[CI] Revert back prepare_prompts and check_answers (vllm-project#25087)

Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Signed-off-by: xuebwang-amd <xuebwang@amd.com>

Author: WoosukKwon

tests/models/test_transformers.py

@@ -8,8 +8,7 @@
 from vllm.platforms import current_platform
 
 from ..conftest import HfRunner, VllmRunner
-from ..core.block.e2e.test_correctness_sliding_window import prep_prompts
-from ..utils import multi_gpu_test
+from ..utils import multi_gpu_test, prep_prompts
 from .utils import check_logprobs_close
 
 

tests/utils.py

@@ -8,6 +8,7 @@
 import importlib
 import json
 import os
+import random
 import signal
 import subprocess
 import sys
@@ -1150,3 +1151,49 @@ def override_cutlass_fp8_supported(value: bool):
             "vllm.model_executor.layers.quantization.utils.w8a8_utils.cutlass_fp8_supported",
             return_value=value):
         yield
+
+
+def prep_prompts(batch_size: int, ln_range: tuple[int, int] = (800, 1100)):
+    """
+    Generate prompts which a bunch of assignments,
+    then asking for the value of one of them.
+    The prompt is just under 10k tokens; sliding window is 4k
+    so the answer is outside sliding window, but should still be correct.
+    Args:
+        batch_size: number of prompts to generate
+        ln_range: an argument to control the length of the prompt
+    """
+    prompts: list[str] = []
+    answer: list[int] = []
+    indices: list[int] = []
+    random.seed(1)
+    for _ in range(batch_size):
+        idx = random.randint(30, 90)
+        indices.append(idx)
+        prompt = "```python\n# We set a number of variables, " + \
+                 f"x{idx} will be important later\n"
+        ln = random.randint(*ln_range)
+        for k in range(30, ln):
+            v = random.randint(10, 99)
+            if k == idx:
+                answer.append(v)
+            prompt += f"x{k} = {v}\n"
+        prompt += f"# Now, we check the value of x{idx}:\n"
+        prompt += f"assert x{idx} == "
+        prompts.append(prompt)
+    return prompts, answer, indices
+
+
+def check_answers(indices: list[int],
+                  answer: list[int],
+                  outputs: list[str],
+                  accept_rate: float = 0.7):
+    answer2 = [int(text[0:2].strip()) for text in outputs]
+    print(list(zip(indices, zip(answer, answer2))))
+    numok = 0
+    for a1, a2 in zip(answer, answer2):
+        if a1 == a2:
+            numok += 1
+    frac_ok = numok / len(answer)
+    print(f"Num OK: {numok}/{len(answer)} {frac_ok}")
+    assert frac_ok >= accept_rate

tests/v1/e2e/test_correctness_sliding_window.py

@@ -6,8 +6,7 @@
 
 from vllm import LLM, SamplingParams
 
-from ...core.block.e2e.test_correctness_sliding_window import (check_answers,
-                                                               prep_prompts)
+from ...utils import check_answers, prep_prompts
 
 
 @dataclass