Diffusers
Safetensors
English
RFD4ProteinaPipeline
biology
protein-design
biomolecular-design
structure-generation
flow-matching
annotated-cif
Instructions to use nvidia/RFD4-Proteina-Diffusers with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use nvidia/RFD4-Proteina-Diffusers with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("nvidia/RFD4-Proteina-Diffusers", 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
Split the scheduler per modality, move recycle_depths to the pipeline config, rename feature-embedding keys
Browse files- bb_ca_scheduler/scheduler_config.json +12 -0
- local_latents_scheduler/scheduler_config.json +12 -0
- model_index.json +69 -3
- provenance.json +1 -1
- scheduler/scheduler_config.json +0 -132
- transformer/config.json +1 -1
- transformer/diffusion_pytorch_model.safetensors +2 -2
- vae/config.json +1 -1
- vae/diffusion_pytorch_model.safetensors +2 -2
bb_ca_scheduler/scheduler_config.json
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{
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"_class_name": "RFD4ProteinaScheduler",
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"_diffusers_version": "0.42.0.dev0",
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"noise_mode": "1/t",
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"schedule_mode": "log",
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"t_lim_ode": 0.95,
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"t_lim_ode_below": 0.02,
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"tail_step_multiplier": 2,
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"tail_steps": 10,
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"tsr_k": 16.0,
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"tsr_sigma": 3.0
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}
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local_latents_scheduler/scheduler_config.json
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{
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"_class_name": "RFD4ProteinaScheduler",
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"_diffusers_version": "0.42.0.dev0",
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"noise_mode": "tan",
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"schedule_mode": "power",
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"t_lim_ode": 0.95,
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"t_lim_ode_below": 0.02,
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"tail_step_multiplier": 2,
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"tail_steps": 10,
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"tsr_k": 4.0,
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"tsr_sigma": 12.0
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}
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model_index.json
CHANGED
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{
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"_class_name": "RFD4ProteinaPipeline",
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"_diffusers_version": "0.
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"
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"diffusers",
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],
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"transformer": [
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"diffusers",
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{
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"_class_name": "RFD4ProteinaPipeline",
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"_diffusers_version": "0.42.0.dev0",
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"bb_ca_scheduler": [
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"diffusers",
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"RFD4ProteinaScheduler"
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],
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"local_latents_scheduler": [
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"diffusers",
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"RFD4ProteinaScheduler"
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],
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"recycle_depths": [
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6,
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],
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"transformer": [
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"diffusers",
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provenance.json
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"token_type_vocabulary_size": 7,
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"atom37_mask_sha256": "31670c6a6b5e89b97fcd0c09a24f074faa5460d9bc43deee6d59a9e1f22ef34e",
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"path_length_search_cutoff": 64,
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"converted_with": "diffusers 0.
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}
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"token_type_vocabulary_size": 7,
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"atom37_mask_sha256": "31670c6a6b5e89b97fcd0c09a24f074faa5460d9bc43deee6d59a9e1f22ef34e",
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"path_length_search_cutoff": 64,
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"converted_with": "diffusers 0.42.0.dev0, scripts/convert_rfd4_proteina_to_diffusers.py"
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}
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scheduler/scheduler_config.json
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{
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"_class_name": "RFD4ProductSpaceScheduler",
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"_diffusers_version": "0.41.0.dev0",
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"model_args": {
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"bb_ca": {
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"gt": {
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"clamp_val": null,
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"mode": "1/t",
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"p": 1.0
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},
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"schedule": {
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"mode": "log",
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"p": 2.0,
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"tail_step_multiplier": 2,
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"tail_steps": 10
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},
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"simulation_step_params": {
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"center_every_step": false,
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"sampling_mode": "vf_tsr",
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"sc_scale_noise": 1.0,
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"t_lim_ode": 0.95,
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"t_lim_ode_below": 0.02,
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"tsr_k": 16.0,
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"tsr_sigma": 3.0
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}
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},
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"local_latents": {
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"gt": {
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"clamp_val": null,
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"mode": "tan",
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"p": 1.0
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},
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"schedule": {
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"mode": "power",
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"p": 2.0,
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"tail_step_multiplier": 2,
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"tail_steps": 10
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},
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"simulation_step_params": {
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"center_every_step": false,
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"sampling_mode": "vf_tsr",
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"sc_scale_noise": 1.0,
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"t_lim_ode": 0.95,
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"t_lim_ode_below": 0.02,
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"tsr_k": 4.0,
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"tsr_sigma": 12.0
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}
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}
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},
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"product_flowmatcher_config": {
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"bb_ca": {
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"dim": 3,
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"guidance_enabled": true,
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"stochastic_centering_group_keys": [
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"molecule_iid"
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],
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"stochastic_centering_mode": "x_0",
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"stochastic_centering_scale": 0.2,
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"stochastic_centering_scope": "per_group",
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"zero_com_noise": true
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},
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"local_latents": {
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"dim": 32,
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"guidance_enabled": true,
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"stochastic_centering_mode": "none",
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"stochastic_centering_scale": null,
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"zero_com_noise": false
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transformer/config.json
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{
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"_class_name": "RFD4ProteinaTransformer",
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"_diffusers_version": "0.
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"cath_emb_dim": 32,
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"dim_cond": 256,
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"feats_cond_seq": [
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{
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"_class_name": "RFD4ProteinaTransformer",
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"_diffusers_version": "0.42.0.dev0",
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"cath_emb_dim": 32,
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"dim_cond": 256,
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"feats_cond_seq": [
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transformer/diffusion_pytorch_model.safetensors
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version https://git-lfs.github.com/spec/v1
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:1228a09c52eafc0262c31eac5d61cca3cd9ddf8e68e3fd8904553ab585773f86
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size 713865872
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vae/config.json
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{
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"_class_name": "RFD4ProteinaAutoencoder",
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"_diffusers_version": "0.
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"allowed_residue_types": [
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[
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false,
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{
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"_class_name": "RFD4ProteinaAutoencoder",
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"_diffusers_version": "0.42.0.dev0",
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"allowed_residue_types": [
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[
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false,
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vae/diffusion_pytorch_model.safetensors
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version https://git-lfs.github.com/spec/v1
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-
oid sha256:
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-
size
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version https://git-lfs.github.com/spec/v1
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oid sha256:9964734a208f3d6fc41526bff84f07a79c7465e1b44fa16f336ab716a28cca2c
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| 3 |
+
size 1028709936
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