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docs(models): qualify full GLM-5.3 on H200 Serverless - #406

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docs(models): qualify full GLM-5.3 on H200 Serverless#406
earlvanze wants to merge 4 commits into
FlashML-org:mainfrom
earlvanze:feat/glm53-full-upstream

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@earlvanze earlvanze commented Sep 7, 2026

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Scope

Add full LibertAIDAI/GLM-5.3-NVFP4 support on the existing glm_moe_dsa path while preserving GLM-5.2 aliases, with config coverage and measured H200 Serverless evidence. This is full GLM-5.3, not Flash.

H200 Serverless qualification

Vast Serverless provisioned one H200 NVL worker. FreeToken 0.1.2 loaded the full checkpoint, allocated 8,384 KV tokens, and captured CUDA graphs for batch sizes 1, 2, 4, and 8. Authenticated routing and worker creation were observed.

Semantic smoke: exact 42, finish reason stop, 10.402 seconds.

Offered concurrency Running slots Passed Wall Aggregate output tok/s
8 8 8/8 57.136s 17.782
16 8 16/16 112.747s 18.023

At c16, eight requests ran and eight queued. Throughput was effectively saturated at c8. All concurrency responses hit the fixed 128-token cap; this is throughput evidence, not completed-answer quality.

RTX PRO 6000 comparison

The earlier one-RTX PRO 6000 direct-worker screen is retained as preliminary comparison evidence: c8 3.937 and c16 6.297 aggregate output tok/s with 32-token caps, all truncated during reasoning.

Verification and limits

Model readiness, authenticated Serverless inference, worker creation, and semantic correctness are verified. Idle stop and cached restart remain unverified because the instance was deleted. No complete lifecycle or per-request throughput claim.

The working-tree test run passed 541 tests, including the new config coverage. A separately prepared GLM reasoning-parser fix remains out of scope for this PR.

AI-assisted under operator direction; raw H200 and RTX PRO 6000 evidence is included for review.

@earlvanze earlvanze changed the title docs(models): record full glm-5.3 checkpoint screening docs(models): qualify full GLM-5.3 on H200 Serverless Sep 7, 2026
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earlvanze marked this pull request as ready for review September 7, 2026 21:15
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