{ "_class_name": "AutoencoderKL", "_diffusers_version": "0.36.0.dev0", "_name_or_path": "./tmp_model/vae", "act_fn": "silu", "block_out_channels": [ 128, 256, 512, 512 ], "down_block_types": [ "DownEncoderBlock2D", "DownEncoderBlock2D", "DownEncoderBlock2D", "DownEncoderBlock2D" ], "force_upcast": true, "in_channels": 3, "latent_channels": 4, "latents_mean": null, "latents_std": null, "layers_per_block": 2, "mid_block_add_attention": true, "norm_num_groups": 32, "out_channels": 3, "quantization_config": { "_load_in_4bit": true, "_load_in_8bit": false, "bnb_4bit_compute_dtype": "bfloat16", "bnb_4bit_quant_storage": "uint8", "bnb_4bit_quant_type": "nf4", "bnb_4bit_use_double_quant": true, "llm_int8_enable_fp32_cpu_offload": false, "llm_int8_has_fp16_weight": false, "llm_int8_skip_modules": [ "down_blocks.0.attentions.0.proj_in", "down_blocks.0.attentions.0.transformer_blocks.0.attn1.to_q", "down_blocks.0.attentions.0.transformer_blocks.0.attn1.to_k", "down_blocks.0.attentions.0.transformer_blocks.0.attn1.to_v", "down_blocks.0.attentions.0.transformer_blocks.0.attn1.to_out.0", "down_blocks.0.attentions.0.transformer_blocks.0.attn2.to_q", "down_blocks.0.attentions.0.transformer_blocks.0.attn2.to_k", "down_blocks.0.attentions.0.transformer_blocks.0.attn2.to_v", "down_blocks.0.attentions.0.transformer_blocks.0.attn2.to_out.0", "down_blocks.0.attentions.0.transformer_blocks.0.ff.net.0.proj", "down_blocks.0.attentions.0.transformer_blocks.0.ff.net.2", "down_blocks.0.attentions.0.proj_out", "down_blocks.0.attentions.1.proj_in", "down_blocks.0.attentions.1.transformer_blocks.0.attn1.to_q", "down_blocks.0.attentions.1.transformer_blocks.0.attn1.to_k", "down_blocks.0.attentions.1.transformer_blocks.0.attn1.to_v", "down_blocks.0.attentions.1.transformer_blocks.0.attn1.to_out.0", "down_blocks.0.attentions.1.transformer_blocks.0.attn2.to_q", "down_blocks.0.attentions.1.transformer_blocks.0.attn2.to_k", "down_blocks.0.attentions.1.transformer_blocks.0.attn2.to_v", "down_blocks.0.attentions.1.transformer_blocks.0.attn2.to_out.0", "down_blocks.0.attentions.1.transformer_blocks.0.ff.net.0.proj", "down_blocks.0.attentions.1.transformer_blocks.0.ff.net.2", "down_blocks.0.attentions.1.proj_out", "down_blocks.0.resnets.0.conv1", "down_blocks.0.resnets.0.time_emb_proj", "down_blocks.0.resnets.0.conv2", "down_blocks.0.resnets.1.conv1", "down_blocks.0.resnets.1.time_emb_proj", "down_blocks.0.resnets.1.conv2", "down_blocks.0.downsamplers.0.conv", "up_blocks.3.attentions.0.proj_in", "up_blocks.3.attentions.0.transformer_blocks.0.attn1.to_q", "up_blocks.3.attentions.0.transformer_blocks.0.attn1.to_k", "up_blocks.3.attentions.0.transformer_blocks.0.attn1.to_v", "up_blocks.3.attentions.0.transformer_blocks.0.attn1.to_out.0", "up_blocks.3.attentions.0.transformer_blocks.0.attn2.to_q", "up_blocks.3.attentions.0.transformer_blocks.0.attn2.to_k", "up_blocks.3.attentions.0.transformer_blocks.0.attn2.to_v", "up_blocks.3.attentions.0.transformer_blocks.0.attn2.to_out.0", "up_blocks.3.attentions.0.transformer_blocks.0.ff.net.0.proj", "up_blocks.3.attentions.0.transformer_blocks.0.ff.net.2", "up_blocks.3.attentions.0.proj_out", "up_blocks.3.attentions.1.proj_in", "up_blocks.3.attentions.1.transformer_blocks.0.attn1.to_q", "up_blocks.3.attentions.1.transformer_blocks.0.attn1.to_k", "up_blocks.3.attentions.1.transformer_blocks.0.attn1.to_v", "up_blocks.3.attentions.1.transformer_blocks.0.attn1.to_out.0", "up_blocks.3.attentions.1.transformer_blocks.0.attn2.to_q", "up_blocks.3.attentions.1.transformer_blocks.0.attn2.to_k", "up_blocks.3.attentions.1.transformer_blocks.0.attn2.to_v", "up_blocks.3.attentions.1.transformer_blocks.0.attn2.to_out.0", "up_blocks.3.attentions.1.transformer_blocks.0.ff.net.0.proj", "up_blocks.3.attentions.1.transformer_blocks.0.ff.net.2", "up_blocks.3.attentions.1.proj_out", "up_blocks.3.attentions.2.proj_in", "up_blocks.3.attentions.2.transformer_blocks.0.attn1.to_q", "up_blocks.3.attentions.2.transformer_blocks.0.attn1.to_k", "up_blocks.3.attentions.2.transformer_blocks.0.attn1.to_v", "up_blocks.3.attentions.2.transformer_blocks.0.attn1.to_out.0", "up_blocks.3.attentions.2.transformer_blocks.0.attn2.to_q", "up_blocks.3.attentions.2.transformer_blocks.0.attn2.to_k", "up_blocks.3.attentions.2.transformer_blocks.0.attn2.to_v", "up_blocks.3.attentions.2.transformer_blocks.0.attn2.to_out.0", "up_blocks.3.attentions.2.transformer_blocks.0.ff.net.0.proj", "up_blocks.3.attentions.2.transformer_blocks.0.ff.net.2", "up_blocks.3.attentions.2.proj_out", "up_blocks.3.resnets.0.conv1", "up_blocks.3.resnets.0.time_emb_proj", "up_blocks.3.resnets.0.conv2", "up_blocks.3.resnets.0.conv_shortcut", "up_blocks.3.resnets.1.conv1", "up_blocks.3.resnets.1.time_emb_proj", "up_blocks.3.resnets.1.conv2", "up_blocks.3.resnets.1.conv_shortcut", "up_blocks.3.resnets.2.conv1", "up_blocks.3.resnets.2.time_emb_proj", "up_blocks.3.resnets.2.conv2", "up_blocks.3.resnets.2.conv_shortcut", "mid_block.attentions.0.proj_in", "mid_block.attentions.0.transformer_blocks.0.attn1.to_q", "mid_block.attentions.0.transformer_blocks.0.attn1.to_k", "mid_block.attentions.0.transformer_blocks.0.attn1.to_v", "mid_block.attentions.0.transformer_blocks.0.attn1.to_out.0", "mid_block.attentions.0.transformer_blocks.0.attn2.to_q", "mid_block.attentions.0.transformer_blocks.0.attn2.to_k", "mid_block.attentions.0.transformer_blocks.0.attn2.to_v", "mid_block.attentions.0.transformer_blocks.0.attn2.to_out.0", "mid_block.attentions.0.transformer_blocks.0.ff.net.0.proj", "mid_block.attentions.0.transformer_blocks.0.ff.net.2", "mid_block.attentions.0.proj_out", "mid_block.resnets.0.conv1", "mid_block.resnets.0.time_emb_proj", "mid_block.resnets.0.conv2", "mid_block.resnets.1.conv1", "mid_block.resnets.1.time_emb_proj", "mid_block.resnets.1.conv2", "conv_in", "conv_out" ], "llm_int8_threshold": 6.0, "load_in_4bit": true, "load_in_8bit": false, "quant_method": "bitsandbytes" }, "sample_size": 512, "scaling_factor": 0.18215, "shift_factor": null, "up_block_types": [ "UpDecoderBlock2D", "UpDecoderBlock2D", "UpDecoderBlock2D", "UpDecoderBlock2D" ], "use_post_quant_conv": true, "use_quant_conv": true }