{"id":25214,"date":"2026-11-06T20:50:45","date_gmt":"2026-11-06T12:50:45","guid":{"rendered":"https:\/\/mnya.tw\/cc\/?p=25214"},"modified":"2026-11-06T20:50:45","modified_gmt":"2026-11-06T12:50:45","slug":"2977","status":"publish","type":"post","link":"https:\/\/mnya.tw\/cc\/word\/2977.html","title":{"rendered":"P-H3-Image\uff1aP-H3-Image Prompter \u6280\u80fd\u5feb\u901f\u751f\u6210\u5c08\u7528\u63d0\u793a\u8a5e"},"content":{"rendered":"<p>\u7531 Pruna AI \u57fa\u65bc <strong>MiniMax-H3<\/strong> \u958b\u767c\u7684 <a href=\"https:\/\/mnya.tw\/cc\/word\/2974.html\" target=\"_blank\" rel=\"noopener\"><strong>P-H3-Image<\/strong><\/a> \u662f\u4e00\u6b3e\u517c\u5177\u6587\u751f\u5716\u8207\u591a\u5716\u7de8\u8f2f\u80fd\u529b\u7684\u958b\u6e90\u5f71\u50cf\u6a21\u578b\u3002\u5176\u6838\u5fc3\u67b6\u69cb\u642d\u8f09 33.1B \u53c3\u6578\u7684 Transformer\uff0c\u6700\u5f15\u4eba\u6ce8\u76ee\u7684\u7a81\u7834\u5728\u65bc\u50c5\u9700\u77ed\u77ed 8 \u6b65\u63a1\u6a23\uff088 steps\uff09\uff0c\u4e14\u5b8c\u5168\u64fa\u812b\u4e86\u50b3\u7d71\u7121\u5206\u985e\u5668\u5f15\u5c0e\uff08No CFG\uff09\u8207\u8ca0\u5411\u63d0\u793a\u8a5e\u7684\u675f\u7e1b\uff0c\u5373\u53ef\u539f\u751f\u8f38\u51fa\u9ad8\u9054 800 \u842c\u50cf\u7d20\uff088MP\uff09\u7684\u7d30\u7dfb\u756b\u9762\uff1b\u5728\u5f71\u50cf\u7de8\u8f2f\u6a21\u5f0f\u4e0b\uff0c\u66f4\u80fd\u540c\u6642\u63a5\u6536\u591a\u9054 8 \u5f35\u53c3\u8003\u5716\u9032\u884c\u5408\u6210\u7f6e\u63db\u3002\u8a72\u6a21\u578b\u5728\u771f\u5be6\u76ae\u819a\u7d0b\u7406\u3001\u5e95\u7247\u81a0\u5377\u8cea\u611f\u3001\u793e\u8ad6\u651d\u5f71\u4ee5\u53ca\u77ed\u6587\u5b57\u6392\u7248\u4e0a\u8868\u73fe\u6975\u5176\u512a\u7570\u3002\u5118\u7ba1 bf16 \u539f\u751f\u67b6\u69cb\u9700\u8981\u7834\u767e GB \u7684\u9f90\u5927\u986f\u5b58\uff0c\u4f46\u900f\u904e ComfyUI \u7684 int8 \u8207 4-bit \u91cf\u5316\u7248\u672c\uff0c\u5df2\u6210\u529f\u5c07\u9580\u6abb\u964d\u81f3 21 GB VRAM \u5de6\u53f3\uff0c\u8b93\u500b\u4eba\u5275\u4f5c\u8005\u4e5f\u80fd\u5728\u672c\u5730\u7aef\u4eab\u6709\u9ad8\u89e3\u6790\u5ea6\u7684\u6975\u901f\u6210\u50cf\u9ad4\u9a57\u3002<\/p>\n<p>\u7136\u800c\uff0cP-H3-Image \u5c0d\u63d0\u793a\u8a5e\u7d50\u69cb\u6975\u5ea6\u654f\u611f\uff1a\u5de5\u4f5c\u6d41\u5167\u5efa\u57fa\u65bc Qwen3.5-9B \u7684\u63d0\u793a\u8a5e\u64f4\u589e\u5668\uff08Prompt Upsampler\uff09\uff0c\u82e5\u9078\u64c7\u624b\u5beb\u76f4\u51fa\u6216\u70ba\u4e86\u7bc0\u7701\u986f\u5b58\u800c\u95dc\u9589\u64f4\u589e\u5668\uff0c\u5c31\u5fc5\u9808\u56b4\u683c\u9075\u5faa\u300c\u958b\u9580\u898b\u5c71\u5b9a\u7fa9\u5a92\u4ecb\u8f09\u9ad4\u300d\u3001\u300c\u63cf\u8ff0\u55ae\u4e00\u9023\u8cab\u5834\u666f\u300d\u8207\u300c\u7cbe\u78ba\u5f15\u865f\u6587\u5b57\u300d\u7b49\u6e96\u5247\uff0c\u4e26\u56b4\u7981\u52a0\u5165\u300cmasterpiece\u300d\u3001\u300c8k\u300d\u7b49\u6703\u5c0e\u81f4\u756b\u9762\u904e\u5ea6\u98fd\u548c\u6cb9\u81a9\u7684\u8a87\u98fe\u8d05\u8a5e\uff1b\u800c\u5728\u7de8\u8f2f\u4efb\u52d9\u4e2d\u82e5\u672a\u6307\u5b9a\u4fdd\u7559\u5340\u57df\uff0c\u4ea6\u5bb9\u6613\u5c0e\u81f4\u5834\u666f\u906d\u5230\u5168\u9762\u91cd\u7e6a\u3002\u70ba\u6b64\uff0c<strong>\u300cP-H3-Image Prompter\u300d<\/strong>\u6280\u80fd\u4fbf\u6210\u70ba\u4e0d\u53ef\u6216\u7f3a\u7684\u63d0\u793a\u8a5e\u5de5\u7a0b\u52a9\u624b\uff0c\u80fd\u5c07\u4f7f\u7528\u8005\u7684\u767c\u60f3\u8fc5\u901f\u8f49\u8b6f\u70ba\u64f4\u589e\u5668\u5c08\u7528\u7684\u96d9\u884c\u683c\u5f0f\uff08Aspect ratio \u8207 Request\uff09\u6216\u898f\u7bc4\u56b4\u8b39\u7684\u624b\u5beb\u76f4\u51fa\u7248\u672c\uff0c\u4e26\u81ea\u52d5\u8a08\u7b97\u7b26\u5408 32 \u500d\u6578\u7684\u6700\u4f73\u89e3\u6790\u5ea6\u8a2d\u5b9a\uff0c\u5927\u5e45\u7c21\u5316 ComfyUI \u7684\u5de5\u4f5c\u8abf\u6821\u6d41\u7a0b\u3002<\/p><div class=\"3a456c955cc9861673f62d33beb7714e\" data-index=\"2\" style=\"float: none; margin:0px;\">\n<script async src=\"https:\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js?client=ca-pub-2683739050533486\"\r\n     crossorigin=\"anonymous\"><\/script>\r\n<ins class=\"adsbygoogle\"\r\n     style=\"display:block; text-align:center;\"\r\n     data-ad-layout=\"in-article\"\r\n     data-ad-format=\"fluid\"\r\n     data-ad-client=\"ca-pub-2683739050533486\"\r\n     data-ad-slot=\"3270345536\"><\/ins>\r\n<script>\r\n     (adsbygoogle = window.adsbygoogle || []).push({});\r\n<\/script>\n<\/div>\n\n<h2><span style=\"color: #0000ff;\">SKILL.md (\u6280\u80fd)<\/span><\/h2>\n<pre class=\"line-numbers\"><code class=\"language-markdown\"># P-H3-Image Prompter\r\n\r\nExpert prompt engineer and configuration assistant for P-H3-Image (MiniMax-H3 based) text-to-image and image editing workflows.\r\n\r\n## When to Use\r\n\r\n- When the user asks for prompts tailored for P-H3-Image or MiniMax-H3 Image generation.\r\n- When formatting requests for the P-H3-Image ComfyUI workflow (Text to Image or Image Edit).\r\n- When converting general ideas into the official `Aspect ratio:` + `Request:` structure.\r\n- When generating direct (hand-crafted) prompts for running with Prompt Upsampler disabled.\r\n\r\n## Core Rules and Prompt Architectures\r\n\r\nP-H3-Image operates in two distinct prompting modes depending on whether the internal Prompt Upsampler (Qwen3.5-9B) is enabled or bypassed.\r\n\r\n### Mode 1: With Prompt Upsampler (Default ComfyUI Workflow)\r\n\r\nWhen the workflow uses the official `PH3ImageConditioning` with `Use prompt upsampler` enabled, the model expects a compact format:\r\n\r\n```text\r\nAspect ratio: \r\nRequest: \r\n```\r\n\r\n#### Guidelines for Mode 1:\r\n\r\n- Keep the `Request:` line concise and focused on the core concept (1-2 sentences).\r\n- Do not add hype words (e.g. 8k, masterpiece, hyper-detailed, cinematic). The internal upsampler handles stylistic expansion automatically.\r\n- For image editing, describe only the desired change or finished outcome in one short sentence. Do not redescribe the rest of the image.\r\n\r\n### Mode 2: Direct Hand-Written Prompts (Prompt Upsampler Bypassed \/ Off)\r\n\r\nWhen generating prompts for direct execution without the upsampler (e.g. to save VRAM), structure the prompt following the four golden rules:\r\n\r\n1. **State the medium or carrier first:** Open with an explicit statement of what the image is (e.g., \"A 35mm film photograph\", \"A frame from a 1980s Japanese anime TV series\", \"A two-color risograph print\", \"A vintage botanical watercolor illustration\").\r\n2. **Describe a single coherent scene:** Specify one primary subject, pose or action, surrounding environment, and lighting direction or quality.\r\n3. **Quote any required text verbatim:** Place visible strings in double quotation marks (e.g., text reading \"COFFEE\", no other text).\r\n4. **Strictly exclude quality buzzwords:** Omit words like masterpiece, photorealistic, 8k, trending on artstation, or ultra-detailed.\r\n\r\n## Aspect Ratio and Resolution Reference\r\n\r\nP-H3-Image is natively trained on 8-megapixel (8 MP) images with dimensions rounded to multiples of 32:\r\n\r\n- **1:1**: 2912 x 2912 (8 MP default, width\/height = 0 in ComfyUI node) | 2048 x 2048 (4 MP) | 1024 x 1024 (fast testing)\r\n- **4:3**: 3360 x 2496 (8 MP) | 2368 x 1760 (4 MP)\r\n- **3:4**: 2496 x 3360 (8 MP) | 1760 x 2368 (4 MP)\r\n- **3:2**: 3552 x 2368 (8 MP) | 2496 x 1664 (4 MP)\r\n- **2:3**: 2368 x 3552 (8 MP) | 1664 x 2496 (4 MP)\r\n- **16:9**: 3872 x 2176 (8 MP) | 2720 x 1536 (4 MP)\r\n- **9:16**: 2176 x 3872 (8 MP) | 1536 x 2720 (4 MP)\r\n\r\n## Image Editing Guidelines\r\n\r\nWhen generating edit instructions:\r\n\r\n- **Single image edit:** `Edit Picture 1. . Keep  exactly as it is.`\r\n- **Multi-image composition (up to 8 images):** Clearly reference images by identifier (Picture 1, Picture 2, etc.), e.g., `give the woman in Picture 1 the hat from Picture 2`.\r\n- Point to specific objects rather than generic pronouns.\r\n\r\n## Output Format\r\n\r\nWhenever generating prompts for the user:\r\n\r\n1. Provide the **Mode 1 format (Upsampler on)** with clear `Aspect ratio:` and `Request:` lines ready to copy.\r\n2. Provide the corresponding **Mode 2 format (Direct prompt)** for users who bypass the upsampler to save VRAM.\r\n3. 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