Text-to-Image
Diffusers
Safetensors
English
Chinese
QwenImage21Pipeline
sdnq
int4
uint4
image-generation
image-editing
apple-silicon
8-bit precision
Instructions to use ixim/Image21-INT4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use ixim/Image21-INT4 with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("ixim/Image21-INT4", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Draw Things
- DiffusionBee
| { | |
| "component": "text_encoder", | |
| "method": "sdnq", | |
| "weights_dtype": "uint4", | |
| "use_svd": true, | |
| "svd_rank": 32, | |
| "use_quantized_matmul": false, | |
| "skip_modules": [ | |
| "lm_head", | |
| "visual" | |
| ], | |
| "quantized_modules": [ | |
| "model.language_model.layers.0.self_attn.q_proj", | |
| "model.language_model.layers.0.self_attn.k_proj", | |
| "model.language_model.layers.0.self_attn.v_proj", | |
| "model.language_model.layers.0.self_attn.o_proj", | |
| "model.language_model.layers.0.mlp.gate_proj", | |
| "model.language_model.layers.0.mlp.up_proj", | |
| "model.language_model.layers.0.mlp.down_proj", | |
| "model.language_model.layers.1.self_attn.q_proj", | |
| "model.language_model.layers.1.self_attn.k_proj", | |
| "model.language_model.layers.1.self_attn.v_proj", | |
| "model.language_model.layers.1.self_attn.o_proj", | |
| "model.language_model.layers.1.mlp.gate_proj", | |
| "model.language_model.layers.1.mlp.up_proj", | |
| "model.language_model.layers.1.mlp.down_proj", | |
| "model.language_model.layers.2.self_attn.q_proj", | |
| "model.language_model.layers.2.self_attn.k_proj", | |
| "model.language_model.layers.2.self_attn.v_proj", | |
| "model.language_model.layers.2.self_attn.o_proj", | |
| "model.language_model.layers.2.mlp.gate_proj", | |
| "model.language_model.layers.2.mlp.up_proj", | |
| "model.language_model.layers.2.mlp.down_proj", | |
| "model.language_model.layers.3.self_attn.q_proj", | |
| "model.language_model.layers.3.self_attn.k_proj", | |
| "model.language_model.layers.3.self_attn.v_proj", | |
| "model.language_model.layers.3.self_attn.o_proj", | |
| "model.language_model.layers.3.mlp.gate_proj", | |
| "model.language_model.layers.3.mlp.up_proj", | |
| "model.language_model.layers.3.mlp.down_proj", | |
| "model.language_model.layers.4.self_attn.q_proj", | |
| "model.language_model.layers.4.self_attn.k_proj", | |
| "model.language_model.layers.4.self_attn.v_proj", | |
| "model.language_model.layers.4.self_attn.o_proj", | |
| "model.language_model.layers.4.mlp.gate_proj", | |
| "model.language_model.layers.4.mlp.up_proj", | |
| "model.language_model.layers.4.mlp.down_proj", | |
| "model.language_model.layers.5.self_attn.q_proj", | |
| "model.language_model.layers.5.self_attn.k_proj", | |
| "model.language_model.layers.5.self_attn.v_proj", | |
| "model.language_model.layers.5.self_attn.o_proj", | |
| "model.language_model.layers.5.mlp.gate_proj", | |
| "model.language_model.layers.5.mlp.up_proj", | |
| "model.language_model.layers.5.mlp.down_proj", | |
| "model.language_model.layers.6.self_attn.q_proj", | |
| "model.language_model.layers.6.self_attn.k_proj", | |
| "model.language_model.layers.6.self_attn.v_proj", | |
| "model.language_model.layers.6.self_attn.o_proj", | |
| "model.language_model.layers.6.mlp.gate_proj", | |
| "model.language_model.layers.6.mlp.up_proj", | |
| "model.language_model.layers.6.mlp.down_proj", | |
| "model.language_model.layers.7.self_attn.q_proj", | |
| "model.language_model.layers.7.self_attn.k_proj", | |
| "model.language_model.layers.7.self_attn.v_proj", | |
| "model.language_model.layers.7.self_attn.o_proj", | |
| "model.language_model.layers.7.mlp.gate_proj", | |
| "model.language_model.layers.7.mlp.up_proj", | |
| "model.language_model.layers.7.mlp.down_proj", | |
| "model.language_model.layers.8.self_attn.q_proj", | |
| "model.language_model.layers.8.self_attn.k_proj", | |
| "model.language_model.layers.8.self_attn.v_proj", | |
| "model.language_model.layers.8.self_attn.o_proj", | |
| "model.language_model.layers.8.mlp.gate_proj", | |
| "model.language_model.layers.8.mlp.up_proj", | |
| "model.language_model.layers.8.mlp.down_proj", | |
| "model.language_model.layers.9.self_attn.q_proj", | |
| "model.language_model.layers.9.self_attn.k_proj", | |
| "model.language_model.layers.9.self_attn.v_proj", | |
| "model.language_model.layers.9.self_attn.o_proj", | |
| "model.language_model.layers.9.mlp.gate_proj", | |
| "model.language_model.layers.9.mlp.up_proj", | |
| "model.language_model.layers.9.mlp.down_proj", | |
| "model.language_model.layers.10.self_attn.q_proj", | |
| "model.language_model.layers.10.self_attn.k_proj", | |
| "model.language_model.layers.10.self_attn.v_proj", | |
| "model.language_model.layers.10.self_attn.o_proj", | |
| "model.language_model.layers.10.mlp.gate_proj", | |
| "model.language_model.layers.10.mlp.up_proj", | |
| "model.language_model.layers.10.mlp.down_proj", | |
| "model.language_model.layers.11.self_attn.q_proj", | |
| "model.language_model.layers.11.self_attn.k_proj", | |
| "model.language_model.layers.11.self_attn.v_proj", | |
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| "model.language_model.layers.11.mlp.gate_proj", | |
| "model.language_model.layers.11.mlp.up_proj", | |
| "model.language_model.layers.11.mlp.down_proj", | |
| "model.language_model.layers.12.self_attn.q_proj", | |
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| "model.language_model.layers.12.mlp.gate_proj", | |
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| "model.language_model.layers.25.self_attn.k_proj", | |
| "model.language_model.layers.25.self_attn.v_proj", | |
| "model.language_model.layers.25.self_attn.o_proj", | |
| "model.language_model.layers.25.mlp.gate_proj", | |
| "model.language_model.layers.25.mlp.up_proj", | |
| "model.language_model.layers.25.mlp.down_proj", | |
| "model.language_model.layers.26.self_attn.q_proj", | |
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| "model.language_model.layers.30.self_attn.v_proj", | |
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| "model.language_model.layers.34.mlp.gate_proj", | |
| "model.language_model.layers.34.mlp.up_proj", | |
| "model.language_model.layers.34.mlp.down_proj", | |
| "model.language_model.layers.35.self_attn.q_proj", | |
| "model.language_model.layers.35.self_attn.k_proj", | |
| "model.language_model.layers.35.self_attn.v_proj", | |
| "model.language_model.layers.35.self_attn.o_proj", | |
| "model.language_model.layers.35.mlp.gate_proj", | |
| "model.language_model.layers.35.mlp.up_proj", | |
| "model.language_model.layers.35.mlp.down_proj" | |
| ], | |
| "module_types": { | |
| "Qwen3VLForConditionalGeneration": 1, | |
| "Qwen3VLModel": 1, | |
| "Qwen3VLVisionModel": 1, | |
| "Qwen3VLVisionPatchEmbed": 1, | |
| "Conv3d": 1, | |
| "Embedding": 2, | |
| "Qwen3VLVisionRotaryEmbedding": 1, | |
| "ModuleList": 3, | |
| "Qwen3VLVisionBlock": 27, | |
| "LayerNorm": 58, | |
| "Qwen3VLVisionAttention": 27, | |
| "Linear": 117, | |
| "Qwen3VLVisionMLP": 27, | |
| "GELUTanh": 27, | |
| "Qwen3VLVisionPatchMerger": 4, | |
| "GELU": 4, | |
| "Qwen3VLTextModel": 1, | |
| "Qwen3VLTextDecoderLayer": 36, | |
| "Qwen3VLTextAttention": 36, | |
| "SDNQLinear": 252, | |
| "Qwen3VLTextRMSNorm": 145, | |
| "Qwen3VLTextMLP": 36, | |
| "SiLUActivation": 36, | |
| "Qwen3VLTextRotaryEmbedding": 1 | |
| }, | |
| "parameter_dtypes": { | |
| "torch.bfloat16": 1908650224, | |
| "torch.uint8": 3472883712, | |
| "torch.float32": 108527616 | |
| }, | |
| "saved_quantization_config": { | |
| "add_skip_keys": true, | |
| "codebook_steps": 24, | |
| "dequantize_fp32": true, | |
| "dynamic_loss_threshold": null, | |
| "group_size": 0, | |
| "hadamard_group_size": 256, | |
| "is_integer": true, | |
| "is_training": false, | |
| "is_unsigned": true, | |
| "minimum_allowed_channel_size": 32, | |
| "minimum_allowed_numel": 16384, | |
| "modules_dtype_dict": {}, | |
| "modules_quant_config": {}, | |
| "modules_to_not_convert": [ | |
| "multi_modal_projector", | |
| ".x_embedder", | |
| ".proj_in", | |
| "patch_embedding", | |
| ".t_embedder", | |
| ".norm_out", | |
| ".img_out", | |
| "wte", | |
| ".txt_out", | |
| ".vid_in", | |
| ".time_embed", | |
| "model.language_model.embed_tokens.weight", | |
| ".vid_out", | |
| ".context_embedder", | |
| ".emb_out", | |
| "lm_head", | |
| ".y_embedder", | |
| ".emb_in", | |
| ".final_layer", | |
| "time_text_embed", | |
| ".img_in", | |
| "patch_emb", | |
| ".proj_out", | |
| "visual", | |
| ".txt_in", | |
| ".condition_embedder", | |
| "lm_head.weight", | |
| "patch_embed", | |
| "model.language_model.layers.0.input_layernorm.weight", | |
| "model.language_model.layers.0.post_attention_layernorm.weight", | |
| "model.language_model.layers.0.self_attn.k_norm.weight", | |
| "model.language_model.layers.0.self_attn.q_norm.weight", | |
| "model.language_model.layers.1.input_layernorm.weight", | |
| "model.language_model.layers.1.post_attention_layernorm.weight", | |
| "model.language_model.layers.1.self_attn.k_norm.weight", | |
| "model.language_model.layers.1.self_attn.q_norm.weight", | |
| "model.language_model.layers.2.input_layernorm.weight", | |
| "model.language_model.layers.2.post_attention_layernorm.weight", | |
| "model.language_model.layers.2.self_attn.k_norm.weight", | |
| "model.language_model.layers.2.self_attn.q_norm.weight", | |
| "model.language_model.layers.3.input_layernorm.weight", | |
| "model.language_model.layers.3.post_attention_layernorm.weight", | |
| "model.language_model.layers.3.self_attn.k_norm.weight", | |
| "model.language_model.layers.3.self_attn.q_norm.weight", | |
| "model.language_model.layers.4.input_layernorm.weight", | |
| "model.language_model.layers.4.post_attention_layernorm.weight", | |
| "model.language_model.layers.4.self_attn.k_norm.weight", | |
| "model.language_model.layers.4.self_attn.q_norm.weight", | |
| "model.language_model.layers.5.input_layernorm.weight", | |
| "model.language_model.layers.5.post_attention_layernorm.weight", | |
| "model.language_model.layers.5.self_attn.k_norm.weight", | |
| "model.language_model.layers.5.self_attn.q_norm.weight", | |
| "model.language_model.layers.6.input_layernorm.weight", | |
| "model.language_model.layers.6.post_attention_layernorm.weight", | |
| "model.language_model.layers.6.self_attn.k_norm.weight", | |
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