gen-cards: regenerate Use-it block
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README.md
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@@ -23,6 +23,45 @@ Part of the community Core AI model zoo: **https://github.com/john-rocky/coreai-
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(full card: [`zoo/glm-4.7-flash.md`](https://github.com/john-rocky/coreai-model-zoo/blob/main/zoo/glm-4.7-flash.md)).
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<!-- gen-cards:use-it begin id=glm-4.7-flash (managed by scripts/gen-cards β edit cards.json / QuickStart.swift, not this block) -->
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<!-- gen-cards:use-it end -->
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## The `gather_qmm` kernel β 20.3 β 52.4 tok/s (2.6Γ)
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(full card: [`zoo/glm-4.7-flash.md`](https://github.com/john-rocky/coreai-model-zoo/blob/main/zoo/glm-4.7-flash.md)).
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<!-- gen-cards:use-it begin id=glm-4.7-flash (managed by scripts/gen-cards β edit cards.json / QuickStart.swift, not this block) -->
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## Use it
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βΆοΈ **Run it (source)** β the [ChatDemo runner](https://github.com/john-rocky/coreai-kit/tree/main/Examples/ChatDemo)
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(GUI + CLI, one app for every chat model in the catalog):
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```bash
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git clone https://github.com/john-rocky/coreai-kit
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open coreai-kit/Examples/ChatDemo/ChatDemo.xcodeproj
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# β Run, then pick "GLM-4.7-Flash (MoE+MLA)" in the model picker
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# agents / headless (macOS):
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cd coreai-kit/Examples/ChatDemo
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swift run chat-cli --model glm-4.7-flash --prompt "What can you do, offline?"
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```
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π» **Build with it** β complete; the glue is kit API, copy-paste runs:
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```swift
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import CoreAIKit
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let chat = try await ChatSession(catalog: "glm-4.7-flash")
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let reply = try await chat.respond(to: prompt)
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// reply: the answer, generated fully on-device
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```
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The take-home is [`Examples/ChatDemo/Sources/QuickStart.swift`](https://github.com/john-rocky/coreai-kit/blob/main/Examples/ChatDemo/Sources/QuickStart.swift)
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β this exact code as one typed function, no UI; the CLI is an argument shell over it, and
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the GUI drives the same `ChatSession` across turns for its transcript.
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Multi-turn? Hold the `ChatSession` and call `respond(to:)` per turn β it keeps the
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conversation history; `streamResponse(to:)` yields tokens as they decode.
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**Integration checklist**
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- SPM: `https://github.com/john-rocky/coreai-kit` β product **CoreAIKit**
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- Info.plist: none needed
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- Entitlements: none needed (macOS)
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- First run downloads the model β 30.0 GB (Mac) β then it loads from the
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local cache (Application Support; progress via the `downloadProgress` callback)
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- Measure in Release β Debug is ~3Γ slower on per-token host work
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<!-- gen-cards:use-it end -->
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## The `gather_qmm` kernel β 20.3 β 52.4 tok/s (2.6Γ)
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