Instructions to use ntc-ai/minimax-music3-concept-sliders with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use ntc-ai/minimax-music3-concept-sliders with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("MiniMaxAI/MiniMax-Music-3", dtype=torch.bfloat16, device_map="cuda") pipe.load_lora_weights("ntc-ai/minimax-music3-concept-sliders") 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
| { | |
| "schema": 3, | |
| "name": "dust-tf-v6", | |
| "kind": "transformer", | |
| "prefix": "lora_unet", | |
| "rank": 8, | |
| "alpha": 22.8407216, | |
| "steps": 500, | |
| "duration": 4.0, | |
| "dummy": false, | |
| "target_replace": [ | |
| "MiniMaxMusic3Attention", | |
| "MiniMaxMusic3TransformerBlock", | |
| "MiniMaxMusic3Transformer1DModel" | |
| ], | |
| "lm_weights": null, | |
| "delimiter": "-", | |
| "train_method": "full", | |
| "targets": "full", | |
| "xt_mode": "anchor", | |
| "bidirectional": true, | |
| "cond_seeds": [ | |
| 27 | |
| ], | |
| "x0_per_row": 8, | |
| "target_mode": "axis", | |
| "traj_frac": 0.0, | |
| "traj_refresh": 50, | |
| "traj_steps": 20, | |
| "traj_scales": "1,-1", | |
| "plus_label": "Dusty", | |
| "minus_label": "Glossy", | |
| "recommended_range": [ | |
| -2.0, | |
| 2.0 | |
| ], | |
| "loss": 0.2426987886428833, | |
| "loss_kind": "nmse", | |
| "gain_penalty": 0.0, | |
| "gain_mode": "penalty", | |
| "gain_tweight": false, | |
| "mag_weight": 0.25, | |
| "uncond_weight": 0.0, | |
| "grad_clip": "norm", | |
| "seed": 27, | |
| "lr": 0.002, | |
| "lr_scheduler": "cosine", | |
| "prompts_file": "/ml2/music/sliders-conceptmod/conceptmod/textsliders/data/prompts-cand-dust-v1.yaml", | |
| "cache_dir": "/ml2/music/sliders-conceptmod/cache/dust-tf-v6", | |
| "eval": { | |
| "cos": 0.7733190821276771, | |
| "cos_neg": 0.7710751526885562, | |
| "collapse": -0.8966761959923638, | |
| "mag": 0.7404771149158478, | |
| "proj": 0.5789674387723688, | |
| "proj_abs": 0.5179989617524092, | |
| "n": 18, | |
| "cos_edge": 0.3443010271423393, | |
| "cos_edge_neg": 0.3431816225250562, | |
| "cos_by_t": { | |
| "0.1": 0.5899, | |
| "0.2": 0.7581, | |
| "0.3": 0.8079, | |
| "0.4": 0.8258, | |
| "0.5": 0.8361, | |
| "0.6": 0.8271, | |
| "0.7": 0.8087, | |
| "0.8": 0.7784, | |
| "0.9": 0.7279 | |
| } | |
| }, | |
| "eval_best": { | |
| "cos": 0.7733190821276771, | |
| "cos_neg": 0.7710751526885562, | |
| "collapse": -0.8966761959923638, | |
| "mag": 0.7404771149158478, | |
| "proj": 0.5789674387723688, | |
| "proj_abs": 0.5179989617524092, | |
| "n": 18, | |
| "cos_edge": 0.3443010271423393, | |
| "cos_edge_neg": 0.3431816225250562, | |
| "cos_by_t": { | |
| "0.1": 0.5899, | |
| "0.2": 0.7581, | |
| "0.3": 0.8079, | |
| "0.4": 0.8258, | |
| "0.5": 0.8361, | |
| "0.6": 0.8271, | |
| "0.7": 0.8087, | |
| "0.8": 0.7784, | |
| "0.9": 0.7279 | |
| } | |
| }, | |
| "eval_best_step": 500, | |
| "eval_timesteps": [ | |
| 0.1, | |
| 0.2, | |
| 0.3, | |
| 0.4, | |
| 0.5, | |
| 0.6, | |
| 0.7, | |
| 0.8, | |
| 0.9 | |
| ], | |
| "prompt_geometry": { | |
| "cos_edge_antipodal": -0.7314793897999657, | |
| "even_over_odd": 2.7507345808876886 | |
| }, | |
| "eval_seed": 1234, | |
| "eval_holdout": true, | |
| "prompts": [ | |
| { | |
| "target": "Genre: pop. BPM: 110. Mid-tempo radio song, clean drums, electric guitar, natural vocal, balanced studio mix.", | |
| "positive": "Genre: pop. BPM: 110. Mid-tempo radio song, dusty muffled drums, warm dark guitar, soft hazy vocal, murky lo-fi tape mix.", | |
| "negative": "Genre: pop. BPM: 110. Mid-tempo radio song, crisp punchy drums, sparkling bright guitar, airy polished vocal, glossy hi-fi studio mix.", | |
| "neutral": "Genre: pop. BPM: 110. Mid-tempo radio song, clean drums, electric guitar, natural vocal, balanced studio mix.", | |
| "lyrics": "[verse]\nI can feel it in the air tonight\n[chorus]\nLouder now or fade away", | |
| "action": "enhance", | |
| "guidance_scale": 3.0, | |
| "batch_size": 1, | |
| "unconditional": "" | |
| } | |
| ], | |
| "weights": "/ml2/music/sliders-conceptmod/models/dust-tf-v6/dust-tf-v6_unit_last.safetensors", | |
| "unit_scale": 1.0, | |
| "unit_scale_projected": 23.086361, | |
| "cos_axis_mean": 0.39721291, | |
| "axis_tracking_low": false, | |
| "unit_scale_guidance": 3.0, | |
| "unit_scale_g1": 0.87180866, | |
| "inference_cfg": 1.7, | |
| "vel_pos_neg": 25.54584, | |
| "vel_target": 76.637517, | |
| "vel_neu": 165.0992, | |
| "guidance": 3.0, | |
| "calibrated": true, | |
| "calibrate_seed": 27, | |
| "calibrate_timesteps": [ | |
| 0.25, | |
| 0.5, | |
| 0.75 | |
| ], | |
| "calibrate_n_latents": 2, | |
| "sweep": [ | |
| { | |
| "scale": 0.25, | |
| "delta": 9.588088, | |
| "proj": 3.3179068, | |
| "cos_axis": 0.33880676, | |
| "delta_cfg": 14.26794, | |
| "rel": 0.05807471, | |
| "vs_target": 0.12510959, | |
| "vs_posneg": 0.37532875 | |
| }, | |
| { | |
| "scale": 0.5, | |
| "delta": 15.918246, | |
| "proj": 6.702102, | |
| "cos_axis": 0.40980534, | |
| "delta_cfg": 21.548932, | |
| "rel": 0.096416256, | |
| "vs_target": 0.20770827, | |
| "vs_posneg": 0.62312481 | |
| }, | |
| { | |
| "scale": 1.0, | |
| "delta": 28.865219, | |
| "proj": 12.686163, | |
| "cos_axis": 0.4294196, | |
| "delta_cfg": 37.574231, | |
| "rel": 0.17483561, | |
| "vs_target": 0.37664606, | |
| "vs_posneg": 1.1299382 | |
| }, | |
| { | |
| "scale": 1.5, | |
| "delta": 41.636908, | |
| "proj": 17.557065, | |
| "cos_axis": 0.41381631, | |
| "delta_cfg": 53.994958, | |
| "rel": 0.25219328, | |
| "vs_target": 0.54329667, | |
| "vs_posneg": 1.62989 | |
| }, | |
| { | |
| "scale": 2.0, | |
| "delta": 54.257888, | |
| "proj": 21.790832, | |
| "cos_axis": 0.39421656, | |
| "delta_cfg": 71.004579, | |
| "rel": 0.32863811, | |
| "vs_target": 0.70798076, | |
| "vs_posneg": 2.1239422 | |
| }, | |
| { | |
| "scale": 3.0, | |
| "delta": 80.430131, | |
| "proj": 27.648797, | |
| "cos_axis": 0.33793487, | |
| "delta_cfg": 108.65482, | |
| "rel": 0.48716246, | |
| "vs_target": 1.0494877, | |
| "vs_posneg": 3.148463 | |
| }, | |
| { | |
| "scale": 4.0, | |
| "delta": 108.22646, | |
| "proj": 30.874552, | |
| "cos_axis": 0.2821111, | |
| "delta_cfg": 150.27451, | |
| "rel": 0.65552381, | |
| "vs_target": 1.4121863, | |
| "vs_posneg": 4.236559 | |
| }, | |
| { | |
| "scale": 6.0, | |
| "delta": 159.477, | |
| "proj": 33.216357, | |
| "cos_axis": 0.20785461, | |
| "delta_cfg": 227.86554, | |
| "rel": 0.96594655, | |
| "vs_target": 2.080926, | |
| "vs_posneg": 6.2427778 | |
| }, | |
| { | |
| "scale": 8.0, | |
| "delta": 227.97103, | |
| "proj": 38.298909, | |
| "cos_axis": 0.1678602, | |
| "delta_cfg": 326.82194, | |
| "rel": 1.3808125, | |
| "vs_target": 2.9746662, | |
| "vs_posneg": 8.9239983 | |
| } | |
| ], | |
| "verify_delta": 75.13224, | |
| "verify_vs_target": 0.98035848, | |
| "unit_scale_before": 2.8550902, | |
| "bake_factor": 2.8550902, | |
| "baked_from": "/ml2/music/sliders-conceptmod/models/dust-tf-v6/dust-tf-v6_alpha8.0_rank8_full_last.safetensors" | |
| } | |