[CI] Rectify L2~L4 Qwen Image Edit series tests (#3901)
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@@ -843,8 +843,8 @@ steps:
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path: /mnt/hf-cache
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type: DirectoryOrCreate
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- label: ":full_moon: Diffusion X2I(&A&T) · Perf Test · Qwen-Image-Edit-2509"
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key: nightly-diffusion-x2iat-performance-qwen-image-edit-2509
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- label: ":full_moon: Diffusion X2I(&A&T) · Perf Test · Qwen-Image-Edit-2511"
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key: nightly-diffusion-x2iat-performance-qwen-image-edit-2511
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timeout_in_minutes: 180
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commands:
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- export DIFFUSION_BENCHMARK_DIR=tests/dfx/perf/results
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@@ -852,7 +852,7 @@ steps:
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- export CACHE_DIT_VERSION=1.3.0
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- |
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set +e
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pytest -s -v tests/dfx/perf/scripts/run_diffusion_benchmark.py --test-config-file tests/dfx/perf/tests/test_qwen_image_edit_2509_vllm_omni.json
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pytest -s -v tests/dfx/perf/scripts/run_diffusion_benchmark.py --test-config-file tests/dfx/perf/tests/test_qwen_image_edit_2511_vllm_omni.json
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EXIT=$$?
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buildkite-agent artifact upload "tests/dfx/perf/results/diffusion_result_*.json"
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buildkite-agent artifact upload "tests/dfx/perf/results/logs/*.log"
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@@ -1288,7 +1288,7 @@ steps:
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- nightly-tts-performance
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- nightly-diffusion-x2iat-performance-qwen-image
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- nightly-diffusion-x2iat-performance-qwen-image-edit
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- nightly-diffusion-x2iat-performance-qwen-image-edit-2509
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- nightly-diffusion-x2iat-performance-qwen-image-edit-2511
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- nightly-diffusion-x2iat-performance-qwen-image-layered
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- nightly-diffusion-x2iat-performance-bagel
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- nightly-diffusion-x2v-performance
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@@ -1305,7 +1305,7 @@ steps:
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- buildkite-agent artifact download "tests/dfx/perf/results/*.json" . --step nightly-omni-performance-multi-replicas
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- buildkite-agent artifact download "tests/dfx/perf/results/*.json" . --step nightly-diffusion-x2iat-performance-qwen-image
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- buildkite-agent artifact download "tests/dfx/perf/results/*.json" . --step nightly-diffusion-x2iat-performance-qwen-image-edit
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- buildkite-agent artifact download "tests/dfx/perf/results/*.json" . --step nightly-diffusion-x2iat-performance-qwen-image-edit-2509
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- buildkite-agent artifact download "tests/dfx/perf/results/*.json" . --step nightly-diffusion-x2iat-performance-qwen-image-edit-2511
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- buildkite-agent artifact download "tests/dfx/perf/results/*.json" . --step nightly-diffusion-x2iat-performance-qwen-image-layered
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- buildkite-agent artifact download "tests/dfx/perf/results/*.json" . --step nightly-diffusion-x2iat-performance-bagel
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- buildkite-agent artifact download "tests/dfx/perf/results/*.json" . --step nightly-diffusion-x2v-performance
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@@ -63,24 +63,6 @@
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}
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},
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"benchmark_params": [
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{
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"name": "512x512_steps20_i2i_2img",
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"dataset": "random",
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"task": "i2i",
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"width": 512,
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"height": 512,
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"num-inference-steps": 20,
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"num-prompts": 10,
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"max-concurrency": 1,
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"num-input-images": 2,
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"enable-negative-prompt": true,
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"baseline": {
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"throughput_qps": 0.15,
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"latency_mean": 10,
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"peak_memory_mb_max": 55000,
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"peak_memory_mb_mean": 55000
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}
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},
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{
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"name": "1536x1536_steps35_i2i_2img",
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"dataset": "random",
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@@ -61,23 +61,6 @@
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}
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},
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"benchmark_params": [
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{
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"name": "512x512_steps20_i2i",
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"dataset": "random",
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"task": "i2i",
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"width": 512,
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"height": 512,
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"num-inference-steps": 20,
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"num-prompts": 10,
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"max-concurrency": 1,
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"enable-negative-prompt": true,
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"baseline": {
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"throughput_qps": 0.21,
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"latency_mean": 10,
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"peak_memory_mb_max": 56000,
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"peak_memory_mb_mean": 56000
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}
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},
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{
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"name": "1536x1536_steps35_i2i",
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"dataset": "random",
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@@ -253,37 +253,6 @@ def _diffusers_output_single_image(accuracy_artifact_root: Path, qwen_bear_image
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)
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def _vllm_omni_output_multiple_image(
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accuracy_artifact_root: Path,
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qwen_bear_image: Image.Image,
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rabbit_image: Image.Image,
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) -> Image.Image:
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output_dir = model_output_dir(accuracy_artifact_root, MULTIPLE_MODEL)
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output_path = output_dir / "vllm_omni_multiple.png"
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with OmniServer(model=MULTIPLE_MODEL, serve_args=SERVER_ARGS) as server:
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output = _run_vllm_omni_image_edit(
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omni_server=server,
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prompt=PROMPT_MULTIPLE_IMAGE,
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input_images=[qwen_bear_image, rabbit_image],
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output_path=output_path,
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)
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return output
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def _diffusers_output_multiple_image(
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accuracy_artifact_root: Path, qwen_bear_image: Image.Image, rabbit_image: Image.Image
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) -> Image.Image:
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output_dir = model_output_dir(accuracy_artifact_root, MULTIPLE_MODEL)
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output_path = output_dir / "diffusers_multiple.png"
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return _run_diffusers_image_edit(
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model=MULTIPLE_MODEL,
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pipeline_class=QwenImageEditPlusPipeline,
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prompt=PROMPT_MULTIPLE_IMAGE,
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input_images=[qwen_bear_image, rabbit_image],
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output_path=output_path,
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)
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@pytest.mark.benchmark
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@hardware_test(res={"cuda": "H100"}, num_cards=1)
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def test_qwen_image_edit_single_matches_diffusers(
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@@ -309,37 +278,6 @@ def test_qwen_image_edit_single_matches_diffusers(
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)
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@pytest.mark.benchmark
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@hardware_test(res={"cuda": "H100"}, num_cards=1)
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@pytest.mark.skip(
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reason="Skipping as the second image seems to be ignored by the API. Will come back to this later after #2772 is merged."
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)
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def test_qwen_image_edit_multiple_matches_diffusers(
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accuracy_artifact_root: Path,
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qwen_bear_image: Image.Image,
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rabbit_image: Image.Image,
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) -> None:
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vllm_image = _vllm_omni_output_multiple_image(
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accuracy_artifact_root=accuracy_artifact_root,
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qwen_bear_image=qwen_bear_image,
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rabbit_image=rabbit_image,
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)
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diffusers_image = _diffusers_output_multiple_image(
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accuracy_artifact_root=accuracy_artifact_root,
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qwen_bear_image=qwen_bear_image,
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rabbit_image=rabbit_image,
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)
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assert_similarity(
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model_name=MULTIPLE_MODEL,
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vllm_image=vllm_image,
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diffusers_image=diffusers_image,
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width=WIDTH,
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height=HEIGHT,
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ssim_threshold=SSIM_THRESHOLD,
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psnr_threshold=PSNR_THRESHOLD,
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)
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@pytest.mark.benchmark
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@hardware_test(res={"cuda": "H100"}, num_cards=1)
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def test_qwen_image_edit_2511_matches_diffusers_pixelwise(accuracy_artifact_root: Path) -> None:
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@@ -5,8 +5,8 @@
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Online serving tests for the Qwen-Image-Edit family (image-to-image via chat completions).
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- ``test_single_image_to_image_001``: ``Qwen/Qwen-Image-Edit`` — one reference image, fixed 512×512.
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- ``test_multi_images_to_image_001``: ``Qwen/Qwen-Image-Edit-2509`` — two reference images, fixed 512×512.
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- ``test_different_sizes_001``: ``Qwen/Qwen-Image-Edit-2509`` only, ``advanced_model`` — mixed input
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- ``test_multi_images_to_image_001``: ``Qwen/Qwen-Image-Edit-2511`` — two reference images, fixed 512×512.
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- ``test_different_sizes_001``: ``Qwen/Qwen-Image-Edit-2511`` only, ``advanced_model`` — mixed input
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resolutions; ``extra_body`` uses per-output ``width``/``height`` lists; the test client sends one
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scalar-size request per list index in parallel and merges images (see ``OpenAIClientHandler.send_diffusion_request``).
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@@ -53,7 +53,6 @@ def _get_diffusion_feature_cases(model: str):
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@pytest.mark.advanced_model
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@pytest.mark.core_model
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@pytest.mark.diffusion
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@pytest.mark.parametrize(
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"omni_server",
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@@ -83,15 +82,16 @@ def test_single_image_to_image_001(omni_server: OmniServer, openai_client: OpenA
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openai_client.send_diffusion_request(request_config)
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@pytest.mark.core_model
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@pytest.mark.advanced_model
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@pytest.mark.diffusion
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@pytest.mark.parametrize(
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"omni_server",
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_get_diffusion_feature_cases("Qwen/Qwen-Image-Edit-2509"),
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_get_diffusion_feature_cases("Qwen/Qwen-Image-Edit-2511"),
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indirect=True,
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)
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def test_multi_images_to_image_001(omni_server: OmniServer, openai_client: OpenAIClientHandler):
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"""Two-reference edit smoke for ``Qwen/Qwen-Image-Edit-2509``."""
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"""Two-reference edit smoke for ``Qwen/Qwen-Image-Edit-2511``."""
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image_data_url_list = [f"data:image/jpeg;base64,{generate_synthetic_image(512, 512)['base64']}" for _ in range(2)]
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@@ -118,7 +118,7 @@ def test_multi_images_to_image_001(omni_server: OmniServer, openai_client: OpenA
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@pytest.mark.diffusion
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@pytest.mark.parametrize(
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"omni_server",
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_get_diffusion_feature_cases("Qwen/Qwen-Image-Edit-2509"),
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_get_diffusion_feature_cases("Qwen/Qwen-Image-Edit-2511"),
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indirect=True,
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)
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def test_different_sizes_001(omni_server: OmniServer, openai_client: OpenAIClientHandler):
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@@ -2,7 +2,7 @@
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Comprehensive tests of diffusion features that are available in online serving mode
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and are supported by the following models:
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- Qwen-Image-Edit: single image input
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- Qwen-Image-Edit-2509: single image input and two image inputs
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- Qwen-Image-Edit-2511: single image input and two image inputs
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"""
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import pytest
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@@ -14,7 +14,7 @@ from tests.helpers.runtime import OmniServer, OmniServerParams, OpenAIClientHand
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pytestmark = [pytest.mark.diffusion, pytest.mark.full_model]
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EDIT_PROMPT = "Transform this modern, geometrist image into a Vincent van Gogh style impressionist painting."
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SINGLE_EDIT_PROMPT_2509 = "Restyle this image into a Vincent van Gogh style impressionist painting."
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SINGLE_EDIT_PROMPT_2511 = "Restyle this image into a Vincent van Gogh style impressionist painting."
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MULTI_EDIT_PROMPT = (
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"Transform the first image into a Dadaism collage art. "
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"Transform the second image into a Vincent van Gogh style painting. "
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@@ -34,7 +34,7 @@ def _get_diffusion_feature_cases(model: str):
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model=model,
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server_args=[
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"--cache-backend",
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"tea_cache", # [TODO] may consider changing to cache_dit after #1779 is resolved. Currently cache_dit and layerwise offload cannot work together.
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"cache_dit",
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"--enable-layerwise-offload",
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],
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),
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@@ -59,7 +59,7 @@ def _get_diffusion_feature_cases(model: str):
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model=model,
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server_args=[
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"--cache-backend",
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"cache_dit",
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"tea_cache",
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"--ring",
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"2",
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],
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@@ -145,7 +145,7 @@ def test_qwen_image_edit(omni_server: OmniServer, openai_client: OpenAIClientHan
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indirect=True,
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)
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def test_qwen_image_edit_2511_single_image(omni_server: OmniServer, openai_client: OpenAIClientHandler):
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"""Test Qwen-Image-Edit-2509 with a single image input.
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"""Test Qwen-Image-Edit-2511 with a single image input.
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Regression: with tea_cache enabled and zero_cond_t=True, the TeaCache
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postprocess closure used the doubled temb (shape 2*batch) without halving
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@@ -156,7 +156,7 @@ def test_qwen_image_edit_2511_single_image(omni_server: OmniServer, openai_clien
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"""
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image_data_url = f"data:image/jpeg;base64,{generate_synthetic_image(512, 512)['base64']}"
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messages = dummy_messages_from_mix_data(image_data_url=image_data_url, content_text=SINGLE_EDIT_PROMPT_2509)
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messages = dummy_messages_from_mix_data(image_data_url=image_data_url, content_text=SINGLE_EDIT_PROMPT_2511)
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request_config = {
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"model": omni_server.model,
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@@ -180,7 +180,7 @@ def test_qwen_image_edit_2511_single_image(omni_server: OmniServer, openai_clien
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indirect=True,
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)
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def test_qwen_image_edit_2511_two_images(omni_server: OmniServer, openai_client: OpenAIClientHandler):
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"""Test Qwen-Image-Edit-2509 with two image inputs."""
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"""Test Qwen-Image-Edit-2511 with two image inputs."""
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image_data_url_1 = f"data:image/jpeg;base64,{generate_synthetic_image(512, 512)['base64']}"
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image_data_url_2 = f"data:image/jpeg;base64,{generate_synthetic_image(512, 512)['base64']}"
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