ord::cmp(
-                                &parse_size(el_b.config.vram_usage.as_str()),
-                                &parse_size(el_a.config.vram_usage.as_str()),
-                            )
-                        });
-                for (port, instance) in instances_by_size {
-                    // if !instance.busy {
-                    tracing::info!("Stopping instance on port {}", port);
-                    let mut process = instance.process.lock().await;
-                    process.kill().await.ok();
-                    to_remove.push(port);
-                    state.used_ram -= parse_size(&instance.config.ram_usage).unwrap_or(0);
-                    state.used_vram -= parse_size(&instance.config.vram_usage).unwrap_or(0);
-                    if state.used_ram + model_ram_usage <= state.total_ram
-                        && state.used_vram + model_vram_usage <= state.total_vram
-                    {
-                        tracing::info!("Should have enough ram now");
-                        break;
-                    }
-                    // }
-                }
-                for port in to_remove {
-                    tracing::info!("Removing instance on port {}", port);
-                    state.instances.remove(&port);
-                }
-            } else {
-                tracing::info!("Already enough res free");
-            }
-
-            // Start new instance
-            let args = model_config
-                .args
-                .iter()
-                .flat_map(|(k, v)| {
-                    if v == "true" {
-                        vec![format!("--{}", k)]
-                    } else {
-                        vec![format!("--{}", k), v.clone()]
-                    }
-                })
-                .collect::<Vec<_>>();
-
-            let mut cmd = Command::new("llama-server");
-            cmd.kill_on_drop(true);
-            cmd.envs(model_config.env.clone());
-            cmd.args(&args);
-            // TODO use openport crate via pick_random_unused_port for determining these
-            cmd.arg("--port");
-            cmd.arg(format!(
-                "{}",
-                model_config
-                    .internal_port
-                    .expect("Unexpected empty port, should've been picked")
-            ));
-            cmd.stdout(Stdio::null()).stderr(Stdio::null()); // TODO save output and allow retrieval via api
-
-            tracing::info!("Starting llama-server with {:?}", cmd);
-            let process = Arc::new(Mutex::new(
-                cmd.spawn().expect("Failed to start llama-server"),
-            ));
-
-            state.used_ram += model_ram_usage;
-            state.used_vram += model_vram_usage;
-
-            let instance = LlamaInstance {
-                config: model_config.clone(),
-                process,
-                // busy: true,
-            };
-            sleep(Duration::from_millis(500)).await;
-            state.instances.insert(model_config.port, instance.clone());
-
-            instance
-        }
-    };
-
-    // Wait for the instance to be ready
-    is_llama_instance_running(&instance).await?;
-    wait_for_port(
-        model_config
-            .internal_port
-            .expect("Unexpected empty port, should've been picked"),
-    )
-    .await?;
-
-    // Proxy the request
-    let retry_policy = reqwest_retry::policies::ExponentialBackoff::builder()
-        .retry_bounds(Duration::from_millis(500), Duration::from_secs(8))
-        .jitter(reqwest_retry::Jitter::None)
-        .base(2)
-        .build_with_max_retries(8);
-
-    let client = reqwest_middleware::ClientBuilder::new(Client::new())
-        .with(reqwest_retry::RetryTransientMiddleware::new_with_policy(
-            retry_policy,
-        ))
-        .build();
-
-    let uri = format!(
-        "http://127.0.0.1:{}{}",
-        model_config
-            .internal_port
-            .expect("Unexpected empty port, should've been picked"),
-        req.uri().path_and_query().map(|x| x.as_str()).unwrap_or("")
-    );
-
-    let mut request_builder = client.request(req.method().clone(), &uri);
-    // let mut request_builder = reqwest::RequestBuilder::from_parts(client, req.method().clone())
-
-    for (name, value) in req.headers() {
-        request_builder = request_builder.header(name, value);
-    }
-
-    let body_bytes = axum::body::to_bytes(
-        req.into_body(),
-        parse_size("1G").unwrap().try_into().unwrap(),
-    )
-    .await?;
-    let request = request_builder.body(body_bytes).build()?;
-    // tracing::info!("Proxying request to {}", uri);
-    let response = client.execute(request).await?;
-
-    // tracing::info!("Received response from {}", uri);
-    let mut builder = Response::builder().status(response.status());
-    for (name, value) in response.headers() {
-        builder = builder.header(name, value);
-    }
-
-    // let bytes = response.bytes().await?;
-
-    let byte_stream = response.bytes_stream();
-
-    let body = axum::body::Body::from_stream(byte_stream);
-
-    tracing::debug!("streaming response on port: {}", model_config.port);
-    let response = builder.body(body)?;
-    Ok::<axum::http::Response<Body>, AppError>(response)
-}
-
-async fn wait_for_port(port: u16) -> Result<(), anyhow::Error> {
-    for _ in 0..10 {
-        if TcpStream::connect(("127.0.0.1", port)).await.is_ok() {
-            return Ok(());
-        }
-        sleep(Duration::from_millis(500)).await;
-    }
-    Err(anyhow!("Timeout waiting for port"))
-}
-
-// reimplement wait_for_port using a LlamaInstance, also check if the process is still running
-async fn is_llama_instance_running(instance: &LlamaInstance) -> Result<(), anyhow::Error> {
-    match instance.process.to_owned().lock_owned().await.try_wait()? {
-        Some(exit_status) => {
-            let msg = "Llama instance exited";
-            tracing::error!(msg, ?exit_status);
-            Err(anyhow!(msg))
-        }
-
-        None => Ok(()),
-    }
-}
-
-fn parse_size(size_str: &str) -> Option<u64> {
-    let mut num = String::new();
-    let mut unit = String::new();
-
-    for c in size_str.chars() {
-        if c.is_digit(10) || c == '.' {
-            num.push(c);
-        } else {
-            unit.push(c);
-        }
-    }
-
-    let num: f64 = num.parse().ok()?;
-
-    let multiplier = match unit.to_lowercase().as_str() {
-        "g" | "gb" => 1024 * 1024 * 1024,
-        "m" | "mb" => 1024 * 1024,
-        "k" | "kb" => 1024,
-        _ => panic!("Invalid Size"),
-    };
-
-    let res = (num * multiplier as f64) as u64;
-    Some(res)
 }

llama_proxy_man/src/proxy.rs

@@ -0,0 +1,69 @@
+use crate::{
+    config::ModelSpec, error::AppError, inference_process::InferenceProcess, state::AppState,
+    util::parse_size,
+};
+use axum::{
+    body::Body,
+    http::{Request, Response},
+    response::IntoResponse,
+};
+use reqwest::Client;
+use reqwest_middleware::{ClientBuilder, ClientWithMiddleware};
+use reqwest_retry::{policies::ExponentialBackoff, RetryTransientMiddleware};
+
+pub async fn proxy_request(
+    req: Request<Body>,
+    spec: &ModelSpec,
+) -> Result<Response<Body>, AppError> {
+    let retry_policy = ExponentialBackoff::builder()
+        .retry_bounds(
+            std::time::Duration::from_millis(500),
+            std::time::Duration::from_secs(8),
+        )
+        .jitter(reqwest_retry::Jitter::None)
+        .base(2)
+        .build_with_max_retries(8);
+
+    let client: ClientWithMiddleware = ClientBuilder::new(Client::new())
+        .with(RetryTransientMiddleware::new_with_policy(retry_policy))
+        .build();
+
+    let internal_port = spec.internal_port.expect("Internal port must be set");
+    let uri = format!(
+        "http://127.0.0.1:{}{}",
+        internal_port,
+        req.uri()
+            .path_and_query()
+            .map(|pq| pq.as_str())
+            .unwrap_or("")
+    );
+
+    let mut request_builder = client.request(req.method().clone(), &uri);
+    for (name, value) in req.headers() {
+        request_builder = request_builder.header(name, value);
+    }
+
+    let max_size = parse_size("1G").unwrap() as usize;
+    let body_bytes = axum::body::to_bytes(req.into_body(), max_size).await?;
+    let request = request_builder.body(body_bytes).build()?;
+    let response = client.execute(request).await?;
+
+    let mut builder = Response::builder().status(response.status());
+    for (name, value) in response.headers() {
+        builder = builder.header(name, value);
+    }
+
+    let byte_stream = response.bytes_stream();
+    let body = Body::from_stream(byte_stream);
+    Ok(builder.body(body)?)
+}
+
+pub async fn handle_request(
+    req: Request<Body>,
+    spec: ModelSpec,
+    state: AppState,
+) -> impl IntoResponse {
+    let _ = InferenceProcess::get_or_spawn(&spec, state).await?;
+    let response = proxy_request(req, &spec).await?;
+    Ok::<Response<Body>, AppError>(response)
+}

llama_proxy_man/src/state.rs

@@ -0,0 +1,36 @@
+use crate::{config::AppConfig, inference_process::InferenceProcess, util::parse_size};
+use std::{collections::HashMap, sync::Arc};
+use tokio::sync::Mutex;
+
+#[derive(Clone, Debug)]
+pub struct ResourceManager {
+    pub total_ram: u64,
+    pub total_vram: u64,
+    pub used_ram: u64,
+    pub used_vram: u64,
+    pub processes: HashMap<u16, InferenceProcess>,
+}
+
+pub type ResourceManagerHandle = Arc<Mutex<ResourceManager>>;
+
+#[derive(Clone, Debug, derive_more::Deref)]
+pub struct AppState(pub ResourceManagerHandle);
+
+impl AppState {
+    pub fn from_config(config: AppConfig) -> Self {
+        let total_ram =
+            parse_size(&config.system_resources.ram).expect("Invalid RAM size in config");
+        let total_vram =
+            parse_size(&config.system_resources.vram).expect("Invalid VRAM size in config");
+
+        let resource_manager = ResourceManager {
+            total_ram,
+            total_vram,
+            used_ram: 0,
+            used_vram: 0,
+            processes: HashMap::new(),
+        };
+
+        Self(Arc::new(Mutex::new(resource_manager)))
+    }
+}

llama_proxy_man/src/util.rs

@@ -0,0 +1,22 @@
+pub fn parse_size(size_str: &str) -> Option<u64> {
+    let mut num = String::new();
+    let mut unit = String::new();
+
+    for c in size_str.chars() {
+        if c.is_digit(10) || c == '.' {
+            num.push(c);
+        } else {
+            unit.push(c);
+        }
+    }
+
+    let num: f64 = num.parse().ok()?;
+    let multiplier = match unit.to_lowercase().as_str() {
+        "g" | "gb" => 1024 * 1024 * 1024,
+        "m" | "mb" => 1024 * 1024,
+        "k" | "kb" => 1024,
+        _ => panic!("Invalid Size"),
+    };
+
+    Some((num * multiplier as f64) as u64)
+}