use std::time::Instant; use aha::{ chat::ChatCompletionParameters, models::{GenerateModel, qwen3_5::generate::Qwen3_5GenerateModel}, }; use anyhow::Result; // use candle_core::{Device, quantized::gguf_file}; #[test] fn gguf_test() -> Result<()> { // cargo test -r -F cuda --test test_gguf_qwen3_5 gguf_test -- --nocapture // let path = "/home/jhq/.aha/Qwen/Qwen3.5-4B-GGUF/Qwen3.5-4B-Q5_K_M.gguf"; // 有问题 // let path = "/home/jhq/.aha/Qwen/Qwen3.5-2B-GGUF/Qwen3.5-2B-Q6_K.gguf"; let path = "/home/jhq/.aha/Qwen/Qwen3.5-0.8B-GGUF/Qwen3.5-0.8B-Q4_K_M.gguf"; // let mut file = std::fs::File::open(path)?; // let model = gguf_file::Content::read(&mut file)?; // println!("group_count: {:?}", model.metadata.get("qwen35.ssm.group_count")); // println!("time_step_rank: {:?}", model.metadata.get("qwen35.ssm.time_step_rank")); // println!("state_size: {:?}", model.metadata.get("qwen35.ssm.state_size")); // for (key, value) in model.metadata { // if key.contains("tokenizer") { // continue; // } // println!("{key}: {:#?}", value); // } // println!("model: {:?}", model.magic); // println!("generat.type: {:#?}", model.metadata.keys()); // println!("tokenizer.ggml.eos_token_id: {:#?}", model.metadata.get("tokenizer.ggml.eos_token_id")); // println!("model: {:#?}", model.tensor_infos.keys()); let message = r#" { "model": "qwen3.5", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "你如何看待AI" } ] } ] } "#; let mes: ChatCompletionParameters = serde_json::from_str(message)?; let i_start = Instant::now(); let mut gguf_qwen3_5 = Qwen3_5GenerateModel::init_from_gguf(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 = gguf_qwen3_5.generate(mes)?; let i_duration = i_start.elapsed(); println!("generate: \n {:?}", res); if res.usage.is_some() { let num_token = res.usage.as_ref().unwrap().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(()) }