adding plddt coloring to output pdb(s)

config/inference/base.yaml

@@ -20,6 +20,7 @@ inference:
   deterministic: False
   trb_save_ckpt_path: null
   dump_pdb: False
+  dump_pdb_path: "/tmp"
 
 contigmap:
   contigs: null

run_inference.py

@@ -82,7 +82,7 @@ def main(conf: HydraConfig) -> None:
         x_t = torch.clone(x_init)
         seq_t = torch.clone(seq_init)
         # Loop over number of reverse diffusion time steps.
-        for t in range(int(sampler.t_step_input), sampler.inf_conf.final_step - 1, -1):
+        for num,t in enumerate(range(int(sampler.t_step_input), sampler.inf_conf.final_step - 1, -1)):
             px0, x_t, seq_t, plddt = sampler.sample_step(
                 t=t, x_t=x_t, seq_init=seq_t, final_step=sampler.inf_conf.final_step
             )
@@ -92,15 +92,16 @@ def main(conf: HydraConfig) -> None:
             plddt_stack.append(plddt[0])  # remove singleton leading dimension
 
             if conf.inference.dump_pdb:
+                bfacts = plddt.cpu().numpy()[0]
                 protein = px0.cpu().numpy()[:,:4]
-                pdb_str = []
-                ctr = 0
+                pdb_str,line_num = "",0
                 for n,residue in enumerate(protein):
                     for xyz,atom in zip(residue,[" N  ", " CA ", " C  ", " O  "]):
-                        pdb_str.append("%-6s%5s %4s %3s %s%4d    %8.3f%8.3f%8.3f%6.2f%6.2f"
-                            % ("ATOM",ctr,atom,"GLY","A",n,*xyz,1,0))
-                        ctr += 1
-                print(":".join(pdb_str))
+                        pdb_str += "%-6s%5s %4s %3s %s%4d    %8.3f%8.3f%8.3f%6.2f%6.2f\n" % ("ATOM",line_num,atom,"GLY","A",n,*xyz,1,bfacts[n])
+                        line_num += 1
+                dump_pdb_path = os.path.join(conf.inference.dump_pdb_path,f"{num}.pdb")
+                with open(dump_pdb_path,"w") as handle:
+                    handle.write(pdb_str + "TER")
 
 
         # Flip order for better visualization in pymol
@@ -121,6 +122,12 @@ def main(conf: HydraConfig) -> None:
 
         # For logging -- don't flip
         plddt_stack = torch.stack(plddt_stack)
+        bfact_stack = torch.flip(
+            plddt_stack,
+            [
+                0,
+            ],
+        )
 
         # Save outputs
         os.makedirs(os.path.dirname(out_prefix), exist_ok=True)
@@ -144,7 +151,7 @@ def main(conf: HydraConfig) -> None:
             final_seq,
             sampler.binderlen,
             chain_idx=sampler.chain_idx,
-            bfacts=bfacts,
+            bfacts=bfact_stack[0],
         )
 
         # run metadata
@@ -173,7 +180,7 @@ def main(conf: HydraConfig) -> None:
             writepdb_multi(
                 out,
                 denoised_xyz_stack,
-                bfacts,
+                bfact_stack,
                 final_seq.squeeze(),
                 use_hydrogens=False,
                 backbone_only=False,
@@ -184,7 +191,7 @@ def main(conf: HydraConfig) -> None:
             writepdb_multi(
                 out,
                 px0_xyz_stack,
-                bfacts,
+                bfact_stack,
                 final_seq.squeeze(),
                 use_hydrogens=False,
                 backbone_only=False,

util.py

@@ -679,11 +679,14 @@ def writepdb_multi(
     if seq_stack.ndim != 2:
         T = atoms_stack.shape[0]
         seq_stack = torch.tile(seq_stack, (T, 1))
+    if bfacts.ndim != 2:
+        T = atoms_stack.shape[0]
+        bfacts = torch.tile(bfacts, (T, 1))        
     seq_stack = seq_stack.cpu()
-    for atoms, scpu in zip(atoms_stack, seq_stack):
+    for atoms, scpu, bfact in zip(atoms_stack, seq_stack, bfacts):
         ctr = 1
         atomscpu = atoms.cpu()
-        Bfacts = torch.clamp(bfacts.cpu(), 0, 1)
+        B = torch.clamp(bfact.cpu(), 0, 1)
         for i, s in enumerate(scpu):
             atms = aa2long[s]
             for j, atm_j in enumerate(atms):
@@ -709,7 +712,7 @@ def writepdb_multi(
                         atomscpu[i, j, 1],
                         atomscpu[i, j, 2],
                         1.0,
-                        Bfacts[i],
+                        B[i],
                     )
                 )
                 ctr += 1