use std::{pin::pin, time::Instant}; use aha::models::{GenerateModel, qwen3vl::generate::Qwen3VLGenerateModel}; use aha::params::chat::ChatCompletionParameters; use anyhow::Result; use rocket::futures::StreamExt; #[test] fn qwen3vl_thinking_generate() -> Result<()> { // test with cuda: RUST_BACKTRACE=1 cargo test -F cuda qwen3vl_thinking_generate -r -- --nocapture let save_dir = aha::utils::get_default_save_dir().ok_or(anyhow::anyhow!("Failed to get save dir"))?; let model_path = format!("{}/Qwen/Qwen3-VL-2B-Thinking/", save_dir); let message = r#" { "model": "qwen3vl-thinking", "messages": [ { "role": "user", "content": [ { "type": "image", "image_url": { "url": "file://./assets/img/ocr_test1.png" } }, { "type": "text", "text": "OCR" } ] } ], "max_tokens": 10240 } "#; let mes: ChatCompletionParameters = serde_json::from_str(message)?; let i_start = Instant::now(); let mut qwen3vl = Qwen3VLGenerateModel::init(&model_path, None, None)?; let i_duration = i_start.elapsed(); println!("Time elapsed in load model is: {:?}", i_duration); let i_start = Instant::now(); let res = qwen3vl.generate(mes)?; let i_duration = i_start.elapsed(); println!("generate: \n {:?}", res); if let Some(usage) = &res.usage { let num_token = usage.total_tokens; let duration_secs = i_duration.as_secs_f64(); let tps = num_token as f64 / duration_secs; println!("Tokens per second (TPS): {:.2}", tps); } println!("Time elapsed in generate is: {:?}", i_duration); Ok(()) } #[test] fn qwen3vl_generate() -> Result<()> { // test with cuda: RUST_BACKTRACE=1 cargo test -F cuda --test test_qwen3vl qwen3vl_generate -r -- --nocapture let save_dir = aha::utils::get_default_save_dir().ok_or(anyhow::anyhow!("Failed to get save dir"))?; let model_path = format!("{}/Qwen/Qwen3-VL-2B-Instruct/", save_dir); let message = r#" { "model": "qwen3vl", "messages": [ { "role": "user", "content": [ { "type": "image", "image_url": { "url": "file://./assets/img/ocr_test1.png" } }, { "type": "text", "text": "OCR" } ] } ] } "#; let mes: ChatCompletionParameters = serde_json::from_str(message)?; let i_start = Instant::now(); let mut qwen3vl = Qwen3VLGenerateModel::init(&model_path, None, None)?; let i_duration = i_start.elapsed(); println!("Time elapsed in load model is: {:?}", i_duration); let res = qwen3vl.generate(mes)?; println!("generate: \n {:?}", res); if let Some(usage) = &res.usage { println!("usage: \n {:?}", usage); } Ok(()) } #[tokio::test] async fn qwen3vl_stream() -> Result<()> { // test with cuda: RUST_BACKTRACE=1 cargo test -F cuda,ffmpeg qwen3vl_stream -r -- --nocapture let save_dir = aha::utils::get_default_save_dir().ok_or(anyhow::anyhow!("Failed to get save dir"))?; let model_path = format!("{}/Qwen/Qwen3-VL-2B-Instruct/", save_dir); let message = r#" { "model": "qwen3vl", "messages": [ { "role": "user", "content": [ { "type": "video", "video_url": { "url": "./assets/video/video_test.mp4" } }, { "type": "text", "text": "视频中发生了什么?" } ] } ] } "#; let mes: ChatCompletionParameters = serde_json::from_str(message)?; let i_start = Instant::now(); let mut qwen3vl = Qwen3VLGenerateModel::init(&model_path, None, None)?; let i_duration = i_start.elapsed(); println!("Time elapsed in load model is: {:?}", i_duration); let i_start = Instant::now(); let mut stream = pin!(qwen3vl.generate_stream(mes)?); while let Some(item) = stream.next().await { println!("generate: \n {:?}", item); } let i_duration = i_start.elapsed(); println!("Time elapsed in generate is: {:?}", i_duration); Ok(()) }