From c0add90e05b9ccec06a52bd0a13a79b181ca6ba2 Mon Sep 17 00:00:00 2001 From: JinyuanSun Date: Tue, 3 Dec 2024 13:52:11 +0000 Subject: [PATCH 1/6] adapt for esmfold --- README.md | 8 ++++++++ faesm/esm.py | 2 ++ scripts/faesmfold.py | 17 +++++++++++++++++ 3 files changed, 27 insertions(+) create mode 100644 scripts/faesmfold.py diff --git a/README.md b/README.md index 68fb2e4..8d33650 100644 --- a/README.md +++ b/README.md @@ -73,6 +73,14 @@ print("Repr shape:", outputs['last_hidden_state'].shape) # (batch_size, sequenc # Step 5: start the repo if the code works for u! ``` +### ESMFold with FAESM + +You can use FAESM for ESMFold as well. An example code can be found at `scripts/esmfold.py`. You can run the script as follows: + +```bash +python faesmfold.py +``` + ### Training \[WIP\] Working on an example training script for MLM training on Uniref50. For now, you can use the same training logic as how you would train the official ESM since the FAESM has no difference in the model architecture. diff --git a/faesm/esm.py b/faesm/esm.py index 2db4b50..36a565a 100644 --- a/faesm/esm.py +++ b/faesm/esm.py @@ -589,6 +589,7 @@ def forward( attention_mask=attention_mask, encoder_hidden_states=encoder_hidden_states, encoder_attention_mask=encoder_attention_mask, + output_hidden_states=output_hidden_states, # For the hidden states ) sequence_output = outputs[0] logits = self.lm_head(sequence_output) @@ -596,6 +597,7 @@ def forward( result = { "logits": logits, "last_hidden_state": sequence_output, + "hidden_states": [x.unsqueeze(0) for x in outputs.hidden_states], # Add a batch dimension } return result diff --git a/scripts/faesmfold.py b/scripts/faesmfold.py new file mode 100644 index 0000000..adf73cd --- /dev/null +++ b/scripts/faesmfold.py @@ -0,0 +1,17 @@ +import torch +from transformers import EsmForProteinFolding +from faesm.esm import FAEsmForMaskedLM + +device = 'cuda' if torch.cuda.is_available() else 'cpu' + +model = EsmForProteinFolding.from_pretrained("facebook/esmfold_v1", device_map="cpu") +model.esm = FAEsmForMaskedLM.from_pretrained("facebook/esm2_t36_3B_UR50D").to(torch.float16) +model = model.to(device).eval() + +protein_name = "1pga_faesmfold.pdb" +sequence = "MTYKLILNGKTLKGETTTEAVDAATAEKVFKQYANDNGVDGEWTYDDATKTFTVTE" + +outputs = model.infer_pdb(sequence) + +with open(protein_name, "w") as f: + f.write(outputs) From bc7905885687a0f32ade864ddc389ab091cda90c Mon Sep 17 00:00:00 2001 From: JinyuanSun Date: Wed, 4 Dec 2024 02:26:50 +0000 Subject: [PATCH 2/6] add tests --- scripts/faesmfold.py | 17 +- tests/benchmark_faesmfold_vs_esmfold.py | 230 ++++++++++++++++++++++++ 2 files changed, 243 insertions(+), 4 deletions(-) create mode 100644 tests/benchmark_faesmfold_vs_esmfold.py diff --git a/scripts/faesmfold.py b/scripts/faesmfold.py index adf73cd..113216a 100644 --- a/scripts/faesmfold.py +++ b/scripts/faesmfold.py @@ -4,14 +4,23 @@ device = 'cuda' if torch.cuda.is_available() else 'cpu' -model = EsmForProteinFolding.from_pretrained("facebook/esmfold_v1", device_map="cpu") -model.esm = FAEsmForMaskedLM.from_pretrained("facebook/esm2_t36_3B_UR50D").to(torch.float16) -model = model.to(device).eval() +def get_faesmfold(device): + + model = EsmForProteinFolding.from_pretrained("facebook/esmfold_v1", device_map="cpu").eval() + model.esm = None + model.esm = FAEsmForMaskedLM.from_pretrained("facebook/esm2_t36_3B_UR50D", use_fa=True).to(torch.float16).to(device).eval() + model = model.to(device) + return model + +model = get_faesmfold(device) protein_name = "1pga_faesmfold.pdb" -sequence = "MTYKLILNGKTLKGETTTEAVDAATAEKVFKQYANDNGVDGEWTYDDATKTFTVTE" +sequence = "MTYKLILNGKTLKGETTTEAVDAATAEKVFKQYANDNGVDGEWTYDDATKTFTVTE" * 20 + +print(len(sequence)) outputs = model.infer_pdb(sequence) with open(protein_name, "w") as f: f.write(outputs) + diff --git a/tests/benchmark_faesmfold_vs_esmfold.py b/tests/benchmark_faesmfold_vs_esmfold.py new file mode 100644 index 0000000..50c5bfb --- /dev/null +++ b/tests/benchmark_faesmfold_vs_esmfold.py @@ -0,0 +1,230 @@ + +import time + +import matplotlib.pyplot as plt +import numpy as np +import pytest +import seaborn as sns +import torch +from transformers import EsmForMaskedLM, EsmTokenizer, EsmForProteinFolding +from tqdm import tqdm +from faesm.esm import FAEsmForMaskedLM +import random + + +def generate_random_protein_sequences(mini_length, max_length): + """Generate random protein sequences.""" + length = random.randint(mini_length, max_length) + return "".join( + [ + random.choice("ACDEFGHIKLMNPQRSTVWY") + for _ in range(length) + ] + ) + +# Set Seaborn theme and professional settings +sns.set_theme(style="white") # Remove grid by using "white" +color_palette = sns.color_palette("Set2") # Professional color palette + +# Matplotlib font and size settings +plt.rcParams.update( + { + "font.family": "serif", # Use serif fonts for a professional look + "font.size": 14, # Larger font size for better readability + "axes.titlesize": 18, # Larger titles + "axes.labelsize": 16, # Larger axis labels + "xtick.labelsize": 14, # Larger x-tick labels + "ytick.labelsize": 14, # Larger y-tick labels + "legend.fontsize": 14, # Larger legend font + } +) + + +def benchmark_torch_memory(f, *args, **kwargs): + torch.cuda.reset_peak_memory_stats() + torch.cuda.synchronize() + f(*args, **kwargs) + torch.cuda.synchronize() + return torch.cuda.max_memory_allocated() / 1024 / 1024 / 1024 # Convert to GB + + +def benchmark_inference_time(f, *args, **kwargs): + torch.cuda.synchronize() + start_time = time.time() + f(*args, **kwargs) + torch.cuda.synchronize() + return time.time() - start_time + + +def get_faesmfold(device): + + model = EsmForProteinFolding.from_pretrained("facebook/esmfold_v1", device_map="cpu").eval() + model.esm = None + model.esm = FAEsmForMaskedLM.from_pretrained("facebook/esm2_t36_3B_UR50D", use_fa=True).to(torch.float16).to(device).eval() + model = model.to(device) + return model + + +@pytest.mark.parametrize( + "dtype,max_seq_lengths,repeats", + [ + ( + torch.float16, + [100,200,300,400,500], + 8, + ) + ], +) +def test_esmfold_vs_faesmfold_benchmark(dtype, max_seq_lengths, repeats): + device = "cuda" if torch.cuda.is_available() else "cpu" + + esmfold = EsmForProteinFolding.from_pretrained("facebook/esmfold_v1").to(device).eval() + esmfold.esm = esmfold.esm.to(dtype) + fa_esmfold = get_faesmfold(device) + esm_memory_usage, fa_esm_memory_usage = [], [] + esm_inference_times, fa_esm_inference_times = [], [] + + for seq_length in max_seq_lengths: + inputs = generate_random_protein_sequences(mini_length=seq_length-50, max_length=seq_length) + + esm_memory_fold, fa_esm_memory_fold = [], [] + esm_time_fold, fa_esm_time_fold = [], [] + + for _ in tqdm(range(repeats)): + + def esm_forward(): + + esmfold.infer_pdb(inputs) + esmfold.to(device) + esm_memory_fold.append(benchmark_torch_memory(esm_forward)) + esm_time_fold.append(benchmark_inference_time(esm_forward)) + esmfold.to("cpu") + torch.cuda.empty_cache() + + def fa_esm_forward(): + fa_esmfold.esm.half() + fa_esmfold.infer_pdb(inputs) + fa_esmfold.to(device) + fa_esm_memory_fold.append(benchmark_torch_memory(fa_esm_forward)) + fa_esm_time_fold.append(benchmark_inference_time(fa_esm_forward)) + fa_esmfold.to("cpu") + torch.cuda.empty_cache() + + esm_memory_usage.append(np.mean(esm_memory_fold)) + fa_esm_memory_usage.append(np.mean(fa_esm_memory_fold)) + esm_inference_times.append(np.mean(esm_time_fold)) + fa_esm_inference_times.append(np.mean(fa_esm_time_fold)) + + print( + f"Seq Len: {seq_length}, Avg ESMFold Mem: {esm_memory_usage[-1]:.3f} GB, Avg FAESMFold Mem: {fa_esm_memory_usage[-1]:.3f} GB" + ) + print( + f"Seq Len: {seq_length}, Avg ESMFold Time: {esm_inference_times[-1]:.3f} s, Avg FAESMFold Time: {fa_esm_inference_times[-1]:.3f} s" + ) + + max_seq_lengths_filtered = max_seq_lengths[1:] + esm_inference_times = esm_inference_times[1:] + fa_esm_inference_times = fa_esm_inference_times[1:] + + memory_reduction = [ + (1 - (fa / esm)) * 100 for fa, esm in zip(fa_esm_memory_usage, esm_memory_usage) + ] + time_reduction = [ + (1 - (fa / esm)) * 100 for fa, esm in zip(fa_esm_inference_times, esm_inference_times) + ] + + fig, axes = plt.subplots(1, 2, figsize=(20, 8)) # Larger figure for better resolution + + # Left Plot: Memory Benchmark + ax1 = axes[0] + ax1.plot( + max_seq_lengths, + esm_memory_usage, + label="ESMFold Memory Usage (GB)", + marker="o", + color=color_palette[0], + ) + ax1.plot( + max_seq_lengths, + fa_esm_memory_usage, + label="FAESMFold Memory Usage (GB)", + marker="o", + color=color_palette[1], + ) + ax1.set_xlabel("Sequence Length") + ax1.set_ylabel("Memory Usage (GB)", color=color_palette[0]) + ax1.tick_params(axis="y", labelcolor=color_palette[0]) + ax1.legend(loc="upper left") + + ax1_twin = ax1.twinx() + ax1_twin.plot( + max_seq_lengths, + memory_reduction, + label="Memory Reduction (%)", + marker="o", + linestyle="--", + color=color_palette[2], + ) + ax1_twin.set_ylabel("Memory Reduction (%)", color=color_palette[2]) + ax1_twin.tick_params(axis="y", labelcolor=color_palette[2]) + ax1_twin.legend(loc="upper right") + + ax1.set_title("Memory Benchmark") + + # Right Plot: Time Benchmark + ax2 = axes[1] + ax2.plot( + max_seq_lengths_filtered, + esm_inference_times, + label="ESMFold Inference Time (s)", + marker="o", + color=color_palette[0], + ) + ax2.plot( + max_seq_lengths_filtered, + fa_esm_inference_times, + label="FAESMFold Inference Time (s)", + marker="o", + color=color_palette[1], + ) + ax2.set_xlabel("Sequence Length") + ax2.set_ylabel("Inference Time (s)", color=color_palette[0]) + ax2.tick_params(axis="y", labelcolor=color_palette[0]) + ax2.legend(loc="upper left") + + ax2_twin = ax2.twinx() + ax2_twin.plot( + max_seq_lengths_filtered, + time_reduction, + label="Time Reduction (%)", + marker="o", + linestyle="--", + color=color_palette[2], + ) + ax2_twin.set_ylabel("Time Reduction (%)", color=color_palette[2]) + ax2_twin.tick_params(axis="y", labelcolor=color_palette[2]) + ax2_twin.legend(loc="upper right") + + ax2.set_title("Inference Time Benchmark") + + plt.suptitle( + f"Data Type: {dtype}, Averaged over {repeats} runs", + fontsize=20, + ) + plt.tight_layout(rect=[0, 0, 1, 0.95]) + plt.savefig("esmfold_benchmark.png", dpi=300) # High resolution + plt.close() + + for seq_length, fa_mem, esm_mem, fa_time, esm_time in zip( + max_seq_lengths, + fa_esm_memory_usage, + esm_memory_usage, + fa_esm_inference_times, + esm_inference_times, + ): + assert ( + fa_mem <= esm_mem + ), f"Seq {seq_length}: FAESM {fa_mem:.3f} GB > ESM {esm_mem:.3f} GB!" + assert ( + fa_time <= esm_time + ), f"Seq {seq_length}: FAESM {fa_time:.3f} s > ESM {esm_time:.3f} s!" From 3833cd34732fa595de8baf2241f2bb23bda2127e Mon Sep 17 00:00:00 2001 From: JinyuanSun Date: Wed, 4 Dec 2024 02:53:07 +0000 Subject: [PATCH 3/6] fix hidden_states --- faesm/esm.py | 13 ++++++++----- 1 file changed, 8 insertions(+), 5 deletions(-) diff --git a/faesm/esm.py b/faesm/esm.py index 36a565a..32c2ad5 100644 --- a/faesm/esm.py +++ b/faesm/esm.py @@ -594,11 +594,14 @@ def forward( sequence_output = outputs[0] logits = self.lm_head(sequence_output) - result = { - "logits": logits, - "last_hidden_state": sequence_output, - "hidden_states": [x.unsqueeze(0) for x in outputs.hidden_states], # Add a batch dimension - } + if outputs.hidden_states is not None: + result = { + "logits": logits, + "last_hidden_state": sequence_output, + "hidden_states": [x.unsqueeze(0) for x in outputs.hidden_states], + } + else: + result = {"logits": logits, "last_hidden_state": sequence_output} return result @classmethod From bb135152deddefee095788d27cba1eb3fe6991a2 Mon Sep 17 00:00:00 2001 From: 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z{BTPC+ZUYwxP|}Q-)uWItM|YC;mjZW_;Ka_+uyJL&o9E7{AcM{8{ Date: Wed, 4 Dec 2024 15:01:47 +0800 Subject: [PATCH 5/6] Delete scripts directory --- scripts/faesmfold.py | 26 -------------------------- 1 file changed, 26 deletions(-) delete mode 100644 scripts/faesmfold.py diff --git a/scripts/faesmfold.py b/scripts/faesmfold.py deleted file mode 100644 index 113216a..0000000 --- a/scripts/faesmfold.py +++ /dev/null @@ -1,26 +0,0 @@ -import torch -from transformers import EsmForProteinFolding -from faesm.esm import FAEsmForMaskedLM - -device = 'cuda' if torch.cuda.is_available() else 'cpu' - -def get_faesmfold(device): - - model = EsmForProteinFolding.from_pretrained("facebook/esmfold_v1", device_map="cpu").eval() - model.esm = None - model.esm = FAEsmForMaskedLM.from_pretrained("facebook/esm2_t36_3B_UR50D", use_fa=True).to(torch.float16).to(device).eval() - model = model.to(device) - return model - -model = get_faesmfold(device) - -protein_name = "1pga_faesmfold.pdb" -sequence = "MTYKLILNGKTLKGETTTEAVDAATAEKVFKQYANDNGVDGEWTYDDATKTFTVTE" * 20 - -print(len(sequence)) - -outputs = model.infer_pdb(sequence) - -with open(protein_name, "w") as f: - f.write(outputs) - From f8ee872ec1304810289c6e94915b4c67e52d1fa9 Mon Sep 17 00:00:00 2001 From: JinyuanSun Date: Thu, 5 Dec 2024 13:16:27 +0000 Subject: [PATCH 6/6] update --- 1pga_faesmfold.pdb | 438 ++++ FAProGen2_benchmark.png | Bin 0 -> 668204 bytes README.md | 32 +- benchmark.png | Bin 682277 -> 0 bytes data.ipynb | 31 + esmfold_benchmark.png | Bin 558728 -> 621743 bytes faesm/esmfold.py | 2421 +++++++++++++++++++++++ faesm/progen2.py | 865 ++++++++ tests/__init__.py | 0 tests/benchmark_faesmfold_vs_esmfold.py | 19 +- tests/benchmark_faprogen2.py | 221 +++ tests/progen2.py | 754 +++++++ 12 files changed, 4762 insertions(+), 19 deletions(-) create mode 100644 1pga_faesmfold.pdb create mode 100644 FAProGen2_benchmark.png delete mode 100644 benchmark.png create mode 100644 data.ipynb create mode 100644 faesm/esmfold.py create mode 100644 faesm/progen2.py create mode 100644 tests/__init__.py create mode 100644 tests/benchmark_faprogen2.py create mode 100644 tests/progen2.py diff --git a/1pga_faesmfold.pdb b/1pga_faesmfold.pdb new file mode 100644 index 0000000..a6aaa92 --- /dev/null +++ b/1pga_faesmfold.pdb @@ -0,0 +1,438 @@ +PARENT N/A +ATOM 1 N MET A 1 0.183 -2.760 -13.004 1.00 0.90 N +ATOM 2 CA MET A 1 -1.088 -2.401 -12.380 1.00 0.91 C +ATOM 3 C MET A 1 -0.883 -1.346 -11.298 1.00 0.93 C +ATOM 4 CB MET A 1 -1.763 -3.637 -11.783 1.00 0.87 C +ATOM 5 O MET A 1 0.214 -1.212 -10.755 1.00 0.92 O +ATOM 6 CG MET A 1 -2.245 -4.635 -12.824 1.00 0.75 C +ATOM 7 SD MET A 1 -2.844 -6.199 -12.074 1.00 0.70 S +ATOM 8 CE MET A 1 -1.279 -7.107 -11.936 1.00 0.65 C +ATOM 9 N THR A 2 -1.815 -0.529 -11.080 1.00 0.95 N +ATOM 10 CA THR A 2 -1.768 0.488 -10.035 1.00 0.95 C +ATOM 11 C THR A 2 -2.298 -0.067 -8.716 1.00 0.95 C +ATOM 12 CB THR A 2 -2.578 1.735 -10.433 1.00 0.94 C +ATOM 13 O THR A 2 -3.384 -0.649 -8.673 1.00 0.94 O +ATOM 14 CG2 THR A 2 -2.467 2.825 -9.372 1.00 0.86 C +ATOM 15 OG1 THR A 2 -2.081 2.244 -11.677 1.00 0.88 O +ATOM 16 N TYR A 3 -1.578 0.019 -7.715 1.00 0.95 N +ATOM 17 CA TYR A 3 -1.958 -0.377 -6.364 1.00 0.95 C +ATOM 18 C TYR A 3 -2.073 0.838 -5.451 1.00 0.94 C +ATOM 19 CB TYR A 3 -0.942 -1.368 -5.788 1.00 0.95 C +ATOM 20 O TYR A 3 -1.387 1.842 -5.655 1.00 0.93 O +ATOM 21 CG TYR A 3 -0.905 -2.691 -6.515 1.00 0.93 C +ATOM 22 CD1 TYR A 3 -1.670 -3.769 -6.078 1.00 0.91 C +ATOM 23 CD2 TYR A 3 -0.104 -2.864 -7.639 1.00 0.90 C +ATOM 24 CE1 TYR A 3 -1.638 -4.991 -6.743 1.00 0.92 C +ATOM 25 CE2 TYR A 3 -0.064 -4.081 -8.312 1.00 0.92 C +ATOM 26 OH TYR A 3 -0.797 -6.343 -8.520 1.00 0.85 O +ATOM 27 CZ TYR A 3 -0.833 -5.136 -7.858 1.00 0.91 C +ATOM 28 N LYS A 4 -2.877 0.766 -4.502 1.00 0.95 N +ATOM 29 CA LYS A 4 -3.122 1.864 -3.571 1.00 0.95 C +ATOM 30 C LYS A 4 -2.766 1.463 -2.143 1.00 0.94 C +ATOM 31 CB LYS A 4 -4.583 2.311 -3.642 1.00 0.93 C +ATOM 32 O LYS A 4 -2.962 0.312 -1.748 1.00 0.94 O +ATOM 33 CG LYS A 4 -4.911 3.499 -2.749 1.00 0.86 C +ATOM 34 CD LYS A 4 -6.380 3.886 -2.850 1.00 0.82 C +ATOM 35 CE LYS A 4 -6.704 4.504 -4.204 1.00 0.76 C +ATOM 36 NZ LYS A 4 -8.129 4.945 -4.285 1.00 0.67 N +ATOM 37 N LEU A 5 -2.221 2.400 -1.407 1.00 0.93 N +ATOM 38 CA LEU A 5 -2.010 2.264 0.030 1.00 0.93 C +ATOM 39 C LEU A 5 -2.804 3.316 0.798 1.00 0.92 C +ATOM 40 CB LEU A 5 -0.522 2.385 0.367 1.00 0.91 C +ATOM 41 O LEU A 5 -2.715 4.509 0.498 1.00 0.91 O +ATOM 42 CG LEU A 5 -0.161 2.383 1.854 1.00 0.87 C +ATOM 43 CD1 LEU A 5 -0.399 1.002 2.455 1.00 0.80 C +ATOM 44 CD2 LEU A 5 1.287 2.816 2.053 1.00 0.81 C +ATOM 45 N ILE A 6 -3.582 2.887 1.705 1.00 0.92 N +ATOM 46 CA ILE A 6 -4.266 3.754 2.659 1.00 0.91 C +ATOM 47 C ILE A 6 -3.625 3.610 4.037 1.00 0.91 C +ATOM 48 CB ILE A 6 -5.775 3.433 2.734 1.00 0.90 C +ATOM 49 O ILE A 6 -3.626 2.523 4.619 1.00 0.89 O +ATOM 50 CG1 ILE A 6 -6.420 3.574 1.350 1.00 0.86 C +ATOM 51 CG2 ILE A 6 -6.470 4.337 3.756 1.00 0.86 C +ATOM 52 CD1 ILE A 6 -7.869 3.110 1.292 1.00 0.83 C +ATOM 53 N LEU A 7 -3.059 4.669 4.542 1.00 0.87 N +ATOM 54 CA LEU A 7 -2.478 4.725 5.879 1.00 0.87 C +ATOM 55 C LEU A 7 -3.454 5.349 6.871 1.00 0.86 C +ATOM 56 CB LEU A 7 -1.170 5.522 5.862 1.00 0.83 C +ATOM 57 O LEU A 7 -3.857 6.504 6.709 1.00 0.83 O +ATOM 58 CG LEU A 7 -0.019 4.918 5.057 1.00 0.75 C +ATOM 59 CD1 LEU A 7 1.119 5.924 4.923 1.00 0.68 C +ATOM 60 CD2 LEU A 7 0.472 3.630 5.708 1.00 0.68 C +ATOM 61 N ASN A 8 -3.918 4.505 7.775 1.00 0.83 N +ATOM 62 CA ASN A 8 -4.789 4.956 8.855 1.00 0.82 C +ATOM 63 C ASN A 8 -4.047 5.015 10.187 1.00 0.81 C +ATOM 64 CB ASN A 8 -6.016 4.048 8.970 1.00 0.80 C +ATOM 65 O ASN A 8 -4.316 4.219 11.088 1.00 0.78 O +ATOM 66 CG ASN A 8 -6.916 4.125 7.753 1.00 0.74 C +ATOM 67 ND2 ASN A 8 -7.387 2.974 7.290 1.00 0.71 N +ATOM 68 OD1 ASN A 8 -7.185 5.211 7.232 1.00 0.71 O +ATOM 69 N GLY A 9 -3.046 5.825 10.212 1.00 0.77 N +ATOM 70 CA GLY A 9 -2.276 6.030 11.428 1.00 0.77 C +ATOM 71 C GLY A 9 -2.822 7.145 12.300 1.00 0.78 C +ATOM 72 O GLY A 9 -3.716 7.884 11.883 1.00 0.75 O +ATOM 73 N LYS A 10 -2.439 7.238 13.690 1.00 0.76 N +ATOM 74 CA LYS A 10 -2.861 8.266 14.637 1.00 0.75 C +ATOM 75 C LYS A 10 -2.356 9.643 14.217 1.00 0.75 C +ATOM 76 CB LYS A 10 -2.365 7.933 16.046 1.00 0.72 C +ATOM 77 O LYS A 10 -3.087 10.632 14.308 1.00 0.72 O +ATOM 78 CG LYS A 10 -3.054 6.733 16.678 1.00 0.66 C +ATOM 79 CD LYS A 10 -2.589 6.512 18.111 1.00 0.64 C +ATOM 80 CE LYS A 10 -3.270 5.304 18.741 1.00 0.56 C +ATOM 81 NZ LYS A 10 -2.769 5.045 20.124 1.00 0.49 N +ATOM 82 N THR A 11 -1.035 9.648 13.714 1.00 0.70 N +ATOM 83 CA THR A 11 -0.403 10.921 13.384 1.00 0.70 C +ATOM 84 C THR A 11 -0.329 11.111 11.872 1.00 0.70 C +ATOM 85 CB THR A 11 1.011 11.016 13.986 1.00 0.65 C +ATOM 86 O THR A 11 -0.329 12.243 11.383 1.00 0.66 O +ATOM 87 CG2 THR A 11 0.953 11.222 15.496 1.00 0.56 C +ATOM 88 OG1 THR A 11 1.725 9.805 13.707 1.00 0.60 O +ATOM 89 N LEU A 12 -0.234 10.048 11.113 1.00 0.74 N +ATOM 90 CA LEU A 12 -0.139 10.106 9.658 1.00 0.74 C +ATOM 91 C LEU A 12 -1.285 9.338 9.008 1.00 0.74 C +ATOM 92 CB LEU A 12 1.202 9.541 9.185 1.00 0.70 C +ATOM 93 O LEU A 12 -1.485 8.155 9.290 1.00 0.71 O +ATOM 94 CG LEU A 12 2.326 10.555 8.965 1.00 0.65 C +ATOM 95 CD1 LEU A 12 3.522 10.221 9.849 1.00 0.61 C +ATOM 96 CD2 LEU A 12 2.734 10.592 7.496 1.00 0.62 C +ATOM 97 N LYS A 13 -2.193 10.159 8.261 1.00 0.79 N +ATOM 98 CA LYS A 13 -3.240 9.641 7.385 1.00 0.80 C +ATOM 99 C LYS A 13 -3.007 10.067 5.938 1.00 0.79 C +ATOM 100 CB LYS A 13 -4.616 10.113 7.856 1.00 0.75 C +ATOM 101 O LYS A 13 -2.635 11.212 5.675 1.00 0.75 O +ATOM 102 CG LYS A 13 -5.021 9.578 9.221 1.00 0.68 C +ATOM 103 CD LYS A 13 -6.463 9.935 9.557 1.00 0.66 C +ATOM 104 CE LYS A 13 -6.868 9.402 10.924 1.00 0.58 C +ATOM 105 NZ LYS A 13 -8.293 9.720 11.243 1.00 0.50 N +ATOM 106 N GLY A 14 -3.046 9.068 5.162 1.00 0.84 N +ATOM 107 CA GLY A 14 -2.922 9.439 3.761 1.00 0.85 C +ATOM 108 C GLY A 14 -3.017 8.253 2.819 1.00 0.86 C +ATOM 109 O GLY A 14 -3.286 7.130 3.251 1.00 0.84 O +ATOM 110 N GLU A 15 -3.025 8.612 1.568 1.00 0.88 N +ATOM 111 CA GLU A 15 -3.069 7.610 0.507 1.00 0.89 C +ATOM 112 C GLU A 15 -1.931 7.811 -0.490 1.00 0.89 C +ATOM 113 CB GLU A 15 -4.417 7.652 -0.217 1.00 0.86 C +ATOM 114 O GLU A 15 -1.494 8.940 -0.721 1.00 0.88 O +ATOM 115 CG GLU A 15 -5.615 7.465 0.703 1.00 0.77 C +ATOM 116 CD GLU A 15 -6.942 7.444 -0.038 1.00 0.74 C +ATOM 117 OE1 GLU A 15 -6.943 7.553 -1.286 1.00 0.72 O +ATOM 118 OE2 GLU A 15 -7.990 7.317 0.634 1.00 0.68 O +ATOM 119 N THR A 16 -1.391 6.834 -0.944 1.00 0.91 N +ATOM 120 CA THR A 16 -0.424 6.881 -2.035 1.00 0.91 C +ATOM 121 C THR A 16 -0.618 5.700 -2.980 1.00 0.92 C +ATOM 122 CB THR A 16 1.021 6.883 -1.501 1.00 0.90 C +ATOM 123 O THR A 16 -1.346 4.757 -2.663 1.00 0.92 O +ATOM 124 CG2 THR A 16 1.377 5.541 -0.871 1.00 0.81 C +ATOM 125 OG1 THR A 16 1.923 7.145 -2.583 1.00 0.83 O +ATOM 126 N THR A 17 -0.040 5.771 -4.150 1.00 0.93 N +ATOM 127 CA THR A 17 -0.143 4.687 -5.120 1.00 0.93 C +ATOM 128 C THR A 17 1.233 4.322 -5.670 1.00 0.93 C +ATOM 129 CB THR A 17 -1.079 5.065 -6.283 1.00 0.92 C +ATOM 130 O THR A 17 2.181 5.101 -5.553 1.00 0.92 O +ATOM 131 CG2 THR A 17 -2.480 5.394 -5.777 1.00 0.83 C +ATOM 132 OG1 THR A 17 -0.548 6.209 -6.964 1.00 0.86 O +ATOM 133 N THR A 18 1.293 3.177 -6.259 1.00 0.93 N +ATOM 134 CA THR A 18 2.477 2.721 -6.980 1.00 0.94 C +ATOM 135 C THR A 18 2.086 1.809 -8.139 1.00 0.94 C +ATOM 136 CB THR A 18 3.449 1.979 -6.045 1.00 0.92 C +ATOM 137 O THR A 18 1.030 1.174 -8.108 1.00 0.94 O +ATOM 138 CG2 THR A 18 2.874 0.637 -5.606 1.00 0.85 C +ATOM 139 OG1 THR A 18 4.687 1.755 -6.732 1.00 0.85 O +ATOM 140 N GLU A 19 2.905 1.820 -9.176 1.00 0.94 N +ATOM 141 CA GLU A 19 2.784 0.820 -10.232 1.00 0.94 C +ATOM 142 C GLU A 19 3.670 -0.390 -9.951 1.00 0.93 C +ATOM 143 CB GLU A 19 3.140 1.427 -11.592 1.00 0.91 C +ATOM 144 O GLU A 19 4.852 -0.241 -9.635 1.00 0.92 O +ATOM 145 CG GLU A 19 2.220 2.563 -12.018 1.00 0.78 C +ATOM 146 CD GLU A 19 0.818 2.097 -12.375 1.00 0.75 C +ATOM 147 OE1 GLU A 19 0.676 1.019 -12.997 1.00 0.76 O +ATOM 148 OE2 GLU A 19 -0.148 2.815 -12.032 1.00 0.75 O +ATOM 149 N ALA A 20 3.097 -1.506 -10.040 1.00 0.93 N +ATOM 150 CA ALA A 20 3.836 -2.744 -9.805 1.00 0.94 C +ATOM 151 C ALA A 20 3.292 -3.880 -10.665 1.00 0.93 C +ATOM 152 CB ALA A 20 3.779 -3.125 -8.327 1.00 0.92 C +ATOM 153 O ALA A 20 2.147 -3.830 -11.119 1.00 0.92 O +ATOM 154 N VAL A 21 4.222 -4.970 -10.858 1.00 0.93 N +ATOM 155 CA VAL A 21 3.830 -6.107 -11.685 1.00 0.93 C +ATOM 156 C VAL A 21 2.848 -6.990 -10.918 1.00 0.93 C +ATOM 157 CB VAL A 21 5.056 -6.934 -12.130 1.00 0.92 C +ATOM 158 O VAL A 21 2.031 -7.689 -11.521 1.00 0.91 O +ATOM 159 CG1 VAL A 21 5.943 -6.122 -13.072 1.00 0.84 C +ATOM 160 CG2 VAL A 21 5.852 -7.404 -10.914 1.00 0.82 C +ATOM 161 N ASP A 22 3.007 -7.005 -9.595 1.00 0.93 N +ATOM 162 CA ASP A 22 2.130 -7.840 -8.780 1.00 0.94 C +ATOM 163 C ASP A 22 1.990 -7.275 -7.369 1.00 0.94 C +ATOM 164 CB ASP A 22 2.656 -9.275 -8.723 1.00 0.93 C +ATOM 165 O ASP A 22 2.657 -6.301 -7.015 1.00 0.93 O +ATOM 166 CG ASP A 22 4.075 -9.366 -8.188 1.00 0.90 C +ATOM 167 OD1 ASP A 22 4.497 -8.472 -7.423 1.00 0.88 O +ATOM 168 OD2 ASP A 22 4.778 -10.339 -8.538 1.00 0.89 O +ATOM 169 N ALA A 23 1.087 -7.818 -6.612 1.00 0.93 N +ATOM 170 CA ALA A 23 0.753 -7.328 -5.277 1.00 0.94 C +ATOM 171 C ALA A 23 1.945 -7.457 -4.332 1.00 0.94 C +ATOM 172 CB ALA A 23 -0.450 -8.084 -4.718 1.00 0.93 C +ATOM 173 O ALA A 23 2.160 -6.599 -3.473 1.00 0.93 O +ATOM 174 N ALA A 24 2.772 -8.517 -4.490 1.00 0.93 N +ATOM 175 CA ALA A 24 3.914 -8.742 -3.608 1.00 0.93 C +ATOM 176 C ALA A 24 4.943 -7.624 -3.746 1.00 0.93 C +ATOM 177 CB ALA A 24 4.558 -10.094 -3.907 1.00 0.92 C +ATOM 178 O ALA A 24 5.483 -7.143 -2.747 1.00 0.92 O +ATOM 179 N THR A 25 5.137 -7.316 -5.003 1.00 0.93 N +ATOM 180 CA THR A 25 6.077 -6.233 -5.268 1.00 0.94 C +ATOM 181 C THR A 25 5.544 -4.910 -4.725 1.00 0.93 C +ATOM 182 CB THR A 25 6.360 -6.095 -6.775 1.00 0.92 C +ATOM 183 O THR A 25 6.289 -4.137 -4.119 1.00 0.92 O +ATOM 184 CG2 THR A 25 7.375 -4.990 -7.046 1.00 0.78 C +ATOM 185 OG1 THR A 25 6.876 -7.335 -7.274 1.00 0.82 O +ATOM 186 N ALA A 26 4.312 -4.645 -4.929 1.00 0.94 N +ATOM 187 CA ALA A 26 3.693 -3.433 -4.401 1.00 0.94 C +ATOM 188 C ALA A 26 3.794 -3.384 -2.879 1.00 0.94 C +ATOM 189 CB ALA A 26 2.232 -3.347 -4.837 1.00 0.94 C +ATOM 190 O ALA A 26 4.098 -2.336 -2.304 1.00 0.93 O +ATOM 191 N GLU A 27 3.520 -4.498 -2.247 1.00 0.93 N +ATOM 192 CA GLU A 27 3.572 -4.602 -0.792 1.00 0.93 C +ATOM 193 C GLU A 27 4.951 -4.224 -0.260 1.00 0.93 C +ATOM 194 CB GLU A 27 3.205 -6.019 -0.341 1.00 0.92 C +ATOM 195 O GLU A 27 5.063 -3.537 0.757 1.00 0.92 O +ATOM 196 CG GLU A 27 3.096 -6.175 1.169 1.00 0.86 C +ATOM 197 CD GLU A 27 2.688 -7.574 1.600 1.00 0.83 C +ATOM 198 OE1 GLU A 27 2.557 -8.464 0.728 1.00 0.82 O +ATOM 199 OE2 GLU A 27 2.497 -7.783 2.819 1.00 0.81 O +ATOM 200 N LYS A 28 5.995 -4.662 -0.916 1.00 0.93 N +ATOM 201 CA LYS A 28 7.356 -4.350 -0.490 1.00 0.93 C +ATOM 202 C LYS A 28 7.610 -2.846 -0.517 1.00 0.93 C +ATOM 203 CB LYS A 28 8.375 -5.069 -1.376 1.00 0.92 C +ATOM 204 O LYS A 28 8.191 -2.292 0.418 1.00 0.92 O +ATOM 205 CG LYS A 28 8.490 -6.561 -1.100 1.00 0.82 C +ATOM 206 CD LYS A 28 9.565 -7.208 -1.965 1.00 0.78 C +ATOM 207 CE LYS A 28 9.620 -8.715 -1.756 1.00 0.72 C +ATOM 208 NZ LYS A 28 10.610 -9.365 -2.666 1.00 0.65 N +ATOM 209 N VAL A 29 7.210 -2.206 -1.579 1.00 0.93 N +ATOM 210 CA VAL A 29 7.357 -0.763 -1.733 1.00 0.93 C +ATOM 211 C VAL A 29 6.568 -0.043 -0.642 1.00 0.93 C +ATOM 212 CB VAL A 29 6.890 -0.290 -3.128 1.00 0.92 C +ATOM 213 O VAL A 29 7.082 0.874 0.002 1.00 0.92 O +ATOM 214 CG1 VAL A 29 6.849 1.235 -3.196 1.00 0.82 C +ATOM 215 CG2 VAL A 29 7.805 -0.852 -4.215 1.00 0.81 C +ATOM 216 N PHE A 30 5.406 -0.484 -0.415 1.00 0.93 N +ATOM 217 CA PHE A 30 4.532 0.160 0.558 1.00 0.93 C +ATOM 218 C PHE A 30 5.046 -0.060 1.976 1.00 0.92 C +ATOM 219 CB PHE A 30 3.100 -0.370 0.431 1.00 0.93 C +ATOM 220 O PHE A 30 4.999 0.849 2.807 1.00 0.90 O +ATOM 221 CG PHE A 30 2.382 0.111 -0.801 1.00 0.92 C +ATOM 222 CD1 PHE A 30 2.598 1.393 -1.292 1.00 0.90 C +ATOM 223 CD2 PHE A 30 1.491 -0.719 -1.469 1.00 0.90 C +ATOM 224 CE1 PHE A 30 1.935 1.841 -2.432 1.00 0.90 C +ATOM 225 CE2 PHE A 30 0.825 -0.278 -2.608 1.00 0.90 C +ATOM 226 CZ PHE A 30 1.047 1.003 -3.088 1.00 0.90 C +ATOM 227 N LYS A 31 5.516 -1.276 2.296 1.00 0.92 N +ATOM 228 CA LYS A 31 6.086 -1.556 3.610 1.00 0.91 C +ATOM 229 C LYS A 31 7.314 -0.689 3.874 1.00 0.91 C +ATOM 230 CB LYS A 31 6.454 -3.036 3.732 1.00 0.90 C +ATOM 231 O LYS A 31 7.503 -0.194 4.987 1.00 0.90 O +ATOM 232 CG LYS A 31 5.265 -3.950 3.987 1.00 0.84 C +ATOM 233 CD LYS A 31 5.708 -5.383 4.251 1.00 0.82 C +ATOM 234 CE LYS A 31 4.527 -6.281 4.593 1.00 0.76 C +ATOM 235 NZ LYS A 31 4.948 -7.700 4.790 1.00 0.71 N +ATOM 236 N GLN A 32 8.070 -0.504 2.843 1.00 0.91 N +ATOM 237 CA GLN A 32 9.212 0.392 2.996 1.00 0.90 C +ATOM 238 C GLN A 32 8.756 1.823 3.263 1.00 0.90 C +ATOM 239 CB GLN A 32 10.101 0.347 1.751 1.00 0.89 C +ATOM 240 O GLN A 32 9.303 2.502 4.134 1.00 0.89 O +ATOM 241 CG GLN A 32 11.361 1.194 1.865 1.00 0.81 C +ATOM 242 CD GLN A 32 12.309 0.695 2.939 1.00 0.77 C +ATOM 243 NE2 GLN A 32 12.868 1.619 3.713 1.00 0.69 N +ATOM 244 OE1 GLN A 32 12.536 -0.512 3.073 1.00 0.75 O +ATOM 245 N TYR A 33 7.771 2.254 2.531 1.00 0.88 N +ATOM 246 CA TYR A 33 7.212 3.588 2.714 1.00 0.88 C +ATOM 247 C TYR A 33 6.677 3.767 4.129 1.00 0.87 C +ATOM 248 CB TYR A 33 6.096 3.848 1.697 1.00 0.87 C +ATOM 249 O TYR A 33 6.951 4.778 4.781 1.00 0.85 O +ATOM 250 CG TYR A 33 5.467 5.214 1.823 1.00 0.82 C +ATOM 251 CD1 TYR A 33 6.053 6.330 1.230 1.00 0.78 C +ATOM 252 CD2 TYR A 33 4.286 5.392 2.535 1.00 0.79 C +ATOM 253 CE1 TYR A 33 5.478 7.591 1.344 1.00 0.79 C +ATOM 254 CE2 TYR A 33 3.701 6.649 2.656 1.00 0.80 C +ATOM 255 OH TYR A 33 3.729 8.986 2.174 1.00 0.70 O +ATOM 256 CZ TYR A 33 4.303 7.740 2.058 1.00 0.77 C +ATOM 257 N ALA A 34 5.922 2.819 4.647 1.00 0.87 N +ATOM 258 CA ALA A 34 5.360 2.871 5.994 1.00 0.86 C +ATOM 259 C ALA A 34 6.463 2.887 7.049 1.00 0.86 C +ATOM 260 CB ALA A 34 4.423 1.688 6.226 1.00 0.85 C +ATOM 261 O ALA A 34 6.407 3.666 8.003 1.00 0.84 O +ATOM 262 N ASN A 35 7.535 2.038 6.821 1.00 0.85 N +ATOM 263 CA ASN A 35 8.671 1.986 7.735 1.00 0.85 C +ATOM 264 C ASN A 35 9.414 3.318 7.782 1.00 0.85 C +ATOM 265 CB ASN A 35 9.627 0.859 7.341 1.00 0.83 C +ATOM 266 O ASN A 35 9.780 3.793 8.859 1.00 0.84 O +ATOM 267 CG ASN A 35 9.151 -0.502 7.811 1.00 0.77 C +ATOM 268 ND2 ASN A 35 9.716 -1.558 7.238 1.00 0.72 N +ATOM 269 OD1 ASN A 35 8.283 -0.602 8.682 1.00 0.72 O +ATOM 270 N ASP A 36 9.525 3.931 6.681 1.00 0.85 N +ATOM 271 CA ASP A 36 10.236 5.201 6.571 1.00 0.85 C +ATOM 272 C ASP A 36 9.455 6.328 7.244 1.00 0.84 C +ATOM 273 CB ASP A 36 10.496 5.545 5.103 1.00 0.84 C +ATOM 274 O ASP A 36 10.033 7.347 7.628 1.00 0.82 O +ATOM 275 CG ASP A 36 11.548 4.656 4.462 1.00 0.81 C +ATOM 276 OD1 ASP A 36 12.252 3.923 5.190 1.00 0.80 O +ATOM 277 OD2 ASP A 36 11.676 4.691 3.220 1.00 0.81 O +ATOM 278 N ASN A 37 8.203 6.079 7.495 1.00 0.84 N +ATOM 279 CA ASN A 37 7.356 7.122 8.063 1.00 0.83 C +ATOM 280 C ASN A 37 6.868 6.749 9.460 1.00 0.82 C +ATOM 281 CB ASN A 37 6.166 7.407 7.144 1.00 0.82 C +ATOM 282 O ASN A 37 5.944 7.372 9.986 1.00 0.79 O +ATOM 283 CG ASN A 37 6.556 8.201 5.913 1.00 0.78 C +ATOM 284 ND2 ASN A 37 6.669 7.521 4.779 1.00 0.75 N +ATOM 285 OD1 ASN A 37 6.755 9.417 5.981 1.00 0.75 O +ATOM 286 N GLY A 38 7.453 5.769 9.962 1.00 0.81 N +ATOM 287 CA GLY A 38 7.211 5.428 11.355 1.00 0.81 C +ATOM 288 C GLY A 38 5.825 4.862 11.599 1.00 0.80 C +ATOM 289 O GLY A 38 5.293 4.965 12.706 1.00 0.78 O +ATOM 290 N VAL A 39 5.211 4.356 10.565 1.00 0.81 N +ATOM 291 CA VAL A 39 3.875 3.783 10.690 1.00 0.81 C +ATOM 292 C VAL A 39 3.975 2.266 10.833 1.00 0.80 C +ATOM 293 CB VAL A 39 2.987 4.146 9.479 1.00 0.79 C +ATOM 294 O VAL A 39 4.523 1.588 9.961 1.00 0.78 O +ATOM 295 CG1 VAL A 39 1.615 3.483 9.597 1.00 0.74 C +ATOM 296 CG2 VAL A 39 2.842 5.662 9.359 1.00 0.74 C +ATOM 297 N ASP A 40 3.551 1.718 11.960 1.00 0.80 N +ATOM 298 CA ASP A 40 3.455 0.293 12.266 1.00 0.80 C +ATOM 299 C ASP A 40 2.020 -0.099 12.610 1.00 0.80 C +ATOM 300 CB ASP A 40 4.392 -0.072 13.419 1.00 0.77 C +ATOM 301 O ASP A 40 1.327 0.627 13.326 1.00 0.77 O +ATOM 302 CG ASP A 40 4.666 -1.563 13.510 1.00 0.70 C +ATOM 303 OD1 ASP A 40 4.161 -2.329 12.661 1.00 0.66 O +ATOM 304 OD2 ASP A 40 5.391 -1.976 14.441 1.00 0.69 O +ATOM 305 N GLY A 41 1.590 -1.138 12.053 1.00 0.84 N +ATOM 306 CA GLY A 41 0.215 -1.550 12.287 1.00 0.84 C +ATOM 307 C GLY A 41 -0.170 -2.803 11.523 1.00 0.84 C +ATOM 308 O GLY A 41 0.690 -3.480 10.957 1.00 0.82 O +ATOM 309 N GLU A 42 -1.503 -3.143 11.558 1.00 0.88 N +ATOM 310 CA GLU A 42 -2.049 -4.296 10.848 1.00 0.89 C +ATOM 311 C GLU A 42 -2.256 -3.985 9.368 1.00 0.89 C +ATOM 312 CB GLU A 42 -3.369 -4.743 11.481 1.00 0.86 C +ATOM 313 O GLU A 42 -2.842 -2.958 9.020 1.00 0.89 O +ATOM 314 CG GLU A 42 -3.861 -6.096 10.988 1.00 0.76 C +ATOM 315 CD GLU A 42 -5.196 -6.505 11.590 1.00 0.72 C +ATOM 316 OE1 GLU A 42 -5.685 -5.810 12.510 1.00 0.69 O +ATOM 317 OE2 GLU A 42 -5.757 -7.528 11.138 1.00 0.66 O +ATOM 318 N TRP A 43 -1.835 -4.906 8.549 1.00 0.89 N +ATOM 319 CA TRP A 43 -1.899 -4.797 7.095 1.00 0.90 C +ATOM 320 C TRP A 43 -3.033 -5.649 6.534 1.00 0.89 C +ATOM 321 CB TRP A 43 -0.568 -5.216 6.465 1.00 0.86 C +ATOM 322 O TRP A 43 -3.208 -6.802 6.935 1.00 0.86 O +ATOM 323 CG TRP A 43 0.575 -4.304 6.793 1.00 0.72 C +ATOM 324 CD1 TRP A 43 1.266 -4.238 7.971 1.00 0.63 C +ATOM 325 CD2 TRP A 43 1.159 -3.322 5.931 1.00 0.65 C +ATOM 326 CE2 TRP A 43 2.200 -2.698 6.653 1.00 0.58 C +ATOM 327 CE3 TRP A 43 0.902 -2.910 4.616 1.00 0.64 C +ATOM 328 NE1 TRP A 43 2.244 -3.274 7.893 1.00 0.72 N +ATOM 329 CH2 TRP A 43 2.713 -1.297 4.815 1.00 0.64 C +ATOM 330 CZ2 TRP A 43 2.985 -1.682 6.103 1.00 0.71 C +ATOM 331 CZ3 TRP A 43 1.685 -1.898 4.071 1.00 0.62 C +ATOM 332 N THR A 44 -3.816 -5.080 5.734 1.00 0.92 N +ATOM 333 CA THR A 44 -4.786 -5.846 4.958 1.00 0.92 C +ATOM 334 C THR A 44 -4.663 -5.525 3.471 1.00 0.93 C +ATOM 335 CB THR A 44 -6.225 -5.565 5.429 1.00 0.91 C +ATOM 336 O THR A 44 -4.140 -4.472 3.099 1.00 0.92 O +ATOM 337 CG2 THR A 44 -6.383 -5.856 6.918 1.00 0.83 C +ATOM 338 OG1 THR A 44 -6.541 -4.189 5.187 1.00 0.85 O +ATOM 339 N TYR A 45 -5.077 -6.452 2.697 1.00 0.92 N +ATOM 340 CA TYR A 45 -5.058 -6.286 1.248 1.00 0.93 C +ATOM 341 C TYR A 45 -6.389 -6.700 0.634 1.00 0.93 C +ATOM 342 CB TYR A 45 -3.920 -7.103 0.628 1.00 0.92 C +ATOM 343 O TYR A 45 -6.905 -7.782 0.924 1.00 0.92 O +ATOM 344 CG TYR A 45 -3.921 -7.097 -0.881 1.00 0.89 C +ATOM 345 CD1 TYR A 45 -3.816 -5.904 -1.593 1.00 0.84 C +ATOM 346 CD2 TYR A 45 -4.029 -8.283 -1.599 1.00 0.85 C +ATOM 347 CE1 TYR A 45 -3.819 -5.893 -2.984 1.00 0.87 C +ATOM 348 CE2 TYR A 45 -4.032 -8.285 -2.990 1.00 0.88 C +ATOM 349 OH TYR A 45 -3.930 -7.082 -5.049 1.00 0.77 O +ATOM 350 CZ TYR A 45 -3.927 -7.087 -3.672 1.00 0.87 C +ATOM 351 N ASP A 46 -6.999 -5.845 -0.037 1.00 0.93 N +ATOM 352 CA ASP A 46 -8.204 -6.119 -0.814 1.00 0.94 C +ATOM 353 C ASP A 46 -7.873 -6.315 -2.292 1.00 0.94 C +ATOM 354 CB ASP A 46 -9.219 -4.986 -0.648 1.00 0.93 C +ATOM 355 O ASP A 46 -7.511 -5.361 -2.984 1.00 0.94 O +ATOM 356 CG ASP A 46 -10.537 -5.263 -1.349 1.00 0.88 C +ATOM 357 OD1 ASP A 46 -10.578 -6.124 -2.254 1.00 0.85 O +ATOM 358 OD2 ASP A 46 -11.544 -4.612 -0.994 1.00 0.86 O +ATOM 359 N ASP A 47 -7.939 -7.452 -2.769 1.00 0.94 N +ATOM 360 CA ASP A 47 -7.551 -7.805 -4.132 1.00 0.94 C +ATOM 361 C ASP A 47 -8.500 -7.181 -5.152 1.00 0.94 C +ATOM 362 CB ASP A 47 -7.519 -9.325 -4.304 1.00 0.92 C +ATOM 363 O ASP A 47 -8.091 -6.848 -6.266 1.00 0.92 O +ATOM 364 CG ASP A 47 -6.905 -9.760 -5.623 1.00 0.84 C +ATOM 365 OD1 ASP A 47 -5.728 -9.431 -5.886 1.00 0.79 O +ATOM 366 OD2 ASP A 47 -7.605 -10.436 -6.408 1.00 0.82 O +ATOM 367 N ALA A 48 -9.764 -6.965 -4.788 1.00 0.94 N +ATOM 368 CA ALA A 48 -10.747 -6.413 -5.716 1.00 0.94 C +ATOM 369 C ALA A 48 -10.404 -4.972 -6.085 1.00 0.93 C +ATOM 370 CB ALA A 48 -12.148 -6.486 -5.113 1.00 0.92 C +ATOM 371 O ALA A 48 -10.521 -4.578 -7.248 1.00 0.92 O +ATOM 372 N THR A 49 -9.903 -4.238 -5.141 1.00 0.94 N +ATOM 373 CA THR A 49 -9.632 -2.822 -5.366 1.00 0.94 C +ATOM 374 C THR A 49 -8.129 -2.565 -5.440 1.00 0.93 C +ATOM 375 CB THR A 49 -10.250 -1.951 -4.257 1.00 0.93 C +ATOM 376 O THR A 49 -7.697 -1.418 -5.574 1.00 0.92 O +ATOM 377 CG2 THR A 49 -11.767 -2.109 -4.216 1.00 0.89 C +ATOM 378 OG1 THR A 49 -9.706 -2.342 -2.991 1.00 0.90 O +ATOM 379 N LYS A 50 -7.338 -3.598 -5.299 1.00 0.95 N +ATOM 380 CA LYS A 50 -5.881 -3.502 -5.296 1.00 0.95 C +ATOM 381 C LYS A 50 -5.397 -2.523 -4.230 1.00 0.95 C +ATOM 382 CB LYS A 50 -5.369 -3.074 -6.672 1.00 0.94 C +ATOM 383 O LYS A 50 -4.558 -1.663 -4.506 1.00 0.93 O +ATOM 384 CG LYS A 50 -5.881 -3.934 -7.818 1.00 0.89 C +ATOM 385 CD LYS A 50 -5.425 -5.381 -7.678 1.00 0.83 C +ATOM 386 CE LYS A 50 -5.814 -6.211 -8.894 1.00 0.81 C +ATOM 387 NZ LYS A 50 -5.729 -7.676 -8.616 1.00 0.72 N +ATOM 388 N THR A 51 -5.966 -2.637 -3.033 1.00 0.94 N +ATOM 389 CA THR A 51 -5.741 -1.638 -1.995 1.00 0.94 C +ATOM 390 C THR A 51 -5.179 -2.286 -0.733 1.00 0.94 C +ATOM 391 CB THR A 51 -7.040 -0.885 -1.653 1.00 0.94 C +ATOM 392 O THR A 51 -5.746 -3.254 -0.220 1.00 0.94 O +ATOM 393 CG2 THR A 51 -6.790 0.199 -0.610 1.00 0.89 C +ATOM 394 OG1 THR A 51 -7.560 -0.277 -2.842 1.00 0.88 O +ATOM 395 N PHE A 52 -4.090 -1.754 -0.338 1.00 0.93 N +ATOM 396 CA PHE A 52 -3.523 -2.066 0.968 1.00 0.94 C +ATOM 397 C PHE A 52 -3.952 -1.034 2.005 1.00 0.92 C +ATOM 398 CB PHE A 52 -1.995 -2.129 0.891 1.00 0.93 C +ATOM 399 O PHE A 52 -4.021 0.160 1.707 1.00 0.91 O +ATOM 400 CG PHE A 52 -1.476 -3.252 0.035 1.00 0.90 C +ATOM 401 CD1 PHE A 52 -1.231 -4.506 0.582 1.00 0.87 C +ATOM 402 CD2 PHE A 52 -1.233 -3.054 -1.318 1.00 0.87 C +ATOM 403 CE1 PHE A 52 -0.750 -5.547 -0.209 1.00 0.89 C +ATOM 404 CE2 PHE A 52 -0.753 -4.090 -2.114 1.00 0.89 C +ATOM 405 CZ PHE A 52 -0.511 -5.335 -1.557 1.00 0.88 C +ATOM 406 N THR A 53 -4.236 -1.518 3.175 1.00 0.92 N +ATOM 407 CA THR A 53 -4.570 -0.626 4.279 1.00 0.92 C +ATOM 408 C THR A 53 -3.738 -0.960 5.514 1.00 0.91 C +ATOM 409 CB THR A 53 -6.067 -0.706 4.629 1.00 0.91 C +ATOM 410 O THR A 53 -3.596 -2.130 5.876 1.00 0.90 O +ATOM 411 CG2 THR A 53 -6.427 0.279 5.736 1.00 0.83 C +ATOM 412 OG1 THR A 53 -6.842 -0.400 3.463 1.00 0.85 O +ATOM 413 N VAL A 54 -3.170 0.019 6.075 1.00 0.89 N +ATOM 414 CA VAL A 54 -2.471 -0.138 7.346 1.00 0.89 C +ATOM 415 C VAL A 54 -3.177 0.674 8.429 1.00 0.88 C +ATOM 416 CB VAL A 54 -0.991 0.294 7.237 1.00 0.86 C +ATOM 417 O VAL A 54 -3.410 1.874 8.263 1.00 0.86 O +ATOM 418 CG1 VAL A 54 -0.276 0.115 8.575 1.00 0.71 C +ATOM 419 CG2 VAL A 54 -0.284 -0.499 6.139 1.00 0.71 C +ATOM 420 N THR A 55 -3.541 -0.021 9.385 1.00 0.86 N +ATOM 421 CA THR A 55 -4.177 0.597 10.543 1.00 0.85 C +ATOM 422 C THR A 55 -3.320 0.414 11.793 1.00 0.84 C +ATOM 423 CB THR A 55 -5.580 0.012 10.789 1.00 0.83 C +ATOM 424 O THR A 55 -2.892 -0.701 12.100 1.00 0.82 O +ATOM 425 CG2 THR A 55 -6.298 0.759 11.909 1.00 0.71 C +ATOM 426 OG1 THR A 55 -6.353 0.118 9.587 1.00 0.74 O +ATOM 427 N GLU A 56 -3.008 1.512 12.452 1.00 0.81 N +ATOM 428 CA GLU A 56 -2.285 1.438 13.718 1.00 0.80 C +ATOM 429 C GLU A 56 -3.188 0.933 14.840 1.00 0.79 C +ATOM 430 CB GLU A 56 -1.703 2.805 14.086 1.00 0.78 C +ATOM 431 O GLU A 56 -4.390 1.210 14.849 1.00 0.76 O +ATOM 432 CG GLU A 56 -0.439 3.161 13.318 1.00 0.72 C +ATOM 433 CD GLU A 56 0.196 4.464 13.778 1.00 0.70 C +ATOM 434 OE1 GLU A 56 -0.519 5.318 14.350 1.00 0.68 O +ATOM 435 OE2 GLU A 56 1.417 4.633 13.564 1.00 0.65 O +TER 436 GLU A 56 +END diff --git a/FAProGen2_benchmark.png b/FAProGen2_benchmark.png new file mode 100644 index 0000000000000000000000000000000000000000..20b46b0167f134d51f685fa473b405da523fcb28 GIT binary patch literal 668204 zcmeFaXIRzOwmpn7##q24DoPOxHk2Y=sv3fdfGE8qY@|2o9itHw)1tnIWduTx2DTU(fzTbmf_9I(A^X=P|` z#?3Ck&c%Abz}nivN|1xY^nZSU-P}^2z!$RhqQb9#{D}X_|MK9_ zp}hsStcPWzBsl7Oy`KK~+X0c%Ge5ezkJXyl>hs@O7=8ShGT}1ct?%Df%)Qe&<$|oN 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