File size: 5,615 Bytes
61ba51e | 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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 | """MI35x Qwen3-Coder-Next Functionality Test (8-GPU)
Tests Qwen3-Coder-Next model with basic configuration
on MI35x. Covers GSM8K accuracy and BS=1 decode speed.
Server args match run_qwen3-coder-next_spec.sh.
Registry: stage-c-test-large-8-gpu-amd-mi35x-qwen3-coder-next suite
"""
import unittest
from types import SimpleNamespace
import requests
from sglang.srt.utils import kill_process_tree
from sglang.test.ci.ci_register import register_amd_ci
from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
from sglang.test.send_one import BenchArgs, send_one_prompt
from sglang.test.test_utils import (
DEFAULT_URL_FOR_TEST,
CustomTestCase,
is_in_ci,
popen_launch_server,
write_github_step_summary,
)
register_amd_ci(est_time=3600, suite="stage-c-test-large-8-gpu-amd-mi35x")
QWEN3_CODER_NEXT_MODEL_PATH = "Qwen/Qwen3-Coder-Next"
SERVER_LAUNCH_TIMEOUT = 1800
COMMON_ARGS = [
"--tp",
"8",
"--attention-backend",
"aiter",
"--chunked-prefill-size",
"131072",
"--disable-radix-cache",
"--mem-fraction-static",
"0.8",
"--trust-remote-code",
]
class TestQwen3CoderNext(CustomTestCase):
@classmethod
def setUpClass(cls):
cls.model = QWEN3_CODER_NEXT_MODEL_PATH
cls.base_url = DEFAULT_URL_FOR_TEST
other_args = COMMON_ARGS + [
"--kv-cache-dtype",
"fp8_e4m3",
]
cls.process = popen_launch_server(
cls.model,
cls.base_url,
timeout=SERVER_LAUNCH_TIMEOUT,
other_args=other_args,
)
@classmethod
def tearDownClass(cls):
kill_process_tree(cls.process.pid)
def test_a_gsm8k(self):
"""GSM8K few-shot accuracy (runs first to warm up server)."""
requests.get(self.base_url + "/flush_cache")
args = SimpleNamespace(
num_shots=5,
data_path=None,
num_questions=200,
parallel=128,
max_new_tokens=512,
host="http://127.0.0.1",
port=int(self.base_url.split(":")[-1]),
)
metrics = run_eval_few_shot_gsm8k(args)
print(f"{metrics=}")
if is_in_ci():
write_github_step_summary(
f"### test_gsm8k (qwen3-coder-next)\n" f'{metrics["accuracy"]=:.3f}\n'
)
self.assertGreater(metrics["accuracy"], 0.90)
def test_bs_1_speed(self):
"""Batch-size 1 decode speed."""
args = BenchArgs(port=int(self.base_url.split(":")[-1]), max_new_tokens=2048)
_, speed = send_one_prompt(args)
print(f"{speed=:.2f}")
if is_in_ci():
write_github_step_summary(
f"### test_bs_1_speed (qwen3-coder-next)\n" f"{speed=:.2f} token/s\n"
)
# self.assertGreater(speed, 50)
@unittest.skip("MTP perf not ready yet — Triton extend_attention fp8 kv cache TODO")
class TestQwen3CoderNextMTP(CustomTestCase):
@classmethod
def setUpClass(cls):
cls.model = QWEN3_CODER_NEXT_MODEL_PATH
cls.base_url = DEFAULT_URL_FOR_TEST
# TODO: Support MTP with fp8 kv cache on gfx950.
# Note: no --kv-cache-dtype fp8_e4m3 because Triton extend_attention
# used by MTP does not support fp8 kv cache on gfx950.
other_args = COMMON_ARGS + [
"--speculative-algorithm",
"EAGLE",
"--speculative-num-steps",
"3",
"--speculative-eagle-topk",
"1",
"--speculative-num-draft-tokens",
"4",
]
cls.process = popen_launch_server(
cls.model,
cls.base_url,
timeout=SERVER_LAUNCH_TIMEOUT,
other_args=other_args,
)
@classmethod
def tearDownClass(cls):
kill_process_tree(cls.process.pid)
def test_a_gsm8k(self):
"""GSM8K few-shot accuracy with MTP (runs first to warm up server)."""
requests.get(self.base_url + "/flush_cache")
args = SimpleNamespace(
num_shots=5,
data_path=None,
num_questions=200,
max_new_tokens=512,
parallel=128,
host="http://127.0.0.1",
port=int(self.base_url.split(":")[-1]),
)
metrics = run_eval_few_shot_gsm8k(args)
print(f"{metrics=}")
server_info = requests.get(self.base_url + "/get_server_info")
avg_spec_accept_length = server_info.json()["internal_states"][0][
"avg_spec_accept_length"
]
print(f"{avg_spec_accept_length=}")
if is_in_ci():
write_github_step_summary(
f"### test_gsm8k (qwen3-coder-next mtp)\n"
f'{metrics["accuracy"]=:.3f}\n'
f"{avg_spec_accept_length=:.2f}\n"
)
self.assertGreater(metrics["accuracy"], 0.90)
self.assertGreater(avg_spec_accept_length, 2.0)
def test_bs_1_speed(self):
"""Batch-size 1 decode speed with MTP."""
args = BenchArgs(port=int(self.base_url.split(":")[-1]), max_new_tokens=2048)
acc_length, speed = send_one_prompt(args)
print(f"{acc_length=:.2f} {speed=:.2f}")
if is_in_ci():
write_github_step_summary(
f"### test_bs_1_speed (qwen3-coder-next mtp)\n"
f"{acc_length=:.2f}\n"
f"{speed=:.2f} token/s\n"
)
# self.assertGreater(acc_length, 2.0)
# self.assertGreater(speed, 100)
if __name__ == "__main__":
import unittest
unittest.main()
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