[CI/Build] Update pixtral tests to use JSON (#8436)

Author: DarkLight1337

pyproject.toml

@@ -76,7 +76,7 @@ exclude = [
 
 [tool.codespell]
 ignore-words-list = "dout, te, indicies, subtile"
-skip = "./tests/prompts,./benchmarks/sonnet.txt,./tests/lora/data,./build"
+skip = "./tests/models/fixtures,./tests/prompts,./benchmarks/sonnet.txt,./tests/lora/data,./build"
 
 [tool.isort]
 use_parentheses = true

tests/models/fixtures/pixtral_chat.json

@@ -2,9 +2,10 @@
 
 Run `pytest tests/models/test_mistral.py`.
 """
-import pickle
+import json
 import uuid
-from typing import Any, Dict, List
+from dataclasses import asdict
+from typing import Any, Dict, List, Optional, Tuple
 
 import pytest
 from mistral_common.protocol.instruct.messages import ImageURLChunk
@@ -14,6 +15,7 @@
 
 from vllm import EngineArgs, LLMEngine, SamplingParams, TokensPrompt
 from vllm.multimodal import MultiModalDataBuiltins
+from vllm.sequence import Logprob, SampleLogprobs
 
 from .utils import check_logprobs_close
 
@@ -81,13 +83,33 @@ def _create_engine_inputs(urls: List[str]) -> TokensPrompt:
 LIMIT_MM_PER_PROMPT = dict(image=4)
 
 MAX_MODEL_LEN = [8192, 65536]
-FIXTURE_LOGPROBS_CHAT = "tests/models/fixtures/pixtral_chat.pickle"
-FIXTURE_LOGPROBS_ENGINE = "tests/models/fixtures/pixtral_chat_engine.pickle"
+FIXTURE_LOGPROBS_CHAT = "tests/models/fixtures/pixtral_chat.json"
+FIXTURE_LOGPROBS_ENGINE = "tests/models/fixtures/pixtral_chat_engine.json"
 
+OutputsLogprobs = List[Tuple[List[int], str, Optional[SampleLogprobs]]]
 
-def load_logprobs(filename: str) -> Any:
-    with open(filename, 'rb') as f:
-        return pickle.load(f)
+
+# For the test author to store golden output in JSON
+def _dump_outputs_w_logprobs(outputs: OutputsLogprobs, filename: str) -> None:
+    json_data = [(tokens, text,
+                  [{k: asdict(v)
+                    for k, v in token_logprobs.items()}
+                   for token_logprobs in (logprobs or [])])
+                 for tokens, text, logprobs in outputs]
+
+    with open(filename, "w") as f:
+        json.dump(json_data, f)
+
+
+def load_outputs_w_logprobs(filename: str) -> OutputsLogprobs:
+    with open(filename, "rb") as f:
+        json_data = json.load(f)
+
+    return [(tokens, text,
+             [{int(k): Logprob(**v)
+               for k, v in token_logprobs.items()}
+              for token_logprobs in logprobs])
+            for tokens, text, logprobs in json_data]
 
 
 @pytest.mark.skip(
@@ -103,7 +125,7 @@ def test_chat(
     model: str,
     dtype: str,
 ) -> None:
-    EXPECTED_CHAT_LOGPROBS = load_logprobs(FIXTURE_LOGPROBS_CHAT)
+    EXPECTED_CHAT_LOGPROBS = load_outputs_w_logprobs(FIXTURE_LOGPROBS_CHAT)
     with vllm_runner(
             model,
             dtype=dtype,
@@ -120,10 +142,10 @@ def test_chat(
             outputs.extend(output)
 
     logprobs = vllm_runner._final_steps_generate_w_logprobs(outputs)
-    check_logprobs_close(outputs_0_lst=logprobs,
-                         outputs_1_lst=EXPECTED_CHAT_LOGPROBS,
-                         name_0="output",
-                         name_1="h100_ref")
+    check_logprobs_close(outputs_0_lst=EXPECTED_CHAT_LOGPROBS,
+                         outputs_1_lst=logprobs,
+                         name_0="h100_ref",
+                         name_1="output")
 
 
 @pytest.mark.skip(
@@ -133,7 +155,7 @@ def test_chat(
 @pytest.mark.parametrize("model", MODELS)
 @pytest.mark.parametrize("dtype", ["bfloat16"])
 def test_model_engine(vllm_runner, model: str, dtype: str) -> None:
-    EXPECTED_ENGINE_LOGPROBS = load_logprobs(FIXTURE_LOGPROBS_ENGINE)
+    EXPECTED_ENGINE_LOGPROBS = load_outputs_w_logprobs(FIXTURE_LOGPROBS_ENGINE)
     args = EngineArgs(
         model=model,
         tokenizer_mode="mistral",
@@ -162,7 +184,7 @@ def test_model_engine(vllm_runner, model: str, dtype: str) -> None:
             break
 
     logprobs = vllm_runner._final_steps_generate_w_logprobs(outputs)
-    check_logprobs_close(outputs_0_lst=logprobs,
-                         outputs_1_lst=EXPECTED_ENGINE_LOGPROBS,
-                         name_0="output",
-                         name_1="h100_ref")
+    check_logprobs_close(outputs_0_lst=EXPECTED_ENGINE_LOGPROBS,
+                         outputs_1_lst=logprobs,
+                         name_0="h100_ref",
+                         name_1="output")