Ling-3.0-flash

CheckpointinclusionAI/Ling-3.0-flashBroad indexModel card

Support summary

Ling-3.0-flash is a checkpoint built on the BailingMoeV3ForCausalLM architecture. vLLM 0.28.0, the newest indexed vLLM release, documents support. Official recipes or cookbooks cover SGLang, without pinning a stable release.

Documented hardware
NVIDIA / CUDA
Documented quantization
BF16
Documented features
Multi-token prediction, Prefix caching, Reasoning parsers, Speculative decoding, Tensor parallelism, and Tool calling

Hardware, quantization and features count only statements about this checkpoint; engine-wide capabilities are listed with each release.

Model notes and sources

Engine support

3 engines

Engine support for Ling-3.0-flash
EngineReleaseCheckpoint supportEvidence scopeLast known supported
vLLM0.28.0Newest indexedCheckpoint evidenceSource: vLLM v0.28.0 · docs/models/supported_models.mdReviewed 0.28.0This release
Features, dependencies and evidence for vLLM 0.28.0
SGLangVersion not pinnedRecipe / cookbookDocumented recipe

Official recipe

Source 1: sglang · docs/cookbook/autoregressive/InclusionAI/Ling-3.0-flash.mdxSource 2: sglang · docs/src/snippets/_deployment.jsxSource 3: sglang · docs/src/snippets/configs/inclusionAI/ling-3.0-flash.jsxSource 4: sglang · docs/src/snippets/configs/inclusionAI/ling-3.0-flash-benchmarks.jsxSource 5: sglang · docs/src/snippets/_playground.jsxReviewed
No supported release indexed
Features, dependencies and evidence for SGLang 0.5.19
TensorRT-LLM1.2.1Newest indexedNo matching evidence curatedNo supported release indexed
Features, dependencies and evidence for TensorRT-LLM 1.2.1

Recipes and cookbooks