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Enable offline single file model loading #6740
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b5ec04f
pass original_config_file to load_single_file()
5bde4ea
renamed deprecated original_config_file argument
6af8443
enable offline loading of main sd-1, sd-2 and sdxl models
5b296d3
Merge branch 'main' into lstein/feat/diffusers-v0.30
lstein 7a9a169
pass configuration templates to from_single_file() using the config o…
5daaaa3
Merge remote-tracking branch 'refs/remotes/origin/lstein/feat/diffuse…
4556343
use correct controlnet config file
3487def
fixed SDXL controlnet probe
63dbf38
Merge branch 'main' into lstein/feat/diffusers-v0.30
lstein 32cdd42
fix formatting errors
03210bd
Merge branch 'lstein/feat/diffusers-v0.30' of github.com:invoke-ai/In…
478154b
Merge branch 'main' into lstein/feat/diffusers-v0.30
lstein 9e097b6
Merge branch 'main' into lstein/feat/diffusers-v0.30
471dbf8
tweak name of folder containing model base config files
1446737
Merge branch 'main' into lstein/feat/diffusers-v0.30
brandonrising 2916d05
fix(package): update package paths for model base config files in pyp…
b9d8e19
remove full path name from controlnet config file
f4f6296
resolved conflicts with main
a81acac
fix ruff error
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42 changes: 42 additions & 0 deletions
42
invokeai/backend/assets/model_base_conf_files/controlnet_sd15/config.json
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{ | ||
"_class_name": "ControlNetModel", | ||
"_diffusers_version": "0.16.0.dev0", | ||
"_name_or_path": "/home/patrick/controlnet_v1_1/control_v11p_sd15_canny", | ||
"act_fn": "silu", | ||
"attention_head_dim": 8, | ||
"block_out_channels": [ | ||
320, | ||
640, | ||
1280, | ||
1280 | ||
], | ||
"class_embed_type": null, | ||
"conditioning_embedding_out_channels": [ | ||
16, | ||
32, | ||
96, | ||
256 | ||
], | ||
"controlnet_conditioning_channel_order": "rgb", | ||
"cross_attention_dim": 768, | ||
"down_block_types": [ | ||
"CrossAttnDownBlock2D", | ||
"CrossAttnDownBlock2D", | ||
"CrossAttnDownBlock2D", | ||
"DownBlock2D" | ||
], | ||
"downsample_padding": 1, | ||
"flip_sin_to_cos": true, | ||
"freq_shift": 0, | ||
"in_channels": 4, | ||
"layers_per_block": 2, | ||
"mid_block_scale_factor": 1, | ||
"norm_eps": 1e-05, | ||
"norm_num_groups": 32, | ||
"num_class_embeds": null, | ||
"only_cross_attention": false, | ||
"projection_class_embeddings_input_dim": null, | ||
"resnet_time_scale_shift": "default", | ||
"upcast_attention": false, | ||
"use_linear_projection": false | ||
} |
56 changes: 56 additions & 0 deletions
56
invokeai/backend/assets/model_base_conf_files/controlnet_sdxl/config.json
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---|---|---|
@@ -0,0 +1,56 @@ | ||
{ | ||
"_class_name": "ControlNetModel", | ||
"_diffusers_version": "0.19.3", | ||
"act_fn": "silu", | ||
"addition_embed_type": "text_time", | ||
"addition_embed_type_num_heads": 64, | ||
"addition_time_embed_dim": 256, | ||
"attention_head_dim": [ | ||
5, | ||
10, | ||
20 | ||
], | ||
"block_out_channels": [ | ||
320, | ||
640, | ||
1280 | ||
], | ||
"class_embed_type": null, | ||
"conditioning_channels": 3, | ||
"conditioning_embedding_out_channels": [ | ||
16, | ||
32, | ||
96, | ||
256 | ||
], | ||
"controlnet_conditioning_channel_order": "rgb", | ||
"cross_attention_dim": 2048, | ||
"down_block_types": [ | ||
"DownBlock2D", | ||
"CrossAttnDownBlock2D", | ||
"CrossAttnDownBlock2D" | ||
], | ||
"downsample_padding": 1, | ||
"encoder_hid_dim": null, | ||
"encoder_hid_dim_type": null, | ||
"flip_sin_to_cos": true, | ||
"freq_shift": 0, | ||
"global_pool_conditions": false, | ||
"in_channels": 4, | ||
"layers_per_block": 2, | ||
"mid_block_scale_factor": 1, | ||
"norm_eps": 1e-05, | ||
"norm_num_groups": 32, | ||
"num_attention_heads": null, | ||
"num_class_embeds": null, | ||
"only_cross_attention": false, | ||
"projection_class_embeddings_input_dim": 2816, | ||
"resnet_time_scale_shift": "default", | ||
"transformer_layers_per_block": [ | ||
1, | ||
2, | ||
10 | ||
], | ||
"upcast_attention": null, | ||
"use_linear_projection": true | ||
} |
20 changes: 20 additions & 0 deletions
20
...l_base_conf_files/stable-diffusion-1.5-epsilon/feature_extractor/preprocessor_config.json
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{ | ||
"crop_size": 224, | ||
"do_center_crop": true, | ||
"do_convert_rgb": true, | ||
"do_normalize": true, | ||
"do_resize": true, | ||
"feature_extractor_type": "CLIPFeatureExtractor", | ||
"image_mean": [ | ||
0.48145466, | ||
0.4578275, | ||
0.40821073 | ||
], | ||
"image_std": [ | ||
0.26862954, | ||
0.26130258, | ||
0.27577711 | ||
], | ||
"resample": 3, | ||
"size": 224 | ||
} |
32 changes: 32 additions & 0 deletions
32
invokeai/backend/assets/model_base_conf_files/stable-diffusion-1.5-epsilon/model_index.json
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{ | ||
"_class_name": "StableDiffusionPipeline", | ||
"_diffusers_version": "0.6.0", | ||
"feature_extractor": [ | ||
"transformers", | ||
"CLIPImageProcessor" | ||
], | ||
"safety_checker": [ | ||
"stable_diffusion", | ||
"StableDiffusionSafetyChecker" | ||
], | ||
"scheduler": [ | ||
"diffusers", | ||
"PNDMScheduler" | ||
], | ||
"text_encoder": [ | ||
"transformers", | ||
"CLIPTextModel" | ||
], | ||
"tokenizer": [ | ||
"transformers", | ||
"CLIPTokenizer" | ||
], | ||
"unet": [ | ||
"diffusers", | ||
"UNet2DConditionModel" | ||
], | ||
"vae": [ | ||
"diffusers", | ||
"AutoencoderKL" | ||
] | ||
} |
175 changes: 175 additions & 0 deletions
175
...kend/assets/model_base_conf_files/stable-diffusion-1.5-epsilon/safety_checker/config.json
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---|---|---|
@@ -0,0 +1,175 @@ | ||
{ | ||
"_commit_hash": "4bb648a606ef040e7685bde262611766a5fdd67b", | ||
"_name_or_path": "CompVis/stable-diffusion-safety-checker", | ||
"architectures": [ | ||
"StableDiffusionSafetyChecker" | ||
], | ||
"initializer_factor": 1.0, | ||
"logit_scale_init_value": 2.6592, | ||
"model_type": "clip", | ||
"projection_dim": 768, | ||
"text_config": { | ||
"_name_or_path": "", | ||
"add_cross_attention": false, | ||
"architectures": null, | ||
"attention_dropout": 0.0, | ||
"bad_words_ids": null, | ||
"bos_token_id": 0, | ||
"chunk_size_feed_forward": 0, | ||
"cross_attention_hidden_size": null, | ||
"decoder_start_token_id": null, | ||
"diversity_penalty": 0.0, | ||
"do_sample": false, | ||
"dropout": 0.0, | ||
"early_stopping": false, | ||
"encoder_no_repeat_ngram_size": 0, | ||
"eos_token_id": 2, | ||
"exponential_decay_length_penalty": null, | ||
"finetuning_task": null, | ||
"forced_bos_token_id": null, | ||
"forced_eos_token_id": null, | ||
"hidden_act": "quick_gelu", | ||
"hidden_size": 768, | ||
"id2label": { | ||
"0": "LABEL_0", | ||
"1": "LABEL_1" | ||
}, | ||
"initializer_factor": 1.0, | ||
"initializer_range": 0.02, | ||
"intermediate_size": 3072, | ||
"is_decoder": false, | ||
"is_encoder_decoder": false, | ||
"label2id": { | ||
"LABEL_0": 0, | ||
"LABEL_1": 1 | ||
}, | ||
"layer_norm_eps": 1e-05, | ||
"length_penalty": 1.0, | ||
"max_length": 20, | ||
"max_position_embeddings": 77, | ||
"min_length": 0, | ||
"model_type": "clip_text_model", | ||
"no_repeat_ngram_size": 0, | ||
"num_attention_heads": 12, | ||
"num_beam_groups": 1, | ||
"num_beams": 1, | ||
"num_hidden_layers": 12, | ||
"num_return_sequences": 1, | ||
"output_attentions": false, | ||
"output_hidden_states": false, | ||
"output_scores": false, | ||
"pad_token_id": 1, | ||
"prefix": null, | ||
"problem_type": null, | ||
"pruned_heads": {}, | ||
"remove_invalid_values": false, | ||
"repetition_penalty": 1.0, | ||
"return_dict": true, | ||
"return_dict_in_generate": false, | ||
"sep_token_id": null, | ||
"task_specific_params": null, | ||
"temperature": 1.0, | ||
"tf_legacy_loss": false, | ||
"tie_encoder_decoder": false, | ||
"tie_word_embeddings": true, | ||
"tokenizer_class": null, | ||
"top_k": 50, | ||
"top_p": 1.0, | ||
"torch_dtype": null, | ||
"torchscript": false, | ||
"transformers_version": "4.22.0.dev0", | ||
"typical_p": 1.0, | ||
"use_bfloat16": false, | ||
"vocab_size": 49408 | ||
}, | ||
"text_config_dict": { | ||
"hidden_size": 768, | ||
"intermediate_size": 3072, | ||
"num_attention_heads": 12, | ||
"num_hidden_layers": 12 | ||
}, | ||
"torch_dtype": "float32", | ||
"transformers_version": null, | ||
"vision_config": { | ||
"_name_or_path": "", | ||
"add_cross_attention": false, | ||
"architectures": null, | ||
"attention_dropout": 0.0, | ||
"bad_words_ids": null, | ||
"bos_token_id": null, | ||
"chunk_size_feed_forward": 0, | ||
"cross_attention_hidden_size": null, | ||
"decoder_start_token_id": null, | ||
"diversity_penalty": 0.0, | ||
"do_sample": false, | ||
"dropout": 0.0, | ||
"early_stopping": false, | ||
"encoder_no_repeat_ngram_size": 0, | ||
"eos_token_id": null, | ||
"exponential_decay_length_penalty": null, | ||
"finetuning_task": null, | ||
"forced_bos_token_id": null, | ||
"forced_eos_token_id": null, | ||
"hidden_act": "quick_gelu", | ||
"hidden_size": 1024, | ||
"id2label": { | ||
"0": "LABEL_0", | ||
"1": "LABEL_1" | ||
}, | ||
"image_size": 224, | ||
"initializer_factor": 1.0, | ||
"initializer_range": 0.02, | ||
"intermediate_size": 4096, | ||
"is_decoder": false, | ||
"is_encoder_decoder": false, | ||
"label2id": { | ||
"LABEL_0": 0, | ||
"LABEL_1": 1 | ||
}, | ||
"layer_norm_eps": 1e-05, | ||
"length_penalty": 1.0, | ||
"max_length": 20, | ||
"min_length": 0, | ||
"model_type": "clip_vision_model", | ||
"no_repeat_ngram_size": 0, | ||
"num_attention_heads": 16, | ||
"num_beam_groups": 1, | ||
"num_beams": 1, | ||
"num_channels": 3, | ||
"num_hidden_layers": 24, | ||
"num_return_sequences": 1, | ||
"output_attentions": false, | ||
"output_hidden_states": false, | ||
"output_scores": false, | ||
"pad_token_id": null, | ||
"patch_size": 14, | ||
"prefix": null, | ||
"problem_type": null, | ||
"pruned_heads": {}, | ||
"remove_invalid_values": false, | ||
"repetition_penalty": 1.0, | ||
"return_dict": true, | ||
"return_dict_in_generate": false, | ||
"sep_token_id": null, | ||
"task_specific_params": null, | ||
"temperature": 1.0, | ||
"tf_legacy_loss": false, | ||
"tie_encoder_decoder": false, | ||
"tie_word_embeddings": true, | ||
"tokenizer_class": null, | ||
"top_k": 50, | ||
"top_p": 1.0, | ||
"torch_dtype": null, | ||
"torchscript": false, | ||
"transformers_version": "4.22.0.dev0", | ||
"typical_p": 1.0, | ||
"use_bfloat16": false | ||
}, | ||
"vision_config_dict": { | ||
"hidden_size": 1024, | ||
"intermediate_size": 4096, | ||
"num_attention_heads": 16, | ||
"num_hidden_layers": 24, | ||
"patch_size": 14 | ||
} | ||
} |
13 changes: 13 additions & 0 deletions
13
...assets/model_base_conf_files/stable-diffusion-1.5-epsilon/scheduler/scheduler_config.json
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---|---|---|
@@ -0,0 +1,13 @@ | ||
{ | ||
"_class_name": "PNDMScheduler", | ||
"_diffusers_version": "0.6.0", | ||
"beta_end": 0.012, | ||
"beta_schedule": "scaled_linear", | ||
"beta_start": 0.00085, | ||
"num_train_timesteps": 1000, | ||
"set_alpha_to_one": false, | ||
"skip_prk_steps": true, | ||
"steps_offset": 1, | ||
"trained_betas": null, | ||
"clip_sample": false | ||
} |
25 changes: 25 additions & 0 deletions
25
...ackend/assets/model_base_conf_files/stable-diffusion-1.5-epsilon/text_encoder/config.json
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---|---|---|
@@ -0,0 +1,25 @@ | ||
{ | ||
"_name_or_path": "openai/clip-vit-large-patch14", | ||
"architectures": [ | ||
"CLIPTextModel" | ||
], | ||
"attention_dropout": 0.0, | ||
"bos_token_id": 0, | ||
"dropout": 0.0, | ||
"eos_token_id": 2, | ||
"hidden_act": "quick_gelu", | ||
"hidden_size": 768, | ||
"initializer_factor": 1.0, | ||
"initializer_range": 0.02, | ||
"intermediate_size": 3072, | ||
"layer_norm_eps": 1e-05, | ||
"max_position_embeddings": 77, | ||
"model_type": "clip_text_model", | ||
"num_attention_heads": 12, | ||
"num_hidden_layers": 12, | ||
"pad_token_id": 1, | ||
"projection_dim": 768, | ||
"torch_dtype": "float32", | ||
"transformers_version": "4.22.0.dev0", | ||
"vocab_size": 49408 | ||
} |
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I ran an sd1 controlnet as a single file and it didn't seem to break as a result of this, but it seems weird to have this hard coded filepath here
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The _name_or_path field is ignored during file conversion, but these fields will be removed.