test: organize perf cases and add missing perflab cases in qa test list

tests/integration/defs/perf/pytorch_model_config.py

@@ -56,8 +56,8 @@ def get_model_yaml_config(model_label: str,
         # DeepSeek R1 models with MTP speculative decoding
         {
             'patterns': [
-                'deepseek_r1-bench-pytorch-float16-maxbs:1-maxnt:8192-input_output_len:1000,2000-quant:fp8-reqs:10-ep:4-gpus:8',
-                'deepseek_r1_nvfp4-bench-pytorch-float16-maxbs:1-maxnt:8192-input_output_len:1000,2000-quant:nvfp4-reqs:10-ep:4-tp:8-gpus:8'
+                'deepseek_r1-bench-pytorch-float16-maxbs:1-maxnt:8192-input_output_len:1000,2000-reqs:10-ep:4-gpus:8',
+                'deepseek_r1_nvfp4-bench-pytorch-float16-maxbs:1-maxnt:8192-input_output_len:1000,2000-reqs:10-ep:4-tp:8-gpus:8'
             ],
             'config': {
                 'enable_attention_dp': True,
@@ -71,8 +71,8 @@ def get_model_yaml_config(model_label: str,
         # DeepSeek R1 models with large batch sizes and cuda graph padding
         {
             'patterns': [
-                'deepseek_r1-bench-pytorch-float16-maxbs:384-maxnt:1536-input_output_len:1000,2000-quant:nvfp4-reqs:49152-con:3072-ep:8-gpus:8',
-                'deepseek_r1_nvfp4-bench-pytorch-float16-maxbs:384-maxnt:1536-input_output_len:1000,2000-quant:nvfp4-reqs:49152-con:3072-ep:8-gpus:8'
+                'deepseek_r1_fp8-bench-pytorch-float16-maxbs:384-maxnt:1536-input_output_len:1000,2000-reqs:49152-con:3072-ep:8-gpus:8',
+                'deepseek_r1_nvfp4-bench-pytorch-float16-maxbs:384-maxnt:1536-input_output_len:1000,2000-reqs:49152-con:3072-ep:8-gpus:8'
             ],
             'config': {
                 'enable_attention_dp': True,
@@ -85,7 +85,7 @@ def get_model_yaml_config(model_label: str,
         # DeepSeek R1 model with specific batch size 128
         {
             'patterns':
-            'deepseek_r1-bench-pytorch-float16-maxbs:128-maxnt:1127-input_output_len:1000,2000-quant:fp8-reqs:5120-con:1024-ep:8-gpus:8',
+            'deepseek_r1_fp8-bench-pytorch-float16-maxbs:128-maxnt:1127-input_output_len:1000,2000-reqs:5120-con:1024-ep:8-gpus:8',
             'config': {
                 'enable_attention_dp': True,
                 'cuda_graph_config': {
@@ -154,6 +154,9 @@ def get_model_yaml_config(model_label: str,
                 'llama_v3.3_70b_instruct_fp8-bench-pytorch-float8-maxbs:512-maxnt:2048-input_output_len:2000,500-gpus:4',
                 'llama_v3.3_70b_instruct_fp8-bench-pytorch-float8-maxbs:512-maxnt:2048-input_output_len:128,128-gpus:4',
                 'llama_v3.3_70b_instruct_fp8-bench-pytorch-bfloat16-maxbs:512-maxnt:2048-input_output_len:512,32-gpus:4',
+                'llama_v3.1_405b_instruct_fp4',
+                'llama_v4_scout_17b_16e_instruct_fp4',
+                'llama_v4_maverick_17b_128e_instruct_fp8'
             ],
             'config': {
                 'use_cuda_graph':

tests/integration/defs/perf/test_perf.py

@@ -55,6 +55,8 @@
     "llama_v3.3_70b_instruct_fp4":
     "modelopt-hf-model-hub/Llama-3.3-70B-Instruct-fp4",
     "llama_v3.3_70b_instruct": "llama-3.3-models/Llama-3.3-70B-Instruct",
+    "llama_v3.1_405b_instruct_fp8":
+    "llama-3.1-model/Llama-3.1-405B-Instruct-FP8",
     "llama_v3.1_405b_instruct_fp4":
     "modelopt-hf-model-hub/Llama-3.1-405B-Instruct-fp4",
     "llama_v3.1_70b_instruct": "llama-3.1-model/Meta-Llama-3.1-70B-Instruct",
@@ -71,11 +73,14 @@
     "nemotron-nas/Llama-3_1-Nemotron-Ultra-253B-v1-FP8",
     "llama_v4_scout_17b_16e_instruct":
     "llama4-models/Llama-4-Scout-17B-16E-Instruct",
+    "llama_v4_scout_17b_16e_instruct_fp8":
+    "llama4-models/Llama-4-Scout-17B-16E-Instruct-FP8",
+    "llama_v4_scout_17b_16e_instruct_fp4":
+    "llama4-models/Llama-4-Scout-17B-16E-Instruct-FP4",
     "llama_v4_maverick_17b_128e_instruct":
     "llama4-models/Llama-4-Maverick-17B-128E-Instruct",
     "llama_v4_maverick_17b_128e_instruct_fp8":
-    "llama4-models/Llama-4-Maverick-17B-128E-Instruct-FP8",
-    # "llama_30b": "llama-models/llama-30b-hf",
+    "llama4-models/nvidia/Llama-4-Maverick-17B-128E-Instruct-FP8",
     "mixtral_8x7b_v0.1": "Mixtral-8x7B-v0.1",
     "mixtral_8x7b_v0.1_instruct": "Mixtral-8x7B-Instruct-v0.1",
     "mixtral_8x7b_v0.1_instruct_fp8": "Mixtral-8x7B-Instruct-v0.1-fp8",
@@ -1257,14 +1262,16 @@ def get_trtllm_bench_command(self, engine_dir):
         #use default yaml config
         if self._config.backend == "pytorch":
             import yaml
+            pytorch_config_path = os.path.join(engine_dir,
+                                               "extra-llm-api-config.yml")
+            if not os.path.exists(pytorch_config_path):
+                os.makedirs(os.path.dirname(pytorch_config_path), exist_ok=True)
             config = get_model_yaml_config(self._config.to_string(),
                                            lora_dirs=self.lora_dirs)
             print_info(f"pytorch model config: {config}")
-            with open('extra-llm-api-config.yml', 'w') as f:
+            with open(pytorch_config_path, 'w') as f:
                 yaml.dump(config, f, default_flow_style=False)
-            benchmark_cmd += [
-                f"--extra_llm_api_options=extra-llm-api-config.yml"
-            ]
+            benchmark_cmd += [f"--extra_llm_api_options={pytorch_config_path}"]
         return benchmark_cmd
 
     def get_gpt_manager_runtime_benchmark_command(self, engine_dir, bs,

tests/integration/test_lists/qa/trt_llm_release_perf_cluster_test.yml

@@ -39,8 +39,6 @@ trt_llm_release_perf_cluster_test:
         gte: 4
   tests:
   - perf/test_perf.py::test_perf[mixtral_8x22b_v0.1-bench-float16-input_output_len:512,512-quant:fp8-tp:4]
-  - perf/test_perf.py::test_perf[qwen_14b_chat-bench-float16-input_output_len:128,128-gpus:4]
-  - perf/test_perf.py::test_perf[qwen_14b_chat-bench-float16-input_output_len:512,32-gpus:4]
   - perf/test_perf.py::test_perf[starcoder_15b-bench-float16-input_output_len:512,200-gpus:4]
   - perf/test_perf.py::test_perf[deepseek_r1_nvfp4-bench-pytorch-float4-maxbs:512-input_output_len:128,128-ep:4-tp:4-gpus:4]
   - perf/test_perf.py::test_perf[deepseek_r1_nvfp4-bench-pytorch-streaming-float4-maxbs:512-input_output_len:128,128-ep:4-tp:4-gpus:4]
@@ -55,14 +53,33 @@ trt_llm_release_perf_cluster_test:
   tests:
   #- perf/test_perf.py::test_perf[llama_v3.1_405b_instruct_fp4-bench-pytorch-float4-input_output_len:128,128-gpus:8]
   #- perf/test_perf.py::test_perf[llama_v3.1_405b_instruct_fp4-bench-pytorch-float4-input_output_len:512,32-gpus:8]
+  #llama_v3.3_nemotron_super_49b
   - perf/test_perf.py::test_perf[llama_v3.3_nemotron_super_49b-bench-bfloat16-input_output_len:500,2000-quant:fp8-con:250-gpus:8]
   - perf/test_perf.py::test_perf[llama_v3.3_nemotron_super_49b_fp8-bench-pytorch-bfloat16-input_output_len:500,2000-con:250-gpus:8]
+  #llama_v3.3_70b_instruct_fp4
+  - perf/test_perf.py::test_perf[llama_v3.3_70b_instruct_fp4-bench-pytorch-float4-input_output_len:128,128-tp:8-gpus:8]
+  - perf/test_perf.py::test_perf[llama_v3.3_70b_instruct_fp4-bench-pytorch-float4-input_output_len:512,32-tp:8-gpus:8]
+  - perf/test_perf.py::test_perf[llama_v3.3_70b_instruct_fp4-bench-pytorch-float4-maxbs:1024-maxnt:4096-input_output_len:500,2000-tp:8-gpus:8]
+  - perf/test_perf.py::test_perf[llama_v3.3_70b_instruct_fp4-bench-pytorch-float4-maxbs:1024-maxnt:4096-input_output_len:1000,1000-tp:8-gpus:8]
+  #llama_v3.1_405b_instruct_fp4
+  - perf/test_perf.py::test_perf[llama_v3.1_405b_instruct_fp4-bench-pytorch-float4-input_output_len:128,128-tp:8-gpus:8]
+  - perf/test_perf.py::test_perf[llama_v3.1_405b_instruct_fp4-bench-pytorch-float4-input_output_len:512,32-tp:8-gpus:8]
+  - perf/test_perf.py::test_perf[llama_v3.1_405b_instruct_fp4-bench-pytorch-float4-maxbs:1024-maxnt:4096-input_output_len:500,2000-tp:8-gpus:8]
+  - perf/test_perf.py::test_perf[llama_v3.1_405b_instruct_fp4-bench-pytorch-float4-maxbs:1024-maxnt:4096-input_output_len:1000,1000-tp:8-gpus:8]
+  #llama_v4_scout_17b_16e_instruct_fp4
+  - perf/test_perf.py::test_perf[llama_v4_scout_17b_16e_instruct_fp4-bench-pytorch-float4-input_output_len:128,128-tp:8-gpus:8]
+  - perf/test_perf.py::test_perf[llama_v4_scout_17b_16e_instruct_fp4-bench-pytorch-float4-input_output_len:512,32-tp:8-gpus:8]
+  - perf/test_perf.py::test_perf[llama_v4_scout_17b_16e_instruct_fp4-bench-pytorch-float4-maxbs:1024-maxnt:4096-input_output_len:500,2000-tp:8-gpus:8]
+  - perf/test_perf.py::test_perf[llama_v4_scout_17b_16e_instruct_fp4-bench-pytorch-float4-maxbs:1024-maxnt:4096-input_output_len:1000,1000-tp:8-gpus:8]
+  #mixtral_8x22b_v0.1
   - perf/test_perf.py::test_perf[mixtral_8x22b_v0.1-bench-float16-input_output_len:512,512-quant:fp8-tp:8]
   - perf/test_perf.py::test_perf[gpt_20b-bench-float16-maxbs:8-input_output_len:128,128-reqs:80-gpus:8]
   - perf/test_perf.py::test_perf[gpt_20b-bench-float16-maxbs:8-input_output_len:512,32-reqs:80-gpus:8]
+  #deepseek_r1_fp8
   - perf/test_perf.py::test_perf[deepseek_r1_fp8-bench-pytorch-float8-maxbs:512-input_output_len:128,128-ep:8-tp:8-gpus:8]
   - perf/test_perf.py::test_perf[deepseek_r1_fp8-bench-pytorch-float8-maxbs:1-input_output_len:1000,2000-reqs:10-ep:4-tp:8-gpus:8] #min latency test
   - perf/test_perf.py::test_perf[deepseek_r1_fp8-bench-pytorch-float8-maxbs:384-maxnt:1536-input_output_len:1000,2000-reqs:49152-con:3072-ep:8-tp:8-gpus:8] #max throughput test
+  #deepseek_r1_nvfp4
   - perf/test_perf.py::test_perf[deepseek_r1_nvfp4-bench-pytorch-float4-maxbs:512-input_output_len:128,128-ep:8-tp:8-gpus:8]
   - perf/test_perf.py::test_perf[deepseek_r1_nvfp4-bench-pytorch-float4-maxbs:1-input_output_len:1000,2000-reqs:10-ep:4-tp:8-gpus:8] #min latency test
   - perf/test_perf.py::test_perf[deepseek_r1_nvfp4-bench-pytorch-streaming-float4-maxbs:1-input_output_len:1000,2000-reqs:10-ep:4-tp:8-gpus:8] #min latency test

tests/integration/test_lists/qa/trt_llm_release_perf_sanity_test.yml

@@ -32,8 +32,11 @@ trt_llm_release_perf_sanity_test:
   - perf/test_perf.py::test_perf[flan_t5_base-bench-float16-input_output_len:128,20]
   - perf/test_perf.py::test_perf[flan_t5_large-bench-float16-input_output_len:128,20]
   - perf/test_perf.py::test_perf[whisper_large_v3-bench-float16-input_output_len:128,20]
+  #llama_v3.1_8b_instruct
+  #trt backend
   - perf/test_perf.py::test_perf[llama_v3.1_8b_instruct-bench-bfloat16-input_output_len:128,128]
   - perf/test_perf.py::test_perf[llama_v3.1_8b_instruct-bench-bfloat16-input_output_len:512,32]
+  #pytorch backend
   - perf/test_perf.py::test_perf[llama_v3.1_8b-bench-pytorch-bfloat16-input_output_len:128,128]
 
   # Test list validation
@@ -58,7 +61,10 @@ trt_llm_release_perf_sanity_test:
   # E2E gptManagerBenchmark IFB
   - perf/test_perf.py::test_perf[llama_v3.1_8b_instruct-cppmanager-exe-static_batching-plugin_ifb-float16-bs:8+64-input_output_len:128,128+512,32]
   - perf/test_perf.py::test_perf[llama_v3.1_8b_instruct-cppmanager-exe-plugin_ifb-bfloat16-gwp:0.0-input_output_len:128,128+512,32]
+  #llama_v3.1_8b
+  #trt backend
   - perf/test_perf.py::test_perf[llama_v3.1_8b_instruct-bench-bfloat16-input_output_len:512,32]
+  #pytorch backend
   - perf/test_perf.py::test_perf[llama_v3.1_8b-bench-pytorch-bfloat16-input_output_len:128,128]
   - perf/test_perf.py::test_perf[llama_v3.1_8b-bench-pytorch-bfloat16-input_output_len:512,32]
   - perf/test_perf.py::test_perf[llama_v3.1_8b-bench-pytorch-streaming-bfloat16-input_output_len:128,128]
@@ -77,8 +83,11 @@ trt_llm_release_perf_sanity_test:
       - '*l20*'
       - '*h20*'
   tests:
+  #llama_v3.1_8b_instruct_fp8
+  #trt backend
   - perf/test_perf.py::test_perf[llama_v3.1_8b_instruct-bench-bfloat16-input_output_len:128,128-quant:fp8]
   - perf/test_perf.py::test_perf[llama_v3.1_8b_instruct-bench-bfloat16-input_output_len:512,32-quant:fp8]
+  #pytorch backend
   - perf/test_perf.py::test_perf[llama_v3.1_8b_instruct_fp8-bench-pytorch-float8-input_output_len:128,128]
   - perf/test_perf.py::test_perf[llama_v3.1_8b_instruct_fp8-bench-pytorch-float8-input_output_len:512,32]
   - perf/test_perf.py::test_perf[llama_v3.1_nemotron_nano_8b_fp8-bench-pytorch-float8-maxbs:512-maxnt:5000-input_output_len:5000,500-reqs:8-con:1]
@@ -101,9 +110,12 @@ trt_llm_release_perf_sanity_test:
   tests:
   - perf/test_perf.py::test_perf[t5-bench-float16-maxbs:1-input_output_len:128,20-gpus:2]
   - perf/test_perf.py::test_perf[flan_t5_large-bench-float16-maxbs:1-input_output_len:128,20-gpus:2]
+  #llama_v3.1_8b_instruct
+  #trt backend
   - perf/test_perf.py::test_perf[llama_v3.1_8b_instruct-bench-bfloat16-input_output_len:128,128-quant:int8-gpus:2]
   - perf/test_perf.py::test_perf[llama_v3.1_8b-bench-bfloat16-maxbs:256-input_output_len:128,128-gpus:2]
   - perf/test_perf.py::test_perf[llama_v3.1_8b_instruct-bench-streaming-bfloat16-input_output_len:128,128-gpus:2]
+  #pytorch backend
   - perf/test_perf.py::test_perf[llama_v3.1_8b-bench-pytorch-bfloat16-maxbs:256-input_output_len:128,128-gpus:2]
   - perf/test_perf.py::test_perf[llama_v3.1_8b_instruct-bench-pytorch-streaming-bfloat16-input_output_len:128,128-gpus:2]
   - perf/test_perf.py::test_perf[llama_v3.2_1b-bench-bfloat16-maxbs:1-input_output_len:128,128-reqs:10-gpus:2]
@@ -128,7 +140,7 @@ trt_llm_release_perf_sanity_test:
   - perf/test_perf.py::test_perf[llama_v3.1_8b-bench-bfloat16-input_output_len:128,128-quant:fp8-gpus:2]
   - perf/test_perf.py::test_perf[llama_v3.2_1b-bench-bfloat16-input_output_len:128,128-quant:fp8-gpus:2]
   - perf/test_perf.py::test_perf[mixtral_8x7b_v0.1-bench-float16-input_output_len:128,128-quant:fp8-gpus:2]
-  - perf/test_perf.py::test_perf[mixtral_8x7b_v0.1-bench-pytorch-float16-input_output_len:128,128-quant:fp8-gpus:2]
+  - perf/test_perf.py::test_perf[mixtral_8x7b_v0.1_instruct_fp8-bench-pytorch-float8-input_output_len:128,128-gpus:2]
 
 # Tests for systems with 2+ GPUs and high memory
 - condition:
@@ -161,7 +173,10 @@ trt_llm_release_perf_sanity_test:
       - '*l40s*'
       - '*h20*'
   tests:
+  #llama_v3.1_70b
+  #trt backend
   - perf/test_perf.py::test_perf[llama_v3.1_70b-bench-bfloat16-maxbs:1-input_output_len:128,128-reqs:10-gpus:4]
+  #pytorch backend
   - perf/test_perf.py::test_perf[llama_v3.1_70b-bench-pytorch-bfloat16-maxbs:1-input_output_len:128,128-reqs:10-gpus:4]
   - perf/test_perf.py::test_perf[qwen_14b_chat-cppmanager-ootb_except_mha-float16-input_output_len:128,128-gpus:4]
   - perf/test_perf.py::test_perf[starcoder_15.5b-cppmanager-exe-plugin_ifb-float16-maxbs:1-input_output_len:512,200-reqs:10-gpus:4]
@@ -198,9 +213,12 @@ trt_llm_release_perf_sanity_test:
       - '*l40s*'
       - '*h20*'
   tests:
+  #llama_v3.1_70b
+  #trt backend
   - perf/test_perf.py::test_perf[llama_v3.1_70b-bench-bfloat16-maxbs:1-input_output_len:2000,200-reqs:10-gpus:8]
-  - perf/test_perf.py::test_perf[llama_v3.1_70b-bench-pytorch-bfloat16-maxbs:1-input_output_len:2000,200-reqs:10-gpus:8]
   - perf/test_perf.py::test_perf[llama_v3.1_70b-bench-bfloat16-maxbs:1-input_output_len:200,2000-reqs:10-gpus:8]
+  #pytorch backend
+  - perf/test_perf.py::test_perf[llama_v3.1_70b-bench-pytorch-bfloat16-maxbs:1-input_output_len:2000,200-reqs:10-gpus:8]
   - perf/test_perf.py::test_perf[llama_v3.1_70b-bench-pytorch-bfloat16-maxbs:1-input_output_len:200,2000-reqs:10-gpus:8]
   - perf/test_perf.py::test_perf[llama_v3.3_70b-bench-pytorch-bfloat16-input_output_len:500,2000-gpus:8]
   - perf/test_perf.py::test_perf[llama_v3.3_70b-bench-pytorch-bfloat16-input_output_len:2000,500-gpus:8]
@@ -222,8 +240,13 @@ trt_llm_release_perf_sanity_test:
       - '*h20*'
 
   tests:
+  #llama_v3.1_70b
+  #trt backend
   - perf/test_perf.py::test_perf[llama_v3.1_70b-bench-bfloat16-maxbs:1-input_output_len:128,128-quant:fp8-gpus:8]
+  #pytorch backend
   - perf/test_perf.py::test_perf[llama_v3.1_70b-bench-pytorch-bfloat16-maxbs:1-input_output_len:512,32-quant:fp8-gpus:8]
+  #llama_v3.3_70b_instruct_fp8
+  #pytorch backend
   - perf/test_perf.py::test_perf[llama_v3.3_70b_instruct_fp8-bench-pytorch-float8-input_output_len:128,128-gpus:8]
 
 - condition: