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    <title>Chat-Template on 每日拍拍</title>
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      <title>MLX-LM Chat Template 驗收：角色、特殊 Token 與停止邊界</title>
      <link>https://dailypypy.org/learn/mlx-lm-chat-template-contracts/</link>
      <pubDate>Mon, 02 Nov 2026 10:03:00 +0800</pubDate>
      
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1440x768
prompt: masterpiece, best quality, highres, clean anime illustration, japanese anime style, soft shading, flat color design, 1girl, black hair, green eyes, white off-shoulder shirt, black short skirt, eye-level side-profile medium shot with face turned toward viewer, standing with one hand resting lightly on her hip and the other relaxed at her side, thoughtful raised-eyebrow expression with a small confident smile, looking at viewer, pastel pale aqua background, neat composition, detailed eyes, cute and smart vibe, minimal background, polished illustration, no text
negative prompt: worst quality, bad eye, bad hand, extra limbs, manga, multiple views, monochrome, text, signature
dedup note: 209 current sources checked before drafting. ../mlx-lm-local-models/ covers generic chat inference; ../mlx-lm-batch-inference/ covers batch datasets; ../mlx-lm-long-context-memory/ owns token budgets/cache; ../mlx-lm-evaluation-regression/ owns answer scoring; ../mlx-lm-offline-model-artifacts/ owns model delivery. This follow-up instead owns pinned tokenizer protocol admission, rendered text/ID golden fixtures, generation versus continuation, and stop-versus-length evidence. No generic runner, quality benchmark, cache survey or delivery workflow.
source check: Official Transformers chat-template guide, selected revision tokenizer_config.json, and installed MLX-LM 0.32.2 stream_generate implementation inspected 2026-11-02. Application admission rules are deliberately narrower than model-template capabilities.
verification: Five exact Python blocks parsed; 13 reader tests plus four malformed-baseline checks and overwrite rejection passed; exact real-weight smoke observed length at 1 token and EOS stop at 22 steps. Draft HTML preserved all 12 code blocks. Source-wide character 5-gram nearest Jaccard 0.104126 versus offline artifacts; manual reader-task review passed. ComfyUI prompt 447b3a1b-7862-4485-900d-af94a78dd248 produced DAILYPYPY_00154_.png, PNG 1440x768, visually inspected for face/hand/text artifacts; SHA-256 cf7017b92f9605d58e241b1602220ef22fa8d3a5eb584f2f56e5e31785ddd295.
publication note: Random requested daytime date retained; publishDate permits the morning release with buildFuture=false.
---&gt;

&lt;h2 class=&#34;relative group&#34;&gt;一. 前言：明明有套模板，為什麼還在接錯話？ 
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&lt;p&gt;嗨，我是拍拍君。
你把 messages 交給 &lt;code&gt;apply_chat_template()&lt;/code&gt;，模型也真的回答了。
這樣就能證明對話協定正確嗎？&lt;/p&gt;</description>
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