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[Frontend] Remap -O to -cc commandline flag (#29557)
Signed-off-by: Yanan Cao <gmagogsfm@gmail.com> Co-authored-by: Claude <noreply@anthropic.com>
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@ -35,7 +35,7 @@ docker run \
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echo $ZE_AFFINITY_MASK
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pip install tblib==3.1.0
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python3 examples/offline_inference/basic/generate.py --model facebook/opt-125m --block-size 64 --enforce-eager
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python3 examples/offline_inference/basic/generate.py --model facebook/opt-125m --block-size 64 -O3 -O.cudagraph_mode=NONE
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python3 examples/offline_inference/basic/generate.py --model facebook/opt-125m --block-size 64 -O3 -cc.cudagraph_mode=NONE
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python3 examples/offline_inference/basic/generate.py --model facebook/opt-125m --block-size 64 --enforce-eager -tp 2 --distributed-executor-backend ray
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python3 examples/offline_inference/basic/generate.py --model facebook/opt-125m --block-size 64 --enforce-eager -tp 2 --distributed-executor-backend mp
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VLLM_ATTENTION_BACKEND=TRITON_ATTN python3 examples/offline_inference/basic/generate.py --model facebook/opt-125m --block-size 64 --enforce-eager
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@ -8,9 +8,9 @@ TL;DR:
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| Online Flag | Offline Flag | Result |
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|----------|----------|-------------|
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| --enforce-eager | enforce_eager=True | Turn off torch.compile and CUDAGraphs |
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| -O.mode=0 | mode=CompilationMode.NONE | Turn off torch.compile only |
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| -O.cudagraph_mode=NONE | compilation_config=CompilationConfig(cudagraph_mode=CUDAGraphMode.NONE) | Turn off CUDAGraphs only |
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| -O.backend=eager | compilation_config=CompilationConfig(backend='eager') | Turn off TorchInductor |
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| -cc.mode=0 | mode=CompilationMode.NONE | Turn off torch.compile only |
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| -cc.cudagraph_mode=NONE | compilation_config=CompilationConfig(cudagraph_mode=CUDAGraphMode.NONE) | Turn off CUDAGraphs only |
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| -cc.backend=eager | compilation_config=CompilationConfig(backend='eager') | Turn off TorchInductor |
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## vLLM-torch.compile overview
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@ -86,11 +86,11 @@ LLM(model, enforce_eager=True)
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```
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To turn off just torch.compile, pass `mode = NONE` to the compilation config.
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(`-O` is short for `--compilation_config`):
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(`-cc` is short for `--compilation_config`; `-O.*` dotted syntax is deprecated):
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```sh
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# Online
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vllm serve -O.mode=0
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vllm serve -cc.mode=0
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```
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```py
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@ -103,7 +103,7 @@ To turn off just CUDAGraphs, pass `cudagraph_mode = NONE`:
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```sh
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# Online
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vllm serve -O.cudagraph_mode=NONE
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vllm serve -cc.cudagraph_mode=NONE
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```
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```py
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@ -183,10 +183,10 @@ help debug the issue:
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```sh
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# Online - using unbacked mode
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vllm serve meta-llama/Llama-3.2-1B -O.dynamic_shapes_config.type=unbacked
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vllm serve meta-llama/Llama-3.2-1B -cc.dynamic_shapes_config.type=unbacked
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# Online - using backed_size_oblivious mode
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vllm serve meta-llama/Llama-3.2-1B -O.dynamic_shapes_config.type=backed_size_oblivious
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vllm serve meta-llama/Llama-3.2-1B -cc.dynamic_shapes_config.type=backed_size_oblivious
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```
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```py
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@ -233,7 +233,7 @@ to the compilation config:
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```sh
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# online
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vllm serve -O.backend=eager
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vllm serve -cc.backend=eager
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```
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```py
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@ -252,7 +252,7 @@ You can also use `TORCH_LOGS=output_code <command>` to print the Inductor output
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### Editable TorchInductor code
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You can edit the TorchInductor code that gets run by setting `VLLM_COMPILE_CACHE_SAVE_FORMAT=unpacked`
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or passing `-O.compile_cache_save_format=unpacked`. The default is `binary`, which means it is not editable.
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or passing `-cc.compile_cache_save_format=unpacked`. The default is `binary`, which means it is not editable.
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This is a useful technique: you can put breakpoints (e.g. `torch.distributed.breakpoint()`)
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and print statements in the output code.
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@ -299,7 +299,7 @@ To turn off just CUDAGraphs, pass `cudagraph_mode = NONE`:
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```sh
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# Online
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vllm serve -O.cudagraph_mode=NONE
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vllm serve -cc.cudagraph_mode=NONE
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```
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```py
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@ -117,7 +117,7 @@ vllm serve meta-llama/Llama-3.2-1B \
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# Alternative: Using dot notation (simpler for single values)
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vllm serve meta-llama/Llama-3.2-1B -O.dynamic_shapes_config.type=unbacked
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vllm serve meta-llama/Llama-3.2-1B -cc.dynamic_shapes_config.type=unbacked
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```
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#### Choosing the Right Mode
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@ -115,7 +115,7 @@ def test_compile_correctness(
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str(pp_size),
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"-tp",
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str(tp_size),
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"-O.cudagraph_mode=none",
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"-cc.cudagraph_mode=none",
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]
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all_args: list[list[str]] = []
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@ -128,7 +128,7 @@ def test_compile_correctness(
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]:
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for mode in [CompilationMode.NONE, comp_mode]:
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all_args.append(
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final_args + [f"-O.mode={mode.name}", "-O.backend=inductor"]
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final_args + [f"-cc.mode={mode.name}", "-cc.backend=inductor"]
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)
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# inductor will change the output, so we only compare if the output
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@ -148,7 +148,7 @@ def test_compile_correctness(
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CompilationMode.DYNAMO_TRACE_ONCE,
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CompilationMode.VLLM_COMPILE,
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]:
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all_args.append(final_args + [f"-O.mode={mode.name}", "-O.backend=eager"])
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all_args.append(final_args + [f"-cc.mode={mode.name}", "-cc.backend=eager"])
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all_envs.append({})
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all_envs.append({})
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@ -248,15 +248,15 @@ def test_optimization_level(args, expected):
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@pytest.mark.parametrize(
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("args", "expected"),
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[
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(["-O.mode=0"], 0),
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(["-O.mode=1"], 1),
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(["-O.mode=2"], 2),
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(["-O.mode=3"], 3),
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(["-cc.mode=0"], 0),
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(["-cc.mode=1"], 1),
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(["-cc.mode=2"], 2),
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(["-cc.mode=3"], 3),
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],
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)
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def test_mode_parser(args, expected):
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"""
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Test compilation config modes (-O.mode=int) map to compilation_config.
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Test compilation config modes (-cc.mode=int) map to compilation_config.
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"""
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parser = EngineArgs.add_cli_args(FlexibleArgumentParser())
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parsed_args = parser.parse_args(args)
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@ -273,7 +273,7 @@ def test_compilation_config():
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# set to string form of a dict
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args = parser.parse_args(
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[
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"-O",
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"-cc",
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'{"mode": 3, "cudagraph_capture_sizes": [1, 2, 4, 8], "backend": "eager"}',
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]
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)
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@ -27,7 +27,7 @@ def parser():
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parser.add_argument("--batch-size", type=int)
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parser.add_argument("--enable-feature", action="store_true")
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parser.add_argument("--hf-overrides", type=json.loads)
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parser.add_argument("-O", "--compilation-config", type=json.loads)
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parser.add_argument("-cc", "--compilation-config", type=json.loads)
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parser.add_argument("--optimization-level", type=int)
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return parser
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@ -167,8 +167,8 @@ def test_dict_args(parser):
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"--hf-overrides.key2.key4",
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"val3",
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# Test compile config and compilation mode
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"-O.use_inductor_graph_partition=true",
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"-O.backend",
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"-cc.use_inductor_graph_partition=true",
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"-cc.backend",
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"custom",
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"-O1",
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# Test = sign
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@ -191,9 +191,9 @@ def test_dict_args(parser):
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"--hf_overrides.key14.key15",
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"-minus.and.dot",
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# Test array values
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"-O.custom_ops+",
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"-cc.custom_ops+",
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"-quant_fp8",
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"-O.custom_ops+=+silu_mul,-rms_norm",
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"-cc.custom_ops+=+silu_mul,-rms_norm",
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]
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parsed_args = parser.parse_args(args)
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assert parsed_args.model_name == "something.something"
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@ -234,7 +234,7 @@ def test_duplicate_dict_args(caplog_vllm, parser):
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"--hf-overrides.key1",
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"val2",
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"-O1",
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"-O.mode",
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"-cc.mode",
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"2",
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"-O3",
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]
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@ -380,29 +380,29 @@ def test_load_config_file(tmp_path):
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def test_compilation_mode_string_values(parser):
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"""Test that -O.mode accepts both integer and string mode values."""
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args = parser.parse_args(["-O.mode", "0"])
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"""Test that -cc.mode accepts both integer and string mode values."""
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args = parser.parse_args(["-cc.mode", "0"])
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assert args.compilation_config == {"mode": 0}
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args = parser.parse_args(["-O3"])
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assert args.optimization_level == 3
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args = parser.parse_args(["-O.mode=NONE"])
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args = parser.parse_args(["-cc.mode=NONE"])
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assert args.compilation_config == {"mode": "NONE"}
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args = parser.parse_args(["-O.mode", "STOCK_TORCH_COMPILE"])
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args = parser.parse_args(["-cc.mode", "STOCK_TORCH_COMPILE"])
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assert args.compilation_config == {"mode": "STOCK_TORCH_COMPILE"}
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args = parser.parse_args(["-O.mode=DYNAMO_TRACE_ONCE"])
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args = parser.parse_args(["-cc.mode=DYNAMO_TRACE_ONCE"])
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assert args.compilation_config == {"mode": "DYNAMO_TRACE_ONCE"}
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args = parser.parse_args(["-O.mode", "VLLM_COMPILE"])
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args = parser.parse_args(["-cc.mode", "VLLM_COMPILE"])
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assert args.compilation_config == {"mode": "VLLM_COMPILE"}
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args = parser.parse_args(["-O.mode=none"])
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args = parser.parse_args(["-cc.mode=none"])
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assert args.compilation_config == {"mode": "none"}
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args = parser.parse_args(["-O.mode=vllm_compile"])
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args = parser.parse_args(["-cc.mode=vllm_compile"])
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assert args.compilation_config == {"mode": "vllm_compile"}
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@ -458,3 +458,25 @@ def test_flat_product():
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(3, 4, "a", 5, 6),
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(3, 4, "b", 5, 6),
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]
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def test_o_legacy_syntax_deprecation(caplog_vllm):
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"""Test that -O.* dotted syntax emits warnings and converts correctly to -cc syntax."""
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parser = FlexibleArgumentParser()
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parser.add_argument("-cc", "--compilation-config", type=json.loads)
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# Test that -O.backend gets converted correctly AND emits warning
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args = parser.parse_args(["-O.backend=eager"])
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assert args.compilation_config == {"backend": "eager"}
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# Check that deprecation warning was logged
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assert len(caplog_vllm.records) >= 1
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assert (
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"The -O.* dotted syntax for --compilation-config is deprecated"
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in caplog_vllm.text
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)
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# Test that -O.mode gets converted correctly
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# Note: warning_once won't emit again in same session
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args = parser.parse_args(["-O.mode=2"])
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assert args.compilation_config == {"mode": 2}
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@ -193,8 +193,8 @@ class VllmConfig:
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compilation_config: CompilationConfig = Field(default_factory=CompilationConfig)
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"""`torch.compile` and cudagraph capture configuration for the model.
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As a shorthand, one can append compilation arguments via
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-0.parameter=argument such as `-O.mode=3` (same as `-O='{"mode":3}'`).
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As a shorthand, one can append compilation arguments via
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-cc.parameter=argument such as `-cc.mode=3` (same as `-cc='{"mode":3}'`).
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You can specify the full compilation config like so:
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`{"mode": 3, "cudagraph_capture_sizes": [1, 2, 4, 8]}`
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@ -1107,7 +1107,7 @@ class EngineArgs:
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"--ec-transfer-config", **vllm_kwargs["ec_transfer_config"]
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)
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vllm_group.add_argument(
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"--compilation-config", "-O", **vllm_kwargs["compilation_config"]
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"--compilation-config", "-cc", **vllm_kwargs["compilation_config"]
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)
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vllm_group.add_argument(
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"--additional-config", **vllm_kwargs["additional_config"]
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@ -257,6 +257,17 @@ class FlexibleArgumentParser(ArgumentParser):
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):
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# Convert -O <n> to --optimization-level <n>
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processed_args.append("--optimization-level")
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elif arg.startswith("-O."):
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# Handle -O.* dotted syntax - ALL dotted syntax is deprecated
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logger.warning_once(
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"The -O.* dotted syntax for --compilation-config is "
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"deprecated and will be removed in v0.13.0 or v1.0.0"
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", whichever is earlier. Please use -cc.* instead. "
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"Example: -cc.backend=eager instead of "
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"-O.backend=eager."
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)
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converted_arg = arg.replace("-O", "-cc", 1)
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processed_args.append(converted_arg)
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else:
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processed_args.append(arg)
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