Model Support Libraryļ
This page serves as the unified Model Support Library for MindSpore Transformers. The current master branch is under development, while released-version support is synchronized through r2.0.0. The Execution Mode column in the table below indicates the runtime modes supported by each model:
Dynamic Graph (PyNative Mode): Enabled via
--mode 1. Operations are dispatched and executed eagerly on-the-fly, facilitating debugging and development. Models currently supporting PyNative are marked in the table below, with corresponding implementations located atmindformers/models/*/modeling_*_pynative.py.Static Graph (Graph Mode): The entire graph is compiled and executed as a whole. For details, refer to Static Graph Implementation.
Currently, PyNative is supported for: DeepSeek-V3 (MoE + MLA + MTP). All other existing models are implemented for static graph execution.
Model Listļ
Model Name |
Supported Specs |
Model Type |
Model Architecture |
Execution Mode |
Latest Supported Version |
|---|---|---|---|---|---|
36B |
Dense LLM |
Mcore |
Static Graph |
1.9.0, r2.0.0 |
|
105B-A4.7B |
Sparse LLM |
Mcore |
Static Graph |
1.9.0, r2.0.0 |
|
0.6B/1.7B/4B/8B/14B/32B |
Dense LLM |
Mcore |
Static Graph |
1.9.0, r2.0.0 |
|
30B-A3B/235B-A22B |
Sparse LLM |
Mcore |
Static Graph |
1.9.0, r2.0.0 |
|
671B |
Sparse LLM |
Mcore/Legacy |
PyNative / Static Graph |
1.9.0, r2.0.0 |
|
106B-A12B/355B-A32B |
Sparse LLM |
Mcore |
Static Graph |
1.9.0, r2.0.0 |
|
9B |
Dense LLM |
Mcore/Legacy |
Static Graph |
1.9.0, r2.0.0 |
|
0.5B/1.5B/7B/14B/32B/72B |
Dense LLM |
Legacy |
Static Graph |
1.9.0, r2.0.0 |
|
7B/35B/115B |
Dense LLM |
Mcore/Legacy |
Static Graph |
1.9.0, r2.0.0 |
|
8B/70B |
Dense LLM |
Legacy |
Static Graph |
1.7.0 |
|
8x7B |
Sparse LLM |
Legacy |
Static Graph |
1.7.0 |
|
34B |
Dense LLM |
Legacy |
Static Graph |
1.5.0 |
|
19B |
MM |
Legacy |
Static Graph |
1.5.0 |
|
13B |
MM |
Legacy |
Static Graph |
1.5.0 |
|
236B |
Sparse LLM |
Legacy |
Static Graph |
1.5.0 |
|
7B |
Dense LLM |
Legacy |
Static Graph |
1.5.0 |
|
33B |
Dense LLM |
Legacy |
Static Graph |
1.5.0 |
|
6B |
Dense LLM |
Legacy |
Static Graph |
1.5.0 |
|
6B |
Dense LLM |
Legacy |
Static Graph |
1.5.0 |
|
7B/20B |
Dense LLM |
Legacy |
Static Graph |
1.5.0 |
|
3B |
Dense LLM |
Legacy |
Static Graph |
1.5.0 |
|
11B |
MM |
Legacy |
Static Graph |
1.5.0 |
|
8B/70B |
Dense LLM |
Legacy |
Static Graph |
1.5.0 |
|
0.5B/1.5B/7B/57B/57B-A14B/72B |
Dense/Sparse LLM |
Legacy |
Static Graph |
1.5.0 |
|
7B/14B/72B |
Dense LLM |
Legacy |
Static Graph |
1.5.0 |
|
9.6B |
MM |
Legacy |
Static Graph |
1.5.0 |
|
7B/12B/52B |
Dense LLM |
Legacy |
Static Graph |
1.5.0 |
|
1.5B |
MM |
Legacy |
Static Graph |
1.5.0 |
|
6B/34B |
Dense LLM |
Legacy |
Static Graph |
1.5.0 |
|
12B |
Dense LLM |
Legacy |
Static Graph |
1.5.0 |
|
7B/13B/70B |
Dense LLM |
Legacy |
Static Graph |
1.3.2 |
|
7B/13B |
Dense LLM |
Legacy |
Static Graph |
1.3.2 |
|
6B |
Dense LLM |
Legacy |
Static Graph |
1.3.2 |
|
124M/13B |
Dense LLM |
Legacy |
Static Graph |
1.3.2 |
|
7B/20B |
Dense LLM |
Legacy |
Static Graph |
1.3.2 |
|
7B/14B |
Dense LLM |
Legacy |
Static Graph |
1.3.2 |
|
6B |
Dense LLM |
Legacy |
Static Graph |
1.1.0 |
|
15B |
Dense LLM |
Legacy |
Static Graph |
1.1.0 |
|
7B/13B |
Dense LLM |
Legacy |
Static Graph |
1.0 |
|
8.1B |
MM |
Legacy |
Static Graph |
1.0 |
|
560M/7.1B/65B/176B |
Dense LLM |
Legacy |
Static Graph |
1.0 |
|
149M/428M |
MM |
Legacy |
Static Graph |
1.0 |
|
13B |
Dense LLM |
Legacy |
Static Graph |
1.0 |
|
6B |
Dense LLM |
Legacy |
Static Graph |
1.0 |
|
13B |
Dense LLM |
Legacy |
Static Graph |
1.0 |
|
7B/13B |
Dense LLM |
Legacy |
Static Graph |
1.0 |
|
86M |
MM |
Legacy |
Static Graph |
1.0 |
|
13B |
Dense LLM |
Legacy |
Static Graph |
1.0 |
|
2.6B/13B |
Dense LLM |
Legacy |
Static Graph |
1.0 |
|
91M/308M/636M |
MM |
Legacy |
Static Graph |
1.0 |
|
13B |
Dense LLM |
Legacy |
Static Graph |
1.0 |
|
88M |
MM |
Legacy |
Static Graph |
1.0 |
|
14M/60M |
Dense LLM |
Legacy |
Static Graph |
1.0 |
|
6B |
MM |
Legacy |
Static Graph |
1.0 |
|
13B |
Dense LLM |
Legacy |
Static Graph |
1.0 |
|
4M/110M |
Dense LLM |
Legacy |
Static Graph |
0.8 |
Notes: LLM stands for Large Language Model; MM stands for Multi-Modal. Models marked with "PyNative / Static Graph" in the Execution Mode column support both runtime modes. For instructions on enabling PyNative, refer to Installation; for static graph implementation details, see Static Graph Implementation. The current master branch is under development, and r2.0.0 denotes the released version.