Skip to content
Open
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
20 changes: 10 additions & 10 deletions docs/guides/checkpointing_solutions/convert_checkpoint.md
Original file line number Diff line number Diff line change
Expand Up @@ -6,16 +6,16 @@ This guide provides instructions for using the [scripts](https://github.com/AI-H

The following models are supported:

| Model Family | Sizes | HF $\\to$ Orbax (scan) | HF $\\to$ Orbax (unscan) | Orbax (scan) $\\to$ HF | Orbax (unscan) $\\to$ HF |
| :---------------------- | :--------------------- | :--------------------: | :----------------------: | :--------------------: | :----------------------: |
| **Gemma2** | 2B, 9B, 27B | √ | √ | √ | √ |
| **Gemma3** (Multimodal) | 4B, 12B, 27B | - | √ | - | √ |
| **Llama3.1** | 8B, 70B, 450B | √ | √ | √ | √ |
| **Qwen3** | 0.6B, 4B, 8B, 14B, 32B | √ | √ | √ | √ |
| **Qwen3 MoE** | 30B, 235B, 480B | √ | √ | √ | √ |
| **Mixtral** | 8x7B, 8x22B | √ | √ | √ | √ |
| **GPT-OSS** | 20B, 120B | √ | √ | √ | √ |
| **DeepSeek3** | 671B | - | - | √ | - |
| Model Family | Sizes | HF $\\to$ Orbax (scan) | HF $\\to$ Orbax (unscan) | Orbax (scan) $\\to$ HF | Orbax (unscan) $\\to$ HF |
| :---------------------- | :--------------------------- | :--------------------: | :----------------------: | :--------------------: | :----------------------: |
| **Gemma2** | 2B, 9B, 27B | √ | √ | √ | √ |
| **Gemma3** (Multimodal) | 4B, 12B, 27B | - | √ | - | √ |
| **Llama3.1** | 8B, 70B, 450B | √ | √ | √ | √ |
| **Qwen3** | 0.6B, 1.7B, 4B, 8B, 14B, 32B | √ | √ | √ | √ |
| **Qwen3 MoE** | 30B, 235B, 480B | √ | √ | √ | √ |
| **Mixtral** | 8x7B, 8x22B | √ | √ | √ | √ |
| **GPT-OSS** | 20B, 120B | √ | √ | √ | √ |
| **DeepSeek3** | 671B | - | - | √ | - |

## Prerequisites

Expand Down
1 change: 1 addition & 0 deletions src/MaxText/pyconfig_deprecated.py
Original file line number Diff line number Diff line change
Expand Up @@ -461,6 +461,7 @@ def validate_model_name(s: str) -> bool:
"gemma3-12b",
"gemma3-27b",
"qwen3-0.6b",
"qwen3-1.7b",
"qwen3-4b",
"qwen3-4b-thinking-2507",
"qwen3-8b",
Expand Down
17 changes: 17 additions & 0 deletions src/maxtext/checkpoint_conversion/utils/hf_model_configs.py
Original file line number Diff line number Diff line change
Expand Up @@ -226,6 +226,22 @@
torch_dtype="bfloat16",
)

qwen3_1_7b_config = transformers.Qwen3Config(
vocab_size=151936,
hidden_size=2048,
intermediate_size=6144,
num_hidden_layers=28,
num_attention_heads=16,
num_key_value_heads=8,
head_dim=128,
hidden_act="silu",
max_position_embeddings=40960,
rms_norm_eps=1.0e-6,
rope_theta=1000000.0,
tie_word_embeddings=True,
torch_dtype="bfloat16",
)

qwen3_4b_config = transformers.Qwen3Config(
vocab_size=151936,
hidden_size=2560,
Expand Down Expand Up @@ -773,6 +789,7 @@
"gemma3-12b": gemma3_12b_config,
"gemma3-27b": gemma3_27b_config,
"qwen3-0.6b": qwen3_0_6b_config,
"qwen3-1.7b": qwen3_1_7b_config,
"qwen3-4b": qwen3_4b_config,
"qwen3-4b-thinking-2507": qwen3_4b_config,
"qwen3-8b": qwen3_8b_config,
Expand Down
1 change: 1 addition & 0 deletions src/maxtext/checkpoint_conversion/utils/hf_shape.py
Original file line number Diff line number Diff line change
Expand Up @@ -661,6 +661,7 @@ def MIXTRAL_HF_WEIGHTS_TO_SHAPE(config):
"gemma3-12b": GEMMA3_HF_WEIGHTS_TO_SHAPE,
"gemma3-27b": GEMMA3_HF_WEIGHTS_TO_SHAPE,
"qwen3-0.6b": QWEN3_HF_WEIGHTS_TO_SHAPE,
"qwen3-1.7b": QWEN3_HF_WEIGHTS_TO_SHAPE,
"qwen3-4b": QWEN3_HF_WEIGHTS_TO_SHAPE,
"qwen3-4b-thinking-2507": QWEN3_HF_WEIGHTS_TO_SHAPE,
"qwen3-8b": QWEN3_HF_WEIGHTS_TO_SHAPE,
Expand Down
2 changes: 2 additions & 0 deletions src/maxtext/checkpoint_conversion/utils/param_mapping.py
Original file line number Diff line number Diff line change
Expand Up @@ -2083,6 +2083,7 @@ def pad_hf_embedding_layer(input_tensor, target_shape):
"gemma3-12b": GEMMA3_MAXTEXT_TO_HF_PARAM_MAPPING,
"gemma3-27b": GEMMA3_MAXTEXT_TO_HF_PARAM_MAPPING,
"qwen3-0.6b": QWEN3_MAXTEXT_TO_HF_PARAM_MAPPING,
"qwen3-1.7b": QWEN3_MAXTEXT_TO_HF_PARAM_MAPPING,
"qwen3-4b": QWEN3_MAXTEXT_TO_HF_PARAM_MAPPING,
"qwen3-4b-thinking-2507": QWEN3_MAXTEXT_TO_HF_PARAM_MAPPING,
"qwen3-8b": QWEN3_MAXTEXT_TO_HF_PARAM_MAPPING,
Expand Down Expand Up @@ -2114,6 +2115,7 @@ def pad_hf_embedding_layer(input_tensor, target_shape):
"gemma3-12b": GEMMA3_MAXTEXT_TO_HF_PARAM_HOOK_FN,
"gemma3-27b": GEMMA3_MAXTEXT_TO_HF_PARAM_HOOK_FN,
"qwen3-0.6b": QWEN3_MAXTEXT_TO_HF_PARAM_HOOK_FN,
"qwen3-1.7b": QWEN3_MAXTEXT_TO_HF_PARAM_HOOK_FN,
"qwen3-4b": QWEN3_MAXTEXT_TO_HF_PARAM_HOOK_FN,
"qwen3-4b-thinking-2507": QWEN3_MAXTEXT_TO_HF_PARAM_HOOK_FN,
"qwen3-8b": QWEN3_MAXTEXT_TO_HF_PARAM_HOOK_FN,
Expand Down
1 change: 1 addition & 0 deletions src/maxtext/checkpoint_conversion/utils/utils.py
Original file line number Diff line number Diff line change
Expand Up @@ -65,6 +65,7 @@
"gemma3-12b": "google/gemma-3-12b-it",
"gemma3-27b": "google/gemma-3-27b-it",
"qwen3-0.6b": "Qwen/Qwen3-0.6B",
"qwen3-1.7b": "Qwen/Qwen3-1.7B",
"qwen3-4b": "Qwen/Qwen3-4B",
"qwen3-4b-thinking-2507": "Qwen/Qwen3-4B-Thinking-2507",
"qwen3-8b": "Qwen/Qwen3-8B",
Expand Down
37 changes: 37 additions & 0 deletions src/maxtext/configs/models/qwen3-1.7b.yml
Original file line number Diff line number Diff line change
@@ -0,0 +1,37 @@
# Copyright 2023–2025 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

# model config for qwen3-1.7b

base_emb_dim: 2048
base_num_query_heads: 16
base_num_kv_heads: 8
base_mlp_dim: 6144
base_num_decoder_layers: 28
head_dim: 128
mlp_activations: ["silu", "linear"] # "hidden_act": "silu" implies SwiGLU
vocab_size: 151936

decoder_block: "qwen3"

normalization_layer_epsilon: 1.0e-6
rope_max_timescale: 1000000

use_qk_norm: True

logits_via_embedding: True # from "tie_word_embeddings": true
normalize_embedding_logits: False
enable_dropout: False # deterministic for testing

tokenizer_type: "huggingface"
1 change: 1 addition & 0 deletions src/maxtext/configs/types.py
Original file line number Diff line number Diff line change
Expand Up @@ -229,6 +229,7 @@ class ProfilerType(str, Enum):
"gemma3-12b",
"gemma3-27b",
"qwen3-0.6b",
"qwen3-1.7b",
"qwen3-4b",
"qwen3-4b-thinking-2507",
"qwen3-8b",
Expand Down
1 change: 1 addition & 0 deletions tests/unit/configs_test.py
Original file line number Diff line number Diff line change
Expand Up @@ -230,6 +230,7 @@ def test_mistral_configs(config_file):

QWEN_CONFIGS = [
os.path.join(CONFIGS_DIR, "models", "qwen3-0.6b.yml"),
os.path.join(CONFIGS_DIR, "models", "qwen3-1.7b.yml"),
os.path.join(CONFIGS_DIR, "models", "qwen3-4b.yml"),
os.path.join(CONFIGS_DIR, "models", "qwen3-4b-thinking-2507.yml"),
os.path.join(CONFIGS_DIR, "models", "qwen3-8b.yml"),
Expand Down
2 changes: 1 addition & 1 deletion tests/unit/muon_test.py
Original file line number Diff line number Diff line change
Expand Up @@ -185,7 +185,7 @@


# qwen3, specific: logits_via_embedding=True
# applicable: qwen3-0.6b, qwen3-4b, but not: qwen3-8b, qwen3-14b (logits_via_embedding=False)
# applicable: qwen3-0.6b, qwen3-1.7b, qwen3-4b, but not: qwen3-8b, qwen3-14b (logits_via_embedding=False)
QWEN3_DIMENSION_NUMBER = {
"params": {
"decoder": {
Expand Down
1 change: 1 addition & 0 deletions tests/utils/sharding_dump.py
Original file line number Diff line number Diff line change
Expand Up @@ -66,6 +66,7 @@
# "gemma3-12b",
# "gemma3-27b",
"qwen3-0.6b",
# "qwen3-1.7b",
# "qwen3-4b",
# "qwen3-4b-thinking-2507",
# "qwen3-8b",
Expand Down