Upload private Krea 2 AnyPaint release candidate

README.md

@@ -72,10 +72,10 @@ under `showcase/`.
 | Watercolor outpainting | ![](showcase/02_watercolor_outpaint_source.webp) | ![](showcase/02_watercolor_outpaint_mask.png) | ![](showcase/02_watercolor_outpaint_result.webp) |
 | Stylized 3D outpainting | ![](showcase/03_3d_outpaint_source.webp) | ![](showcase/03_3d_outpaint_mask.png) | ![](showcase/03_3d_outpaint_result.webp) |
 | Fictional portrait mixed edit | ![](showcase/04_portrait_mixed_source.webp) | ![](showcase/04_portrait_mixed_mask.png) | ![](showcase/04_portrait_mixed_result.webp) |
-| Disconnected botanical masks | ![](showcase/05_botanical_disconnected_source.webp) | ![](showcase/05_botanical_disconnected_mask.png) | ![](showcase/05_botanical_disconnected_result.webp) |
-| Boundary-crossing interior edit | ![](showcase/06_interior_boundary_source.webp) | ![](showcase/06_interior_boundary_mask.png) | ![](showcase/06_interior_boundary_result.webp) |
-| Narrow curved product edit | ![](showcase/07_product_narrow_source.webp) | ![](showcase/07_product_narrow_mask.png) | ![](showcase/07_product_narrow_result.webp) |
-| Complex landscape mask | ![](showcase/08_landscape_complex_source.webp) | ![](showcase/08_landscape_complex_mask.png) | ![](showcase/08_landscape_complex_result.webp) |
+| Disconnected honeybee insertion | ![](showcase/05_botanical_disconnected_source.webp) | ![](showcase/05_botanical_disconnected_mask.png) | ![](showcase/05_botanical_disconnected_result.webp) |
+| Boundary-crossing dimensional rift | ![](showcase/06_interior_boundary_source.webp) | ![](showcase/06_interior_boundary_mask.png) | ![](showcase/06_interior_boundary_result.webp) |
+| Narrow orange cable edit | ![](showcase/07_product_narrow_source.webp) | ![](showcase/07_product_narrow_mask.png) | ![](showcase/07_product_narrow_result.webp) |
+| Rainbow mushroom landscape edit | ![](showcase/08_landscape_complex_source.webp) | ![](showcase/08_landscape_complex_mask.png) | ![](showcase/08_landscape_complex_result.webp) |
 
 </details>
 

SHA256SUMS

@@ -1,8 +1,8 @@
 b82a2805162bde714a4eb27b9063c4fc3345d08a30be055134a6160e5430ba74  LICENSE.pdf
 740282d896660e50f80db176f12b8ab1eff8262c1226372b7a21762c2fd28bf3  NOTICE
 cfc7749b96f63bd31c3c42b5c471bf756814053e847c10f3eb003417bc523d30  PIPELINE_LICENSE
-55d10c09f350886b6ce92128f226bd0ec245ae4cb2d514488afb9383e701d4de  README.md
-848cd6f3616e7c59dc2dfe295525a81f659315a7095b8abf8a5c7fe3b6ce6f44  anypaint.py
+3a211bc02464e6bd07ec33c48694debe7fde84103e4e29579503811cba8a8ce8  README.md
+449fd2f3794a3c74b504ceb0e18416c0c720b4297446052878497750996bf141  anypaint.py
 f1222b7676d3edd33b5543426ea5955a5097a0a375877fd0338f3c374e1de81c  example.py
 3a7d09f6b27f8ead160d340f2f59c11f4ee635c4a1ee87ffd8b1b9f9ba412f7a  krea2_anypaint_rank32.safetensors
 f74edb4026306afec92ec5a9d60beaa22fac74361531bb66a0dab13d745b6a2d  pipeline.py
@@ -19,18 +19,18 @@ e586b4c9105b1ab9f4d83c1ed200c067d6735e6084925ebc8ee3ce051ae3ab9a  showcase/03_3d
 2f2ac67652f469418fc767cd53afee2e51c69d0a8ba88aaf5dcad08c519609f7  showcase/04_portrait_mixed_mask.png
 9d2d3c20ac925d9f6fb07e3793a7e988bef1340d9461e0a9e96b76927ad2f571  showcase/04_portrait_mixed_result.webp
 aae5ff6ba55f6ed47bdb931c3a8af13f6e6c4ef9216160dc34c8bb2305405c69  showcase/04_portrait_mixed_source.webp
-ce6b35714e994c8fd1ad3f3aafcf2389346f9a751863f0036756a7d020645ec2  showcase/05_botanical_disconnected_mask.png
-56c262a0c3a7b05dc4d1995f2acfd70853ddeaa87fff120b806754e3c72bcb30  showcase/05_botanical_disconnected_result.webp
-e5b791b266899fb92e46ffc2c81d43f8c25294de63b1c876a9d200520f442f21  showcase/05_botanical_disconnected_source.webp
+fc4090c3a9279980df307a8f5592f20fa6e506bec6fb57f827a4dd23f7f4333d  showcase/05_botanical_disconnected_mask.png
+83e99c8f550d2e9aa37e7166b096c1db0e3b911f168c70d2eccf7bddb2c5da32  showcase/05_botanical_disconnected_result.webp
+148b15d23e1cbae3cddf424b2e64b0b716ab65df8571c29b4703e9258c0c3f25  showcase/05_botanical_disconnected_source.webp
 97c499416ede55b54d133c6e327980cb51eb845ebdf82de0051060a85b3feb04  showcase/06_interior_boundary_mask.png
-2235d5edd1e8a39540e46a0f85497175ea26f83fc9ac6f06b352243449b74ac5  showcase/06_interior_boundary_result.webp
-a76702fbe0d6aafa79b04fffdb372d4bc9fa5990a711093f0df865ad7d1d6223  showcase/06_interior_boundary_source.webp
-ff93e38bd097083b609491bca7e102c5f47842644cba42c05730460ff2cbe9f3  showcase/07_product_narrow_mask.png
-140ccc45d4b818fb956cac316199c4c8b5145a62c5963f351c4c197da409231a  showcase/07_product_narrow_result.webp
-5e80da9ec470e5d83197ec0a105d86ff500a84e180e7f5944e64d06067ac1e68  showcase/07_product_narrow_source.webp
-22d69caa07195da35b8cb9b46a82bfcccb2d722302dd6becac6c4438a56c7c06  showcase/08_landscape_complex_mask.png
-f782f98d34c81e00d56a9ff5260cc2ef1fdffd0b826a4a0278f65ac82057ac55  showcase/08_landscape_complex_result.webp
-59eb9767eff575a1914a9405e0b58996191b76e7906ec2d862996bf6edb71f14  showcase/08_landscape_complex_source.webp
-8787f390fb834576b464a0669d6f4c5838a011d95549092f4c9fc7ec15c96d07  showcase/README.md
-0b65fceaa9f08e0d6ac01ca60462d8c29ceaf4dc1f65550448595c72e07ae041  showcase/contact_sheet.webp
-4ee61dad3c37917420231ce7cc6e72e4c94d645a4f1d156764446164699d6192  showcase/manifest.json
+fa5df9f1ab2dab0903685c55af53981bb114ec0cd94cf55cf9a8b0a3925b06c2  showcase/06_interior_boundary_result.webp
+76fc1a99db9deb65af43ba4e1a757f4339d7f3d64be6ac47e14db90092a6c157  showcase/06_interior_boundary_source.webp
+2218940653387acff1100121a490037cafc387e99f114026ba77cdda97317687  showcase/07_product_narrow_mask.png
+fb8ba6e2b9700842870966f99e8999966af6091aecbb0c2813aa1c413fb4739e  showcase/07_product_narrow_result.webp
+b67270bd9d12001cb125e6aad8efa00f92309adbbfbcb485476a9acd16a32256  showcase/07_product_narrow_source.webp
+56914e9d22caf0ef23070bba069d61bf5d6726005638594e0411ed8254fc37a7  showcase/08_landscape_complex_mask.png
+2267eada9e1d808822faff0eb1fa8ee5eeb33ab728eb25d897dad694b904ce04  showcase/08_landscape_complex_result.webp
+e79e3ddf8aa03f1a9ad32b1ab68a5d036a7aa4bffcc572e6c8f3ae2c2758ad2f  showcase/08_landscape_complex_source.webp
+3141cb0c542df3611b00db6d0d3cfad22715d9d4af38e46134c43dd326f66f51  showcase/README.md
+169dc08d6ddb72ad6ed9e5b70f8a61601ae228ee7d9d0e02156a285ab106c9a1  showcase/contact_sheet.webp
+eb284dbf9e523bcc9310fae2746803f8d41147248dc1c9a1ef9333ae7d239670  showcase/manifest.json

anypaint.py

@@ -32,10 +32,11 @@ def _validate_canvas(canvas_size: tuple[int, int]) -> None:
 
 
 def _resize_max_edge(image: Image.Image, max_edge: int) -> Image.Image:
-    if max(image.size) <= max_edge:
-        return image.copy()
-    scale = max_edge / max(image.size)
-    size = (max(1, round(image.width * scale)), max(1, round(image.height * scale)))
+    scale = min(1.0, max_edge / max(image.size))
+    size = (
+        max(16, int(round(image.width * scale)) // 16 * 16),
+        max(16, int(round(image.height * scale)) // 16 * 16),
+    )
     return image.resize(size, Image.Resampling.LANCZOS)
 
 

showcase/README.md

@@ -9,9 +9,9 @@ All sources are synthetic and use original, non-IP prompts. Every result is the
 | Watercolor downward outpainting | ![](02_watercolor_outpaint_source.webp) | ![](02_watercolor_outpaint_mask.png) | ![](02_watercolor_outpaint_result.webp) |
 | Stylized 3D horizontal outpainting | ![](03_3d_outpaint_source.webp) | ![](03_3d_outpaint_mask.png) | ![](03_3d_outpaint_result.webp) |
 | Original-character mixed edit | ![](04_portrait_mixed_source.webp) | ![](04_portrait_mixed_mask.png) | ![](04_portrait_mixed_result.webp) |
-| Disconnected botanical masks | ![](05_botanical_disconnected_source.webp) | ![](05_botanical_disconnected_mask.png) | ![](05_botanical_disconnected_result.webp) |
-| Boundary-crossing interior edit | ![](06_interior_boundary_source.webp) | ![](06_interior_boundary_mask.png) | ![](06_interior_boundary_result.webp) |
-| Narrow curved product edit | ![](07_product_narrow_source.webp) | ![](07_product_narrow_mask.png) | ![](07_product_narrow_result.webp) |
-| Complex landscape mask | ![](08_landscape_complex_source.webp) | ![](08_landscape_complex_mask.png) | ![](08_landscape_complex_result.webp) |
+| Disconnected honeybee insertion | ![](05_botanical_disconnected_source.webp) | ![](05_botanical_disconnected_mask.png) | ![](05_botanical_disconnected_result.webp) |
+| Boundary-crossing dimensional rift | ![](06_interior_boundary_source.webp) | ![](06_interior_boundary_mask.png) | ![](06_interior_boundary_result.webp) |
+| Narrow cable recolor | ![](07_product_narrow_source.webp) | ![](07_product_narrow_mask.png) | ![](07_product_narrow_result.webp) |
+| Complex semantic landscape edit | ![](08_landscape_complex_source.webp) | ![](08_landscape_complex_mask.png) | ![](08_landscape_complex_result.webp) |
 
 See `manifest.json` for prompts, seeds, placement, and timings.

showcase/manifest.json

@@ -409,7 +409,7 @@
   },
   {
     "id": "05_botanical_disconnected",
-    "label": "Disconnected botanical masks",
+    "label": "Disconnected honeybee insertion",
     "source_size": [
       1024,
       1024
@@ -427,7 +427,7 @@
     "source_seed": 810305,
     "edit_seed": 820305,
     "source_prompt": "an original botanical field illustration of unusual blue and white meadow flowers, fine paper texture, naturalistic painted details, no labels, no text",
-    "prompt": "an original botanical field illustration with several vivid red seed pods among blue and white meadow flowers, fine paper texture, naturalistic painted details",
+    "prompt": "an original botanical field illustration of blue and white meadow flowers with three small honeybees hovering naturally between the blossoms, delicate wings, fine paper texture, naturalistic painted details",
     "mask": "05_botanical_disconnected_mask.png",
     "source": "05_botanical_disconnected_source.webp",
     "result": "05_botanical_disconnected_result.webp",
@@ -454,12 +454,12 @@
       "artist_lora_switch_seconds": 0.0,
       "artist_loras": [],
       "conditioning_cache_hit": false,
-      "generation_seconds": 4.705,
+      "generation_seconds": 4.644,
       "mode": "in_out",
       "mode_switch_seconds": 0.002,
       "output_contract": "raw_model_output",
       "pass_count": 1,
-      "peak_cuda_gib": 22.028,
+      "peak_cuda_gib": 22.038,
       "plan": "single_pass_mixed_mask",
       "preprocess": {
         "bbox_normalized": [
@@ -483,7 +483,7 @@
           384,
           384
         ],
-        "generated_fraction": 0.08834,
+        "generated_fraction": 0.071671,
         "mask_convention": "0=known,255=generated",
         "seam_px": 32
       },
@@ -504,14 +504,14 @@
         ],
         "profile": null
       },
-      "text_conditioning_seconds": 0.093,
-      "total_seconds": 4.799,
+      "text_conditioning_seconds": 0.102,
+      "total_seconds": 4.747,
       "vlm_reference_count": 1
     }
   },
   {
     "id": "06_interior_boundary",
-    "label": "Boundary-crossing interior edit",
+    "label": "Boundary-crossing dimensional rift",
     "source_size": [
       1024,
       1024
@@ -529,7 +529,7 @@
     "source_seed": 810306,
     "edit_seed": 820306,
     "source_prompt": "an original quiet reading room with tall windows, linen armchair, walnut shelves, warm afternoon light, refined interior photography, no text",
-    "prompt": "a quiet reading room expanding to the left into a coherent library alcove, tall windows, walnut shelves, warm afternoon light, complete interior photograph",
+    "prompt": "a quiet reading room with a luminous violet dimensional rift crossing its left wall, the opening revealing a surreal cosmic library beyond, coherent glow illuminating the armchair and shelves, complete cinematic interior photograph",
     "mask": "06_interior_boundary_mask.png",
     "source": "06_interior_boundary_source.webp",
     "result": "06_interior_boundary_result.webp",
@@ -556,12 +556,12 @@
       "artist_lora_switch_seconds": 0.0,
       "artist_loras": [],
       "conditioning_cache_hit": false,
-      "generation_seconds": 7.293,
+      "generation_seconds": 7.29,
       "mode": "in_out",
       "mode_switch_seconds": 0.002,
       "output_contract": "raw_model_output",
       "pass_count": 1,
-      "peak_cuda_gib": 22.396,
+      "peak_cuda_gib": 22.409,
       "plan": "single_pass_mixed_mask",
       "preprocess": {
         "bbox_normalized": [
@@ -606,14 +606,14 @@
         ],
         "profile": null
       },
-      "text_conditioning_seconds": 0.094,
-      "total_seconds": 7.388,
+      "text_conditioning_seconds": 0.096,
+      "total_seconds": 7.387,
       "vlm_reference_count": 1
     }
   },
   {
     "id": "07_product_narrow",
-    "label": "Narrow curved product edit",
+    "label": "Narrow cable recolor",
     "source_size": [
       1024,
       1024
@@ -631,7 +631,7 @@
     "source_seed": 810307,
     "edit_seed": 820307,
     "source_prompt": "an original sculptural desk lamp made from brushed aluminum on a neutral studio set, premium product photography, soft shadows, no text, no logo",
-    "prompt": "an original sculptural desk lamp with a thin glowing amber light strip following its curved stem, brushed aluminum, premium neutral product photography",
+    "prompt": "an original sculptural brushed aluminum desk lamp with a vivid orange braided power cable extending from the lamp across the tabletop, premium neutral product photography",
     "mask": "07_product_narrow_mask.png",
     "source": "07_product_narrow_source.webp",
     "result": "07_product_narrow_result.webp",
@@ -658,12 +658,12 @@
       "artist_lora_switch_seconds": 0.0,
       "artist_loras": [],
       "conditioning_cache_hit": false,
-      "generation_seconds": 4.694,
+      "generation_seconds": 4.725,
       "mode": "in_out",
       "mode_switch_seconds": 0.002,
       "output_contract": "raw_model_output",
       "pass_count": 1,
-      "peak_cuda_gib": 22.028,
+      "peak_cuda_gib": 22.036,
       "plan": "single_pass_mixed_mask",
       "preprocess": {
         "bbox_normalized": [
@@ -687,7 +687,7 @@
           384,
           384
         ],
-        "generated_fraction": 0.026233,
+        "generated_fraction": 0.017448,
         "mask_convention": "0=known,255=generated",
         "seam_px": 32
       },
@@ -708,14 +708,14 @@
         ],
         "profile": null
       },
-      "text_conditioning_seconds": 0.092,
-      "total_seconds": 4.787,
+      "text_conditioning_seconds": 0.096,
+      "total_seconds": 4.823,
       "vlm_reference_count": 1
     }
   },
   {
     "id": "08_landscape_complex",
-    "label": "Complex landscape mask",
+    "label": "Complex semantic landscape edit",
     "source_size": [
       1536,
       1024
@@ -733,7 +733,7 @@
     "source_seed": 810308,
     "edit_seed": 820308,
     "source_prompt": "an original alpine valley after rain, winding river, dark rocks and low clouds, wide cinematic landscape photograph, no buildings, no text",
-    "prompt": "an original alpine valley after rain with a winding turquoise river and warm sunlight breaking through the low clouds, coherent wide cinematic landscape photograph",
+    "prompt": "an original alpine valley after rain with clusters of luminous rainbow-colored fantasy mushrooms growing along the winding riverbanks and foreground rocks, subtle magical glow reflected in wet stone, coherent wide cinematic landscape photograph",
     "mask": "08_landscape_complex_mask.png",
     "source": "08_landscape_complex_source.webp",
     "result": "08_landscape_complex_result.webp",
@@ -760,12 +760,12 @@
       "artist_lora_switch_seconds": 0.0,
       "artist_loras": [],
       "conditioning_cache_hit": false,
-      "generation_seconds": 7.326,
+      "generation_seconds": 7.381,
       "mode": "in_out",
       "mode_switch_seconds": 0.002,
       "output_contract": "raw_model_output",
       "pass_count": 1,
-      "peak_cuda_gib": 22.395,
+      "peak_cuda_gib": 22.406,
       "plan": "single_pass_mixed_mask",
       "preprocess": {
         "bbox_normalized": [
@@ -789,7 +789,7 @@
           384,
           256
         ],
-        "generated_fraction": 0.272167,
+        "generated_fraction": 0.252213,
         "mask_convention": "0=known,255=generated",
         "seam_px": 32
       },
@@ -810,8 +810,8 @@
         ],
         "profile": null
       },
-      "text_conditioning_seconds": 0.096,
-      "total_seconds": 7.423,
+      "text_conditioning_seconds": 0.102,
+      "total_seconds": 7.484,
       "vlm_reference_count": 1
     }
   }