Instructions to use ryan-0608/MoS-DFlash-Qwen3-4B-Training-Archive with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ryan-0608/MoS-DFlash-Qwen3-4B-Training-Archive with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("ryan-0608/MoS-DFlash-Qwen3-4B-Training-Archive", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
MoS DFlash Qwen3-4B Training Archive
This repository contains the Qwen3-4B scale-validation checkpoint trajectories: the matched-volume generalist, D0-initialized MoS, and generalist-initialized MoS. It does not contain Qwen3.5 artifacts.
Pinned dependencies
- Target:
Qwen/Qwen3-4B@1cfa9a7208912126459214e8b04321603b3df60c - D0:
z-lab/Qwen3-4B-DFlash-b16@b74e3a329c4d963783143b1e970d95b002be72bd - The target tokenizer, embedding, LM head, and full LM weights are not redistributed.
Layout and lineage
dflash_legacy.py
dflash_router.py
experiments/
generalist/matched-volume/
joint-mos/d0-init/
joint-mos/generalist-init/
releases/
registry/
schema/
provenance/original-code/<sha256>/
The generalist-initialized run starts from the retained generalist trajectory snapshot at step 33,750. It is not total-volume matched to the D0-initialized arm; the artifact manifest records both continuation and cumulative exposure.
Legacy checkpoints use root code SHA-256 08625e679c8a.... The final integrated
request-level-router checkpoints use root code SHA-256 8c046f3dbbfa....
Always load a pinned revision with trust_remote_code=True and the exact
manifest load_subfolder.
Resume and data boundary
Resume state is stored in the separate public Storage Bucket and bound by
SHA-256. The two MoS runs used accumulation_steps=2, so their complete state
is classified stateful-non-bitwise, not bitwise exact.
No raw prompts, prepared datasets, hidden-state features, activations, or per-sample model outputs are included. Reviewed aggregate evidence is published separately.
License
The released draft weights and MoS code are MIT. Qwen3-4B is an Apache-2.0
runtime dependency and is not redistributed. See LICENSE and
THIRD_PARTY_NOTICES.md.
Model tree for ryan-0608/MoS-DFlash-Qwen3-4B-Training-Archive
Base model
z-lab/Qwen3-4B-DFlash-b16