Key Specifications
| Vendor | other |
|---|
| Version | dbrx-instruct |
|---|
| Release Date | 2024-03-27 |
|---|
| Context Window | 32768 tokens |
|---|
| Input Modalities | text |
|---|
| Output Modalities | text |
|---|
| License | DBRX Open Model License |
|---|
| Documentation | https://huggingface.co/models |
|---|
Benchmark Performance
| Benchmark | Score | Unit | Evaluated At | Notes | Source |
|---|
| MMLU | 81.3 | % | 2024-03-27 | 5-shot | view |
| HUMANEVAL | 72.8 | pass@1 | 2024-03-27 | — | view |
| GSM8K | 78.7 | % | 2024-03-27 | 0-shot CoT | view |
| MATH | 50.1 | % | 2024-03-27 | 0-shot CoT | view |
| BBH | 71.7 | % | 2024-03-27 | 3-shot CoT | view |
| GPQA | 34.7 | % | 2024-03-27 | 0-shot | view |
| IFEVAL | 73.1 | % | 2024-03-27 | prompt_strict | view |
| ARC | 93.9 | % | 2024-03-27 | challenge | view |
| MUSR | 54.7 | % | 2024-03-27 | 0-shot | view |
| WINOGRANDE | 81.8 | % | 2024-03-27 | 0-shot | view |
Pricing
| Tier | Price | Currency |
|---|
| Input | $0.75 / Mtok | USD |
| Output | $0.75 / Mtok | USD |
| Cache Read | $0 / Mtok | USD |
| Cache Write | $0 / Mtok | USD |
Source:
https://huggingface.co/models
· as of 2024-03-27
Compliance
- Data Residency: self-host
- SOC2: ✗
- HIPAA: ✗
- GDPR: ✗
- ISO 27001: ✗
DBRX Instruct
Model Overview
Databricks DBRX Instruct MoE 模型, 32K 上下文, 总参 132B/活跃 36B, 在开源模型中编程/数学领先。
Core Specifications
| Vendor | Version | Release Date | Context Window | Input Modalities | Output Modalities | License |
|---|
| Other | dbrx-instruct | 2024-03-27 | 32K | text | text | DBRX Open Model License |
| Benchmark | Score | Unit | Notes |
|---|
| MMLU (Massive Multitask Language Understanding) | 81.3 | % | 5-shot |
| HumanEval | 72.8 | pass@1 | — |
| GSM8K (Grade School Math 8K) | 78.7 | % | 0-shot CoT |
| MATH | 50.1 | % | 0-shot CoT |
| BBH (BIG-Bench Hard) | 71.7 | % | 3-shot CoT |
| GPQA | 34.7 | % | 0-shot |
| IFEval | 73.1 | % | prompt_strict |
| ARC | 93.9 | % | challenge |
| MUSR | 54.7 | % | 0-shot |
| WinoGrande | 81.8 | % | 0-shot |
Pricing
| Input | Output | Cache Read | Cache Write |
|---|
| — | — | — | — |
per million tokens
Strengths
- MMLU score 81.3, strong knowledge reasoning.
- Mixture-of-Experts architecture.
Weaknesses
- Proprietary, not self-hostable.
Use Cases
- Code generation and debugging
References