poolside / spec-decoding-subfolder-fixture

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Total runs: 134
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7-day runs: 123
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Model's Last Updated: August 05 2026

Introduction of spec-decoding-subfolder-fixture

Model Details of spec-decoding-subfolder-fixture

Speculative-decoding subfolder test fixture

A tiny, randomly-initialised Llama pair for exercising subfolder loading of a speculative draft model. It exists so inference engines can test the code path in CI without downloading a real checkpoint.

These weights are random. The model produces gibberish. That is the point.

.              <- target model, 2 layers, ~4M params
└── DFlash/    <- draft model,  1 layer,  ~4M params

Both share the same tokenizer and vocabulary, so the draft is a valid speculator for the target.

Why a subfolder needs engine support

A Hugging Face repo id may contain at most one / , so org/repo/DFlash is not a valid id and cannot be passed as a single string. A draft bundled inside its target's repository therefore has to be addressed as a repo id plus a separate sub-path, which most engines have no parameter for.

This matters in practice: shipping a draft inside its target repo keeps the pair versioned together and downloadable in one fetch, rather than as two repos that can drift apart.

Usage
from huggingface_hub import snapshot_download
snapshot_download("poolside/spec-decoding-subfolder-fixture")     # target + draft
snapshot_download("poolside/spec-decoding-subfolder-fixture",
                  allow_patterns=["DFlash/*"])                    # draft only

Engines adding support should accept the draft as (model="poolside/spec-decoding-subfolder-fixture", subfolder="DFlash") .

Provenance

Built with transformers from LlamaConfig (hidden 64, intermediate 128, 4 heads, tied embeddings), torch.manual_seed(0) . Tokenizer copied from hf-internal-testing/llama-tokenizer . No trained parameters, no proprietary data.

Runs of poolside spec-decoding-subfolder-fixture on huggingface.co

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spec-decoding-subfolder-fixture huggingface.co

spec-decoding-subfolder-fixture huggingface.co is an AI model on huggingface.co that provides spec-decoding-subfolder-fixture's model effect (), which can be used instantly with this poolside spec-decoding-subfolder-fixture model. huggingface.co supports a free trial of the spec-decoding-subfolder-fixture model, and also provides paid use of the spec-decoding-subfolder-fixture. Support call spec-decoding-subfolder-fixture model through api, including Node.js, Python, http.

spec-decoding-subfolder-fixture huggingface.co Url

https://huggingface.co/poolside/spec-decoding-subfolder-fixture

poolside spec-decoding-subfolder-fixture online free

spec-decoding-subfolder-fixture huggingface.co is an online trial and call api platform, which integrates spec-decoding-subfolder-fixture's modeling effects, including api services, and provides a free online trial of spec-decoding-subfolder-fixture, you can try spec-decoding-subfolder-fixture online for free by clicking the link below.

poolside spec-decoding-subfolder-fixture online free url in huggingface.co:

https://huggingface.co/poolside/spec-decoding-subfolder-fixture

spec-decoding-subfolder-fixture install

spec-decoding-subfolder-fixture is an open source model from GitHub that offers a free installation service, and any user can find spec-decoding-subfolder-fixture on GitHub to install. At the same time, huggingface.co provides the effect of spec-decoding-subfolder-fixture install, users can directly use spec-decoding-subfolder-fixture installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

spec-decoding-subfolder-fixture install url in huggingface.co:

https://huggingface.co/poolside/spec-decoding-subfolder-fixture

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Updated:May 08 2026