use std::{pin::pin, time::Instant}; use aha::models::{minicpm4::generate::MiniCPMGenerateModel, GenerateModel}; use anyhow::Result; use candle_core::{DType, Device}; use openai_dive::v1::resources::chat::ChatCompletionParameters; use rocket::futures::StreamExt; #[test] fn minicpm_generate() -> Result<()> { // test with cpu :(太慢了, : RUST_BACKTRACE=1 cargo test minicpm_generate -- --nocapture // test with cuda: RUST_BACKTRACE=1 cargo test -F cuda minicpm_generate -- --nocapture // test with cuda+flash-attn: RUST_BACKTRACE=1 cargo test -F cuda,flash-attn minicpm_generate -- --nocapture let model_path = "/home/jhq/huggingface_model/OpenBMB/MiniCPM4-0.5B/"; let message = r#" { "temperature": 0.3, "top_p": 0.8, "model": "minicpm4", "messages": [ { "role": "user", "content": "你吃饭了没" } ] } "#; let mes: ChatCompletionParameters = serde_json::from_str(message)?; let i_start = Instant::now(); let mut model = MiniCPMGenerateModel::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 result = model.generate(mes)?; println!("generate: \n {:?}", result); let i_duration = i_start.elapsed(); println!("Time elapsed in generate is: {:?}", i_duration); Ok(()) } #[tokio::test] async fn minicpm_stream() -> Result<()> { // test with cuda+flash-attn: RUST_BACKTRACE=1 cargo test -F cuda,flash-attn minicpm_stream -- --nocapture let model_path = "/home/jhq/huggingface_model/OpenBMB/MiniCPM4-0.5B/"; let message = r#" { "model": "minicpm4", "messages": [ { "role": "user", "content": "你是谁" } ] } "#; let mes: ChatCompletionParameters = serde_json::from_str(message)?; let i_start = Instant::now(); let mut model = MiniCPMGenerateModel::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!(model.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(()) }