|
| 1 | +"""Krea image-generation nodes.""" |
| 2 | + |
| 3 | +import re |
| 4 | + |
| 5 | +from typing_extensions import override |
| 6 | + |
| 7 | +from comfy_api.latest import IO, ComfyExtension, Input |
| 8 | +from comfy_api_nodes.apis.krea import ( |
| 9 | + KreaAssetResponse, |
| 10 | + KreaGenerateImageRequest, |
| 11 | + KreaImageStyleReference, |
| 12 | + KreaJob, |
| 13 | + KreaMoodboard, |
| 14 | +) |
| 15 | +from comfy_api_nodes.util import ( |
| 16 | + ApiEndpoint, |
| 17 | + download_url_to_image_tensor, |
| 18 | + poll_op, |
| 19 | + sync_op, |
| 20 | + tensor_to_bytesio, |
| 21 | + validate_string, |
| 22 | +) |
| 23 | + |
| 24 | + |
| 25 | +class KreaIO: |
| 26 | + STYLE_REF = "KREA_STYLE_REF" |
| 27 | + |
| 28 | + |
| 29 | +async def _upload_image_to_krea_assets(cls: type[IO.ComfyNode], image: Input.Image) -> str: |
| 30 | + """Upload an image to Krea's /assets endpoint and return the Krea-hosted image URL.""" |
| 31 | + img_io = tensor_to_bytesio(image, total_pixels=2048 * 2048, mime_type="image/png") |
| 32 | + response = await sync_op( |
| 33 | + cls, |
| 34 | + endpoint=ApiEndpoint(path="/proxy/krea/assets", method="POST"), |
| 35 | + response_model=KreaAssetResponse, |
| 36 | + files=[("file", (img_io.name, img_io, "image/png"))], |
| 37 | + content_type="multipart/form-data", |
| 38 | + max_retries=1, |
| 39 | + wait_label="Uploading reference", |
| 40 | + ) |
| 41 | + return response.image_url |
| 42 | + |
| 43 | + |
| 44 | +_MODEL_MEDIUM = "Krea 2 Medium" |
| 45 | +_MODEL_LARGE = "Krea 2 Large" |
| 46 | +_MODEL_ENDPOINTS: dict[str, str] = { |
| 47 | + _MODEL_MEDIUM: "/proxy/krea/generate/image/krea/krea-2/medium", |
| 48 | + _MODEL_LARGE: "/proxy/krea/generate/image/krea/krea-2/large", |
| 49 | +} |
| 50 | + |
| 51 | +_ASPECT_RATIOS = ["1:1", "4:3", "3:2", "16:9", "2.35:1", "4:5", "2:3", "9:16"] |
| 52 | +_RESOLUTIONS = ["1K"] |
| 53 | +_CREATIVITY_LEVELS = ["raw", "low", "medium", "high"] |
| 54 | +_KREA_QUEUED_STATUSES = ["backlogged", "queued", "scheduled"] |
| 55 | + |
| 56 | +_UUID_RE = re.compile(r"^[0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[0-9a-fA-F]{4}-[0-9a-fA-F]{4}-[0-9a-fA-F]{12}$") |
| 57 | + |
| 58 | + |
| 59 | +def _krea_model_inputs() -> list: |
| 60 | + """Nested inputs shared by both Krea 2 Medium and Large under the DynamicCombo.""" |
| 61 | + return [ |
| 62 | + IO.Combo.Input( |
| 63 | + "aspect_ratio", |
| 64 | + options=_ASPECT_RATIOS, |
| 65 | + tooltip="Output aspect ratio.", |
| 66 | + ), |
| 67 | + IO.Combo.Input( |
| 68 | + "resolution", |
| 69 | + options=_RESOLUTIONS, |
| 70 | + tooltip="Resolution scale.", |
| 71 | + ), |
| 72 | + IO.Combo.Input( |
| 73 | + "creativity", |
| 74 | + options=_CREATIVITY_LEVELS, |
| 75 | + default="medium", |
| 76 | + tooltip="Prompt interpretation strength: raw stays closest to the prompt; high is most creative.", |
| 77 | + ), |
| 78 | + IO.String.Input( |
| 79 | + "moodboard_id", |
| 80 | + default="", |
| 81 | + tooltip="Optional Krea moodboard UUID (e.g. from the Krea website). " |
| 82 | + "Leave empty to disable. Only one moodboard is supported per request.", |
| 83 | + optional=True, |
| 84 | + ), |
| 85 | + IO.Float.Input( |
| 86 | + "moodboard_strength", |
| 87 | + default=0.35, |
| 88 | + min=-0.5, |
| 89 | + max=1.5, |
| 90 | + step=0.05, |
| 91 | + tooltip="Moodboard influence; ignored when moodboard_id is empty.", |
| 92 | + optional=True, |
| 93 | + ), |
| 94 | + IO.Custom(KreaIO.STYLE_REF).Input( |
| 95 | + "style_reference", |
| 96 | + optional=True, |
| 97 | + tooltip="Optional chain of style references (max 10) from Krea 2 Style Reference nodes.", |
| 98 | + ), |
| 99 | + ] |
| 100 | + |
| 101 | + |
| 102 | +class Krea2ImageNode(IO.ComfyNode): |
| 103 | + |
| 104 | + @classmethod |
| 105 | + def define_schema(cls) -> IO.Schema: |
| 106 | + return IO.Schema( |
| 107 | + node_id="Krea2ImageNode", |
| 108 | + display_name="Krea 2 Image", |
| 109 | + category="api node/image/Krea", |
| 110 | + description=( |
| 111 | + "Generate images via Krea 2 — pick Medium (expressive illustrations) or " |
| 112 | + "Large (expressive photorealism). Supports an optional moodboard and up " |
| 113 | + "to 10 chained image style references." |
| 114 | + ), |
| 115 | + inputs=[ |
| 116 | + IO.String.Input( |
| 117 | + "prompt", |
| 118 | + multiline=True, |
| 119 | + default="", |
| 120 | + tooltip="Text prompt for the image.", |
| 121 | + ), |
| 122 | + IO.DynamicCombo.Input( |
| 123 | + "model", |
| 124 | + options=[ |
| 125 | + IO.DynamicCombo.Option(_MODEL_MEDIUM, _krea_model_inputs()), |
| 126 | + IO.DynamicCombo.Option(_MODEL_LARGE, _krea_model_inputs()), |
| 127 | + ], |
| 128 | + tooltip="Krea 2 Medium is best for expressive illustrations; " |
| 129 | + "Krea 2 Large is best for expressive photorealism.", |
| 130 | + ), |
| 131 | + IO.Int.Input( |
| 132 | + "seed", |
| 133 | + default=0, |
| 134 | + min=0, |
| 135 | + max=2147483647, |
| 136 | + control_after_generate=True, |
| 137 | + tooltip="Random seed for reproducibility.", |
| 138 | + ), |
| 139 | + ], |
| 140 | + outputs=[IO.Image.Output()], |
| 141 | + hidden=[ |
| 142 | + IO.Hidden.auth_token_comfy_org, |
| 143 | + IO.Hidden.api_key_comfy_org, |
| 144 | + IO.Hidden.unique_id, |
| 145 | + ], |
| 146 | + is_api_node=True, |
| 147 | + price_badge=IO.PriceBadge( |
| 148 | + depends_on=IO.PriceBadgeDepends( |
| 149 | + widgets=["model", "model.moodboard_id"], |
| 150 | + inputs=["model.style_reference"], |
| 151 | + ), |
| 152 | + expr=""" |
| 153 | + ( |
| 154 | + $isLarge := widgets.model = "krea 2 large"; |
| 155 | + $hasMoodboard := $length($lookup(widgets, "model.moodboard_id")) > 0; |
| 156 | + $hasStyle := $lookup(inputs, "model.style_reference").connected; |
| 157 | + $usd := $hasMoodboard |
| 158 | + ? ($isLarge ? 0.07 : 0.04) |
| 159 | + : ($hasStyle |
| 160 | + ? ($isLarge ? 0.065 : 0.035) |
| 161 | + : ($isLarge ? 0.06 : 0.03)); |
| 162 | + {"type":"usd","usd": $usd} |
| 163 | + ) |
| 164 | + """, |
| 165 | + ), |
| 166 | + ) |
| 167 | + |
| 168 | + @classmethod |
| 169 | + async def execute( |
| 170 | + cls, |
| 171 | + prompt: str, |
| 172 | + model: dict, |
| 173 | + seed: int, |
| 174 | + ) -> IO.NodeOutput: |
| 175 | + validate_string(prompt, strip_whitespace=False, min_length=1) |
| 176 | + |
| 177 | + model_choice = model["model"] |
| 178 | + endpoint_path = _MODEL_ENDPOINTS.get(model_choice) |
| 179 | + if endpoint_path is None: |
| 180 | + raise ValueError(f"Unknown Krea 2 model: {model_choice!r}") |
| 181 | + |
| 182 | + moodboards: list[KreaMoodboard] | None = None |
| 183 | + mb_id = (model.get("moodboard_id") or "").strip() |
| 184 | + if mb_id: |
| 185 | + if not _UUID_RE.match(mb_id): |
| 186 | + raise ValueError(f"moodboard_id must be a UUID (received {mb_id!r}); copy it from the Krea website.") |
| 187 | + mb_strength = model.get("moodboard_strength") |
| 188 | + moodboards = [KreaMoodboard(id=mb_id, strength=0.35 if mb_strength is None else float(mb_strength))] |
| 189 | + |
| 190 | + style_reference = model.get("style_reference") |
| 191 | + image_style_references: list[KreaImageStyleReference] | None = None |
| 192 | + if style_reference: |
| 193 | + if len(style_reference) > 10: |
| 194 | + raise ValueError(f"Krea 2 accepts at most 10 image_style_references; received {len(style_reference)}.") |
| 195 | + image_style_references = [ |
| 196 | + KreaImageStyleReference(url=ref["url"], strength=float(ref["strength"])) for ref in style_reference |
| 197 | + ] |
| 198 | + initial = await sync_op( |
| 199 | + cls, |
| 200 | + ApiEndpoint(path=endpoint_path, method="POST"), |
| 201 | + response_model=KreaJob, |
| 202 | + data=KreaGenerateImageRequest( |
| 203 | + prompt=prompt, |
| 204 | + aspect_ratio=model["aspect_ratio"], |
| 205 | + resolution=model["resolution"], |
| 206 | + seed=seed, |
| 207 | + creativity=model["creativity"], |
| 208 | + moodboards=moodboards, |
| 209 | + image_style_references=image_style_references, |
| 210 | + ), |
| 211 | + ) |
| 212 | + job = await poll_op( |
| 213 | + cls, |
| 214 | + ApiEndpoint(path=f"/proxy/krea/jobs/{initial.job_id}", method="GET"), |
| 215 | + response_model=KreaJob, |
| 216 | + status_extractor=lambda r: r.status, |
| 217 | + queued_statuses=_KREA_QUEUED_STATUSES, |
| 218 | + ) |
| 219 | + if not job.result or not job.result.urls: |
| 220 | + raise RuntimeError(f"Krea 2 job {job.job_id} completed without any image URLs.") |
| 221 | + image = await download_url_to_image_tensor(job.result.urls[0]) |
| 222 | + return IO.NodeOutput(image) |
| 223 | + |
| 224 | + |
| 225 | +class Krea2StyleReferenceNode(IO.ComfyNode): |
| 226 | + |
| 227 | + @classmethod |
| 228 | + def define_schema(cls) -> IO.Schema: |
| 229 | + return IO.Schema( |
| 230 | + node_id="Krea2StyleReferenceNode", |
| 231 | + display_name="Krea 2 Style Reference", |
| 232 | + category="api node/image/Krea", |
| 233 | + description=( |
| 234 | + "Add an image style reference to a Krea 2 generation. Chain multiple Krea 2 " |
| 235 | + "Style Reference nodes (max 10) and feed the final `style_reference` output " |
| 236 | + "into Krea 2 Image. Each image is uploaded to ComfyAPI storage and passed as URL." |
| 237 | + ), |
| 238 | + inputs=[ |
| 239 | + IO.Image.Input( |
| 240 | + "image", |
| 241 | + tooltip="Reference image whose style influences the generation.", |
| 242 | + ), |
| 243 | + IO.Float.Input( |
| 244 | + "strength", |
| 245 | + default=1.0, |
| 246 | + min=-2.0, |
| 247 | + max=2.0, |
| 248 | + step=0.05, |
| 249 | + tooltip="Reference strength; negative values invert the style influence.", |
| 250 | + ), |
| 251 | + IO.Custom(KreaIO.STYLE_REF).Input( |
| 252 | + "style_reference", |
| 253 | + optional=True, |
| 254 | + tooltip="Optional incoming chain of style references; this node appends one more.", |
| 255 | + ), |
| 256 | + ], |
| 257 | + outputs=[IO.Custom(KreaIO.STYLE_REF).Output(display_name="style_reference")], |
| 258 | + hidden=[ |
| 259 | + IO.Hidden.auth_token_comfy_org, |
| 260 | + IO.Hidden.api_key_comfy_org, |
| 261 | + IO.Hidden.unique_id, |
| 262 | + ], |
| 263 | + ) |
| 264 | + |
| 265 | + @classmethod |
| 266 | + async def execute( |
| 267 | + cls, |
| 268 | + image: Input.Image, |
| 269 | + strength: float, |
| 270 | + style_reference: list[dict] | None = None, |
| 271 | + ) -> IO.NodeOutput: |
| 272 | + chain: list[dict] = list(style_reference) if style_reference else [] |
| 273 | + if len(chain) >= 10: |
| 274 | + raise ValueError("Krea 2 accepts at most 10 image_style_references in one generation.") |
| 275 | + url = await _upload_image_to_krea_assets(cls, image) |
| 276 | + chain.append({"url": url, "strength": float(strength)}) |
| 277 | + return IO.NodeOutput(chain) |
| 278 | + |
| 279 | + |
| 280 | +class KreaExtension(ComfyExtension): |
| 281 | + @override |
| 282 | + async def get_node_list(self) -> list[type[IO.ComfyNode]]: |
| 283 | + return [ |
| 284 | + Krea2ImageNode, |
| 285 | + Krea2StyleReferenceNode, |
| 286 | + ] |
| 287 | + |
| 288 | + |
| 289 | +async def comfy_entrypoint() -> KreaExtension: |
| 290 | + return KreaExtension() |
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