Download training_info.json from toyxyz/Anima_ControlNet-LLLite: direct link, hf CLI and curl.
- Browser
- Download file 6.26 kB
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https://huggingface.co/toyxyz/Anima_ControlNet-LLLite/resolve/main/training_info.json
- Command line
-
hf download hf://toyxyz/Anima_ControlNet-LLLite/training_info.json
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curl -L -o training_info.json https://huggingface.co/toyxyz/Anima_ControlNet-LLLite/resolve/main/training_info.json
6.26 kB
| { | |
| "model_name": "Anima Regional ControlNet-LLLite", | |
| "filename": "anima_regional_4335.safetensors", | |
| "sha256": "e907ea9259b324a11c94e5767420a6a46c6a9d86597df5ccf9b1ad5eeb817618", | |
| "file_size_bytes": 51133584, | |
| "training_base": { | |
| "name": "Anima-Base v1.0", | |
| "repository": "circlestone-labs/Anima", | |
| "file_sha256": "bd43b7cffe1ed1153d9c41e7beb2f18cb1273eafbaa3af3edd6a173dc90a006e" | |
| }, | |
| "conditioning": { | |
| "input_channels": 3, | |
| "type": "RGB instance-color region map", | |
| "background_rgb": [ | |
| 0, | |
| 0, | |
| 0 | |
| ], | |
| "colors": "random per image and instance; no fixed semantic color IDs", | |
| "inpaint_masked_input": false | |
| }, | |
| "architecture_metadata": { | |
| "lllite.target_layers": "self_attn_q_pre,self_attn_kv_pre", | |
| "lllite.target_atomics": "self_attn_q_pre,self_attn_kv_pre", | |
| "lllite.cond_dim": "128", | |
| "lllite.version": "2", | |
| "modelspec.resolution": "1024x1024", | |
| "lllite.cond_resblocks": "4", | |
| "lllite.cond_in_channels": "3", | |
| "lllite.use_aspp": "true", | |
| "modelspec.architecture": "anima-preview/control-net-lllite", | |
| "modelspec.implementation": "https://huggingface.co/circlestone-labs/Anima", | |
| "modelspec.prediction_type": "epsilon", | |
| "lllite.cond_emb_dim": "64", | |
| "modelspec.sai_model_spec": "1.0.1", | |
| "lllite.mlp_dim": "64", | |
| "modelspec.title": "anima_regional_4335", | |
| "modelspec.implementation_version": "sd-scripts/690ea7f96c23182352ec63def76d431c6120bd2f", | |
| "lllite.aspp_dilations": "1,2,4,8", | |
| "lllite.inpaint_masked_input": "false", | |
| "modelspec.date": "2026-10-11T03:29:17" | |
| }, | |
| "trainable_parameters": 25517504, | |
| "tensor_count": 828, | |
| "trainer": { | |
| "repository": "https://github.com/kohya-ss/sd-scripts", | |
| "commit": "690ea7f96c23182352ec63def76d431c6120bd2f", | |
| "entrypoint": "anima_train_control_net_lllite.py" | |
| }, | |
| "hardware": "1 NVIDIA RTX PRO 6000 Blackwell Server Edition (96 GB)", | |
| "software": { | |
| "python": "3.12", | |
| "pytorch": "2.8.0+cu128", | |
| "cuda": "12.8", | |
| "accelerate": "1.15.0", | |
| "bitsandbytes": "0.50.2", | |
| "diffusers": "0.40.0", | |
| "transformers": "5.17.0", | |
| "safetensors": "0.8.0" | |
| }, | |
| "completed_steps": 4335, | |
| "main_stage_elapsed_seconds": 44083.32825228525, | |
| "main_stage_elapsed_hours": 12.245368958968125, | |
| "native_progress_elapsed": "12:12:06", | |
| "timing_scope": "Main stage includes initialization and final save; excludes earlier installation, initial caching, smoke/resume tests and batch benchmarks.", | |
| "native_final_average_loss": 0.0786, | |
| "loss_does_not_establish_generation_quality": true, | |
| "actual_training_parameters": { | |
| "save_model_as": "safetensors", | |
| "save_precision": "bf16", | |
| "cond_emb_dim": 64, | |
| "lllite_cond_dim": 128, | |
| "lllite_mlp_dim": 64, | |
| "lllite_cond_resblocks": 4, | |
| "lllite_use_aspp": true, | |
| "lllite_cond_in_channels": 3, | |
| "lllite_inpaint_masked_input": false, | |
| "lllite_target_layers": "self_attn_q_pre,self_attn_kv_pre", | |
| "lllite_multiplier": 1.0, | |
| "learning_rate": 0.0001, | |
| "optimizer_type": "AdamW8bit", | |
| "lr_scheduler": "constant_with_warmup", | |
| "timestep_sampling": "shift", | |
| "discrete_flow_shift": 3.0, | |
| "save_state": true, | |
| "mixed_precision": "bf16", | |
| "gradient_checkpointing": true, | |
| "cache_latents": true, | |
| "cache_latents_to_disk": true, | |
| "cache_text_encoder_outputs": true, | |
| "cache_text_encoder_outputs_to_disk": true, | |
| "vae_batch_size": 4, | |
| "text_encoder_batch_size": 8, | |
| "vae_chunk_size": 64, | |
| "vae_disable_cache": true, | |
| "qwen_image_vae_2d": true, | |
| "attn_mode": "torch", | |
| "max_data_loader_n_workers": 4, | |
| "gradient_accumulation_steps": 1, | |
| "max_grad_norm": 1.0, | |
| "seed": 20261010, | |
| "qwen3_max_token_length": 512, | |
| "t5_max_token_length": 512, | |
| "log_with": "tensorboard", | |
| "save_state_on_train_end": true, | |
| "lr_warmup_steps": 58, | |
| "lllite_dropout": 0.0, | |
| "optimizer_args": [ | |
| "weight_decay=0.01", | |
| "betas=0.9,0.999", | |
| "eps=1e-8" | |
| ], | |
| "loss_type": "l2", | |
| "cuda_allow_tf32": true, | |
| "cuda_cudnn_benchmark": false, | |
| "max_train_steps": 4335, | |
| "save_every_n_steps": 144, | |
| "sample_every_n_steps": 289, | |
| "sample_at_first": true, | |
| "persistent_data_loader_workers": true, | |
| "published_filename": "anima_regional_4335.safetensors" | |
| }, | |
| "dataset": { | |
| "repo_id": "toyxyz/booruregion_10k", | |
| "revision": "7f3418e46677688b846364ce6f7de170027d424d", | |
| "manifest_sha256": "5bdfb489e19b746922255742e18e5d67114645fbae11847ba16c894f6f85a38c", | |
| "split_source_counts": { | |
| "test": { | |
| "danbooru_original": 39, | |
| "anima_generated": 81 | |
| }, | |
| "train": { | |
| "danbooru_original": 3834, | |
| "anima_generated": 6166 | |
| }, | |
| "validation": { | |
| "danbooru_original": 32, | |
| "anima_generated": 88 | |
| } | |
| }, | |
| "total_pairs": 10240, | |
| "train_pairs": 10000, | |
| "resolution_groups": 109, | |
| "enable_bucket": false, | |
| "caption_dropout_rate": 0.15, | |
| "shuffle_caption": false, | |
| "flip_aug": false, | |
| "color_aug": false, | |
| "random_crop": false, | |
| "tag_dropout_rate": 0.0 | |
| }, | |
| "batch_accounting": { | |
| "batch_size_setting": 32, | |
| "batches_per_epoch": 378, | |
| "mean_images_per_batch": 26.455026455026456, | |
| "nominal_step_times_batch": 138720, | |
| "estimated_effective_image_exposures": 114682.53968253969, | |
| "exposure_estimate_method": "steps multiplied by epoch-average images per batch; not an observed per-image count" | |
| }, | |
| "validation": { | |
| "fixed_cases": 6, | |
| "sample_steps": 30, | |
| "cfg": 4, | |
| "flow_shift": 3, | |
| "same_seed_multiplier_comparison": [ | |
| 0, | |
| 1 | |
| ], | |
| "sample_every_n_steps": 289, | |
| "held_out_test_set_quantitative_evaluation": false | |
| }, | |
| "inference_settings_used_in_comfyui_comparison": { | |
| "node": "AnimaLLLiteApply_sdscripts", | |
| "strength": 1.0, | |
| "start_percent": 0.0, | |
| "end_percent": 1.0, | |
| "preserve_wrapper": true, | |
| "steps": 30, | |
| "cfg": 4, | |
| "sampler": "er_sde", | |
| "scheduler": "simple", | |
| "denoise": 1.0, | |
| "seed": 12321312312313 | |
| }, | |
| "release_date": "2026-10-11" | |
| } | |