Snowflake Arctic Instruct
Snowflake Arctic Instruct is an open-weight model release in the Snowflake Arctic family from Snowflake AI Research1, version Instruct, released Apr 24, 2024. Its weights can be downloaded by the public1 under the Apache License 2.01.
Arctic Instruct is the instruct-tuned checkpoint of Snowflake Arctic, a dense-MoE hybrid transformer (a 10B dense model plus a residual 128x3.66B MoE MLP) with 480B total and 17B active parameters, developed by the Snowflake AI Research Team. It takes text input and generates text and code.1
- Model hub: Model card (external site: huggingface.co)
- Repository: Snowflake-Labs/snowflake-arctic repository (external site: github.com)
- License: Apache License 2.0 (repository LICENSE) (external site: github.com)
- Release notes: Arctic announcement (external site: snowflake.com)
Availability and license
Overall availability
Downloadable from Hugging Face without gating; loading with Transformers requires trust_remote_code for the custom Arctic model code.1
Availability is separate from permission: read the license before using or redistributing.
Component reuse rights
- weights
- Unknown — no complete fact-level rights review
- code
- Unknown — no complete fact-level rights review
- data
- Unknown — no complete fact-level rights review
- documentation
- Unknown — no complete fact-level rights review
No complete system-rights review is recorded for this release.
Model-disclosure tier
The model parameters for this release can be downloaded by the public. License terms may still restrict use, redistribution, or commercial use.
Public materials checklist
| Item | Status | Notes and evidence |
|---|---|---|
| WeightsCan the general public download the model parameters for this release? | Public | Checkpoint published on Hugging Face under Apache-2.0 without gating.1 |
| Inference codeIs code for running the model published? | Public | Custom modeling code for Transformers is included with the checkpoint, and the GitHub repository provides Hugging Face and vLLM inference examples.14 |
| Training codeIs the code used to train the model published? | Unknown | The repository's training folder contains a LoRA fine-tuning script and a checkpoint converter; pretraining code for Arctic was not located.4 |
| Training-data informationDoes the information cover provenance, scope, acquisition, selection, labeling, processing, and where data or alternatives can be obtained? Access alone does not establish completeness. | Unknown | Not assessed. |
| Training-data accessCan the training data be obtained? This is independent of information completeness and reuse rights; original unshareable data need not be downloadable. | Unknown | Not assessed. |
| Complete training pipelineIs the complete base-training and preprocessing pipeline published, including configuration? Fine-tuning code or an inference SDK alone is insufficient. | Unknown | Not assessed. |
| Legacy data assessment (v0.1)Historical assessment combining download access and disclosure. Preserved for traceability; excluded from the v0.2 tier calculation. See the new separate assessments above. | Unknown | The model card refers readers to a cookbook series for data details; this review did not verify those pages.1 |
| Training recipeAre the training configuration and procedure documented in enough detail to follow? | Unknown | The announcement describes a cookbook series on pretraining, fine-tuning, data, and systems; this review did not verify whether it documents the full Arctic training configuration.5 |
| Evaluation materialsPublic = evaluation code or prompts that let others re-run the evaluations are published. Partial = results only. | Partial | Benchmark comparisons are published as figures in the repository README; evaluation code was not located.4 |
What it is useful for
Snowflake presents Arctic as aimed at enterprise tasks such as SQL generation, coding, and instruction following.4
Run and use notes
- The model card documents use with Transformers 4.39 or later (with trust_remote_code) and DeepSpeed 0.14.2 or later, and the GitHub repository includes a vLLM deployment tutorial.14
- Because of the model size, the model card recommends a single 8xH100 instance; its example loads the model in bfloat16 with DeepSpeed FP8 quantization (FP6 is also supported) and a max_memory setting of 150GiB per GPU.1
Organization context
Provenance and derivatives
Instruct-tuned version of Arctic, which the Snowflake AI Research Team pretrained from scratch; the model card releases it alongside the base checkpoint.1
- Derived from: Snowflake Arctic Base — Snowflake base checkpoint
Other releases in the Snowflake Arctic family
- Snowflake Arctic BaseModel-disclosure tier (USASI rubric v0.2): Open-weight
What this catalog does not know
- Training code: unknown.
- Training-data information: unknown.
- Training-data access: unknown.
- Complete training pipeline: unknown.
- Legacy data assessment (v0.1): unknown.
- Training recipe: unknown.
Have a primary source? How to report a correction.
U.S. eligibility
Sources
This listing is not an endorsement, a safety assessment, or a federal approval.
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Cite this page
APA style
USASI. (2026, September 29). Snowflake Arctic Instruct. United States of America Superintelligence. https://unitedstatesofamericasuperintelligence.com/open/snowflake-arctic-instruct/
BibTeX
@misc{usasi_snowflake_arctic_instruct,
author = {{USASI}},
title = {Snowflake Arctic Instruct},
year = {2026},
month = sep,
howpublished = {\url{https://unitedstatesofamericasuperintelligence.com/open/snowflake-arctic-instruct/}},
note = {United States of America Superintelligence. Last updated 2026-09-29}
}The date is when this page was last updated. Add the date you read it if your style needs one.
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