269 lines
7.7 KiB
Python
269 lines
7.7 KiB
Python
import os
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import unittest
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from types import SimpleNamespace
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from sglang.srt.utils import kill_process_tree
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from sglang.test.ci.ci_register import register_cuda_ci
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from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
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from sglang.test.send_one import BenchArgs, send_one_prompt
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from sglang.test.test_utils import (
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DEFAULT_URL_FOR_TEST,
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CustomTestCase,
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is_in_ci,
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popen_launch_server,
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write_github_step_summary,
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)
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register_cuda_ci(est_time=1500, suite="stage-c-test-4-gpu-b200")
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FULL_DEEPSEEK_V3_FP4_MODEL_PATH = "nvidia/DeepSeek-V3-0324-FP4"
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SERVER_LAUNCH_TIMEOUT = 1200
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class TestDeepseekV3FP4(CustomTestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = FULL_DEEPSEEK_V3_FP4_MODEL_PATH
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cls.base_url = DEFAULT_URL_FOR_TEST
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other_args = [
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"--tp",
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"4",
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"--attention-backend",
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"trtllm_mla",
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"--moe-runner-backend",
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"flashinfer_trtllm",
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"--quantization",
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"modelopt_fp4",
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"--kv-cache-dtype",
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"fp8_e4m3",
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"--model-loader-extra-config",
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'{"enable_multithread_load": true,"num_threads": 64}',
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]
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cls.process = popen_launch_server(
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cls.model,
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cls.base_url,
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timeout=SERVER_LAUNCH_TIMEOUT,
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other_args=other_args,
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)
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@classmethod
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def tearDownClass(cls):
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kill_process_tree(cls.process.pid)
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def test_a_gsm8k(
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self,
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): # Append an "a" to make this test run first (alphabetically) to warm up the server
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args = SimpleNamespace(
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num_shots=8,
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data_path=None,
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num_questions=1319,
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parallel=1319,
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max_new_tokens=512,
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host="http://127.0.0.1",
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port=int(self.base_url.split(":")[-1]),
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)
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metrics = run_eval_few_shot_gsm8k(args)
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print(f"{metrics=}")
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if is_in_ci():
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write_github_step_summary(
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f"### test_gsm8k (deepseek-v3-fp4)\n" f'{metrics["accuracy"]=:.3f}\n'
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)
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self.assertGreater(metrics["accuracy"], 0.935)
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def test_bs_1_speed(self):
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args = BenchArgs(port=int(self.base_url.split(":")[-1]), max_new_tokens=2048)
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acc_length, speed = send_one_prompt(args)
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print(f"{speed=:.2f}")
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if is_in_ci():
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write_github_step_summary(
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f"### test_bs_1_speed (deepseek-v3-fp4)\n" f"{speed=:.2f} token/s\n"
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)
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self.assertGreater(speed, 75)
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class TestDeepseekV3FP4PiecewiseCudaGraph(CustomTestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = FULL_DEEPSEEK_V3_FP4_MODEL_PATH
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cls.base_url = DEFAULT_URL_FOR_TEST
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other_args = [
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"--tp",
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"4",
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"--attention-backend",
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"trtllm_mla",
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"--moe-runner-backend",
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"flashinfer_trtllm",
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"--quantization",
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"modelopt_fp4",
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"--enable-piecewise-cuda-graph",
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"--kv-cache-dtype",
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"fp8_e4m3",
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"--model-loader-extra-config",
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'{"enable_multithread_load": true,"num_threads": 64}',
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]
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cls.process = popen_launch_server(
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cls.model,
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cls.base_url,
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timeout=SERVER_LAUNCH_TIMEOUT,
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other_args=other_args,
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)
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@classmethod
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def tearDownClass(cls):
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kill_process_tree(cls.process.pid)
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def test_a_gsm8k(
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self,
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):
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args = SimpleNamespace(
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num_shots=8,
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data_path=None,
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num_questions=1319,
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parallel=1319,
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max_new_tokens=512,
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host="http://127.0.0.1",
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port=int(self.base_url.split(":")[-1]),
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)
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metrics = run_eval_few_shot_gsm8k(args)
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print(f"{metrics=}")
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if is_in_ci():
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write_github_step_summary(
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f"### test_gsm8k (deepseek-v3-fp4)\n" f'{metrics["accuracy"]=:.3f}\n'
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)
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self.assertGreater(metrics["accuracy"], 0.935)
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def test_bs_1_speed(self):
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args = BenchArgs(port=int(self.base_url.split(":")[-1]), max_new_tokens=2048)
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_, speed = send_one_prompt(args)
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print(f"{speed=:.2f}")
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if is_in_ci():
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write_github_step_summary(
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f"### test_bs_1_speed (deepseek-v3-fp4)\n" f"{speed=:.2f} token/s\n"
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)
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self.assertGreater(speed, 120)
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class TestDeepseekV3FP4CutlassMoE(CustomTestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = FULL_DEEPSEEK_V3_FP4_MODEL_PATH
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cls.base_url = DEFAULT_URL_FOR_TEST
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other_args = [
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"--tp",
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"4",
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"--ep",
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"4",
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"--attention-backend",
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"trtllm_mla",
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"--moe-runner-backend",
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"flashinfer_cutlass",
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"--quantization",
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"modelopt_fp4",
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"--model-loader-extra-config",
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'{"enable_multithread_load": true}',
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]
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cls.process = popen_launch_server(
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cls.model,
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cls.base_url,
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timeout=SERVER_LAUNCH_TIMEOUT,
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other_args=other_args,
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env={
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**os.environ,
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"SGLANG_MOE_NVFP4_DISPATCH": "1", # Enable nvfp4 all gather
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},
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)
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@classmethod
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def tearDownClass(cls):
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kill_process_tree(cls.process.pid)
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def test_a_gsm8k(
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self,
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): # Append an "a" to make this test run first (alphabetically) to warm up the server
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args = SimpleNamespace(
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num_shots=8,
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data_path=None,
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num_questions=1319,
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parallel=1319,
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max_new_tokens=512,
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host="http://127.0.0.1",
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port=int(self.base_url.split(":")[-1]),
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)
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metrics = run_eval_few_shot_gsm8k(args)
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print(f"{metrics=}")
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if is_in_ci():
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write_github_step_summary(
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f"### test_gsm8k (deepseek-v3-fp4-cutlass-moe)\n"
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f'{metrics["accuracy"]=:.3f}\n'
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)
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self.assertGreater(metrics["accuracy"], 0.935)
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class TestDeepseekV3FP4SymmetricMemory(CustomTestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = FULL_DEEPSEEK_V3_FP4_MODEL_PATH
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cls.base_url = DEFAULT_URL_FOR_TEST
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other_args = [
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"--tp",
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"4",
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"--attention-backend",
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"trtllm_mla",
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"--moe-runner-backend",
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"flashinfer_trtllm",
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"--quantization",
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"modelopt_fp4",
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"--kv-cache-dtype",
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"fp8_e4m3",
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"--model-loader-extra-config",
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'{"enable_multithread_load": true,"num_threads": 64}',
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"--enable-symm-mem",
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]
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cls.process = popen_launch_server(
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cls.model,
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cls.base_url,
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timeout=SERVER_LAUNCH_TIMEOUT,
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other_args=other_args,
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)
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@classmethod
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def tearDownClass(cls):
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kill_process_tree(cls.process.pid)
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def test_a_gsm8k(
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self,
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): # Append an "a" to make this test run first (alphabetically) to warm up the server
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args = SimpleNamespace(
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num_shots=8,
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data_path=None,
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num_questions=1319,
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parallel=1319,
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max_new_tokens=512,
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host="http://127.0.0.1",
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port=int(self.base_url.split(":")[-1]),
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)
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metrics = run_eval_few_shot_gsm8k(args)
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print(f"{metrics=}")
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if is_in_ci():
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write_github_step_summary(
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f"### test_gsm8k (deepseek-v3-fp4)\n" f'{metrics["accuracy"]=:.3f}\n'
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)
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self.assertGreater(metrics["accuracy"], 0.935)
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if __name__ == "__main__":
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unittest.main()
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