Clean OrbitQuant artifact assets

README.md

@@ -77,7 +77,6 @@ Use these settings when comparing this artifact against the BF16 source model or
 - Activation kernel backend: `triton_cuda`
 - Quantization device: `cuda`
 - Weight quantization backend: `triton_cuda`
-- Quantization staging: `component`
 - Target policy: `flux2`
 - Rotation: `rpbh`
 - Rotation seed: `0`
@@ -97,12 +96,6 @@ The following assets are stored in this artifact and compare the BF16 base gener
 
 ![assets/image_generation_comparison_matrix.webp](assets/image_generation_comparison_matrix.webp)
 
-![assets/original_vs_orbitquant_flux2-native_seed0_W2A4_color-binding.webp](assets/original_vs_orbitquant_flux2-native_seed0_W2A4_color-binding.webp)
-
-![assets/original_vs_orbitquant_flux2-native_seed0_W2A4_counting.webp](assets/original_vs_orbitquant_flux2-native_seed0_W2A4_counting.webp)
-
-![assets/original_vs_orbitquant_flux2-native_seed0_W2A4_cyrillic-text-rendering.webp](assets/original_vs_orbitquant_flux2-native_seed0_W2A4_cyrillic-text-rendering.webp)
-
 ## Source
 
 - Model: `black-forest-labs/FLUX.2-klein-4B`

SHA256SUMS

@@ -1,56 +1,6 @@
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@@ -59,7 +9,7 @@ e28071052fe7d81b3beccb7bfa95492eb77c5112737498c128c7060f6a47d759  benchmark/orbi
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 0e689c046ea3fbf76a8128b71b4686f11196ba7b835fe5cafdc71e7498801b7f  quantization_config.json

assets/flux2-native_seed0_W2A4_color-binding.png.json

@@ -1,92 +0,0 @@
-{
-  "suite": "flux2-native",
-  "model_id": "black-forest-labs/FLUX.2-klein-4B",
-  "prompt": "A blue cube beside a yellow sphere and a green pyramid on a gray table",
-  "seed": 0,
-  "height": 1024,
-  "width": 1024,
-  "frames": null,
-  "steps": 4,
-  "guidance": 1.0,
-  "bit_settings": [
-    "W4A4",
-    "W3A3",
-    "W2A4",
-    "W2A3"
-  ],
-  "device": "cuda",
-  "runtime_device": {
-    "requested_device": "cuda",
-    "resolved_device_type": "cuda",
-    "cuda_available": true,
-    "cuda_active": true,
-    "cuda_device_index": 0,
-    "cuda_device_name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-    "cuda_device_capability": [
-      12,
-      0
-    ],
-    "cuda_memory_allocated_bytes": 17040533504,
-    "cuda_memory_reserved_bytes": 22443720704,
-    "cuda_peak_memory_allocated_bytes": 19604974592
-  },
-  "dtype": "bfloat16",
-  "pipeline_class": "Flux2KleinPipeline",
-  "scheduler": {
-    "class": "FlowMatchEulerDiscreteScheduler",
-    "config": {
-      "num_train_timesteps": 1000,
-      "shift": 3.0,
-      "use_dynamic_shifting": true,
-      "base_shift": 0.5,
-      "max_shift": 1.15,
-      "base_image_seq_len": 256,
-      "max_image_seq_len": 4096,
-      "invert_sigmas": false,
-      "shift_terminal": null,
-      "use_karras_sigmas": false,
-      "use_exponential_sigmas": false,
-      "use_beta_sigmas": false,
-      "time_shift_type": "exponential",
-      "stochastic_sampling": false,
-      "_class_name": "FlowMatchEulerDiscreteScheduler",
-      "_diffusers_version": "0.37.0.dev0"
-    }
-  },
-  "wall_time_seconds": 1.6692825159989297,
-  "peak_vram_bytes": 19604974592,
-  "contact_sheet_path": null,
-  "quantization": {
-    "config": {
-      "quant_method": "orbitquant",
-      "weight_bits": 2,
-      "activation_bits": 4,
-      "rotation": "rpbh",
-      "rotation_seed": 0,
-      "block_size": "paper",
-      "codebook": "lloyd_max",
-      "codebook_dtype": "float32",
-      "row_norm_dtype": "bfloat16",
-      "activation_norm_dtype": "float32",
-      "activation_eps": 1e-12,
-      "weight_pack_dtype": "uint8",
-      "target_policy": "flux2",
-      "adaln_policy": "int4_rtn",
-      "adaln_group_size": 64,
-      "modules_to_not_convert": [],
-      "modules_dtype_dict": {},
-      "artifact_format_version": 1,
-      "runtime_mode": "dequant_bf16",
-      "activation_kernel_backend": "triton_cuda"
-    },
-    "summary": null,
-    "prewarm": {
-      "orbitquant_modules": 100,
-      "adaln_modules": 3,
-      "total_modules": 103,
-      "elapsed_seconds": 0.37310984497889876,
-      "device": "cuda",
-      "dtype": "bfloat16"
-    }
-  }
-}

assets/flux2-native_seed0_W2A4_counting.png.json

@@ -1,92 +0,0 @@
-{
-  "suite": "flux2-native",
-  "model_id": "black-forest-labs/FLUX.2-klein-4B",
-  "prompt": "Five glass marbles arranged in a straight line on white paper",
-  "seed": 0,
-  "height": 1024,
-  "width": 1024,
-  "frames": null,
-  "steps": 4,
-  "guidance": 1.0,
-  "bit_settings": [
-    "W4A4",
-    "W3A3",
-    "W2A4",
-    "W2A3"
-  ],
-  "device": "cuda",
-  "runtime_device": {
-    "requested_device": "cuda",
-    "resolved_device_type": "cuda",
-    "cuda_available": true,
-    "cuda_active": true,
-    "cuda_device_index": 0,
-    "cuda_device_name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-    "cuda_device_capability": [
-      12,
-      0
-    ],
-    "cuda_memory_allocated_bytes": 17040533504,
-    "cuda_memory_reserved_bytes": 22443720704,
-    "cuda_peak_memory_allocated_bytes": 19604974592
-  },
-  "dtype": "bfloat16",
-  "pipeline_class": "Flux2KleinPipeline",
-  "scheduler": {
-    "class": "FlowMatchEulerDiscreteScheduler",
-    "config": {
-      "num_train_timesteps": 1000,
-      "shift": 3.0,
-      "use_dynamic_shifting": true,
-      "base_shift": 0.5,
-      "max_shift": 1.15,
-      "base_image_seq_len": 256,
-      "max_image_seq_len": 4096,
-      "invert_sigmas": false,
-      "shift_terminal": null,
-      "use_karras_sigmas": false,
-      "use_exponential_sigmas": false,
-      "use_beta_sigmas": false,
-      "time_shift_type": "exponential",
-      "stochastic_sampling": false,
-      "_class_name": "FlowMatchEulerDiscreteScheduler",
-      "_diffusers_version": "0.37.0.dev0"
-    }
-  },
-  "wall_time_seconds": 1.626784570980817,
-  "peak_vram_bytes": 19604974592,
-  "contact_sheet_path": null,
-  "quantization": {
-    "config": {
-      "quant_method": "orbitquant",
-      "weight_bits": 2,
-      "activation_bits": 4,
-      "rotation": "rpbh",
-      "rotation_seed": 0,
-      "block_size": "paper",
-      "codebook": "lloyd_max",
-      "codebook_dtype": "float32",
-      "row_norm_dtype": "bfloat16",
-      "activation_norm_dtype": "float32",
-      "activation_eps": 1e-12,
-      "weight_pack_dtype": "uint8",
-      "target_policy": "flux2",
-      "adaln_policy": "int4_rtn",
-      "adaln_group_size": 64,
-      "modules_to_not_convert": [],
-      "modules_dtype_dict": {},
-      "artifact_format_version": 1,
-      "runtime_mode": "dequant_bf16",
-      "activation_kernel_backend": "triton_cuda"
-    },
-    "summary": null,
-    "prewarm": {
-      "orbitquant_modules": 100,
-      "adaln_modules": 3,
-      "total_modules": 103,
-      "elapsed_seconds": 0.37310984497889876,
-      "device": "cuda",
-      "dtype": "bfloat16"
-    }
-  }
-}

assets/flux2-native_seed0_W2A4_cyrillic-text-rendering.png.json

@@ -1,92 +0,0 @@
-{
-  "suite": "flux2-native",
-  "model_id": "black-forest-labs/FLUX.2-klein-4B",
-  "prompt": "A handwritten note in Cyrillic that says \"\u041a\u0412\u0410\u041d\u0422\u041e\u0412\u0410\u041d\u0418\u0415\"",
-  "seed": 0,
-  "height": 1024,
-  "width": 1024,
-  "frames": null,
-  "steps": 4,
-  "guidance": 1.0,
-  "bit_settings": [
-    "W4A4",
-    "W3A3",
-    "W2A4",
-    "W2A3"
-  ],
-  "device": "cuda",
-  "runtime_device": {
-    "requested_device": "cuda",
-    "resolved_device_type": "cuda",
-    "cuda_available": true,
-    "cuda_active": true,
-    "cuda_device_index": 0,
-    "cuda_device_name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-    "cuda_device_capability": [
-      12,
-      0
-    ],
-    "cuda_memory_allocated_bytes": 17040533504,
-    "cuda_memory_reserved_bytes": 22443720704,
-    "cuda_peak_memory_allocated_bytes": 19604974592
-  },
-  "dtype": "bfloat16",
-  "pipeline_class": "Flux2KleinPipeline",
-  "scheduler": {
-    "class": "FlowMatchEulerDiscreteScheduler",
-    "config": {
-      "num_train_timesteps": 1000,
-      "shift": 3.0,
-      "use_dynamic_shifting": true,
-      "base_shift": 0.5,
-      "max_shift": 1.15,
-      "base_image_seq_len": 256,
-      "max_image_seq_len": 4096,
-      "invert_sigmas": false,
-      "shift_terminal": null,
-      "use_karras_sigmas": false,
-      "use_exponential_sigmas": false,
-      "use_beta_sigmas": false,
-      "time_shift_type": "exponential",
-      "stochastic_sampling": false,
-      "_class_name": "FlowMatchEulerDiscreteScheduler",
-      "_diffusers_version": "0.37.0.dev0"
-    }
-  },
-  "wall_time_seconds": 1.6527911978773773,
-  "peak_vram_bytes": 19604974592,
-  "contact_sheet_path": null,
-  "quantization": {
-    "config": {
-      "quant_method": "orbitquant",
-      "weight_bits": 2,
-      "activation_bits": 4,
-      "rotation": "rpbh",
-      "rotation_seed": 0,
-      "block_size": "paper",
-      "codebook": "lloyd_max",
-      "codebook_dtype": "float32",
-      "row_norm_dtype": "bfloat16",
-      "activation_norm_dtype": "float32",
-      "activation_eps": 1e-12,
-      "weight_pack_dtype": "uint8",
-      "target_policy": "flux2",
-      "adaln_policy": "int4_rtn",
-      "adaln_group_size": 64,
-      "modules_to_not_convert": [],
-      "modules_dtype_dict": {},
-      "artifact_format_version": 1,
-      "runtime_mode": "dequant_bf16",
-      "activation_kernel_backend": "triton_cuda"
-    },
-    "summary": null,
-    "prewarm": {
-      "orbitquant_modules": 100,
-      "adaln_modules": 3,
-      "total_modules": 103,
-      "elapsed_seconds": 0.37310984497889876,
-      "device": "cuda",
-      "dtype": "bfloat16"
-    }
-  }
-}

assets/flux2-native_seed0_W2A4_english-text-rendering.png.json

@@ -1,92 +0,0 @@
-{
-  "suite": "flux2-native",
-  "model_id": "black-forest-labs/FLUX.2-klein-4B",
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assets/flux2-native_seed0_W2A4_long-prompt.png.json

@@ -1,92 +0,0 @@
-{
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assets/flux2-native_seed0_W2A4_occlusion-reflection.png.json

@@ -1,92 +0,0 @@
-{
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assets/flux2-native_seed0_W2A4_simple-object.png.json

@@ -1,92 +0,0 @@
-{
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assets/flux2-native_seed0_W2A4_spatial-relationship.png.json

@@ -1,92 +0,0 @@
-{
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assets/flux2-native_seed0_W2A4_style-heavy.png.json

@@ -1,92 +0,0 @@
-{
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assets/flux2-native_seed0_W2A4_two-object-composition.png.json

@@ -1,92 +0,0 @@
-{
-  "suite": "flux2-native",
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-      "adaln_policy": "int4_rtn",
-      "adaln_group_size": 64,
-      "modules_to_not_convert": [],
-      "modules_dtype_dict": {},
-      "artifact_format_version": 1,
-      "runtime_mode": "dequant_bf16",
-      "activation_kernel_backend": "triton_cuda"
-    },
-    "summary": null,
-    "prewarm": {
-      "orbitquant_modules": 100,
-      "adaln_modules": 3,
-      "total_modules": 103,
-      "elapsed_seconds": 0.37310984497889876,
-      "device": "cuda",
-      "dtype": "bfloat16"
-    }
-  }
-}

assets/flux2-native_seed0_original_color-binding.png.json

@@ -1,60 +0,0 @@
-{
-  "suite": "flux2-native",
-  "model_id": "black-forest-labs/FLUX.2-klein-4B",
-  "prompt": "A blue cube beside a yellow sphere and a green pyramid on a gray table",
-  "seed": 0,
-  "height": 1024,
-  "width": 1024,
-  "frames": null,
-  "steps": 4,
-  "guidance": 1.0,
-  "bit_settings": [
-    "W4A4",
-    "W3A3",
-    "W2A4",
-    "W2A3"
-  ],
-  "device": "cuda",
-  "runtime_device": {
-    "requested_device": "cuda",
-    "resolved_device_type": "cuda",
-    "cuda_available": true,
-    "cuda_active": true,
-    "cuda_device_index": 0,
-    "cuda_device_name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-    "cuda_device_capability": [
-      12,
-      0
-    ],
-    "cuda_memory_allocated_bytes": 16037566464,
-    "cuda_memory_reserved_bytes": 21021851648,
-    "cuda_peak_memory_allocated_bytes": 18602007552
-  },
-  "dtype": "bfloat16",
-  "pipeline_class": "Flux2KleinPipeline",
-  "scheduler": {
-    "class": "FlowMatchEulerDiscreteScheduler",
-    "config": {
-      "num_train_timesteps": 1000,
-      "shift": 3.0,
-      "use_dynamic_shifting": true,
-      "base_shift": 0.5,
-      "max_shift": 1.15,
-      "base_image_seq_len": 256,
-      "max_image_seq_len": 4096,
-      "invert_sigmas": false,
-      "shift_terminal": null,
-      "use_karras_sigmas": false,
-      "use_exponential_sigmas": false,
-      "use_beta_sigmas": false,
-      "time_shift_type": "exponential",
-      "stochastic_sampling": false,
-      "_class_name": "FlowMatchEulerDiscreteScheduler",
-      "_diffusers_version": "0.37.0.dev0"
-    }
-  },
-  "wall_time_seconds": 1.155703438911587,
-  "peak_vram_bytes": 18602007552,
-  "contact_sheet_path": null,
-  "quantization": null
-}

assets/flux2-native_seed0_original_counting.png.json

@@ -1,60 +0,0 @@
-{
-  "suite": "flux2-native",
-  "model_id": "black-forest-labs/FLUX.2-klein-4B",
-  "prompt": "Five glass marbles arranged in a straight line on white paper",
-  "seed": 0,
-  "height": 1024,
-  "width": 1024,
-  "frames": null,
-  "steps": 4,
-  "guidance": 1.0,
-  "bit_settings": [
-    "W4A4",
-    "W3A3",
-    "W2A4",
-    "W2A3"
-  ],
-  "device": "cuda",
-  "runtime_device": {
-    "requested_device": "cuda",
-    "resolved_device_type": "cuda",
-    "cuda_available": true,
-    "cuda_active": true,
-    "cuda_device_index": 0,
-    "cuda_device_name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-    "cuda_device_capability": [
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-      0
-    ],
-    "cuda_memory_allocated_bytes": 16037566464,
-    "cuda_memory_reserved_bytes": 21021851648,
-    "cuda_peak_memory_allocated_bytes": 18602007552
-  },
-  "dtype": "bfloat16",
-  "pipeline_class": "Flux2KleinPipeline",
-  "scheduler": {
-    "class": "FlowMatchEulerDiscreteScheduler",
-    "config": {
-      "num_train_timesteps": 1000,
-      "shift": 3.0,
-      "use_dynamic_shifting": true,
-      "base_shift": 0.5,
-      "max_shift": 1.15,
-      "base_image_seq_len": 256,
-      "max_image_seq_len": 4096,
-      "invert_sigmas": false,
-      "shift_terminal": null,
-      "use_karras_sigmas": false,
-      "use_exponential_sigmas": false,
-      "use_beta_sigmas": false,
-      "time_shift_type": "exponential",
-      "stochastic_sampling": false,
-      "_class_name": "FlowMatchEulerDiscreteScheduler",
-      "_diffusers_version": "0.37.0.dev0"
-    }
-  },
-  "wall_time_seconds": 1.0257483250461519,
-  "peak_vram_bytes": 18602007552,
-  "contact_sheet_path": null,
-  "quantization": null
-}

assets/flux2-native_seed0_original_cyrillic-text-rendering.png.json

@@ -1,60 +0,0 @@
-{
-  "suite": "flux2-native",
-  "model_id": "black-forest-labs/FLUX.2-klein-4B",
-  "prompt": "A handwritten note in Cyrillic that says \"\u041a\u0412\u0410\u041d\u0422\u041e\u0412\u0410\u041d\u0418\u0415\"",
-  "seed": 0,
-  "height": 1024,
-  "width": 1024,
-  "frames": null,
-  "steps": 4,
-  "guidance": 1.0,
-  "bit_settings": [
-    "W4A4",
-    "W3A3",
-    "W2A4",
-    "W2A3"
-  ],
-  "device": "cuda",
-  "runtime_device": {
-    "requested_device": "cuda",
-    "resolved_device_type": "cuda",
-    "cuda_available": true,
-    "cuda_active": true,
-    "cuda_device_index": 0,
-    "cuda_device_name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-    "cuda_device_capability": [
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-      0
-    ],
-    "cuda_memory_allocated_bytes": 16037566464,
-    "cuda_memory_reserved_bytes": 21021851648,
-    "cuda_peak_memory_allocated_bytes": 18602007552
-  },
-  "dtype": "bfloat16",
-  "pipeline_class": "Flux2KleinPipeline",
-  "scheduler": {
-    "class": "FlowMatchEulerDiscreteScheduler",
-    "config": {
-      "num_train_timesteps": 1000,
-      "shift": 3.0,
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-      "base_shift": 0.5,
-      "max_shift": 1.15,
-      "base_image_seq_len": 256,
-      "max_image_seq_len": 4096,
-      "invert_sigmas": false,
-      "shift_terminal": null,
-      "use_karras_sigmas": false,
-      "use_exponential_sigmas": false,
-      "use_beta_sigmas": false,
-      "time_shift_type": "exponential",
-      "stochastic_sampling": false,
-      "_class_name": "FlowMatchEulerDiscreteScheduler",
-      "_diffusers_version": "0.37.0.dev0"
-    }
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-  "wall_time_seconds": 1.3168919398449361,
-  "peak_vram_bytes": 18602007552,
-  "contact_sheet_path": null,
-  "quantization": null
-}

assets/flux2-native_seed0_original_english-text-rendering.png.json

@@ -1,60 +0,0 @@
-{
-  "suite": "flux2-native",
-  "model_id": "black-forest-labs/FLUX.2-klein-4B",
-  "prompt": "A clean street sign with the exact text \"ORBIT QUANT\"",
-  "seed": 0,
-  "height": 1024,
-  "width": 1024,
-  "frames": null,
-  "steps": 4,
-  "guidance": 1.0,
-  "bit_settings": [
-    "W4A4",
-    "W3A3",
-    "W2A4",
-    "W2A3"
-  ],
-  "device": "cuda",
-  "runtime_device": {
-    "requested_device": "cuda",
-    "resolved_device_type": "cuda",
-    "cuda_available": true,
-    "cuda_active": true,
-    "cuda_device_index": 0,
-    "cuda_device_name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-    "cuda_device_capability": [
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-      0
-    ],
-    "cuda_memory_allocated_bytes": 16037566464,
-    "cuda_memory_reserved_bytes": 21021851648,
-    "cuda_peak_memory_allocated_bytes": 18602007552
-  },
-  "dtype": "bfloat16",
-  "pipeline_class": "Flux2KleinPipeline",
-  "scheduler": {
-    "class": "FlowMatchEulerDiscreteScheduler",
-    "config": {
-      "num_train_timesteps": 1000,
-      "shift": 3.0,
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-      "base_shift": 0.5,
-      "max_shift": 1.15,
-      "base_image_seq_len": 256,
-      "max_image_seq_len": 4096,
-      "invert_sigmas": false,
-      "shift_terminal": null,
-      "use_karras_sigmas": false,
-      "use_exponential_sigmas": false,
-      "use_beta_sigmas": false,
-      "time_shift_type": "exponential",
-      "stochastic_sampling": false,
-      "_class_name": "FlowMatchEulerDiscreteScheduler",
-      "_diffusers_version": "0.37.0.dev0"
-    }
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-  "peak_vram_bytes": 18602007552,
-  "contact_sheet_path": null,
-  "quantization": null
-}

assets/flux2-native_seed0_original_long-prompt.png.json

@@ -1,60 +0,0 @@
-{
-  "suite": "flux2-native",
-  "model_id": "black-forest-labs/FLUX.2-klein-4B",
-  "prompt": "A precise editorial photo of a compact robotics workbench with labeled tools, a small oscilloscope, coiled cables, a half-assembled drone, and a warm desk lamp; the scene should remain readable without clutter",
-  "seed": 0,
-  "height": 1024,
-  "width": 1024,
-  "frames": null,
-  "steps": 4,
-  "guidance": 1.0,
-  "bit_settings": [
-    "W4A4",
-    "W3A3",
-    "W2A4",
-    "W2A3"
-  ],
-  "device": "cuda",
-  "runtime_device": {
-    "requested_device": "cuda",
-    "resolved_device_type": "cuda",
-    "cuda_available": true,
-    "cuda_active": true,
-    "cuda_device_index": 0,
-    "cuda_device_name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-    "cuda_device_capability": [
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-      0
-    ],
-    "cuda_memory_allocated_bytes": 16037566464,
-    "cuda_memory_reserved_bytes": 21021851648,
-    "cuda_peak_memory_allocated_bytes": 18602007552
-  },
-  "dtype": "bfloat16",
-  "pipeline_class": "Flux2KleinPipeline",
-  "scheduler": {
-    "class": "FlowMatchEulerDiscreteScheduler",
-    "config": {
-      "num_train_timesteps": 1000,
-      "shift": 3.0,
-      "use_dynamic_shifting": true,
-      "base_shift": 0.5,
-      "max_shift": 1.15,
-      "base_image_seq_len": 256,
-      "max_image_seq_len": 4096,
-      "invert_sigmas": false,
-      "shift_terminal": null,
-      "use_karras_sigmas": false,
-      "use_exponential_sigmas": false,
-      "use_beta_sigmas": false,
-      "time_shift_type": "exponential",
-      "stochastic_sampling": false,
-      "_class_name": "FlowMatchEulerDiscreteScheduler",
-      "_diffusers_version": "0.37.0.dev0"
-    }
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-}

assets/flux2-native_seed0_original_occlusion-reflection.png.json

@@ -1,60 +0,0 @@
-{
-  "suite": "flux2-native",
-  "model_id": "black-forest-labs/FLUX.2-klein-4B",
-  "prompt": "A reflective chrome teapot partly hidden behind orange flowers, with the room visible as a coherent reflection on the metal",
-  "seed": 0,
-  "height": 1024,
-  "width": 1024,
-  "frames": null,
-  "steps": 4,
-  "guidance": 1.0,
-  "bit_settings": [
-    "W4A4",
-    "W3A3",
-    "W2A4",
-    "W2A3"
-  ],
-  "device": "cuda",
-  "runtime_device": {
-    "requested_device": "cuda",
-    "resolved_device_type": "cuda",
-    "cuda_available": true,
-    "cuda_active": true,
-    "cuda_device_index": 0,
-    "cuda_device_name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-    "cuda_device_capability": [
-      12,
-      0
-    ],
-    "cuda_memory_allocated_bytes": 16037566464,
-    "cuda_memory_reserved_bytes": 21021851648,
-    "cuda_peak_memory_allocated_bytes": 18602007552
-  },
-  "dtype": "bfloat16",
-  "pipeline_class": "Flux2KleinPipeline",
-  "scheduler": {
-    "class": "FlowMatchEulerDiscreteScheduler",
-    "config": {
-      "num_train_timesteps": 1000,
-      "shift": 3.0,
-      "use_dynamic_shifting": true,
-      "base_shift": 0.5,
-      "max_shift": 1.15,
-      "base_image_seq_len": 256,
-      "max_image_seq_len": 4096,
-      "invert_sigmas": false,
-      "shift_terminal": null,
-      "use_karras_sigmas": false,
-      "use_exponential_sigmas": false,
-      "use_beta_sigmas": false,
-      "time_shift_type": "exponential",
-      "stochastic_sampling": false,
-      "_class_name": "FlowMatchEulerDiscreteScheduler",
-      "_diffusers_version": "0.37.0.dev0"
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-}

assets/flux2-native_seed0_original_simple-object.png.json

@@ -1,60 +0,0 @@
-{
-  "suite": "flux2-native",
-  "model_id": "black-forest-labs/FLUX.2-klein-4B",
-  "prompt": "A red ceramic mug on a wooden desk, soft daylight, shallow depth of field",
-  "seed": 0,
-  "height": 1024,
-  "width": 1024,
-  "frames": null,
-  "steps": 4,
-  "guidance": 1.0,
-  "bit_settings": [
-    "W4A4",
-    "W3A3",
-    "W2A4",
-    "W2A3"
-  ],
-  "device": "cuda",
-  "runtime_device": {
-    "requested_device": "cuda",
-    "resolved_device_type": "cuda",
-    "cuda_available": true,
-    "cuda_active": true,
-    "cuda_device_index": 0,
-    "cuda_device_name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-    "cuda_device_capability": [
-      12,
-      0
-    ],
-    "cuda_memory_allocated_bytes": 16037566464,
-    "cuda_memory_reserved_bytes": 21019754496,
-    "cuda_peak_memory_allocated_bytes": 18602007552
-  },
-  "dtype": "bfloat16",
-  "pipeline_class": "Flux2KleinPipeline",
-  "scheduler": {
-    "class": "FlowMatchEulerDiscreteScheduler",
-    "config": {
-      "num_train_timesteps": 1000,
-      "shift": 3.0,
-      "use_dynamic_shifting": true,
-      "base_shift": 0.5,
-      "max_shift": 1.15,
-      "base_image_seq_len": 256,
-      "max_image_seq_len": 4096,
-      "invert_sigmas": false,
-      "shift_terminal": null,
-      "use_karras_sigmas": false,
-      "use_exponential_sigmas": false,
-      "use_beta_sigmas": false,
-      "time_shift_type": "exponential",
-      "stochastic_sampling": false,
-      "_class_name": "FlowMatchEulerDiscreteScheduler",
-      "_diffusers_version": "0.37.0.dev0"
-    }
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-  "peak_vram_bytes": 18602007552,
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-  "quantization": null
-}

assets/flux2-native_seed0_original_spatial-relationship.png.json

@@ -1,60 +0,0 @@
-{
-  "suite": "flux2-native",
-  "model_id": "black-forest-labs/FLUX.2-klein-4B",
-  "prompt": "A blue cube to the left of a yellow sphere, both centered in the frame",
-  "seed": 0,
-  "height": 1024,
-  "width": 1024,
-  "frames": null,
-  "steps": 4,
-  "guidance": 1.0,
-  "bit_settings": [
-    "W4A4",
-    "W3A3",
-    "W2A4",
-    "W2A3"
-  ],
-  "device": "cuda",
-  "runtime_device": {
-    "requested_device": "cuda",
-    "resolved_device_type": "cuda",
-    "cuda_available": true,
-    "cuda_active": true,
-    "cuda_device_index": 0,
-    "cuda_device_name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-    "cuda_device_capability": [
-      12,
-      0
-    ],
-    "cuda_memory_allocated_bytes": 16037566464,
-    "cuda_memory_reserved_bytes": 21021851648,
-    "cuda_peak_memory_allocated_bytes": 18602007552
-  },
-  "dtype": "bfloat16",
-  "pipeline_class": "Flux2KleinPipeline",
-  "scheduler": {
-    "class": "FlowMatchEulerDiscreteScheduler",
-    "config": {
-      "num_train_timesteps": 1000,
-      "shift": 3.0,
-      "use_dynamic_shifting": true,
-      "base_shift": 0.5,
-      "max_shift": 1.15,
-      "base_image_seq_len": 256,
-      "max_image_seq_len": 4096,
-      "invert_sigmas": false,
-      "shift_terminal": null,
-      "use_karras_sigmas": false,
-      "use_exponential_sigmas": false,
-      "use_beta_sigmas": false,
-      "time_shift_type": "exponential",
-      "stochastic_sampling": false,
-      "_class_name": "FlowMatchEulerDiscreteScheduler",
-      "_diffusers_version": "0.37.0.dev0"
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-  "peak_vram_bytes": 18602007552,
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-  "quantization": null
-}

assets/flux2-native_seed0_original_style-heavy.png.json

@@ -1,60 +0,0 @@
-{
-  "suite": "flux2-native",
-  "model_id": "black-forest-labs/FLUX.2-klein-4B",
-  "prompt": "A crowded train platform at sunset, documentary photo style, high dynamic range, natural grain, realistic faces, detailed architecture",
-  "seed": 0,
-  "height": 1024,
-  "width": 1024,
-  "frames": null,
-  "steps": 4,
-  "guidance": 1.0,
-  "bit_settings": [
-    "W4A4",
-    "W3A3",
-    "W2A4",
-    "W2A3"
-  ],
-  "device": "cuda",
-  "runtime_device": {
-    "requested_device": "cuda",
-    "resolved_device_type": "cuda",
-    "cuda_available": true,
-    "cuda_active": true,
-    "cuda_device_index": 0,
-    "cuda_device_name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-    "cuda_device_capability": [
-      12,
-      0
-    ],
-    "cuda_memory_allocated_bytes": 16037566464,
-    "cuda_memory_reserved_bytes": 21021851648,
-    "cuda_peak_memory_allocated_bytes": 18602007552
-  },
-  "dtype": "bfloat16",
-  "pipeline_class": "Flux2KleinPipeline",
-  "scheduler": {
-    "class": "FlowMatchEulerDiscreteScheduler",
-    "config": {
-      "num_train_timesteps": 1000,
-      "shift": 3.0,
-      "use_dynamic_shifting": true,
-      "base_shift": 0.5,
-      "max_shift": 1.15,
-      "base_image_seq_len": 256,
-      "max_image_seq_len": 4096,
-      "invert_sigmas": false,
-      "shift_terminal": null,
-      "use_karras_sigmas": false,
-      "use_exponential_sigmas": false,
-      "use_beta_sigmas": false,
-      "time_shift_type": "exponential",
-      "stochastic_sampling": false,
-      "_class_name": "FlowMatchEulerDiscreteScheduler",
-      "_diffusers_version": "0.37.0.dev0"
-    }
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-}

assets/flux2-native_seed0_original_two-object-composition.png.json

@@ -1,60 +0,0 @@
-{
-  "suite": "flux2-native",
-  "model_id": "black-forest-labs/FLUX.2-klein-4B",
-  "prompt": "Two robots playing chess in a quiet library, one silver and one matte black",
-  "seed": 0,
-  "height": 1024,
-  "width": 1024,
-  "frames": null,
-  "steps": 4,
-  "guidance": 1.0,
-  "bit_settings": [
-    "W4A4",
-    "W3A3",
-    "W2A4",
-    "W2A3"
-  ],
-  "device": "cuda",
-  "runtime_device": {
-    "requested_device": "cuda",
-    "resolved_device_type": "cuda",
-    "cuda_available": true,
-    "cuda_active": true,
-    "cuda_device_index": 0,
-    "cuda_device_name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-    "cuda_device_capability": [
-      12,
-      0
-    ],
-    "cuda_memory_allocated_bytes": 16037566464,
-    "cuda_memory_reserved_bytes": 21021851648,
-    "cuda_peak_memory_allocated_bytes": 18602007552
-  },
-  "dtype": "bfloat16",
-  "pipeline_class": "Flux2KleinPipeline",
-  "scheduler": {
-    "class": "FlowMatchEulerDiscreteScheduler",
-    "config": {
-      "num_train_timesteps": 1000,
-      "shift": 3.0,
-      "use_dynamic_shifting": true,
-      "base_shift": 0.5,
-      "max_shift": 1.15,
-      "base_image_seq_len": 256,
-      "max_image_seq_len": 4096,
-      "invert_sigmas": false,
-      "shift_terminal": null,
-      "use_karras_sigmas": false,
-      "use_exponential_sigmas": false,
-      "use_beta_sigmas": false,
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