integration_tests.rs 4.49 KB
Newer Older
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
use std::fs::File;
use serde_json::Value;
use std::io::{BufRead, BufReader};
use std::path::PathBuf;
use std::thread;
use std::thread::sleep;
use std::time::Duration;
use float_eq::assert_float_eq;
use subprocess::{Popen, PopenConfig, Redirection};
use serde::Deserialize;

#[derive(Deserialize)]
struct Details {
    finish_reason: String,
    generated_tokens: u32,
    tokens: Vec<(u32, String, Option<f32>)>,
}

#[derive(Deserialize)]
struct GeneratedText {
    generated_text: String,
    details: Details,
}


fn start_launcher(model_name: String, num_shard: usize, port: usize, master_port: usize) -> Popen {
    let argv = vec![
        "text-generation-launcher".to_string(),
        "--model-name".to_string(),
        model_name.clone(),
        "--num-shard".to_string(),
        num_shard.to_string(),
        "--port".to_string(),
        port.to_string(),
        "--master-port".to_string(),
        master_port.to_string(),
        "--shard-uds-path".to_string(),
        format!("/tmp/test-{}-{}-{}", num_shard, port, master_port),
    ];

    let mut launcher = Popen::create(
        &argv,
        PopenConfig {
            stdout: Redirection::Pipe,
            stderr: Redirection::Pipe,
            ..Default::default()
        },
    )
        .expect("Could not start launcher");

    // Redirect STDOUT and STDERR to the console
    let launcher_stdout = launcher.stdout.take().unwrap();
    let launcher_stderr = launcher.stderr.take().unwrap();

    thread::spawn(move || {
        let stdout = BufReader::new(launcher_stdout);
        let stderr = BufReader::new(launcher_stderr);
        for line in stdout.lines() {
            println!("{}", line.unwrap());
        }
        for line in stderr.lines() {
            println!("{}", line.unwrap());
        }
    });

    for _ in 0..30 {
        let health = reqwest::blocking::get(format!("http://localhost:{}/health", port));
        if health.is_ok() {
            return launcher;
        }
        sleep(Duration::from_secs(2));
    }

    launcher.terminate().unwrap();
    launcher.wait().unwrap();
    panic!("failed to launch {}", model_name)
}

fn test_model(model_name: String, num_shard: usize, port: usize, master_port: usize) -> GeneratedText {
    let mut launcher = start_launcher(model_name, num_shard, port, master_port);

    let data = r#"
        {
            "inputs": "Test request",
            "parameters": {
                "details": true
            }
        }"#;
    let req: Value = serde_json::from_str(data).unwrap();

    let client = reqwest::blocking::Client::new();
    let res = client
        .post(format!("http://localhost:{}/generate", port))
        .json(&req)
        .send();

    launcher.terminate().unwrap();
    launcher.wait().unwrap();

    let mut results: Vec<GeneratedText> = res.unwrap().json().unwrap();
    results.pop().unwrap()
}


fn read_json(name: &str) -> GeneratedText {
    let mut d = PathBuf::from(env!("CARGO_MANIFEST_DIR"));
    d.push("tests/");
    d.push(name);

    let file = File::open(d).unwrap();
    let reader = BufReader::new(file);

    let mut results: Vec<GeneratedText> = serde_json::from_reader(reader).unwrap();
    results.pop().unwrap()
}

fn compare_results(result: GeneratedText, expected: GeneratedText) {
    assert_eq!(result.generated_text, expected.generated_text);
    assert_eq!(result.details.finish_reason, expected.details.finish_reason);
    assert_eq!(result.details.generated_tokens, expected.details.generated_tokens);

    for (token, expected_token) in result.details.tokens.into_iter().zip(expected.details.tokens.into_iter()) {
        assert_eq!(token.0, expected_token.0);
        assert_eq!(token.1, expected_token.1);
        if let Some(logprob) = token.2 {
            let expected_logprob = expected_token.2.unwrap();
            assert_float_eq!(logprob, expected_logprob, abs <= 0.001);
        } else {
            assert_eq!(token.2, expected_token.2);
        }
    }
}

#[test]
fn test_bloom_560m() {
    let expected = read_json("bloom_560m.json");

    let result = test_model("bigscience/bloom-560m".to_string(), 1, 3000, 29500);
    compare_results(result, expected);
}

#[test]
fn test_bloom_560m_distributed() {
    let expected = read_json("bloom_560m.json");

    let result = test_model("bigscience/bloom-560m".to_string(), 2, 3001, 29501);
    compare_results(result, expected);
}

#[test]
fn test_mt0_base() {
    let expected = read_json("mt0_base.json");

    let result = test_model("bigscience/mt0-base".to_string(), 1, 3002, 29502);
    compare_results(result, expected);
}