Instructions to use mlx-community/Qwen3.6-35B-A3B-DFlash2-4bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use mlx-community/Qwen3.6-35B-A3B-DFlash2-4bit with MLX:
# Make sure mlx-lm is installed # pip install --upgrade mlx-lm # if on a CUDA device, also pip install mlx[cuda] # Generate text with mlx-lm from mlx_lm import load, generate model, tokenizer = load("mlx-community/Qwen3.6-35B-A3B-DFlash2-4bit") prompt = "Once upon a time in" text = generate(model, tokenizer, prompt=prompt, verbose=True) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- MLX LM
How to use mlx-community/Qwen3.6-35B-A3B-DFlash2-4bit with MLX LM:
Generate or start a chat session
# Install MLX LM uv tool install mlx-lm # Generate some text mlx_lm.generate --model "mlx-community/Qwen3.6-35B-A3B-DFlash2-4bit" --prompt "Once upon a time"
- Atomic Chat
Commit ·
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Parent(s):
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Browse files- .gitattributes +35 -0
- LICENSE +202 -0
- README.md +34 -0
- config.json +54 -0
- model.safetensors +3 -0
- model.safetensors.index.json +215 -0
- source.json +55 -0
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+
|
| 196 |
+
http://www.apache.org/licenses/LICENSE-2.0
|
| 197 |
+
|
| 198 |
+
Unless required by applicable law or agreed to in writing, software
|
| 199 |
+
distributed under the License is distributed on an "AS IS" BASIS,
|
| 200 |
+
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 201 |
+
See the License for the specific language governing permissions and
|
| 202 |
+
limitations under the License.
|
README.md
ADDED
|
@@ -0,0 +1,34 @@
|
|
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|
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|
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|
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|
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|
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|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: apache-2.0
|
| 3 |
+
library_name: mlx
|
| 4 |
+
pipeline_tag: text-generation
|
| 5 |
+
base_model:
|
| 6 |
+
- incoai/Qwen3.6-35B-A3B-Splash
|
| 7 |
+
tags:
|
| 8 |
+
- mlx
|
| 9 |
+
- dflash2
|
| 10 |
+
- speculative-decoding
|
| 11 |
+
- qwen3.6
|
| 12 |
+
- 4-bit
|
| 13 |
+
---
|
| 14 |
+
|
| 15 |
+
# Qwen3.6-35B-A3B-DFlash2-4bit
|
| 16 |
+
|
| 17 |
+
The DFlash 2 draft model for Qwen3.6-35B-A3B, as a standard safetensors checkpoint with MLX affine
|
| 18 |
+
4-bit weights (group size 64).
|
| 19 |
+
|
| 20 |
+
## Source and changes
|
| 21 |
+
|
| 22 |
+
- Source: the `draft/` files of [`incoai/Qwen3.6-35B-A3B-Splash`](https://huggingface.co/incoai/Qwen3.6-35B-A3B-Splash),
|
| 23 |
+
revision `0f4714b2db37b5f3c42a10de07281e74f88e4adc` (Apache-2.0). That package names its draft source as
|
| 24 |
+
`incoai/Qwen3.6-35B-A3B-DFlash2`, revision `8e713508f0bb02f03b5cb5cabbc8d9604f924be2`.
|
| 25 |
+
- The draft model was made by Inco AI. This repository is not published or endorsed by Inco AI.
|
| 26 |
+
- Changes: the Splash runtime storage (tiled q4 integers with bf16 scales and biases) was converted to row-major
|
| 27 |
+
MLX affine storage in one `model.safetensors`, and a `config.json` was written. The integers, scales and biases
|
| 28 |
+
are moved bit for bit; no tensor was requantized (208 tensors). The original unquantized weights are not
|
| 29 |
+
recovered. Mask token id and RoPE parameters come from the target's configuration.
|
| 30 |
+
`source.json` lists the SHA-256 of every source file.
|
| 31 |
+
|
| 32 |
+
## License
|
| 33 |
+
|
| 34 |
+
Apache-2.0, as the source package. See `LICENSE`.
|
config.json
ADDED
|
@@ -0,0 +1,54 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
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|
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|
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|
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|
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|
|
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|
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|
|
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|
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|
|
|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"DFlash2DraftModel"
|
| 4 |
+
],
|
| 5 |
+
"model_type": "qwen3",
|
| 6 |
+
"dtype": "bfloat16",
|
| 7 |
+
"hidden_size": 2048,
|
| 8 |
+
"intermediate_size": 6144,
|
| 9 |
+
"num_hidden_layers": 6,
|
| 10 |
+
"vocab_size": 248320,
|
| 11 |
+
"num_attention_heads": 32,
|
| 12 |
+
"num_key_value_heads": 8,
|
| 13 |
+
"head_dim": 128,
|
| 14 |
+
"hidden_act": "silu",
|
| 15 |
+
"attention_bias": false,
|
| 16 |
+
"tie_word_embeddings": false,
|
| 17 |
+
"rms_norm_eps": 1e-06,
|
| 18 |
+
"max_position_embeddings": 262144,
|
| 19 |
+
"rope_parameters": {
|
| 20 |
+
"rope_type": "default",
|
| 21 |
+
"rope_theta": 10000000.0
|
| 22 |
+
},
|
| 23 |
+
"block_size": 8,
|
| 24 |
+
"is_causal": false,
|
| 25 |
+
"quantization": {
|
| 26 |
+
"mode": "affine",
|
| 27 |
+
"bits": 4,
|
| 28 |
+
"group_size": 64
|
| 29 |
+
},
|
| 30 |
+
"quantization_config": {
|
| 31 |
+
"mode": "affine",
|
| 32 |
+
"bits": 4,
|
| 33 |
+
"group_size": 64
|
| 34 |
+
},
|
| 35 |
+
"dflash_config": {
|
| 36 |
+
"mask_token_id": 248077,
|
| 37 |
+
"target_layer_ids": [
|
| 38 |
+
1,
|
| 39 |
+
6,
|
| 40 |
+
11,
|
| 41 |
+
16,
|
| 42 |
+
22,
|
| 43 |
+
27,
|
| 44 |
+
32,
|
| 45 |
+
37
|
| 46 |
+
],
|
| 47 |
+
"conv_kernel_size": 2,
|
| 48 |
+
"conv_group_size": 16,
|
| 49 |
+
"selector_rank": 256,
|
| 50 |
+
"selector_top_k": 16,
|
| 51 |
+
"use_swa": true,
|
| 52 |
+
"swa_window_size": 2048
|
| 53 |
+
}
|
| 54 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e316cb7c76dd53f86e992482351e3310c55c11fa8baa331c0709bba7530826d5
|
| 3 |
+
size 478987120
|
model.safetensors.index.json
ADDED
|
@@ -0,0 +1,215 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
|
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|
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|
|
|
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|
|
|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"metadata": {
|
| 3 |
+
"total_size": 478964736
|
| 4 |
+
},
|
| 5 |
+
"weight_map": {
|
| 6 |
+
"layers.0.input_layernorm.weight": "model.safetensors",
|
| 7 |
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"layers.0.attention_conv.base_kernel": "model.safetensors",
|
| 8 |
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|
| 9 |
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"layers.0.attention_conv.kernel_projection.scales": "model.safetensors",
|
| 10 |
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"layers.0.attention_conv.kernel_projection.biases": "model.safetensors",
|
| 11 |
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"layers.0.self_attn.q_proj.weight": "model.safetensors",
|
| 12 |
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"layers.0.self_attn.q_proj.scales": "model.safetensors",
|
| 13 |
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|
| 14 |
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"layers.0.self_attn.k_proj.weight": "model.safetensors",
|
| 15 |
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|
| 16 |
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|
| 17 |
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"layers.0.self_attn.v_proj.weight": "model.safetensors",
|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
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|
| 33 |
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|
| 34 |
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|
| 35 |
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|
| 36 |
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|
| 37 |
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|
| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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|
| 57 |
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|
| 58 |
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|
| 59 |
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|
| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
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|
| 64 |
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|
| 65 |
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|
| 66 |
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|
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|
| 68 |
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|
| 69 |
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|
| 70 |
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|
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|
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|
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|
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|
| 75 |
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|
| 76 |
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|
| 77 |
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|
| 78 |
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|
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|
| 80 |
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|
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|
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|
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|
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|
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|
| 86 |
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|
| 87 |
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|
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