[CI]cleanup e2e test (#4800)

### What this PR does / why we need it?
This PR refactors the E2E multicard test suite to improve test case
identification and maintainability. Specifically, it renames various
test functions to be more descriptive (explicitly indicating model
families like Qwen/DeepSeek and parallelism strategies like DP/TP/PP/EP)
and cleans up outdated or redundant test configurations in the offline
distributed inference tests.

**Key Changes:**
1. Test Function Renaming (Standardization): Renamed multiple test
functions across **`tests/e2e/multicard/`** to include clear
suffixes/prefixes regarding the model and parallel strategy. This helps
differentiate test cases in CI logs and prevents naming collisions.

**`test_aclgraph_capture_replay.py`:** 
- `test_aclgraph_capture_replay_dp2` ->
`test_aclgraph_capture_replay_metrics_dp2`

**`test_data_parallel.py`:**
- `test_data_parallel_inference` -> `test_qwen_inference_dp2`

**`test_data_parallel_tp2.py`:**
- `test_data_parallel_inference` -> `test_qwen_inference_dp2_tp2`

**`test_expert_parallel.py`:**
- `test_e2e_ep_correctness` -> `test_deepseek_correctness_ep`

**`test_external_launcher.py`:**
- `test_external_launcher` -> `test_qwen_external_launcher`
- `test_moe_external_launcher` -> `test_qwen_moe_external_launcher_ep`
- `test_external_launcher_and_sleepmode` ->
`test_qwen_external_launcher_with_sleepmode`
- `test_external_launcher_and_sleepmode_level2` ->
`test_qwen_external_launcher_with_sleepmode_level2`
- `test_mm_allreduce` ->
`test_qwen_external_launcher_with_matmul_allreduce`

**`test_full_graph_mode.py`:** 
- `test_models_distributed_Qwen3_MOE_TP2_WITH_FULL_DECODE_ONLY` ->
`test_qwen_moe_with_full_decode_only`
- `test_models_distributed_Qwen3_MOE_TP2_WITH_FULL` ->
`test_qwen_moe_with_full`

**`test_fused_moe_allgather_ep.py`:** 
- `test_generate_with_allgather `->
`test_deepseek_moe_fused_allgather_ep`
- `test_generate_with_alltoall` -> `test_deepseek_moe_fused_alltoall_ep`

**`test_offline_weight_load.py`:**
- `test_offline_weight_load_and_sleepmode` ->
`test_qwen_offline_weight_load_and_sleepmode`

**`test_pipeline_parallel.py`:**
- `test_models` -> `test_models_pp2`

2. Distributed Inference Cleanup
(**`test_offline_inference_distributed.py`**):

**model list changes:**
```
QWEN_DENSE_MODELS = [
-     "vllm-ascend/Qwen3-8B-W8A8", "vllm-ascend/Qwen2.5-0.5B-Instruct-W8A8"
+     "vllm-ascend/Qwen3-8B-W8A8",
]
```

```
- QWEN_W4A8_OLD_VERSION_MODELS = [
-    "vllm-ascend/Qwen3-8B-W4A8",
- ]

- QWEN_W4A8_NEW_VERSION_MODELS = [
-     "vllm-ascend/DeepSeek-V3-W4A8-Pruing",
-     "vllm-ascend/DeepSeek-V3.1-W4A8-puring",
- ]

+ DEEPSEEK_W4A8_MODELS = [
+      "vllm-ascend/DeepSeek-V3.1-W4A8-puring",
+ ]
```

**Test Function Changes:**
- removed `test_models_distributed_QwQ`
- removed `test_models_distributed_Qwen3_W8A8`
- removed `test_models_distributed_Qwen3_W4A8DYNAMIC_old_version`
- `test_models_distributed_Qwen3_W4A8DYNAMIC_new_version` ->
`test_models_distributed_Qwen3_W4A8DYNAMIC`

- vLLM version: v0.12.0
- vLLM main:
ad32e3e19c

---------

Signed-off-by: MrZ20 <2609716663@qq.com>

tests/e2e/multicard/test_external_launcher.py

@@ -37,7 +37,7 @@ DEVICE_NAME = torch_npu.npu.get_device_name(0)[:10]
 
 @pytest.mark.parametrize("model", MODELS)
 @patch.dict(os.environ, {"HCCL_BUFFSIZE": "500"})
-def test_external_launcher(model):
+def test_qwen_external_launcher(model):
     script = Path(
         __file__
     ).parent.parent.parent.parent / "examples" / "offline_external_launcher.py"
@@ -78,7 +78,7 @@ def test_external_launcher(model):
 
 
 @pytest.mark.parametrize("model", MOE_MODELS)
-def test_moe_external_launcher(model):
+def test_qwen_moe_external_launcher_ep(model):
     script = Path(
         __file__
     ).parent.parent.parent.parent / "examples" / "offline_external_launcher.py"
@@ -109,7 +109,7 @@ def test_moe_external_launcher(model):
 
 
 @patch.dict(os.environ, {"VLLM_ASCEND_ENABLE_NZ": "0"})
-def test_external_launcher_and_sleepmode():
+def test_qwen_external_launcher_with_sleepmode():
     script = Path(
         __file__
     ).parent.parent.parent.parent / "examples" / "offline_external_launcher.py"
@@ -154,7 +154,7 @@ def test_external_launcher_and_sleepmode():
 
 
 @patch.dict(os.environ, {"VLLM_ASCEND_ENABLE_NZ": "0"})
-def test_external_launcher_and_sleepmode_level2():
+def test_qwen_external_launcher_with_sleepmode_level2():
     script = Path(
         __file__
     ).parent.parent.parent.parent / "examples" / "offline_external_launcher.py"
@@ -210,7 +210,7 @@ def test_external_launcher_and_sleepmode_level2():
     "VLLM_ASCEND_ENABLE_MATMUL_ALLREDUCE": "1",
     "HCCL_BUFFSIZE": "500"
 })
-def test_mm_allreduce(model):
+def test_qwen_external_launcher_with_matmul_allreduce(model):
     script = Path(
         __file__
     ).parent.parent.parent.parent / "examples" / "offline_external_launcher.py"