{ "_comment": "Per-model comparison config. Sampling params omitted where model defaults are correct — only override resolution, seed, and params that differ from defaults.", "test_image_url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/cat.png", "cases": [ { "id": "flux1_dev_t2i_1024", "model": "black-forest-labs/FLUX.1-dev", "task": "text-to-image", "prompt": "A futuristic cyberpunk city at night, neon lights reflecting on wet streets", "width": 1024, "height": 1024, "seed": 42, "num_gpus": 1, "frameworks": { "sglang": { "serve_args": "--enable-torch-compile --warmup --dit-layerwise-offload false", "extra_env": {} } } }, { "id": "flux2_dev_t2i_1024", "model": "black-forest-labs/FLUX.2-dev", "task": "text-to-image", "prompt": "A futuristic cyberpunk city at night, neon lights reflecting on wet streets", "width": 1024, "height": 1024, "seed": 42, "num_gpus": 1, "frameworks": { "sglang": { "serve_args": "--enable-torch-compile --warmup --dit-layerwise-offload false", "extra_env": {} } } }, { "id": "qwen_image_2512_t2i_1024", "model": "Qwen/Qwen-Image-2512", "task": "text-to-image", "prompt": "A futuristic cyberpunk city at night, neon lights reflecting on wet streets", "width": 1024, "height": 1024, "seed": 42, "num_gpus": 1, "frameworks": { "sglang": { "serve_args": "--enable-torch-compile --warmup", "extra_env": {} } } }, { "id": "qwen_image_edit_2511", "model": "Qwen/Qwen-Image-Edit-2511", "task": "image-edit", "prompt": "Make the cat wear a red hat", "reference_image": true, "width": 1024, "height": 1024, "seed": 42, "num_gpus": 1, "frameworks": { "sglang": { "serve_args": "--enable-torch-compile --warmup", "extra_env": {} } } }, { "id": "zimage_turbo_t2i_1024", "model": "Tongyi-MAI/Z-Image-Turbo", "task": "text-to-image", "prompt": "A futuristic cyberpunk city at night, neon lights reflecting on wet streets", "width": 1024, "height": 1024, "seed": 42, "num_gpus": 1, "frameworks": { "sglang": { "serve_args": "--enable-torch-compile --warmup", "extra_env": {} } } }, { "id": "wan22_t2v_a14b_720p", "model": "Wan-AI/Wan2.2-T2V-A14B-Diffusers", "task": "text-to-video", "prompt": "A cat and a dog baking a cake together in a kitchen.", "width": 1280, "height": 720, "num_frames": 81, "seed": 42, "num_gpus": 4, "frameworks": { "sglang": { "serve_args": "--enable-torch-compile --warmup --enable-cfg-parallel --ulysses-degree 2 --text-encoder-cpu-offload --pin-cpu-memory", "extra_env": {} } } }, { "id": "wan22_ti2v_5b_720p", "model": "Wan-AI/Wan2.2-TI2V-5B-Diffusers", "task": "text-image-to-video", "prompt": "The cat starts walking slowly towards the camera.", "reference_image": true, "width": 1280, "height": 720, "num_frames": 81, "seed": 42, "num_gpus": 1, "frameworks": { "sglang": { "serve_args": "--enable-torch-compile --warmup", "extra_env": {} } } }, { "id": "ltx2_twostage_t2v", "model": "Lightricks/LTX-2", "task": "text-to-video", "prompt": "A cat and a dog baking a cake together in a kitchen.", "width": 768, "height": 512, "num_frames": 121, "seed": 42, "num_gpus": 2, "frameworks": { "sglang": { "serve_args": "--enable-torch-compile --warmup --enable-cfg-parallel --pipeline-class-name LTX2TwoStagePipeline", "extra_env": {} } } }, { "id": "wan22_i2v_a14b_720p", "model": "Wan-AI/Wan2.2-I2V-A14B-Diffusers", "task": "image-to-video", "prompt": "The cat starts walking slowly towards the camera.", "reference_image": true, "width": 1280, "height": 720, "num_frames": 81, "seed": 42, "num_gpus": 4, "frameworks": { "sglang": { "serve_args": "--enable-torch-compile --warmup --enable-cfg-parallel --ulysses-degree 2 --text-encoder-cpu-offload --pin-cpu-memory", "extra_env": {} } } } ] }