Week 05 HW: Protein Design Part II

‘Week 5 — Protein Design Part II’

Documentation

Homework: Protein Design II

Part A: SOD1 Binder Peptide Design (From Pranam)

Superoxide dismutase 1 (SOD1) is a cytosolic antioxidant enzyme that converts superoxide radicals into hydrogen peroxide and oxygen. In its native state, it forms a stable homodimer and binds copper and zinc.

Mutations in SOD1 cause familial Amyotrophic Lateral Sclerosis (ALS). Among them, the A4V mutation (Alanine → Valine at residue 4) leads to one of the most aggressive forms of the disease. The mutation subtly destabilizes the N-terminus, perturbs folding energetics, and promotes toxic aggregation.

Your challenge:

Design short peptides that bind mutant SOD1.
Then decide which ones are worth advancing toward therapy.

You will use three models developed in our lab:

・PepMLM: target sequence-conditioned peptide generation via masked language modeling ・PeptiVerse: therapeutic property prediction ・moPPIt: motif-specific multi-objective peptide design using Multi-Objective Guided Discrete Flow Matching (MOG-DFM)

Part 1: Generate Binders with PepMLM**

1. Begin by retrieving the human SOD1 sequence from UniProt (P00441) and introducing the A4V mutation.   
（SOD1配列の取得とA4V変異の導入。UniProt（ID: P00441）からヒトSOD1の配列を取得し、4番目のアミノ酸をアラニン(A)→バリン(V)に変える。）

2. Using the PepMLM Colab linked from the HuggingFace PepMLM-650M model card:  
（PepMLM Colabを開く。HuggingFaceのPepMLM-650MモデルカードからColabノートブックを開き、自分のGoogle Driveにコピーして実行する。）

3. Generate four peptides of length 12 amino acids conditioned on the mutant SOD1 sequence.  
（ペプチドを4本生成。変異SOD1配列を入力として、12アミノ酸長のペプチドを4本生成する。）

4. To your generated list, add the known SOD1-binding peptide FLYRWLPSRRGG for comparison.  
（既知バインダーを追加。生成した4本に加えて、既知のSOD1結合ペプチド FLYRWLPSRRGG をリストに追加する（比較用）。

5. Record the perplexity scores that indicate PepMLM's confidence in the binders.  
（パープレキシティスコアを記録。PepMLMが各ペプチドのバインディングにどれだけ自信があるかを示す「パープレキシティスコア」を記録する。スコアが低いほど自信が高い）

Uniprot（ID: P00441）human SOD1 [https://www.uniprot.org/uniprotkb/P00441/entry#sequences]

sequence

🧬 >sp|P00441|SODC_HUMAN Superoxide dismutase [Cu-Zn] OS=Homo sapiens OX=9606 GN=SOD1 PE=1 SV=2
MATKAVCVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGFHVHEFGDNTAGCTS
AGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHCIIGRTLVV
HEKADDLGKGGNEESTKTGNAGSRLACGVIGIAQ

MATKAVCVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGFHVHEFGDNTAGCTS AGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHCIIGRTLVV HEKADDLGKGGNEESTKTGNAGSRLACGVIGIAQ

memo The fourth residue is actually K, not A
Why? Because the initial methionine (M), which comes from the start codon, is often cleaved after translation
In this case, it is assumed to be removed, so the numbering starts from the next residue, A

Therefore, the fourth position refers to that A

A→V MATKVVCVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGFHVHEFGDNTAGCTS AGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHCIIGRTLVV HEKADDLGKGGNEESTKTGNAGSRLACGVIGIAQ

PepMLM Colab link

https://colab.research.google.com/drive/12Z7MaSyPhik1gfX_TpW2mOggOYj4z98L?usp=sharing

FLYRWLPSRRGG　

Added code to calculate the Pseudo Perplexity of the known SOD1-binding peptide FLYRWLPSRRGG for comparison

#FLYRWLPSRRGG 評価のためのコードを追加 
#Calculate perplexity for known binder FLYRWLPSRRGG

binder = "FLYRWLPSRRGG"
protein_seq = "MATKVVCVLKGDGPVQGIINFEQKESNGPVKVWGSIKGLTEGLHGFHVHEFGDNTAGCTSAGPHFNPLSRKHGGPKDEERHVGDLGNVTADKDGVADVSIEDSVISLSGDHCIIGRTLVVHEKADDLGKGGNEESTKTGNAGSRLACGVIGIAQ"

ppl = compute_pseudo_perplexity(model, tokenizer, protein_seq, binder)
print(f"{binder} pseudo perplexity: {ppl}")

FLYRWLPSRRGG pseudo perplexity: 20.63523127283615

Its pseudo perplexity score was 20.63523127283615, which is comparable to the PepMLM-generated binders

Part 2: Evaluate Binders with AlphaFold3

1. Navigate to the AlphaFold Server: alphafoldserver.com

2. For each peptide, submit the mutant SOD1 sequence followed by the peptide sequence as separate chains to model the protein-peptide complex.
（5本のペプチド（4本＋FLYRWLPSRRGG）それぞれについて、SOD1配列とペプチド配列を別々のチェーンとして入力して実行）

3. Record the ipTM score and briefly describe where the peptide appears to bind. Does it localize near the N-terminus where A4V sits?
（A4V変異があるN末端付近に結合しているか？）

   Does it engage the β-barrel region or approach the dimer interface? 
   （βバレル領域に結合しているか、それとも二量体界面に近いか？）
   
   Does it appear surface-bound or partially buried?
　 （表面に結合しているか、それともタンパク質の中に埋まっているか？）
  
4. In a short paragraph, describe the ipTM values you observe and whether any PepMLM-generated peptide matches or exceeds the known binder.
（観察したipTM値について、またPepMLMが生成したペプチドの中に既知バインダー（FLYRWLPSRRGG）と同等かそれ以上のスコアを示すものがあるかどうかを、短いパラグラフで説明する。）

Regenerated peptides because X (unknown amino acid) appeared in 2 of 4 sequences. AlphaFold3 does not accept X as it cannot predict structure for unknown amino acids.

X replaced with A (alanine) as X = unknown amino acid, not accepted by AlphaFold3

・WRYYAVVVRHKX →　WRYYAVVVRHKA
・WLYPAAAVEHWK
・WHYGATGLAHKX →　WHYGATGLAHKA
・WHYPVVALAHKE

・FLYRWLPSRRGG

1. WRYYAVVVRHKA

2. WLYPAAAVEHWK

3. WHYGATGLAHKA

4. WHYPVVALAHKE

5. FLYRWLPSRRGG

pTM（interface predicted TM-score）とは： 2つのタンパク質がどれだけうまくくっついているかを示すスコア
ipTM (interface predicted TM-score) is a score that measures how well two proteins interact with each other.

・Ranges from 0 to 1
・Higher is better (stronger interaction)
・Above 0.7 → reliable binding
・Below 0.5 → low confidence

In this homework, it is used to evaluate how well each peptide binds to the mutant SOD1 protein.

Binder	Pseudo Perplexity	ipTM
WRYYAVVVRHKA	17.26	0.40
WLYPAAAVEHWK	18.45	0.19
WHYGATGLAHKA	11.62	0.37
WHYPVVALAHKE	12.03	0.30
FLYRWLPSRRGG (known binder)	20.64	0.30

Results：

The highest ipTM score was observed in WRYYAVVVRHKA (0.40) （一番高いipTM： WRYYAVVVRHKA（0.40））
3 out of 4 PepMLM-generated peptides exceeded the known binder FLYRWLPSRRGG (0.30)
(既知バインダーFLYRWLPSRRGG（0.30）より 3本がスコアを上回った )
However, all ipTM scores were below 0.7, suggesting low confidence in binding (しかし全体的にipTMが低い（0.7以下）→ 結合の信頼度はまだ低い )

Part 3: Evaluate Properties of Generated Peptides in the PeptiVerse
（PeptiVerseで生成ペプチドの特性を評価する）

Structural confidence alone is insufficient for therapeutic development. Using PeptiVerse, let’s evaluate the therapeutic properties of your peptide! For each PepMLM-generated peptide:
（構造的な信頼度だけでは治療薬開発には不十分である。PeptiVerseを使って各ペプチドの治療特性を評価すること）

1. Paste the peptide sequence. (ペプチドの配列を貼り付ける)

2. Paste the A4V mutant SOD1 sequence in the target field.（ターゲット欄にA4V変異SOD1の配列を貼り付ける）

3. Check the boxes
   1. Predicted binding affinity
   2. Solubility
   3. Hemolysis probability
   4. Net charge (pH 7)
   5. Molecular weight

Compare these predictions to what you observed structurally with AlphaFold3. In a short paragraph, describe what you see.  
(AlphaFold3で観察した構造結果と比較して、短いパラグラフで以下を説明する)  

・Do peptides with higher ipTM also show stronger predicted affinity? Are any strong binders predicted to be hemolytic or poorly soluble? 
（ipTMが高いペプチドは予測結合親和性も高いか？）  

・Which peptide best balances predicted binding and therapeutic properties?
（強いバインダーの中に溶血性が高いものや溶解性が低いものはあるか？）

・Choose one peptide you would advance and justify your decision briefly.
（結合と治療特性のバランスが最も良いペプチドはどれか？）

PeptiVerse

WRYYAVVVRHKA

Solubility: Soluble (1.000)
Hemolysis: Non-hemolytic (0.057)
Binding Affinity: Weak binding (5.826 pKd/pKi)
Molecular Weight: 1547.8 Da
Net Charge (pH 7): 2.84

WLYPAAAVEHWK

Solubility: Soluble (1.000)
Hemolysis: Non-hemolytic (0.027)
Binding Affinity: Weak binding (5.820 pKd/pKi)
Molecular Weight: 1470.7 Da
Net Charge (pH 7): -0.15

WHYGATGLAHKA

Solubility: Soluble (1.000)
Hemolysis: Non-hemolytic (0.026)
Binding Affinity: Weak binding (5.523 pKd/pKi)
Molecular Weight: 1311.4 Da
Net Charge (pH 7): 0.93

WHYPVVALAHKE

Solubility: Soluble (1.000)
Hemolysis: Non-hemolytic (0.021)
Binding Affinity: Weak binding (5.568 pKd/pKi)
Molecular Weight: 1449.7 Da
Net Charge (pH 7): -0.06

FLYRWLPSRRGG

Solubility: Soluble (1.000)
Hemolysis: Non-hemolytic (0.047)
Binding Affinity: Weak binding (5.968 pKd/pKi)
Molecular Weight: 1507.7 Da
Net Charge (pH 7): 2.76

Binder	Solubility	Hemolysis	Binding Affinity	MW (Da)	Net Charge (pH 7)
WRYYAVVVRHKA	Soluble (1.000)	Non-hemolytic (0.057)	Weak binding (5.826)	1547.8	2.84
WLYPAAAVEHWK	Soluble (1.000)	Non-hemolytic (0.027)	Weak binding (5.820)	1470.7	-0.15
WHYGATGLAHKA	Soluble (1.000)	Non-hemolytic (0.026)	Weak binding (5.523)	1311.4	0.93
WHYPVVALAHKE	Soluble (1.000)	Non-hemolytic (0.021)	Weak binding (5.568)	1449.7	-0.06
FLYRWLPSRRGG	Soluble (1.000)	Non-hemolytic (0.047)	Weak binding (5.968)	1507.7	2.76

Observations

All 5 peptides were predicted to be soluble (probability 1.000) and non-hemolytic
（全5本ともペプチドが溶解性（確率1.000）＝非溶血性を示している。よって全部水に溶けても赤血球も壊さない。治療薬として安全である。）
All peptides showed weak binding affinity, ranging from 5.523 to 5.968 pKd/pKi
（全ペプチドの結合親和性は弱い。5.523~5.968pKd/pKi の範囲。つまり、くっつく力が弱い。バインダーが弱いため改善の余地あり。）
The peptide with the highest ipTM (WRYYAVVVRHKA, ipTM = 0.40) did not show the strongest predicted binding affinity
（ipTMが最も高い"WRYYAVVVRHKA(0.40)“が最も強い結合親和性が高いわけではなかった…。結果が一致しない。）
This suggests that structural confidence (ipTM) and binding affinity do not always correlate
（ipTMと結合親和性が必ずしも一致しない）

Peptide I would advance: WRYYAVVVRHKA

Highest ipTM score (0.40) among all peptides（最も高いipTM…Part2の結果より）
Soluble and non-hemolytic (溶解性があり、非溶血性…全結果同じ)
Reasonable molecular weight (1547.8 Da) (適切な分子量が他もほぼ同じで大差はない)

治療用ペプチドの分子量目安 500Da以下: 小さすぎる…結合部位をカバーできない 2000Da以上: 大きすぎる…体内に吸収されにくい、製造コストが高い

Part 4: Generate Optimized Peptides with moPPIt

Now, move from sampling to controlled design. moPPIt uses Multi-Objective Guided Discrete Flow Matching (MOG-DFM) to steer peptide generation toward specific residues and optimize binding and therapeutic properties simultaneously.    
Unlike PepMLM, which samples plausible binders conditioned on just the target sequence, moPPIt lets you choose where you want to bind and optimize multiple objectives at once.   
（PepMLMのような「サンプリング」から「制御されたデザイン」に移る。moPPItはMOG-DFM（多目的ガイド付き離散フローマッチング）を使って、特定の残基に向けてペプチド生成を誘導し、結合と治療特性を同時に最適化する。  
PepMLMがターゲット配列だけを条件にして、ペプチドをサンプリングするのに対して、moPPItはどこに結合させたいかを指定して、複数の目的を同時に最適化できる。）


1. Open the moPPit Colab linked from the HuggingFace moPPIt model card   
（HuggingFaceのmoPPItモデルカードからmoPPIt Colabを開く）

2. Make a copy and switch to a GPU runtime.(コピーを作成してGPUランタイムに切り替える)  
3. In the notebook:

   1. Paste your A4V mutant SOD1 sequence. 
      (A4V変異SOD1配列を貼り付ける)  
   
   2. Choose specific residue indices on SOD1 that you want your peptide to bind
      (ペプチドを結合させたいSOD1上の特定の残基番号を選ぶ)   
      (for example, residues near position 4, the dimer interface, or another surface patch).  
      (例：4番目の変異付近、二量体界面、または別の表面パッチ）
   
   3. Set peptide length to 12 amino acids.
      (ペプチド長を12アミノ酸に設定する)
   
   4. Enable motif and affinity guidance (and solubility/hemolysis guidance if available). Generate peptides.
      (モチーフと親和性のガイダンスを有効にして（可能であれば溶解性・溶血性のガイダンスも）ペプチドを生成する)

4. After generation, briefly describe how these moPPit peptides differ from your PepMLM peptides. How would you evaluate these peptides before advancing them to clinical studies?
(生成後、moPPItのペプチドがPepMLMのペプチドとどう違うかを簡単に説明する。また、臨床試験に進める前にこれらのペプチドをどのように評価するかを述べる。)

moPPit Colab [https://colab.research.google.com/drive/1_wHRlIdfaZbW1T1lcRMv-zJg6-JzugTn?usp=sharing]

moPPIt Output Log (Click here)

/content/moPPIt/flow_matching/path/path_sample.py:45: SyntaxWarning: invalid escape sequence ‘\s’ x_t (Tensor): the sample along the path :math:X_t \sim p_t. /content/moPPIt/flow_matching/path/scheduler/scheduler.py:72: SyntaxWarning: invalid escape sequence ‘\s’ SchedulerOutput: :math:\alpha_t,\sigma_t,\frac{\partial}{\partial t}\alpha_t,\frac{\partial}{\partial t}\sigma_t /content/moPPIt/flow_matching/path/scheduler/scheduler.py:79: SyntaxWarning: invalid escape sequence ‘\k’ Computes :math:t from :math:\kappa_t. Target Motifs: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10] tensor([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10], device=‘cuda:0’) Some weights of EsmModel were not initialized from the model checkpoint at facebook/esm2_t33_650M_UR50D and are newly initialized: [’esm.pooler.dense.bias’, ’esm.pooler.dense.weight’] You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference. Some weights of EsmModel were not initialized from the model checkpoint at facebook/esm2_t33_650M_UR50D and are newly initialized: [’esm.pooler.dense.bias’, ’esm.pooler.dense.weight’] You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference. Some weights of EsmModel were not initialized from the model checkpoint at facebook/esm2_t33_650M_UR50D and are newly initialized: [’esm.pooler.dense.bias’, ’esm.pooler.dense.weight’] You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.

NFE: 0: 0%| | 0/0.9990000128746033 [00:00<?, ?it/s]Weight Vector: tensor([1., 1., 1., 1.], device=‘cuda:0’) [0.7495816946029663, 0.4166666269302368, 0.6292190551757812, 0.3727186322212219]

NFE: 0: 1%| | 0.009999999776482582/0.9990000128746033 [00:03<05:25, 329.27s/it] NFE: 1: 1%| | 0.009999999776482582/0.9990000128746033 [00:03<05:25, 329.29s/it][0.7495816946029663, 0.4166666269302368, 0.6292190551757812, 0.3727186322212219]

NFE: 1: 2%|▏ | 0.019999999552965164/0.9990000128746033 [00:05<04:13, 258.56s/it] NFE: 2: 2%|▏ | 0.019999999552965164/0.9990000128746033 [00:05<04:13, 258.57s/it][0.7495816946029663, 0.4166666269302368, 0.6292190551757812, 0.3727186322212219]

NFE: 2: 3%|▎ | 0.029999999329447746/0.9990000128746033 [00:07<03:47, 234.45s/it] NFE: 3: 3%|▎ | 0.029999999329447746/0.9990000128746033 [00:07<03:47, 234.45s/it][0.7495816946029663, 0.4166666269302368, 0.6292190551757812, 0.3727186322212219]

NFE: 3: 4%|▍ | 0.03999999910593033/0.9990000128746033 [00:08<03:33, 222.41s/it] NFE: 4: 4%|▍ | 0.03999999910593033/0.9990000128746033 [00:08<03:33, 222.42s/it][0.7495816946029663, 0.4166666269302368, 0.6292190551757812, 0.3727186322212219]

NFE: 4: 5%|▌ | 0.05000000074505806/0.9990000128746033 [00:10<03:24, 215.20s/it] NFE: 5: 5%|▌ | 0.05000000074505806/0.9990000128746033 [00:10<03:24, 215.21s/it][0.7495816946029663, 0.4166666269302368, 0.6292190551757812, 0.3727186322212219]

NFE: 5: 6%|▌ | 0.05999999865889549/0.9990000128746033 [00:12<03:17, 210.46s/it] NFE: 6: 6%|▌ | 0.05999999865889549/0.9990000128746033 [00:12<03:17, 210.46s/it][0.7495816946029663, 0.4166666269302368, 0.6292190551757812, 0.3727186322212219]

NFE: 6: 7%|▋ | 0.07000000029802322/0.9990000128746033 [00:14<03:12, 207.05s/it] NFE: 7: 7%|▋ | 0.07000000029802322/0.9990000128746033 [00:14<03:12, 207.06s/it][0.7495816946029663, 0.4166666269302368, 0.6292190551757812, 0.3727186322212219]

NFE: 7: 8%|▊ | 0.07999999821186066/0.9990000128746033 [00:16<03:07, 204.46s/it] NFE: 8: 8%|▊ | 0.07999999821186066/0.9990000128746033 [00:16<03:07, 204.46s/it]Jump! [0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 8: 9%|▉ | 0.09000000357627869/0.9990000128746033 [00:18<03:04, 202.53s/it] NFE: 9: 9%|▉ | 0.09000000357627869/0.9990000128746033 [00:18<03:04, 202.53s/it][0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 9: 10%|█ | 0.10000000149011612/0.9990000128746033 [00:20<03:00, 200.94s/it] NFE: 10: 10%|█ | 0.10000000149011612/0.9990000128746033 [00:20<03:00, 200.94s/it][0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 10: 11%|█ | 0.10999999940395355/0.9990000128746033 [00:21<02:57, 199.62s/it] NFE: 11: 11%|█ | 0.10999999940395355/0.9990000128746033 [00:21<02:57, 199.62s/it][0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 11: 12%|█▏ | 0.11999999731779099/0.9990000128746033 [00:23<02:54, 198.54s/it] NFE: 12: 12%|█▏ | 0.11999999731779099/0.9990000128746033 [00:23<02:54, 198.54s/it][0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 12: 13%|█▎ | 0.12999999523162842/0.9990000128746033 [00:25<02:51, 197.62s/it] NFE: 13: 13%|█▎ | 0.12999999523162842/0.9990000128746033 [00:25<02:51, 197.62s/it][0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 13: 14%|█▍ | 0.14000000059604645/0.9990000128746033 [00:27<02:49, 196.84s/it] NFE: 14: 14%|█▍ | 0.14000000059604645/0.9990000128746033 [00:27<02:49, 196.84s/it][0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 14: 15%|█▌ | 0.15000000596046448/0.9990000128746033 [00:29<02:46, 196.23s/it] NFE: 15: 15%|█▌ | 0.15000000596046448/0.9990000128746033 [00:29<02:46, 196.23s/it][0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 15: 16%|█▌ | 0.1599999964237213/0.9990000128746033 [00:31<02:44, 195.67s/it] NFE: 16: 16%|█▌ | 0.1599999964237213/0.9990000128746033 [00:31<02:44, 195.67s/it][0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 16: 17%|█▋ | 0.17000000178813934/0.9990000128746033 [00:33<02:41, 195.16s/it] NFE: 17: 17%|█▋ | 0.17000000178813934/0.9990000128746033 [00:33<02:41, 195.16s/it][0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 17: 18%|█▊ | 0.18000000715255737/0.9990000128746033 [00:35<02:39, 194.69s/it] NFE: 18: 18%|█▊ | 0.18000000715255737/0.9990000128746033 [00:35<02:39, 194.69s/it][0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 18: 19%|█▉ | 0.1899999976158142/0.9990000128746033 [00:36<02:37, 194.27s/it] NFE: 19: 19%|█▉ | 0.1899999976158142/0.9990000128746033 [00:36<02:37, 194.27s/it][0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 19: 20%|██ | 0.20000000298023224/0.9990000128746033 [00:38<02:34, 193.87s/it] NFE: 20: 20%|██ | 0.20000000298023224/0.9990000128746033 [00:38<02:34, 193.88s/it][0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 20: 21%|██ | 0.20999999344348907/0.9990000128746033 [00:40<02:32, 193.55s/it] NFE: 21: 21%|██ | 0.20999999344348907/0.9990000128746033 [00:40<02:32, 193.55s/it][0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 21: 22%|██▏ | 0.2199999988079071/0.9990000128746033 [00:42<02:30, 193.26s/it] NFE: 22: 22%|██▏ | 0.2199999988079071/0.9990000128746033 [00:42<02:30, 193.26s/it][0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 22: 23%|██▎ | 0.23000000417232513/0.9990000128746033 [00:44<02:28, 192.99s/it] NFE: 23: 23%|██▎ | 0.23000000417232513/0.9990000128746033 [00:44<02:28, 192.99s/it][0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 23: 24%|██▍ | 0.23999999463558197/0.9990000128746033 [00:46<02:26, 192.73s/it] NFE: 24: 24%|██▍ | 0.23999999463558197/0.9990000128746033 [00:46<02:26, 192.73s/it][0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 24: 25%|██▌ | 0.25/0.9990000128746033 [00:48<02:24, 192.49s/it]
NFE: 25: 25%|██▌ | 0.25/0.9990000128746033 [00:48<02:24, 192.49s/it][0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 25: 26%|██▌ | 0.25999999046325684/0.9990000128746033 [00:49<02:22, 192.28s/it] NFE: 26: 26%|██▌ | 0.25999999046325684/0.9990000128746033 [00:49<02:22, 192.28s/it][0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 26: 27%|██▋ | 0.27000001072883606/0.9990000128746033 [00:51<02:20, 192.09s/it] NFE: 27: 27%|██▋ | 0.27000001072883606/0.9990000128746033 [00:51<02:20, 192.09s/it][0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 27: 28%|██▊ | 0.2800000011920929/0.9990000128746033 [00:53<02:17, 191.87s/it] NFE: 28: 28%|██▊ | 0.2800000011920929/0.9990000128746033 [00:53<02:17, 191.87s/it][0.8327690064907074, 0.4166666269302368, 0.6426528692245483, 0.42955923080444336]

NFE: 28: 29%|██▉ | 0.28999999165534973/0.9990000128746033 [00:55<02:15, 191.67s/it] NFE: 29: 29%|██▉ | 0.28999999165534973/0.9990000128746033 [00:55<02:15, 191.67s/it]Jump! [0.8858508765697479, 0.5, 0.6378693580627441, 0.5126941800117493]

NFE: 29: 30%|███ | 0.30000001192092896/0.9990000128746033 [00:57<02:13, 191.51s/it] NFE: 30: 30%|███ | 0.30000001192092896/0.9990000128746033 [00:57<02:13, 191.51s/it][0.8858508765697479, 0.5, 0.6378693580627441, 0.5126941800117493]

NFE: 30: 31%|███ | 0.3100000023841858/0.9990000128746033 [00:59<02:11, 191.36s/it] NFE: 31: 31%|███ | 0.3100000023841858/0.9990000128746033 [00:59<02:11, 191.36s/it][0.8858508765697479, 0.5, 0.6378693580627441, 0.5126941800117493]

NFE: 31: 32%|███▏ | 0.3199999928474426/0.9990000128746033 [01:01<02:09, 191.23s/it] NFE: 32: 32%|███▏ | 0.3199999928474426/0.9990000128746033 [01:01<02:09, 191.23s/it][0.8858508765697479, 0.5, 0.6378693580627441, 0.5126941800117493]

NFE: 32: 33%|███▎ | 0.33000001311302185/0.9990000128746033 [01:03<02:07, 191.08s/it] NFE: 33: 33%|███▎ | 0.33000001311302185/0.9990000128746033 [01:03<02:07, 191.08s/it][0.8858508765697479, 0.5, 0.6378693580627441, 0.5126941800117493]

NFE: 33: 34%|███▍ | 0.3400000035762787/0.9990000128746033 [01:04<02:05, 190.94s/it] NFE: 34: 34%|███▍ | 0.3400000035762787/0.9990000128746033 [01:04<02:05, 190.94s/it][0.8858508765697479, 0.5, 0.6378693580627441, 0.5126941800117493]

NFE: 34: 35%|███▌ | 0.3499999940395355/0.9990000128746033 [01:06<02:03, 190.79s/it] NFE: 35: 35%|███▌ | 0.3499999940395355/0.9990000128746033 [01:06<02:03, 190.79s/it][0.8858508765697479, 0.5, 0.6378693580627441, 0.5126941800117493]

NFE: 35: 36%|███▌ | 0.36000001430511475/0.9990000128746033 [01:08<02:01, 190.67s/it] NFE: 36: 36%|███▌ | 0.36000001430511475/0.9990000128746033 [01:08<02:01, 190.67s/it][0.8858508765697479, 0.5, 0.6378693580627441, 0.5126941800117493]

NFE: 36: 37%|███▋ | 0.3700000047683716/0.9990000128746033 [01:10<01:59, 190.55s/it] NFE: 37: 37%|███▋ | 0.3700000047683716/0.9990000128746033 [01:10<01:59, 190.55s/it]Jump! [0.8231243938207626, 0.5, 0.6209778785705566, 0.6177530288696289]

NFE: 37: 38%|███▊ | 0.3799999952316284/0.9990000128746033 [01:12<01:57, 190.44s/it] NFE: 38: 38%|███▊ | 0.3799999952316284/0.9990000128746033 [01:12<01:57, 190.44s/it][0.8231243938207626, 0.5, 0.6209778785705566, 0.6177530288696289]

NFE: 38: 39%|███▉ | 0.38999998569488525/0.9990000128746033 [01:14<01:55, 190.36s/it] NFE: 39: 39%|███▉ | 0.38999998569488525/0.9990000128746033 [01:14<01:55, 190.36s/it][0.8231243938207626, 0.5, 0.6209778785705566, 0.6177530288696289]

NFE: 39: 40%|████ | 0.4000000059604645/0.9990000128746033 [01:16<01:53, 190.30s/it] NFE: 40: 40%|████ | 0.4000000059604645/0.9990000128746033 [01:16<01:53, 190.30s/it][0.8231243938207626, 0.5, 0.6209778785705566, 0.6177530288696289]

NFE: 40: 41%|████ | 0.4099999964237213/0.9990000128746033 [01:17<01:52, 190.22s/it] NFE: 41: 41%|████ | 0.4099999964237213/0.9990000128746033 [01:17<01:52, 190.22s/it]Jump! [0.8616571724414825, 0.5, 0.6517865657806396, 0.6071006655693054]

NFE: 41: 42%|████▏ | 0.41999998688697815/0.9990000128746033 [01:19<01:50, 190.14s/it] NFE: 42: 42%|████▏ | 0.41999998688697815/0.9990000128746033 [01:19<01:50, 190.15s/it][0.8616571724414825, 0.5, 0.6517865657806396, 0.6071006655693054]

NFE: 42: 43%|████▎ | 0.4300000071525574/0.9990000128746033 [01:21<01:48, 190.07s/it] NFE: 43: 43%|████▎ | 0.4300000071525574/0.9990000128746033 [01:21<01:48, 190.07s/it][0.8616571724414825, 0.5, 0.6517865657806396, 0.6071006655693054]

NFE: 43: 44%|████▍ | 0.4399999976158142/0.9990000128746033 [01:23<01:46, 190.00s/it] NFE: 44: 44%|████▍ | 0.4399999976158142/0.9990000128746033 [01:23<01:46, 190.00s/it][0.8616571724414825, 0.5, 0.6517865657806396, 0.6071006655693054]

NFE: 44: 45%|████▌ | 0.44999998807907104/0.9990000128746033 [01:25<01:44, 189.92s/it] NFE: 45: 45%|████▌ | 0.44999998807907104/0.9990000128746033 [01:25<01:44, 189.92s/it][0.8616571724414825, 0.5, 0.6517865657806396, 0.6071006655693054]

NFE: 45: 46%|████▌ | 0.46000000834465027/0.9990000128746033 [01:27<01:42, 189.87s/it] NFE: 46: 46%|████▌ | 0.46000000834465027/0.9990000128746033 [01:27<01:42, 189.87s/it][0.8616571724414825, 0.5, 0.6517865657806396, 0.6071006655693054]

NFE: 46: 47%|████▋ | 0.4699999988079071/0.9990000128746033 [01:29<01:40, 189.79s/it] NFE: 47: 47%|████▋ | 0.4699999988079071/0.9990000128746033 [01:29<01:40, 189.79s/it][0.8616571724414825, 0.5, 0.6517865657806396, 0.6071006655693054]

NFE: 47: 48%|████▊ | 0.47999998927116394/0.9990000128746033 [01:31<01:38, 189.71s/it] NFE: 48: 48%|████▊ | 0.47999998927116394/0.9990000128746033 [01:31<01:38, 189.71s/it][0.8616571724414825, 0.5, 0.6517865657806396, 0.6071006655693054]

NFE: 48: 49%|████▉ | 0.49000000953674316/0.9990000128746033 [01:32<01:36, 189.63s/it] NFE: 49: 49%|████▉ | 0.49000000953674316/0.9990000128746033 [01:32<01:36, 189.63s/it][0.8616571724414825, 0.5, 0.6517865657806396, 0.6071006655693054]

NFE: 49: 50%|█████ | 0.5/0.9990000128746033 [01:34<01:34, 189.57s/it]
NFE: 50: 50%|█████ | 0.5/0.9990000128746033 [01:34<01:34, 189.57s/it][0.8616571724414825, 0.5, 0.6517865657806396, 0.6071006655693054]

NFE: 50: 51%|█████ | 0.5099999904632568/0.9990000128746033 [01:36<01:32, 189.51s/it] NFE: 51: 51%|█████ | 0.5099999904632568/0.9990000128746033 [01:36<01:32, 189.51s/it][0.8616571724414825, 0.5, 0.6517865657806396, 0.6071006655693054]

NFE: 51: 52%|█████▏ | 0.5199999809265137/0.9990000128746033 [01:38<01:30, 189.45s/it] NFE: 52: 52%|█████▏ | 0.5199999809265137/0.9990000128746033 [01:38<01:30, 189.45s/it][0.8616571724414825, 0.5, 0.6517865657806396, 0.6071006655693054]

NFE: 52: 53%|█████▎ | 0.5299999713897705/0.9990000128746033 [01:40<01:28, 189.39s/it] NFE: 53: 53%|█████▎ | 0.5299999713897705/0.9990000128746033 [01:40<01:28, 189.39s/it][0.8616571724414825, 0.5, 0.6517865657806396, 0.6071006655693054]

NFE: 53: 54%|█████▍ | 0.5400000214576721/0.9990000128746033 [01:42<01:26, 189.33s/it] NFE: 54: 54%|█████▍ | 0.5400000214576721/0.9990000128746033 [01:42<01:26, 189.34s/it][0.8616571724414825, 0.5, 0.6517865657806396, 0.6071006655693054]

NFE: 54: 55%|█████▌ | 0.550000011920929/0.9990000128746033 [01:44<01:24, 189.28s/it] NFE: 55: 55%|█████▌ | 0.550000011920929/0.9990000128746033 [01:44<01:24, 189.28s/it][0.8616571724414825, 0.5, 0.6517865657806396, 0.6071006655693054]

NFE: 55: 56%|█████▌ | 0.5600000023841858/0.9990000128746033 [01:45<01:23, 189.23s/it] NFE: 56: 56%|█████▌ | 0.5600000023841858/0.9990000128746033 [01:45<01:23, 189.23s/it][0.8616571724414825, 0.5, 0.6517865657806396, 0.6071006655693054]

NFE: 56: 57%|█████▋ | 0.5699999928474426/0.9990000128746033 [01:47<01:21, 189.17s/it] NFE: 57: 57%|█████▋ | 0.5699999928474426/0.9990000128746033 [01:47<01:21, 189.17s/it][0.8616571724414825, 0.5, 0.6517865657806396, 0.6071006655693054]

NFE: 57: 58%|█████▊ | 0.5799999833106995/0.9990000128746033 [01:49<01:19, 189.13s/it] NFE: 58: 58%|█████▊ | 0.5799999833106995/0.9990000128746033 [01:49<01:19, 189.13s/it][0.8616571724414825, 0.5, 0.6517865657806396, 0.6071006655693054]

NFE: 58: 59%|█████▉ | 0.5899999737739563/0.9990000128746033 [01:51<01:17, 189.08s/it] NFE: 59: 59%|█████▉ | 0.5899999737739563/0.9990000128746033 [01:51<01:17, 189.09s/it][0.8616571724414825, 0.5, 0.6517865657806396, 0.6071006655693054]

NFE: 59: 60%|██████ | 0.6000000238418579/0.9990000128746033 [01:53<01:15, 189.04s/it] NFE: 60: 60%|██████ | 0.6000000238418579/0.9990000128746033 [01:53<01:15, 189.04s/it]Jump! [0.9183544814586639, 0.5833333134651184, 0.7453092932701111, 0.6523084044456482]

NFE: 60: 61%|██████ | 0.6100000143051147/0.9990000128746033 [01:55<01:13, 188.99s/it] NFE: 61: 61%|██████ | 0.6100000143051147/0.9990000128746033 [01:55<01:13, 188.99s/it][0.9183544814586639, 0.5833333134651184, 0.7453092932701111, 0.6523084044456482]

NFE: 61: 62%|██████▏ | 0.6200000047683716/0.9990000128746033 [01:57<01:11, 188.96s/it] NFE: 62: 62%|██████▏ | 0.6200000047683716/0.9990000128746033 [01:57<01:11, 188.96s/it][0.9183544814586639, 0.5833333134651184, 0.7453092932701111, 0.6523084044456482]

NFE: 62: 63%|██████▎ | 0.6299999952316284/0.9990000128746033 [01:59<01:09, 188.92s/it] NFE: 63: 63%|██████▎ | 0.6299999952316284/0.9990000128746033 [01:59<01:09, 188.92s/it]Jump! [0.9653539806604385, 0.6666666269302368, 0.7603995203971863, 0.5541437864303589]

NFE: 63: 64%|██████▍ | 0.6399999856948853/0.9990000128746033 [02:00<01:07, 188.89s/it] NFE: 64: 64%|██████▍ | 0.6399999856948853/0.9990000128746033 [02:00<01:07, 188.89s/it]Jump! [0.971489554271102, 0.75, 0.7158400416374207, 0.6807365417480469]

NFE: 64: 65%|██████▌ | 0.6499999761581421/0.9990000128746033 [02:02<01:05, 188.87s/it] NFE: 65: 65%|██████▌ | 0.6499999761581421/0.9990000128746033 [02:02<01:05, 188.87s/it]Jump! [0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 65: 66%|██████▌ | 0.6600000262260437/0.9990000128746033 [02:04<01:04, 188.83s/it] NFE: 66: 66%|██████▌ | 0.6600000262260437/0.9990000128746033 [02:04<01:04, 188.83s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 66: 67%|██████▋ | 0.6700000166893005/0.9990000128746033 [02:06<01:02, 188.79s/it] NFE: 67: 67%|██████▋ | 0.6700000166893005/0.9990000128746033 [02:06<01:02, 188.79s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 67: 68%|██████▊ | 0.6800000071525574/0.9990000128746033 [02:08<01:00, 188.75s/it] NFE: 68: 68%|██████▊ | 0.6800000071525574/0.9990000128746033 [02:08<01:00, 188.75s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 68: 69%|██████▉ | 0.6899999976158142/0.9990000128746033 [02:10<00:58, 188.71s/it] NFE: 69: 69%|██████▉ | 0.6899999976158142/0.9990000128746033 [02:10<00:58, 188.71s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 69: 70%|███████ | 0.699999988079071/0.9990000128746033 [02:12<00:56, 188.68s/it] NFE: 70: 70%|███████ | 0.699999988079071/0.9990000128746033 [02:12<00:56, 188.68s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 70: 71%|███████ | 0.7099999785423279/0.9990000128746033 [02:13<00:54, 188.66s/it] NFE: 71: 71%|███████ | 0.7099999785423279/0.9990000128746033 [02:13<00:54, 188.66s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 71: 72%|███████▏ | 0.7200000286102295/0.9990000128746033 [02:15<00:52, 188.64s/it] NFE: 72: 72%|███████▏ | 0.7200000286102295/0.9990000128746033 [02:15<00:52, 188.64s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 72: 73%|███████▎ | 0.7300000190734863/0.9990000128746033 [02:17<00:50, 188.61s/it] NFE: 73: 73%|███████▎ | 0.7300000190734863/0.9990000128746033 [02:17<00:50, 188.61s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 73: 74%|███████▍ | 0.7400000095367432/0.9990000128746033 [02:19<00:48, 188.58s/it] NFE: 74: 74%|███████▍ | 0.7400000095367432/0.9990000128746033 [02:19<00:48, 188.58s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 74: 75%|███████▌ | 0.75/0.9990000128746033 [02:21<00:46, 188.54s/it]
NFE: 75: 75%|███████▌ | 0.75/0.9990000128746033 [02:21<00:46, 188.54s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 75: 76%|███████▌ | 0.7599999904632568/0.9990000128746033 [02:23<00:45, 188.50s/it] NFE: 76: 76%|███████▌ | 0.7599999904632568/0.9990000128746033 [02:23<00:45, 188.50s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 76: 77%|███████▋ | 0.7699999809265137/0.9990000128746033 [02:25<00:43, 188.49s/it] NFE: 77: 77%|███████▋ | 0.7699999809265137/0.9990000128746033 [02:25<00:43, 188.49s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 77: 78%|███████▊ | 0.7799999713897705/0.9990000128746033 [02:26<00:41, 188.46s/it] NFE: 78: 78%|███████▊ | 0.7799999713897705/0.9990000128746033 [02:26<00:41, 188.46s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 78: 79%|███████▉ | 0.7900000214576721/0.9990000128746033 [02:28<00:39, 188.43s/it] NFE: 79: 79%|███████▉ | 0.7900000214576721/0.9990000128746033 [02:28<00:39, 188.43s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 79: 80%|████████ | 0.800000011920929/0.9990000128746033 [02:30<00:37, 188.41s/it] NFE: 80: 80%|████████ | 0.800000011920929/0.9990000128746033 [02:30<00:37, 188.41s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 80: 81%|████████ | 0.8100000023841858/0.9990000128746033 [02:32<00:35, 188.38s/it] NFE: 81: 81%|████████ | 0.8100000023841858/0.9990000128746033 [02:32<00:35, 188.38s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 81: 82%|████████▏ | 0.8199999928474426/0.9990000128746033 [02:34<00:33, 188.35s/it] NFE: 82: 82%|████████▏ | 0.8199999928474426/0.9990000128746033 [02:34<00:33, 188.35s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 82: 83%|████████▎ | 0.8299999833106995/0.9990000128746033 [02:36<00:31, 188.34s/it] NFE: 83: 83%|████████▎ | 0.8299999833106995/0.9990000128746033 [02:36<00:31, 188.34s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 83: 84%|████████▍ | 0.8399999737739563/0.9990000128746033 [02:38<00:29, 188.33s/it] NFE: 84: 84%|████████▍ | 0.8399999737739563/0.9990000128746033 [02:38<00:29, 188.33s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 84: 85%|████████▌ | 0.8500000238418579/0.9990000128746033 [02:40<00:28, 188.31s/it] NFE: 85: 85%|████████▌ | 0.8500000238418579/0.9990000128746033 [02:40<00:28, 188.31s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 85: 86%|████████▌ | 0.8600000143051147/0.9990000128746033 [02:41<00:26, 188.29s/it] NFE: 86: 86%|████████▌ | 0.8600000143051147/0.9990000128746033 [02:41<00:26, 188.29s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 86: 87%|████████▋ | 0.8700000047683716/0.9990000128746033 [02:43<00:24, 188.27s/it] NFE: 87: 87%|████████▋ | 0.8700000047683716/0.9990000128746033 [02:43<00:24, 188.27s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 87: 88%|████████▊ | 0.8799999952316284/0.9990000128746033 [02:45<00:22, 188.25s/it] NFE: 88: 88%|████████▊ | 0.8799999952316284/0.9990000128746033 [02:45<00:22, 188.25s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 88: 89%|████████▉ | 0.8899999856948853/0.9990000128746033 [02:47<00:20, 188.23s/it] NFE: 89: 89%|████████▉ | 0.8899999856948853/0.9990000128746033 [02:47<00:20, 188.23s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 89: 90%|█████████ | 0.8999999761581421/0.9990000128746033 [02:49<00:18, 188.21s/it] NFE: 90: 90%|█████████ | 0.8999999761581421/0.9990000128746033 [02:49<00:18, 188.21s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 90: 91%|█████████ | 0.9100000262260437/0.9990000128746033 [02:51<00:16, 188.19s/it] NFE: 91: 91%|█████████ | 0.9100000262260437/0.9990000128746033 [02:51<00:16, 188.19s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 91: 92%|█████████▏| 0.9200000166893005/0.9990000128746033 [02:53<00:14, 188.18s/it] NFE: 92: 92%|█████████▏| 0.9200000166893005/0.9990000128746033 [02:53<00:14, 188.18s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 92: 93%|█████████▎| 0.9300000071525574/0.9990000128746033 [02:55<00:12, 188.18s/it] NFE: 93: 93%|█████████▎| 0.9300000071525574/0.9990000128746033 [02:55<00:12, 188.18s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 93: 94%|█████████▍| 0.9399999976158142/0.9990000128746033 [02:56<00:11, 188.17s/it] NFE: 94: 94%|█████████▍| 0.9399999976158142/0.9990000128746033 [02:56<00:11, 188.17s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 94: 95%|█████████▌| 0.949999988079071/0.9990000128746033 [02:58<00:09, 188.17s/it] NFE: 95: 95%|█████████▌| 0.949999988079071/0.9990000128746033 [02:58<00:09, 188.17s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 95: 96%|█████████▌| 0.9599999785423279/0.9990000128746033 [03:00<00:07, 188.16s/it] NFE: 96: 96%|█████████▌| 0.9599999785423279/0.9990000128746033 [03:00<00:07, 188.16s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 96: 97%|█████████▋| 0.9700000286102295/0.9990000128746033 [03:02<00:05, 188.16s/it] NFE: 97: 97%|█████████▋| 0.9700000286102295/0.9990000128746033 [03:02<00:05, 188.16s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 97: 98%|█████████▊| 0.9800000190734863/0.9990000128746033 [03:04<00:03, 188.15s/it] NFE: 98: 98%|█████████▊| 0.9800000190734863/0.9990000128746033 [03:04<00:03, 188.15s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 98: 99%|█████████▉| 0.9900000095367432/0.9990000128746033 [03:06<00:01, 188.15s/it] NFE: 99: 99%|█████████▉| 0.9900000095367432/0.9990000128746033 [03:06<00:01, 188.15s/it][0.9666779488325119, 0.6666666269302368, 0.7214939594268799, 0.7797090411186218]

NFE: 99: 100%|██████████| 0.9990000128746033/0.9990000128746033 [03:06<00:00, 186.70s/it] NFE: 100: 100%|██████████| 0.9990000128746033/0.9990000128746033 [03:06<00:00, 186.70s/it] NFE: 100: 100%|██████████| 0.9990000128746033/0.9990000128746033 [03:06<00:00, 186.70s/it] 2026-03-11 19:44:10.444029: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable TF_ENABLE_ONEDNN_OPTS=0. 2026-03-11 19:44:10.461366: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered WARNING: All log messages before absl::InitializeLog() is called are written to STDERR E0000 00:00:1773258250.481215 8434 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered E0000 00:00:1773258250.487566 8434 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered W0000 00:00:1773258250.504596 8434 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once. W0000 00:00:1773258250.504634 8434 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once. W0000 00:00:1773258250.504636 8434 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once. W0000 00:00:1773258250.504638 8434 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once. 2026-03-11 19:44:10.509156: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations. To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags. [‘SETKVKTCRVVL’] [0.9666779488325119, 0.6666666269302368, 7.214939594268799, 0.7797090411186218]

NFE: 0: 0%| | 0/0.9990000128746033 [00:00<?, ?it/s]Weight Vector: tensor([1., 1., 1., 1.], device=‘cuda:0’) [0.9182402268052101, 0.4166666269302368, 0.5616710186004639, 0.0187290757894516]

NFE: 0: 1%| | 0.009999999776482582/0.9990000128746033 [00:01<03:06, 188.98s/it] NFE: 1: 1%| | 0.009999999776482582/0.9990000128746033 [00:01<03:06, 189.00s/it][0.9182402268052101, 0.4166666269302368, 0.5616710186004639, 0.0187290757894516]

NFE: 1: 2%|▏ | 0.019999999552965164/0.9990000128746033 [00:03<03:03, 187.81s/it] NFE: 2: 2%|▏ | 0.019999999552965164/0.9990000128746033 [00:03<03:03, 187.82s/it][0.9182402268052101, 0.4166666269302368, 0.5616710186004639, 0.0187290757894516]

NFE: 2: 3%|▎ | 0.029999999329447746/0.9990000128746033 [00:05<03:01, 187.40s/it] NFE: 3: 3%|▎ | 0.029999999329447746/0.9990000128746033 [00:05<03:01, 187.40s/it][0.9182402268052101, 0.4166666269302368, 0.5616710186004639, 0.0187290757894516]

NFE: 3: 4%|▍ | 0.03999999910593033/0.9990000128746033 [00:07<02:59, 187.16s/it] NFE: 4: 4%|▍ | 0.03999999910593033/0.9990000128746033 [00:07<02:59, 187.17s/it][0.9182402268052101, 0.4166666269302368, 0.5616710186004639, 0.0187290757894516]

NFE: 4: 5%|▌ | 0.05000000074505806/0.9990000128746033 [00:09<02:57, 187.15s/it] NFE: 5: 5%|▌ | 0.05000000074505806/0.9990000128746033 [00:09<02:57, 187.15s/it][0.9182402268052101, 0.4166666269302368, 0.5616710186004639, 0.0187290757894516]

NFE: 5: 6%|▌ | 0.05999999865889549/0.9990000128746033 [00:11<02:55, 187.20s/it] NFE: 6: 6%|▌ | 0.05999999865889549/0.9990000128746033 [00:11<02:55, 187.20s/it][0.9182402268052101, 0.4166666269302368, 0.5616710186004639, 0.0187290757894516]

NFE: 6: 7%|▋ | 0.07000000029802322/0.9990000128746033 [00:13<02:53, 187.21s/it] NFE: 7: 7%|▋ | 0.07000000029802322/0.9990000128746033 [00:13<02:53, 187.22s/it][0.9182402268052101, 0.4166666269302368, 0.5616710186004639, 0.0187290757894516]

NFE: 7: 8%|▊ | 0.07999999821186066/0.9990000128746033 [00:14<02:52, 187.21s/it] NFE: 8: 8%|▊ | 0.07999999821186066/0.9990000128746033 [00:14<02:52, 187.22s/it][0.9182402268052101, 0.4166666269302368, 0.5616710186004639, 0.0187290757894516]

NFE: 8: 9%|▉ | 0.09000000357627869/0.9990000128746033 [00:16<02:50, 187.18s/it] NFE: 9: 9%|▉ | 0.09000000357627869/0.9990000128746033 [00:16<02:50, 187.18s/it][0.9182402268052101, 0.4166666269302368, 0.5616710186004639, 0.0187290757894516]

NFE: 9: 10%|█ | 0.10000000149011612/0.9990000128746033 [00:18<02:48, 187.08s/it] NFE: 10: 10%|█ | 0.10000000149011612/0.9990000128746033 [00:18<02:48, 187.08s/it][0.9182402268052101, 0.4166666269302368, 0.5616710186004639, 0.0187290757894516]

NFE: 10: 11%|█ | 0.10999999940395355/0.9990000128746033 [00:20<02:46, 187.09s/it] NFE: 11: 11%|█ | 0.10999999940395355/0.9990000128746033 [00:20<02:46, 187.09s/it][0.9182402268052101, 0.4166666269302368, 0.5616710186004639, 0.0187290757894516]

NFE: 11: 12%|█▏ | 0.11999999731779099/0.9990000128746033 [00:22<02:44, 187.12s/it] NFE: 12: 12%|█▏ | 0.11999999731779099/0.9990000128746033 [00:22<02:44, 187.12s/it][0.9182402268052101, 0.4166666269302368, 0.5616710186004639, 0.0187290757894516]

NFE: 12: 13%|█▎ | 0.12999999523162842/0.9990000128746033 [00:24<02:42, 187.11s/it] NFE: 13: 13%|█▎ | 0.12999999523162842/0.9990000128746033 [00:24<02:42, 187.11s/it][0.9182402268052101, 0.4166666269302368, 0.5616710186004639, 0.0187290757894516]

NFE: 13: 14%|█▍ | 0.14000000059604645/0.9990000128746033 [00:26<02:40, 187.09s/it] NFE: 14: 14%|█▍ | 0.14000000059604645/0.9990000128746033 [00:26<02:40, 187.09s/it][0.9182402268052101, 0.4166666269302368, 0.5616710186004639, 0.0187290757894516]

NFE: 14: 15%|█▌ | 0.15000000596046448/0.9990000128746033 [00:28<02:38, 187.06s/it] NFE: 15: 15%|█▌ | 0.15000000596046448/0.9990000128746033 [00:28<02:38, 187.06s/it][0.9182402268052101, 0.4166666269302368, 0.5616710186004639, 0.0187290757894516]

NFE: 15: 16%|█▌ | 0.1599999964237213/0.9990000128746033 [00:29<02:36, 187.07s/it] NFE: 16: 16%|█▌ | 0.1599999964237213/0.9990000128746033 [00:29<02:36, 187.07s/it][0.9182402268052101, 0.4166666269302368, 0.5616710186004639, 0.0187290757894516]

NFE: 16: 17%|█▋ | 0.17000000178813934/0.9990000128746033 [00:31<02:35, 187.06s/it] NFE: 17: 17%|█▋ | 0.17000000178813934/0.9990000128746033 [00:31<02:35, 187.06s/it][0.9182402268052101, 0.4166666269302368, 0.5616710186004639, 0.0187290757894516]

NFE: 17: 18%|█▊ | 0.18000000715255737/0.9990000128746033 [00:33<02:33, 187.08s/it] NFE: 18: 18%|█▊ | 0.18000000715255737/0.9990000128746033 [00:33<02:33, 187.08s/it][0.9182402268052101, 0.4166666269302368, 0.5616710186004639, 0.0187290757894516]

NFE: 18: 19%|█▉ | 0.1899999976158142/0.9990000128746033 [00:35<02:31, 187.10s/it] NFE: 19: 19%|█▉ | 0.1899999976158142/0.9990000128746033 [00:35<02:31, 187.10s/it]Jump! [0.947677243500948, 0.5, 0.5999413728713989, 0.016267873346805573]

NFE: 19: 20%|██ | 0.20000000298023224/0.9990000128746033 [00:37<02:29, 187.10s/it] NFE: 20: 20%|██ | 0.20000000298023224/0.9990000128746033 [00:37<02:29, 187.10s/it][0.947677243500948, 0.5, 0.5999413728713989, 0.016267873346805573]

NFE: 20: 21%|██ | 0.20999999344348907/0.9990000128746033 [00:39<02:27, 187.10s/it] NFE: 21: 21%|██ | 0.20999999344348907/0.9990000128746033 [00:39<02:27, 187.10s/it][0.947677243500948, 0.5, 0.5999413728713989, 0.016267873346805573]

NFE: 21: 22%|██▏ | 0.2199999988079071/0.9990000128746033 [00:41<02:25, 187.10s/it] NFE: 22: 22%|██▏ | 0.2199999988079071/0.9990000128746033 [00:41<02:25, 187.10s/it][0.947677243500948, 0.5, 0.5999413728713989, 0.016267873346805573]

NFE: 22: 23%|██▎ | 0.23000000417232513/0.9990000128746033 [00:43<02:23, 187.09s/it] NFE: 23: 23%|██▎ | 0.23000000417232513/0.9990000128746033 [00:43<02:23, 187.09s/it][0.947677243500948, 0.5, 0.5999413728713989, 0.016267873346805573]

NFE: 23: 24%|██▍ | 0.23999999463558197/0.9990000128746033 [00:44<02:21, 187.08s/it] NFE: 24: 24%|██▍ | 0.23999999463558197/0.9990000128746033 [00:44<02:21, 187.08s/it][0.947677243500948, 0.5, 0.5999413728713989, 0.016267873346805573]

NFE: 24: 25%|██▌ | 0.25/0.9990000128746033 [00:46<02:20, 187.09s/it]
NFE: 25: 25%|██▌ | 0.25/0.9990000128746033 [00:46<02:20, 187.09s/it][0.947677243500948, 0.5, 0.5999413728713989, 0.016267873346805573]

NFE: 25: 26%|██▌ | 0.25999999046325684/0.9990000128746033 [00:48<02:18, 187.09s/it] NFE: 26: 26%|██▌ | 0.25999999046325684/0.9990000128746033 [00:48<02:18, 187.09s/it][0.947677243500948, 0.5, 0.5999413728713989, 0.016267873346805573]

NFE: 26: 27%|██▋ | 0.27000001072883606/0.9990000128746033 [00:50<02:16, 187.11s/it] NFE: 27: 27%|██▋ | 0.27000001072883606/0.9990000128746033 [00:50<02:16, 187.11s/it][0.947677243500948, 0.5, 0.5999413728713989, 0.016267873346805573]

NFE: 27: 28%|██▊ | 0.2800000011920929/0.9990000128746033 [00:52<02:14, 187.13s/it] NFE: 28: 28%|██▊ | 0.2800000011920929/0.9990000128746033 [00:52<02:14, 187.13s/it]Jump! [0.9575028233230114, 0.5833333134651184, 0.6630609631538391, 0.013635562732815742]

NFE: 28: 29%|██▉ | 0.28999999165534973/0.9990000128746033 [00:54<02:12, 187.14s/it] NFE: 29: 29%|██▉ | 0.28999999165534973/0.9990000128746033 [00:54<02:12, 187.14s/it][0.9575028233230114, 0.5833333134651184, 0.6630609631538391, 0.013635562732815742]

NFE: 29: 30%|███ | 0.30000001192092896/0.9990000128746033 [00:56<02:10, 187.14s/it] NFE: 30: 30%|███ | 0.30000001192092896/0.9990000128746033 [00:56<02:10, 187.14s/it][0.9575028233230114, 0.5833333134651184, 0.6630609631538391, 0.013635562732815742]

NFE: 30: 31%|███ | 0.3100000023841858/0.9990000128746033 [00:58<02:08, 187.15s/it] NFE: 31: 31%|███ | 0.3100000023841858/0.9990000128746033 [00:58<02:08, 187.15s/it][0.9575028233230114, 0.5833333134651184, 0.6630609631538391, 0.013635562732815742]

NFE: 31: 32%|███▏ | 0.3199999928474426/0.9990000128746033 [00:59<02:07, 187.20s/it] NFE: 32: 32%|███▏ | 0.3199999928474426/0.9990000128746033 [00:59<02:07, 187.20s/it][0.9575028233230114, 0.5833333134651184, 0.6630609631538391, 0.013635562732815742]

NFE: 32: 33%|███▎ | 0.33000001311302185/0.9990000128746033 [01:01<02:05, 187.20s/it] NFE: 33: 33%|███▎ | 0.33000001311302185/0.9990000128746033 [01:01<02:05, 187.20s/it][0.9575028233230114, 0.5833333134651184, 0.6630609631538391, 0.013635562732815742]

NFE: 33: 34%|███▍ | 0.3400000035762787/0.9990000128746033 [01:03<02:03, 187.19s/it] NFE: 34: 34%|███▍ | 0.3400000035762787/0.9990000128746033 [01:03<02:03, 187.19s/it][0.9575028233230114, 0.5833333134651184, 0.6630609631538391, 0.013635562732815742]

NFE: 34: 35%|███▌ | 0.3499999940395355/0.9990000128746033 [01:05<02:01, 187.19s/it] NFE: 35: 35%|███▌ | 0.3499999940395355/0.9990000128746033 [01:05<02:01, 187.20s/it][0.9575028233230114, 0.5833333134651184, 0.6630609631538391, 0.013635562732815742]

NFE: 35: 36%|███▌ | 0.36000001430511475/0.9990000128746033 [01:07<01:59, 187.19s/it] NFE: 36: 36%|███▌ | 0.36000001430511475/0.9990000128746033 [01:07<01:59, 187.19s/it][0.9575028233230114, 0.5833333134651184, 0.6630609631538391, 0.013635562732815742]

NFE: 36: 37%|███▋ | 0.3700000047683716/0.9990000128746033 [01:09<01:57, 187.20s/it] NFE: 37: 37%|███▋ | 0.3700000047683716/0.9990000128746033 [01:09<01:57, 187.20s/it][0.9575028233230114, 0.5833333134651184, 0.6630609631538391, 0.013635562732815742]

NFE: 37: 38%|███▊ | 0.3799999952316284/0.9990000128746033 [01:11<01:55, 187.20s/it] NFE: 38: 38%|███▊ | 0.3799999952316284/0.9990000128746033 [01:11<01:55, 187.20s/it]Jump! [0.9444788098335266, 0.6666666269302368, 0.6485329866409302, 0.03531733155250549]

NFE: 38: 39%|███▉ | 0.38999998569488525/0.9990000128746033 [01:13<01:54, 187.20s/it] NFE: 39: 39%|███▉ | 0.38999998569488525/0.9990000128746033 [01:13<01:54, 187.20s/it]Jump! [0.9489777311682701, 0.6666666269302368, 0.625001847743988, 0.18695953488349915]

NFE: 39: 40%|████ | 0.4000000059604645/0.9990000128746033 [01:14<01:52, 187.19s/it] NFE: 40: 40%|████ | 0.4000000059604645/0.9990000128746033 [01:14<01:52, 187.19s/it][0.9489777311682701, 0.6666666269302368, 0.625001847743988, 0.18695953488349915]

NFE: 40: 41%|████ | 0.4099999964237213/0.9990000128746033 [01:16<01:50, 187.19s/it] NFE: 41: 41%|████ | 0.4099999964237213/0.9990000128746033 [01:16<01:50, 187.19s/it][0.9489777311682701, 0.6666666269302368, 0.625001847743988, 0.18695953488349915]

NFE: 41: 42%|████▏ | 0.41999998688697815/0.9990000128746033 [01:18<01:48, 187.20s/it] NFE: 42: 42%|████▏ | 0.41999998688697815/0.9990000128746033 [01:18<01:48, 187.20s/it][0.9489777311682701, 0.6666666269302368, 0.625001847743988, 0.18695953488349915]

NFE: 42: 43%|████▎ | 0.4300000071525574/0.9990000128746033 [01:20<01:46, 187.21s/it] NFE: 43: 43%|████▎ | 0.4300000071525574/0.9990000128746033 [01:20<01:46, 187.21s/it][0.9489777311682701, 0.6666666269302368, 0.625001847743988, 0.18695953488349915]

NFE: 43: 44%|████▍ | 0.4399999976158142/0.9990000128746033 [01:22<01:44, 187.21s/it] NFE: 44: 44%|████▍ | 0.4399999976158142/0.9990000128746033 [01:22<01:44, 187.21s/it][0.9489777311682701, 0.6666666269302368, 0.625001847743988, 0.18695953488349915]

NFE: 44: 45%|████▌ | 0.44999998807907104/0.9990000128746033 [01:24<01:42, 187.20s/it] NFE: 45: 45%|████▌ | 0.44999998807907104/0.9990000128746033 [01:24<01:42, 187.20s/it][0.9489777311682701, 0.6666666269302368, 0.625001847743988, 0.18695953488349915]

NFE: 45: 46%|████▌ | 0.46000000834465027/0.9990000128746033 [01:26<01:40, 187.21s/it] NFE: 46: 46%|████▌ | 0.46000000834465027/0.9990000128746033 [01:26<01:40, 187.21s/it][0.9489777311682701, 0.6666666269302368, 0.625001847743988, 0.18695953488349915]

NFE: 46: 47%|████▋ | 0.4699999988079071/0.9990000128746033 [01:27<01:39, 187.20s/it] NFE: 47: 47%|████▋ | 0.4699999988079071/0.9990000128746033 [01:27<01:39, 187.20s/it][0.9489777311682701, 0.6666666269302368, 0.625001847743988, 0.18695953488349915]

NFE: 47: 48%|████▊ | 0.47999998927116394/0.9990000128746033 [01:29<01:37, 187.20s/it] NFE: 48: 48%|████▊ | 0.47999998927116394/0.9990000128746033 [01:29<01:37, 187.20s/it][0.9489777311682701, 0.6666666269302368, 0.625001847743988, 0.18695953488349915]

NFE: 48: 49%|████▉ | 0.49000000953674316/0.9990000128746033 [01:31<01:35, 187.21s/it] NFE: 49: 49%|████▉ | 0.49000000953674316/0.9990000128746033 [01:31<01:35, 187.21s/it][0.9489777311682701, 0.6666666269302368, 0.625001847743988, 0.18695953488349915]

NFE: 49: 50%|█████ | 0.5/0.9990000128746033 [01:33<01:33, 187.21s/it]
NFE: 50: 50%|█████ | 0.5/0.9990000128746033 [01:33<01:33, 187.21s/it]Jump! [0.9210547655820847, 0.6666666269302368, 0.6467683911323547, 0.22622990608215332]

NFE: 50: 51%|█████ | 0.5099999904632568/0.9990000128746033 [01:35<01:31, 187.19s/it] NFE: 51: 51%|█████ | 0.5099999904632568/0.9990000128746033 [01:35<01:31, 187.19s/it][0.9210547655820847, 0.6666666269302368, 0.6467683911323547, 0.22622990608215332]

NFE: 51: 52%|█████▏ | 0.5199999809265137/0.9990000128746033 [01:37<01:29, 187.19s/it] NFE: 52: 52%|█████▏ | 0.5199999809265137/0.9990000128746033 [01:37<01:29, 187.19s/it][0.9210547655820847, 0.6666666269302368, 0.6467683911323547, 0.22622990608215332]

NFE: 52: 53%|█████▎ | 0.5299999713897705/0.9990000128746033 [01:39<01:27, 187.19s/it] NFE: 53: 53%|█████▎ | 0.5299999713897705/0.9990000128746033 [01:39<01:27, 187.19s/it][0.9210547655820847, 0.6666666269302368, 0.6467683911323547, 0.22622990608215332]

NFE: 53: 54%|█████▍ | 0.5400000214576721/0.9990000128746033 [01:41<01:25, 187.18s/it] NFE: 54: 54%|█████▍ | 0.5400000214576721/0.9990000128746033 [01:41<01:25, 187.18s/it][0.9210547655820847, 0.6666666269302368, 0.6467683911323547, 0.22622990608215332]

NFE: 54: 55%|█████▌ | 0.550000011920929/0.9990000128746033 [01:42<01:24, 187.19s/it] NFE: 55: 55%|█████▌ | 0.550000011920929/0.9990000128746033 [01:42<01:24, 187.19s/it][0.9210547655820847, 0.6666666269302368, 0.6467683911323547, 0.22622990608215332]

NFE: 55: 56%|█████▌ | 0.5600000023841858/0.9990000128746033 [01:44<01:22, 187.19s/it] NFE: 56: 56%|█████▌ | 0.5600000023841858/0.9990000128746033 [01:44<01:22, 187.19s/it][0.9210547655820847, 0.6666666269302368, 0.6467683911323547, 0.22622990608215332]

NFE: 56: 57%|█████▋ | 0.5699999928474426/0.9990000128746033 [01:46<01:20, 187.19s/it] NFE: 57: 57%|█████▋ | 0.5699999928474426/0.9990000128746033 [01:46<01:20, 187.19s/it]Jump! [0.9526022113859653, 0.75, 0.6508082747459412, 0.11812040954828262]

NFE: 57: 58%|█████▊ | 0.5799999833106995/0.9990000128746033 [01:48<01:18, 187.19s/it] NFE: 58: 58%|█████▊ | 0.5799999833106995/0.9990000128746033 [01:48<01:18, 187.19s/it][0.9526022113859653, 0.75, 0.6508082747459412, 0.11812040954828262]

NFE: 58: 59%|█████▉ | 0.5899999737739563/0.9990000128746033 [01:50<01:16, 187.18s/it] NFE: 59: 59%|█████▉ | 0.5899999737739563/0.9990000128746033 [01:50<01:16, 187.18s/it]Jump! [0.9667159244418144, 0.75, 0.5794999599456787, 0.30711933970451355]

NFE: 59: 60%|██████ | 0.6000000238418579/0.9990000128746033 [01:52<01:14, 187.18s/it] NFE: 60: 60%|██████ | 0.6000000238418579/0.9990000128746033 [01:52<01:14, 187.18s/it][0.9667159244418144, 0.75, 0.5794999599456787, 0.30711933970451355]

NFE: 60: 61%|██████ | 0.6100000143051147/0.9990000128746033 [01:54<01:12, 187.17s/it] NFE: 61: 61%|██████ | 0.6100000143051147/0.9990000128746033 [01:54<01:12, 187.17s/it][0.9667159244418144, 0.75, 0.5794999599456787, 0.30711933970451355]

NFE: 61: 62%|██████▏ | 0.6200000047683716/0.9990000128746033 [01:56<01:10, 187.19s/it] NFE: 62: 62%|██████▏ | 0.6200000047683716/0.9990000128746033 [01:56<01:10, 187.19s/it][0.9667159244418144, 0.75, 0.5794999599456787, 0.30711933970451355]

NFE: 62: 63%|██████▎ | 0.6299999952316284/0.9990000128746033 [01:57<01:09, 187.18s/it] NFE: 63: 63%|██████▎ | 0.6299999952316284/0.9990000128746033 [01:57<01:09, 187.18s/it][0.9667159244418144, 0.75, 0.5794999599456787, 0.30711933970451355]

NFE: 63: 64%|██████▍ | 0.6399999856948853/0.9990000128746033 [01:59<01:07, 187.18s/it] NFE: 64: 64%|██████▍ | 0.6399999856948853/0.9990000128746033 [01:59<01:07, 187.18s/it][0.9667159244418144, 0.75, 0.5794999599456787, 0.30711933970451355]

NFE: 64: 65%|██████▌ | 0.6499999761581421/0.9990000128746033 [02:01<01:05, 187.19s/it] NFE: 65: 65%|██████▌ | 0.6499999761581421/0.9990000128746033 [02:01<01:05, 187.19s/it][0.9667159244418144, 0.75, 0.5794999599456787, 0.30711933970451355]

NFE: 65: 66%|██████▌ | 0.6600000262260437/0.9990000128746033 [02:03<01:03, 187.19s/it] NFE: 66: 66%|██████▌ | 0.6600000262260437/0.9990000128746033 [02:03<01:03, 187.19s/it][0.9667159244418144, 0.75, 0.5794999599456787, 0.30711933970451355]

NFE: 66: 67%|██████▋ | 0.6700000166893005/0.9990000128746033 [02:05<01:01, 187.19s/it] NFE: 67: 67%|██████▋ | 0.6700000166893005/0.9990000128746033 [02:05<01:01, 187.19s/it][0.9667159244418144, 0.75, 0.5794999599456787, 0.30711933970451355]

NFE: 67: 68%|██████▊ | 0.6800000071525574/0.9990000128746033 [02:07<00:59, 187.19s/it] NFE: 68: 68%|██████▊ | 0.6800000071525574/0.9990000128746033 [02:07<00:59, 187.19s/it][0.9667159244418144, 0.75, 0.5794999599456787, 0.30711933970451355]

NFE: 68: 69%|██████▉ | 0.6899999976158142/0.9990000128746033 [02:09<00:57, 187.19s/it] NFE: 69: 69%|██████▉ | 0.6899999976158142/0.9990000128746033 [02:09<00:57, 187.19s/it][0.9667159244418144, 0.75, 0.5794999599456787, 0.30711933970451355]

NFE: 69: 70%|███████ | 0.699999988079071/0.9990000128746033 [02:11<00:55, 187.19s/it] NFE: 70: 70%|███████ | 0.699999988079071/0.9990000128746033 [02:11<00:55, 187.19s/it]Jump! [0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 70: 71%|███████ | 0.7099999785423279/0.9990000128746033 [02:12<00:54, 187.18s/it] NFE: 71: 71%|███████ | 0.7099999785423279/0.9990000128746033 [02:12<00:54, 187.18s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 71: 72%|███████▏ | 0.7200000286102295/0.9990000128746033 [02:14<00:52, 187.17s/it] NFE: 72: 72%|███████▏ | 0.7200000286102295/0.9990000128746033 [02:14<00:52, 187.17s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 72: 73%|███████▎ | 0.7300000190734863/0.9990000128746033 [02:16<00:50, 187.16s/it] NFE: 73: 73%|███████▎ | 0.7300000190734863/0.9990000128746033 [02:16<00:50, 187.16s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 73: 74%|███████▍ | 0.7400000095367432/0.9990000128746033 [02:18<00:48, 187.16s/it] NFE: 74: 74%|███████▍ | 0.7400000095367432/0.9990000128746033 [02:18<00:48, 187.16s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 74: 75%|███████▌ | 0.75/0.9990000128746033 [02:20<00:46, 187.15s/it]
NFE: 75: 75%|███████▌ | 0.75/0.9990000128746033 [02:20<00:46, 187.15s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 75: 76%|███████▌ | 0.7599999904632568/0.9990000128746033 [02:22<00:44, 187.15s/it] NFE: 76: 76%|███████▌ | 0.7599999904632568/0.9990000128746033 [02:22<00:44, 187.15s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 76: 77%|███████▋ | 0.7699999809265137/0.9990000128746033 [02:24<00:42, 187.15s/it] NFE: 77: 77%|███████▋ | 0.7699999809265137/0.9990000128746033 [02:24<00:42, 187.15s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 77: 78%|███████▊ | 0.7799999713897705/0.9990000128746033 [02:25<00:40, 187.15s/it] NFE: 78: 78%|███████▊ | 0.7799999713897705/0.9990000128746033 [02:25<00:40, 187.15s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 78: 79%|███████▉ | 0.7900000214576721/0.9990000128746033 [02:27<00:39, 187.14s/it] NFE: 79: 79%|███████▉ | 0.7900000214576721/0.9990000128746033 [02:27<00:39, 187.14s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 79: 80%|████████ | 0.800000011920929/0.9990000128746033 [02:29<00:37, 187.14s/it] NFE: 80: 80%|████████ | 0.800000011920929/0.9990000128746033 [02:29<00:37, 187.15s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 80: 81%|████████ | 0.8100000023841858/0.9990000128746033 [02:31<00:35, 187.14s/it] NFE: 81: 81%|████████ | 0.8100000023841858/0.9990000128746033 [02:31<00:35, 187.14s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 81: 82%|████████▏ | 0.8199999928474426/0.9990000128746033 [02:33<00:33, 187.14s/it] NFE: 82: 82%|████████▏ | 0.8199999928474426/0.9990000128746033 [02:33<00:33, 187.14s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 82: 83%|████████▎ | 0.8299999833106995/0.9990000128746033 [02:35<00:31, 187.14s/it] NFE: 83: 83%|████████▎ | 0.8299999833106995/0.9990000128746033 [02:35<00:31, 187.14s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 83: 84%|████████▍ | 0.8399999737739563/0.9990000128746033 [02:37<00:29, 187.13s/it] NFE: 84: 84%|████████▍ | 0.8399999737739563/0.9990000128746033 [02:37<00:29, 187.13s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 84: 85%|████████▌ | 0.8500000238418579/0.9990000128746033 [02:39<00:27, 187.13s/it] NFE: 85: 85%|████████▌ | 0.8500000238418579/0.9990000128746033 [02:39<00:27, 187.13s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 85: 86%|████████▌ | 0.8600000143051147/0.9990000128746033 [02:40<00:26, 187.13s/it] NFE: 86: 86%|████████▌ | 0.8600000143051147/0.9990000128746033 [02:40<00:26, 187.13s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 86: 87%|████████▋ | 0.8700000047683716/0.9990000128746033 [02:42<00:24, 187.13s/it] NFE: 87: 87%|████████▋ | 0.8700000047683716/0.9990000128746033 [02:42<00:24, 187.13s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 87: 88%|████████▊ | 0.8799999952316284/0.9990000128746033 [02:44<00:22, 187.13s/it] NFE: 88: 88%|████████▊ | 0.8799999952316284/0.9990000128746033 [02:44<00:22, 187.13s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 88: 89%|████████▉ | 0.8899999856948853/0.9990000128746033 [02:46<00:20, 187.13s/it] NFE: 89: 89%|████████▉ | 0.8899999856948853/0.9990000128746033 [02:46<00:20, 187.13s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 89: 90%|█████████ | 0.8999999761581421/0.9990000128746033 [02:48<00:18, 187.12s/it] NFE: 90: 90%|█████████ | 0.8999999761581421/0.9990000128746033 [02:48<00:18, 187.12s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 90: 91%|█████████ | 0.9100000262260437/0.9990000128746033 [02:50<00:16, 187.11s/it] NFE: 91: 91%|█████████ | 0.9100000262260437/0.9990000128746033 [02:50<00:16, 187.11s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 91: 92%|█████████▏| 0.9200000166893005/0.9990000128746033 [02:52<00:14, 187.11s/it] NFE: 92: 92%|█████████▏| 0.9200000166893005/0.9990000128746033 [02:52<00:14, 187.11s/it][0.9714920222759247, 0.6666666269302368, 0.6005164980888367, 0.41679421067237854]

NFE: 92: 93%|█████████▎| 0.9300000071525574/0.9990000128746033 [02:54<00:12, 187.11s/it] NFE: 93: 93%|█████████▎| 0.9300000071525574/0.9990000128746033 [02:54<00:12, 187.11s/it]Jump! [0.9754907339811325, 0.75, 0.6045233607292175, 0.40398263931274414]

NFE: 93: 94%|█████████▍| 0.9399999976158142/0.9990000128746033 [02:55<00:11, 187.11s/it] NFE: 94: 94%|█████████▍| 0.9399999976158142/0.9990000128746033 [02:55<00:11, 187.11s/it][0.9754907339811325, 0.75, 0.6045233607292175, 0.40398263931274414]

NFE: 94: 95%|█████████▌| 0.949999988079071/0.9990000128746033 [02:57<00:09, 187.10s/it] NFE: 95: 95%|█████████▌| 0.949999988079071/0.9990000128746033 [02:57<00:09, 187.10s/it][0.9754907339811325, 0.75, 0.6045233607292175, 0.40398263931274414]

NFE: 95: 96%|█████████▌| 0.9599999785423279/0.9990000128746033 [02:59<00:07, 187.10s/it] NFE: 96: 96%|█████████▌| 0.9599999785423279/0.9990000128746033 [02:59<00:07, 187.10s/it][0.9754907339811325, 0.75, 0.6045233607292175, 0.40398263931274414]

NFE: 96: 97%|█████████▋| 0.9700000286102295/0.9990000128746033 [03:01<00:05, 187.10s/it] NFE: 97: 97%|█████████▋| 0.9700000286102295/0.9990000128746033 [03:01<00:05, 187.10s/it][0.9754907339811325, 0.75, 0.6045233607292175, 0.40398263931274414]

NFE: 97: 98%|█████████▊| 0.9800000190734863/0.9990000128746033 [03:03<00:03, 187.10s/it] NFE: 98: 98%|█████████▊| 0.9800000190734863/0.9990000128746033 [03:03<00:03, 187.10s/it][0.9754907339811325, 0.75, 0.6045233607292175, 0.40398263931274414]

NFE: 98: 99%|█████████▉| 0.9900000095367432/0.9990000128746033 [03:05<00:01, 187.11s/it] NFE: 99: 99%|█████████▉| 0.9900000095367432/0.9990000128746033 [03:05<00:01, 187.11s/it][0.9754907339811325, 0.75, 0.6045233607292175, 0.40398263931274414]

NFE: 99: 100%|██████████| 0.9990000128746033/0.9990000128746033 [03:05<00:00, 185.66s/it] NFE: 100: 100%|██████████| 0.9990000128746033/0.9990000128746033 [03:05<00:00, 185.66s/it] NFE: 100: 100%|██████████| 0.9990000128746033/0.9990000128746033 [03:05<00:00, 185.66s/it] [‘KEKPKYETIYTW’] [0.9754907339811325, 0.75, 6.045233726501465, 0.40398263931274414]

NFE: 0: 0%| | 0/0.9990000128746033 [00:00<?, ?it/s]Weight Vector: tensor([1., 1., 1., 1.], device=‘cuda:0’) [0.9430350884795189, 0.6666666269302368, 0.6217286586761475, 0.0018350780010223389]

NFE: 0: 1%| | 0.009999999776482582/0.9990000128746033 [00:01<03:05, 187.20s/it] NFE: 1: 1%| | 0.009999999776482582/0.9990000128746033 [00:01<03:05, 187.22s/it][0.9430350884795189, 0.6666666269302368, 0.6217286586761475, 0.0018350780010223389]

NFE: 1: 2%|▏ | 0.019999999552965164/0.9990000128746033 [00:03<03:03, 187.01s/it] NFE: 2: 2%|▏ | 0.019999999552965164/0.9990000128746033 [00:03<03:03, 187.01s/it][0.9430350884795189, 0.6666666269302368, 0.6217286586761475, 0.0018350780010223389]

NFE: 2: 3%|▎ | 0.029999999329447746/0.9990000128746033 [00:05<03:01, 186.81s/it] NFE: 3: 3%|▎ | 0.029999999329447746/0.9990000128746033 [00:05<03:01, 186.81s/it][0.9430350884795189, 0.6666666269302368, 0.6217286586761475, 0.0018350780010223389]

NFE: 3: 4%|▍ | 0.03999999910593033/0.9990000128746033 [00:07<02:59, 186.66s/it] NFE: 4: 4%|▍ | 0.03999999910593033/0.9990000128746033 [00:07<02:59, 186.67s/it][0.9430350884795189, 0.6666666269302368, 0.6217286586761475, 0.0018350780010223389]

NFE: 4: 5%|▌ | 0.05000000074505806/0.9990000128746033 [00:09<02:57, 186.86s/it] NFE: 5: 5%|▌ | 0.05000000074505806/0.9990000128746033 [00:09<02:57, 186.86s/it][0.9430350884795189, 0.6666666269302368, 0.6217286586761475, 0.0018350780010223389]

NFE: 5: 6%|▌ | 0.05999999865889549/0.9990000128746033 [00:11<02:55, 186.83s/it] NFE: 6: 6%|▌ | 0.05999999865889549/0.9990000128746033 [00:11<02:55, 186.83s/it][0.9430350884795189, 0.6666666269302368, 0.6217286586761475, 0.0018350780010223389]

NFE: 6: 7%|▋ | 0.07000000029802322/0.9990000128746033 [00:13<02:53, 186.79s/it] NFE: 7: 7%|▋ | 0.07000000029802322/0.9990000128746033 [00:13<02:53, 186.79s/it][0.9430350884795189, 0.6666666269302368, 0.6217286586761475, 0.0018350780010223389]

NFE: 7: 8%|▊ | 0.07999999821186066/0.9990000128746033 [00:14<02:51, 186.69s/it] NFE: 8: 8%|▊ | 0.07999999821186066/0.9990000128746033 [00:14<02:51, 186.69s/it][0.9430350884795189, 0.6666666269302368, 0.6217286586761475, 0.0018350780010223389]

NFE: 8: 9%|▉ | 0.09000000357627869/0.9990000128746033 [00:16<02:49, 186.62s/it] NFE: 9: 9%|▉ | 0.09000000357627869/0.9990000128746033 [00:16<02:49, 186.62s/it][0.9430350884795189, 0.6666666269302368, 0.6217286586761475, 0.0018350780010223389]

NFE: 9: 10%|█ | 0.10000000149011612/0.9990000128746033 [00:18<02:47, 186.54s/it] NFE: 10: 10%|█ | 0.10000000149011612/0.9990000128746033 [00:18<02:47, 186.54s/it][0.9430350884795189, 0.6666666269302368, 0.6217286586761475, 0.0018350780010223389]

NFE: 10: 11%|█ | 0.10999999940395355/0.9990000128746033 [00:20<02:45, 186.53s/it] NFE: 11: 11%|█ | 0.10999999940395355/0.9990000128746033 [00:20<02:45, 186.53s/it][0.9430350884795189, 0.6666666269302368, 0.6217286586761475, 0.0018350780010223389]

NFE: 11: 12%|█▏ | 0.11999999731779099/0.9990000128746033 [00:22<02:44, 186.59s/it] NFE: 12: 12%|█▏ | 0.11999999731779099/0.9990000128746033 [00:22<02:44, 186.59s/it][0.9430350884795189, 0.6666666269302368, 0.6217286586761475, 0.0018350780010223389]

NFE: 12: 13%|█▎ | 0.12999999523162842/0.9990000128746033 [00:24<02:42, 186.62s/it] NFE: 13: 13%|█▎ | 0.12999999523162842/0.9990000128746033 [00:24<02:42, 186.62s/it]Jump! [0.9574280381202698, 0.75, 0.6192697286605835, 0.008897013030946255]

NFE: 13: 14%|█▍ | 0.14000000059604645/0.9990000128746033 [00:26<02:40, 186.65s/it] NFE: 14: 14%|█▍ | 0.14000000059604645/0.9990000128746033 [00:26<02:40, 186.65s/it][0.9574280381202698, 0.75, 0.6192697286605835, 0.008897013030946255]

NFE: 14: 15%|█▌ | 0.15000000596046448/0.9990000128746033 [00:27<02:38, 186.64s/it] NFE: 15: 15%|█▌ | 0.15000000596046448/0.9990000128746033 [00:27<02:38, 186.64s/it][0.9574280381202698, 0.75, 0.6192697286605835, 0.008897013030946255]

NFE: 15: 16%|█▌ | 0.1599999964237213/0.9990000128746033 [00:29<02:36, 186.64s/it] NFE: 16: 16%|█▌ | 0.1599999964237213/0.9990000128746033 [00:29<02:36, 186.64s/it]Jump! [0.9627480544149876, 0.75, 0.6250566840171814, 0.013623252511024475]

NFE: 16: 17%|█▋ | 0.17000000178813934/0.9990000128746033 [00:31<02:34, 186.71s/it] NFE: 17: 17%|█▋ | 0.17000000178813934/0.9990000128746033 [00:31<02:34, 186.71s/it][0.9627480544149876, 0.75, 0.6250566840171814, 0.013623252511024475]

NFE: 17: 18%|█▊ | 0.18000000715255737/0.9990000128746033 [00:33<02:32, 186.74s/it] NFE: 18: 18%|█▊ | 0.18000000715255737/0.9990000128746033 [00:33<02:32, 186.74s/it][0.9627480544149876, 0.75, 0.6250566840171814, 0.013623252511024475]

NFE: 18: 19%|█▉ | 0.1899999976158142/0.9990000128746033 [00:35<02:31, 186.74s/it] NFE: 19: 19%|█▉ | 0.1899999976158142/0.9990000128746033 [00:35<02:31, 186.74s/it][0.9627480544149876, 0.75, 0.6250566840171814, 0.013623252511024475]

NFE: 19: 20%|██ | 0.20000000298023224/0.9990000128746033 [00:37<02:29, 186.75s/it] NFE: 20: 20%|██ | 0.20000000298023224/0.9990000128746033 [00:37<02:29, 186.75s/it][0.9627480544149876, 0.75, 0.6250566840171814, 0.013623252511024475]

NFE: 20: 21%|██ | 0.20999999344348907/0.9990000128746033 [00:39<02:27, 186.76s/it] NFE: 21: 21%|██ | 0.20999999344348907/0.9990000128746033 [00:39<02:27, 186.76s/it][0.9627480544149876, 0.75, 0.6250566840171814, 0.013623252511024475]

NFE: 21: 22%|██▏ | 0.2199999988079071/0.9990000128746033 [00:41<02:25, 186.76s/it] NFE: 22: 22%|██▏ | 0.2199999988079071/0.9990000128746033 [00:41<02:25, 186.76s/it][0.9627480544149876, 0.75, 0.6250566840171814, 0.013623252511024475]

NFE: 22: 23%|██▎ | 0.23000000417232513/0.9990000128746033 [00:42<02:23, 186.79s/it] NFE: 23: 23%|██▎ | 0.23000000417232513/0.9990000128746033 [00:42<02:23, 186.79s/it][0.9627480544149876, 0.75, 0.6250566840171814, 0.013623252511024475]

NFE: 23: 24%|██▍ | 0.23999999463558197/0.9990000128746033 [00:44<02:21, 186.82s/it] NFE: 24: 24%|██▍ | 0.23999999463558197/0.9990000128746033 [00:44<02:21, 186.82s/it][0.9627480544149876, 0.75, 0.6250566840171814, 0.013623252511024475]

NFE: 24: 25%|██▌ | 0.25/0.9990000128746033 [00:46<02:19, 186.84s/it]
NFE: 25: 25%|██▌ | 0.25/0.9990000128746033 [00:46<02:19, 186.84s/it][0.9627480544149876, 0.75, 0.6250566840171814, 0.013623252511024475]

NFE: 25: 26%|██▌ | 0.25999999046325684/0.9990000128746033 [00:48<02:18, 186.86s/it] NFE: 26: 26%|██▌ | 0.25999999046325684/0.9990000128746033 [00:48<02:18, 186.86s/it][0.9627480544149876, 0.75, 0.6250566840171814, 0.013623252511024475]

NFE: 26: 27%|██▋ | 0.27000001072883606/0.9990000128746033 [00:50<02:16, 186.84s/it] NFE: 27: 27%|██▋ | 0.27000001072883606/0.9990000128746033 [00:50<02:16, 186.85s/it][0.9627480544149876, 0.75, 0.6250566840171814, 0.013623252511024475]

NFE: 27: 28%|██▊ | 0.2800000011920929/0.9990000128746033 [00:52<02:14, 186.87s/it] NFE: 28: 28%|██▊ | 0.2800000011920929/0.9990000128746033 [00:52<02:14, 186.87s/it][0.9627480544149876, 0.75, 0.6250566840171814, 0.013623252511024475]

NFE: 28: 29%|██▉ | 0.28999999165534973/0.9990000128746033 [00:54<02:12, 186.88s/it] NFE: 29: 29%|██▉ | 0.28999999165534973/0.9990000128746033 [00:54<02:12, 186.88s/it][0.9627480544149876, 0.75, 0.6250566840171814, 0.013623252511024475]

NFE: 29: 30%|███ | 0.30000001192092896/0.9990000128746033 [00:56<02:10, 186.90s/it] NFE: 30: 30%|███ | 0.30000001192092896/0.9990000128746033 [00:56<02:10, 186.90s/it][0.9627480544149876, 0.75, 0.6250566840171814, 0.013623252511024475]

NFE: 30: 31%|███ | 0.3100000023841858/0.9990000128746033 [00:57<02:08, 186.89s/it] NFE: 31: 31%|███ | 0.3100000023841858/0.9990000128746033 [00:57<02:08, 186.89s/it]Jump! [0.9684211909770966, 0.75, 0.6283949613571167, 0.03799552470445633]

NFE: 31: 32%|███▏ | 0.3199999928474426/0.9990000128746033 [00:59<02:06, 186.88s/it] NFE: 32: 32%|███▏ | 0.3199999928474426/0.9990000128746033 [00:59<02:06, 186.88s/it]Jump! [0.9636527560651302, 0.8333333134651184, 0.6365193724632263, 0.013730952516198158]

NFE: 32: 33%|███▎ | 0.33000001311302185/0.9990000128746033 [01:01<02:05, 186.87s/it] NFE: 33: 33%|███▎ | 0.33000001311302185/0.9990000128746033 [01:01<02:05, 186.87s/it][0.9636527560651302, 0.8333333134651184, 0.6365193724632263, 0.013730952516198158]

NFE: 33: 34%|███▍ | 0.3400000035762787/0.9990000128746033 [01:03<02:03, 186.86s/it] NFE: 34: 34%|███▍ | 0.3400000035762787/0.9990000128746033 [01:03<02:03, 186.86s/it][0.9636527560651302, 0.8333333134651184, 0.6365193724632263, 0.013730952516198158]

NFE: 34: 35%|███▌ | 0.3499999940395355/0.9990000128746033 [01:05<02:01, 186.87s/it] NFE: 35: 35%|███▌ | 0.3499999940395355/0.9990000128746033 [01:05<02:01, 186.87s/it]Jump! [0.9542962573468685, 0.8333333134651184, 0.6484213471412659, 0.013894453644752502]

NFE: 35: 36%|███▌ | 0.36000001430511475/0.9990000128746033 [01:07<01:59, 186.88s/it] NFE: 36: 36%|███▌ | 0.36000001430511475/0.9990000128746033 [01:07<01:59, 186.88s/it]Jump! [0.9576348774135113, 0.8333333134651184, 0.6566989421844482, 0.019453784450888634]

NFE: 36: 37%|███▋ | 0.3700000047683716/0.9990000128746033 [01:09<01:57, 186.90s/it] NFE: 37: 37%|███▋ | 0.3700000047683716/0.9990000128746033 [01:09<01:57, 186.90s/it][0.9576348774135113, 0.8333333134651184, 0.6566989421844482, 0.019453784450888634]

NFE: 37: 38%|███▊ | 0.3799999952316284/0.9990000128746033 [01:11<01:55, 186.91s/it] NFE: 38: 38%|███▊ | 0.3799999952316284/0.9990000128746033 [01:11<01:55, 186.91s/it][0.9576348774135113, 0.8333333134651184, 0.6566989421844482, 0.019453784450888634]

NFE: 38: 39%|███▉ | 0.38999998569488525/0.9990000128746033 [01:12<01:53, 186.93s/it] NFE: 39: 39%|███▉ | 0.38999998569488525/0.9990000128746033 [01:12<01:53, 186.93s/it][0.9576348774135113, 0.8333333134651184, 0.6566989421844482, 0.019453784450888634]

NFE: 39: 40%|████ | 0.4000000059604645/0.9990000128746033 [01:14<01:51, 186.93s/it] NFE: 40: 40%|████ | 0.4000000059604645/0.9990000128746033 [01:14<01:51, 186.94s/it][0.9576348774135113, 0.8333333134651184, 0.6566989421844482, 0.019453784450888634]

NFE: 40: 41%|████ | 0.4099999964237213/0.9990000128746033 [01:16<01:50, 186.94s/it] NFE: 41: 41%|████ | 0.4099999964237213/0.9990000128746033 [01:16<01:50, 186.94s/it][0.9576348774135113, 0.8333333134651184, 0.6566989421844482, 0.019453784450888634]

NFE: 41: 42%|████▏ | 0.41999998688697815/0.9990000128746033 [01:18<01:48, 186.97s/it] NFE: 42: 42%|████▏ | 0.41999998688697815/0.9990000128746033 [01:18<01:48, 186.97s/it][0.9576348774135113, 0.8333333134651184, 0.6566989421844482, 0.019453784450888634]

NFE: 42: 43%|████▎ | 0.4300000071525574/0.9990000128746033 [01:20<01:46, 186.98s/it] NFE: 43: 43%|████▎ | 0.4300000071525574/0.9990000128746033 [01:20<01:46, 186.98s/it][0.9576348774135113, 0.8333333134651184, 0.6566989421844482, 0.019453784450888634]

NFE: 43: 44%|████▍ | 0.4399999976158142/0.9990000128746033 [01:22<01:44, 186.98s/it] NFE: 44: 44%|████▍ | 0.4399999976158142/0.9990000128746033 [01:22<01:44, 186.98s/it][0.9576348774135113, 0.8333333134651184, 0.6566989421844482, 0.019453784450888634]

NFE: 44: 45%|████▌ | 0.44999998807907104/0.9990000128746033 [01:24<01:42, 186.99s/it] NFE: 45: 45%|████▌ | 0.44999998807907104/0.9990000128746033 [01:24<01:42, 186.99s/it][0.9576348774135113, 0.8333333134651184, 0.6566989421844482, 0.019453784450888634]

NFE: 45: 46%|████▌ | 0.46000000834465027/0.9990000128746033 [01:26<01:40, 187.00s/it] NFE: 46: 46%|████▌ | 0.46000000834465027/0.9990000128746033 [01:26<01:40, 187.00s/it][0.9576348774135113, 0.8333333134651184, 0.6566989421844482, 0.019453784450888634]

NFE: 46: 47%|████▋ | 0.4699999988079071/0.9990000128746033 [01:27<01:38, 187.02s/it] NFE: 47: 47%|████▋ | 0.4699999988079071/0.9990000128746033 [01:27<01:38, 187.02s/it][0.9576348774135113, 0.8333333134651184, 0.6566989421844482, 0.019453784450888634]

NFE: 47: 48%|████▊ | 0.47999998927116394/0.9990000128746033 [01:29<01:37, 187.03s/it] NFE: 48: 48%|████▊ | 0.47999998927116394/0.9990000128746033 [01:29<01:37, 187.03s/it][0.9576348774135113, 0.8333333134651184, 0.6566989421844482, 0.019453784450888634]

NFE: 48: 49%|████▉ | 0.49000000953674316/0.9990000128746033 [01:31<01:35, 187.03s/it] NFE: 49: 49%|████▉ | 0.49000000953674316/0.9990000128746033 [01:31<01:35, 187.03s/it][0.9576348774135113, 0.8333333134651184, 0.6566989421844482, 0.019453784450888634]

NFE: 49: 50%|█████ | 0.5/0.9990000128746033 [01:33<01:33, 187.03s/it]
NFE: 50: 50%|█████ | 0.5/0.9990000128746033 [01:33<01:33, 187.03s/it][0.9576348774135113, 0.8333333134651184, 0.6566989421844482, 0.019453784450888634]

NFE: 50: 51%|█████ | 0.5099999904632568/0.9990000128746033 [01:35<01:31, 187.03s/it] NFE: 51: 51%|█████ | 0.5099999904632568/0.9990000128746033 [01:35<01:31, 187.03s/it][0.9576348774135113, 0.8333333134651184, 0.6566989421844482, 0.019453784450888634]

NFE: 51: 52%|█████▏ | 0.5199999809265137/0.9990000128746033 [01:37<01:29, 187.02s/it] NFE: 52: 52%|█████▏ | 0.5199999809265137/0.9990000128746033 [01:37<01:29, 187.02s/it][0.9576348774135113, 0.8333333134651184, 0.6566989421844482, 0.019453784450888634]

NFE: 52: 53%|█████▎ | 0.5299999713897705/0.9990000128746033 [01:39<01:27, 187.02s/it] NFE: 53: 53%|█████▎ | 0.5299999713897705/0.9990000128746033 [01:39<01:27, 187.02s/it][0.9576348774135113, 0.8333333134651184, 0.6566989421844482, 0.019453784450888634]

NFE: 53: 54%|█████▍ | 0.5400000214576721/0.9990000128746033 [01:40<01:25, 187.02s/it] NFE: 54: 54%|█████▍ | 0.5400000214576721/0.9990000128746033 [01:40<01:25, 187.02s/it][0.9576348774135113, 0.8333333134651184, 0.6566989421844482, 0.019453784450888634]

NFE: 54: 55%|█████▌ | 0.550000011920929/0.9990000128746033 [01:42<01:23, 187.03s/it] NFE: 55: 55%|█████▌ | 0.550000011920929/0.9990000128746033 [01:42<01:23, 187.03s/it]Jump! [0.9533324092626572, 0.8333333134651184, 0.6591528654098511, 0.07877840101718903]

NFE: 55: 56%|█████▌ | 0.5600000023841858/0.9990000128746033 [01:44<01:22, 187.03s/it] NFE: 56: 56%|█████▌ | 0.5600000023841858/0.9990000128746033 [01:44<01:22, 187.04s/it][0.9533324092626572, 0.8333333134651184, 0.6591528654098511, 0.07877840101718903]

NFE: 56: 57%|█████▋ | 0.5699999928474426/0.9990000128746033 [01:46<01:20, 187.04s/it] NFE: 57: 57%|█████▋ | 0.5699999928474426/0.9990000128746033 [01:46<01:20, 187.04s/it]Jump! [0.9659351706504822, 0.8333333134651184, 0.6427434682846069, 0.11301430314779282]

NFE: 57: 58%|█████▊ | 0.5799999833106995/0.9990000128746033 [01:48<01:18, 187.02s/it] NFE: 58: 58%|█████▊ | 0.5799999833106995/0.9990000128746033 [01:48<01:18, 187.02s/it]Jump! [0.9656420052051544, 0.8333333134651184, 0.6446895599365234, 0.1294279396533966]

NFE: 58: 59%|█████▉ | 0.5899999737739563/0.9990000128746033 [01:50<01:16, 187.01s/it] NFE: 59: 59%|█████▉ | 0.5899999737739563/0.9990000128746033 [01:50<01:16, 187.01s/it][0.9656420052051544, 0.8333333134651184, 0.6446895599365234, 0.1294279396533966]

NFE: 59: 60%|██████ | 0.6000000238418579/0.9990000128746033 [01:52<01:14, 187.02s/it] NFE: 60: 60%|██████ | 0.6000000238418579/0.9990000128746033 [01:52<01:14, 187.02s/it][0.9656420052051544, 0.8333333134651184, 0.6446895599365234, 0.1294279396533966]

NFE: 60: 61%|██████ | 0.6100000143051147/0.9990000128746033 [01:54<01:12, 187.02s/it] NFE: 61: 61%|██████ | 0.6100000143051147/0.9990000128746033 [01:54<01:12, 187.02s/it][0.9656420052051544, 0.8333333134651184, 0.6446895599365234, 0.1294279396533966]

NFE: 61: 62%|██████▏ | 0.6200000047683716/0.9990000128746033 [01:55<01:10, 187.01s/it] NFE: 62: 62%|██████▏ | 0.6200000047683716/0.9990000128746033 [01:55<01:10, 187.01s/it][0.9656420052051544, 0.8333333134651184, 0.6446895599365234, 0.1294279396533966]

NFE: 62: 63%|██████▎ | 0.6299999952316284/0.9990000128746033 [01:57<01:09, 187.01s/it] NFE: 63: 63%|██████▎ | 0.6299999952316284/0.9990000128746033 [01:57<01:09, 187.01s/it][0.9656420052051544, 0.8333333134651184, 0.6446895599365234, 0.1294279396533966]

NFE: 63: 64%|██████▍ | 0.6399999856948853/0.9990000128746033 [01:59<01:07, 187.00s/it] NFE: 64: 64%|██████▍ | 0.6399999856948853/0.9990000128746033 [01:59<01:07, 187.00s/it][0.9656420052051544, 0.8333333134651184, 0.6446895599365234, 0.1294279396533966]

NFE: 64: 65%|██████▌ | 0.6499999761581421/0.9990000128746033 [02:01<01:05, 187.00s/it] NFE: 65: 65%|██████▌ | 0.6499999761581421/0.9990000128746033 [02:01<01:05, 187.00s/it][0.9656420052051544, 0.8333333134651184, 0.6446895599365234, 0.1294279396533966]

NFE: 65: 66%|██████▌ | 0.6600000262260437/0.9990000128746033 [02:03<01:03, 187.00s/it] NFE: 66: 66%|██████▌ | 0.6600000262260437/0.9990000128746033 [02:03<01:03, 187.00s/it][0.9656420052051544, 0.8333333134651184, 0.6446895599365234, 0.1294279396533966]

NFE: 66: 67%|██████▋ | 0.6700000166893005/0.9990000128746033 [02:05<01:01, 186.99s/it] NFE: 67: 67%|██████▋ | 0.6700000166893005/0.9990000128746033 [02:05<01:01, 186.99s/it][0.9656420052051544, 0.8333333134651184, 0.6446895599365234, 0.1294279396533966]

NFE: 67: 68%|██████▊ | 0.6800000071525574/0.9990000128746033 [02:07<00:59, 186.99s/it] NFE: 68: 68%|██████▊ | 0.6800000071525574/0.9990000128746033 [02:07<00:59, 186.99s/it][0.9656420052051544, 0.8333333134651184, 0.6446895599365234, 0.1294279396533966]

NFE: 68: 69%|██████▉ | 0.6899999976158142/0.9990000128746033 [02:09<00:57, 187.00s/it] NFE: 69: 69%|██████▉ | 0.6899999976158142/0.9990000128746033 [02:09<00:57, 187.00s/it][0.9656420052051544, 0.8333333134651184, 0.6446895599365234, 0.1294279396533966]

NFE: 69: 70%|███████ | 0.699999988079071/0.9990000128746033 [02:10<00:55, 186.99s/it] NFE: 70: 70%|███████ | 0.699999988079071/0.9990000128746033 [02:10<00:55, 186.99s/it]Jump! [0.9506738372147083, 0.8333333134651184, 0.6492480039596558, 0.1404581218957901]

NFE: 70: 71%|███████ | 0.7099999785423279/0.9990000128746033 [02:12<00:54, 186.99s/it] NFE: 71: 71%|███████ | 0.7099999785423279/0.9990000128746033 [02:12<00:54, 186.99s/it]Jump! [0.9600984677672386, 0.9166666865348816, 0.6407340168952942, 0.26584258675575256]

NFE: 71: 72%|███████▏ | 0.7200000286102295/0.9990000128746033 [02:14<00:52, 187.01s/it] NFE: 72: 72%|███████▏ | 0.7200000286102295/0.9990000128746033 [02:14<00:52, 187.01s/it]Jump! [0.9486669488251209, 1.0, 0.6147314310073853, 0.339128702878952]

NFE: 72: 73%|███████▎ | 0.7300000190734863/0.9990000128746033 [02:16<00:50, 187.00s/it] NFE: 73: 73%|███████▎ | 0.7300000190734863/0.9990000128746033 [02:16<00:50, 187.00s/it][0.9486669488251209, 1.0, 0.6147314310073853, 0.339128702878952]

NFE: 73: 74%|███████▍ | 0.7400000095367432/0.9990000128746033 [02:18<00:48, 186.99s/it] NFE: 74: 74%|███████▍ | 0.7400000095367432/0.9990000128746033 [02:18<00:48, 186.99s/it]Jump! [0.9661266058683395, 1.0, 0.6008438467979431, 0.4007812440395355]

NFE: 74: 75%|███████▌ | 0.75/0.9990000128746033 [02:20<00:46, 186.98s/it]
NFE: 75: 75%|███████▌ | 0.75/0.9990000128746033 [02:20<00:46, 186.98s/it][0.9661266058683395, 1.0, 0.6008438467979431, 0.4007812440395355]

NFE: 75: 76%|███████▌ | 0.7599999904632568/0.9990000128746033 [02:22<00:44, 186.97s/it] NFE: 76: 76%|███████▌ | 0.7599999904632568/0.9990000128746033 [02:22<00:44, 186.97s/it][0.9661266058683395, 1.0, 0.6008438467979431, 0.4007812440395355]

NFE: 76: 77%|███████▋ | 0.7699999809265137/0.9990000128746033 [02:23<00:42, 186.96s/it] NFE: 77: 77%|███████▋ | 0.7699999809265137/0.9990000128746033 [02:23<00:42, 186.96s/it][0.9661266058683395, 1.0, 0.6008438467979431, 0.4007812440395355]

NFE: 77: 78%|███████▊ | 0.7799999713897705/0.9990000128746033 [02:25<00:40, 186.97s/it] NFE: 78: 78%|███████▊ | 0.7799999713897705/0.9990000128746033 [02:25<00:40, 186.97s/it][0.9661266058683395, 1.0, 0.6008438467979431, 0.4007812440395355]

NFE: 78: 79%|███████▉ | 0.7900000214576721/0.9990000128746033 [02:27<00:39, 186.97s/it] NFE: 79: 79%|███████▉ | 0.7900000214576721/0.9990000128746033 [02:27<00:39, 186.97s/it][0.9661266058683395, 1.0, 0.6008438467979431, 0.4007812440395355]

NFE: 79: 80%|████████ | 0.800000011920929/0.9990000128746033 [02:29<00:37, 186.97s/it] NFE: 80: 80%|████████ | 0.800000011920929/0.9990000128746033 [02:29<00:37, 186.97s/it][0.9661266058683395, 1.0, 0.6008438467979431, 0.4007812440395355]

NFE: 80: 81%|████████ | 0.8100000023841858/0.9990000128746033 [02:31<00:35, 186.97s/it] NFE: 81: 81%|████████ | 0.8100000023841858/0.9990000128746033 [02:31<00:35, 186.97s/it]Jump! [0.9618403874337673, 1.0, 0.5968782901763916, 0.5011692047119141]

NFE: 81: 82%|████████▏ | 0.8199999928474426/0.9990000128746033 [02:33<00:33, 186.97s/it] NFE: 82: 82%|████████▏ | 0.8199999928474426/0.9990000128746033 [02:33<00:33, 186.97s/it][0.9618403874337673, 1.0, 0.5968782901763916, 0.5011692047119141]

NFE: 82: 83%|████████▎ | 0.8299999833106995/0.9990000128746033 [02:35<00:31, 186.97s/it] NFE: 83: 83%|████████▎ | 0.8299999833106995/0.9990000128746033 [02:35<00:31, 186.97s/it][0.9618403874337673, 1.0, 0.5968782901763916, 0.5011692047119141]

NFE: 83: 84%|████████▍ | 0.8399999737739563/0.9990000128746033 [02:37<00:29, 186.97s/it] NFE: 84: 84%|████████▍ | 0.8399999737739563/0.9990000128746033 [02:37<00:29, 186.97s/it][0.9618403874337673, 1.0, 0.5968782901763916, 0.5011692047119141]

NFE: 84: 85%|████████▌ | 0.8500000238418579/0.9990000128746033 [02:38<00:27, 186.98s/it] NFE: 85: 85%|████████▌ | 0.8500000238418579/0.9990000128746033 [02:38<00:27, 186.98s/it]Jump! [0.9635799527168274, 1.0, 0.6060819029808044, 0.5376657843589783]

NFE: 85: 86%|████████▌ | 0.8600000143051147/0.9990000128746033 [02:40<00:25, 186.97s/it] NFE: 86: 86%|████████▌ | 0.8600000143051147/0.9990000128746033 [02:40<00:25, 186.97s/it]Jump! [0.9726648647338152, 1.0, 0.6095247864723206, 0.5780714154243469]

NFE: 86: 87%|████████▋ | 0.8700000047683716/0.9990000128746033 [02:42<00:24, 186.97s/it] NFE: 87: 87%|████████▋ | 0.8700000047683716/0.9990000128746033 [02:42<00:24, 186.97s/it][0.9726648647338152, 1.0, 0.6095247864723206, 0.5780714154243469]

NFE: 87: 88%|████████▊ | 0.8799999952316284/0.9990000128746033 [02:44<00:22, 186.97s/it] NFE: 88: 88%|████████▊ | 0.8799999952316284/0.9990000128746033 [02:44<00:22, 186.97s/it]Jump! [0.976908365264535, 1.0, 0.5532985329627991, 0.6531668901443481]

NFE: 88: 89%|████████▉ | 0.8899999856948853/0.9990000128746033 [02:46<00:20, 186.98s/it] NFE: 89: 89%|████████▉ | 0.8899999856948853/0.9990000128746033 [02:46<00:20, 186.98s/it][0.976908365264535, 1.0, 0.5532985329627991, 0.6531668901443481]

NFE: 89: 90%|█████████ | 0.8999999761581421/0.9990000128746033 [02:48<00:18, 186.98s/it] NFE: 90: 90%|█████████ | 0.8999999761581421/0.9990000128746033 [02:48<00:18, 186.98s/it][0.976908365264535, 1.0, 0.5532985329627991, 0.6531668901443481]

NFE: 90: 91%|█████████ | 0.9100000262260437/0.9990000128746033 [02:50<00:16, 186.99s/it] NFE: 91: 91%|█████████ | 0.9100000262260437/0.9990000128746033 [02:50<00:16, 186.99s/it][0.976908365264535, 1.0, 0.5532985329627991, 0.6531668901443481]

NFE: 91: 92%|█████████▏| 0.9200000166893005/0.9990000128746033 [02:52<00:14, 186.99s/it] NFE: 92: 92%|█████████▏| 0.9200000166893005/0.9990000128746033 [02:52<00:14, 186.99s/it][0.976908365264535, 1.0, 0.5532985329627991, 0.6531668901443481]

NFE: 92: 93%|█████████▎| 0.9300000071525574/0.9990000128746033 [02:53<00:12, 186.99s/it] NFE: 93: 93%|█████████▎| 0.9300000071525574/0.9990000128746033 [02:53<00:12, 186.99s/it][0.976908365264535, 1.0, 0.5532985329627991, 0.6531668901443481]

NFE: 93: 94%|█████████▍| 0.9399999976158142/0.9990000128746033 [02:55<00:11, 186.99s/it] NFE: 94: 94%|█████████▍| 0.9399999976158142/0.9990000128746033 [02:55<00:11, 186.99s/it][0.976908365264535, 1.0, 0.5532985329627991, 0.6531668901443481]

NFE: 94: 95%|█████████▌| 0.949999988079071/0.9990000128746033 [02:57<00:09, 187.00s/it] NFE: 95: 95%|█████████▌| 0.949999988079071/0.9990000128746033 [02:57<00:09, 187.00s/it][0.976908365264535, 1.0, 0.5532985329627991, 0.6531668901443481]

NFE: 95: 96%|█████████▌| 0.9599999785423279/0.9990000128746033 [02:59<00:07, 187.00s/it] NFE: 96: 96%|█████████▌| 0.9599999785423279/0.9990000128746033 [02:59<00:07, 187.00s/it][0.976908365264535, 1.0, 0.5532985329627991, 0.6531668901443481]

NFE: 96: 97%|█████████▋| 0.9700000286102295/0.9990000128746033 [03:01<00:05, 187.00s/it] NFE: 97: 97%|█████████▋| 0.9700000286102295/0.9990000128746033 [03:01<00:05, 187.00s/it][0.976908365264535, 1.0, 0.5532985329627991, 0.6531668901443481]

NFE: 97: 98%|█████████▊| 0.9800000190734863/0.9990000128746033 [03:03<00:03, 187.01s/it] NFE: 98: 98%|█████████▊| 0.9800000190734863/0.9990000128746033 [03:03<00:03, 187.01s/it][0.976908365264535, 1.0, 0.5532985329627991, 0.6531668901443481]

NFE: 98: 99%|█████████▉| 0.9900000095367432/0.9990000128746033 [03:05<00:01, 187.00s/it] NFE: 99: 99%|█████████▉| 0.9900000095367432/0.9990000128746033 [03:05<00:01, 187.00s/it][0.976908365264535, 1.0, 0.5532985329627991, 0.6531668901443481]

NFE: 99: 100%|██████████| 0.9990000128746033/0.9990000128746033 [03:05<00:00, 185.56s/it] NFE: 100: 100%|██████████| 0.9990000128746033/0.9990000128746033 [03:05<00:00, 185.56s/it] NFE: 100: 100%|██████████| 0.9990000128746033/0.9990000128746033 [03:05<00:00, 185.56s/it] [‘KDEQTGDCCKTT’] [0.976908365264535, 1.0, 5.532985210418701, 0.6531668901443481]

NFE: 0: 0%| | 0/0.9990000128746033 [00:00<?, ?it/s]Weight Vector: tensor([1., 1., 1., 1.], device=‘cuda:0’) [0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 0: 1%| | 0.009999999776482582/0.9990000128746033 [00:01<03:05, 187.85s/it] NFE: 1: 1%| | 0.009999999776482582/0.9990000128746033 [00:01<03:05, 187.87s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 1: 2%|▏ | 0.019999999552965164/0.9990000128746033 [00:03<03:03, 187.45s/it] NFE: 2: 2%|▏ | 0.019999999552965164/0.9990000128746033 [00:03<03:03, 187.45s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 2: 3%|▎ | 0.029999999329447746/0.9990000128746033 [00:05<03:01, 187.16s/it] NFE: 3: 3%|▎ | 0.029999999329447746/0.9990000128746033 [00:05<03:01, 187.16s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 3: 4%|▍ | 0.03999999910593033/0.9990000128746033 [00:07<02:59, 187.02s/it] NFE: 4: 4%|▍ | 0.03999999910593033/0.9990000128746033 [00:07<02:59, 187.03s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 4: 5%|▌ | 0.05000000074505806/0.9990000128746033 [00:09<02:57, 187.09s/it] NFE: 5: 5%|▌ | 0.05000000074505806/0.9990000128746033 [00:09<02:57, 187.10s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 5: 6%|▌ | 0.05999999865889549/0.9990000128746033 [00:11<02:55, 187.12s/it] NFE: 6: 6%|▌ | 0.05999999865889549/0.9990000128746033 [00:11<02:55, 187.13s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 6: 7%|▋ | 0.07000000029802322/0.9990000128746033 [00:13<02:53, 187.11s/it] NFE: 7: 7%|▋ | 0.07000000029802322/0.9990000128746033 [00:13<02:53, 187.11s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 7: 8%|▊ | 0.07999999821186066/0.9990000128746033 [00:14<02:51, 187.10s/it] NFE: 8: 8%|▊ | 0.07999999821186066/0.9990000128746033 [00:14<02:51, 187.10s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 8: 9%|▉ | 0.09000000357627869/0.9990000128746033 [00:16<02:50, 187.02s/it] NFE: 9: 9%|▉ | 0.09000000357627869/0.9990000128746033 [00:16<02:50, 187.03s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 9: 10%|█ | 0.10000000149011612/0.9990000128746033 [00:18<02:48, 187.04s/it] NFE: 10: 10%|█ | 0.10000000149011612/0.9990000128746033 [00:18<02:48, 187.04s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 10: 11%|█ | 0.10999999940395355/0.9990000128746033 [00:20<02:46, 187.08s/it] NFE: 11: 11%|█ | 0.10999999940395355/0.9990000128746033 [00:20<02:46, 187.08s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 11: 12%|█▏ | 0.11999999731779099/0.9990000128746033 [00:22<02:44, 187.08s/it] NFE: 12: 12%|█▏ | 0.11999999731779099/0.9990000128746033 [00:22<02:44, 187.08s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 12: 13%|█▎ | 0.12999999523162842/0.9990000128746033 [00:24<02:42, 187.05s/it] NFE: 13: 13%|█▎ | 0.12999999523162842/0.9990000128746033 [00:24<02:42, 187.05s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 13: 14%|█▍ | 0.14000000059604645/0.9990000128746033 [00:26<02:40, 187.07s/it] NFE: 14: 14%|█▍ | 0.14000000059604645/0.9990000128746033 [00:26<02:40, 187.07s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 14: 15%|█▌ | 0.15000000596046448/0.9990000128746033 [00:28<02:38, 187.06s/it] NFE: 15: 15%|█▌ | 0.15000000596046448/0.9990000128746033 [00:28<02:38, 187.06s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 15: 16%|█▌ | 0.1599999964237213/0.9990000128746033 [00:29<02:36, 187.09s/it] NFE: 16: 16%|█▌ | 0.1599999964237213/0.9990000128746033 [00:29<02:36, 187.09s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 16: 17%|█▋ | 0.17000000178813934/0.9990000128746033 [00:31<02:35, 187.09s/it] NFE: 17: 17%|█▋ | 0.17000000178813934/0.9990000128746033 [00:31<02:35, 187.09s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 17: 18%|█▊ | 0.18000000715255737/0.9990000128746033 [00:33<02:33, 187.09s/it] NFE: 18: 18%|█▊ | 0.18000000715255737/0.9990000128746033 [00:33<02:33, 187.09s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 18: 19%|█▉ | 0.1899999976158142/0.9990000128746033 [00:35<02:31, 187.08s/it] NFE: 19: 19%|█▉ | 0.1899999976158142/0.9990000128746033 [00:35<02:31, 187.08s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 19: 20%|██ | 0.20000000298023224/0.9990000128746033 [00:37<02:29, 187.07s/it] NFE: 20: 20%|██ | 0.20000000298023224/0.9990000128746033 [00:37<02:29, 187.07s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 20: 21%|██ | 0.20999999344348907/0.9990000128746033 [00:39<02:27, 187.09s/it] NFE: 21: 21%|██ | 0.20999999344348907/0.9990000128746033 [00:39<02:27, 187.09s/it][0.8911156952381134, 0.75, 0.5392359495162964, 0.06427273154258728]

NFE: 21: 22%|██▏ | 0.2199999988079071/0.9990000128746033 [00:41<02:25, 187.12s/it] NFE: 22: 22%|██▏ | 0.2199999988079071/0.9990000128746033 [00:41<02:25, 187.13s/it]Jump! [0.8977592140436172, 0.75, 0.5452988147735596, 0.10699160397052765]

NFE: 22: 23%|██▎ | 0.23000000417232513/0.9990000128746033 [00:43<02:23, 187.12s/it] NFE: 23: 23%|██▎ | 0.23000000417232513/0.9990000128746033 [00:43<02:23, 187.12s/it][0.8977592140436172, 0.75, 0.5452988147735596, 0.10699160397052765]

NFE: 23: 24%|██▍ | 0.23999999463558197/0.9990000128746033 [00:44<02:22, 187.12s/it] NFE: 24: 24%|██▍ | 0.23999999463558197/0.9990000128746033 [00:44<02:22, 187.12s/it]Jump! [0.8849005997180939, 0.75, 0.540800154209137, 0.5166702270507812]

NFE: 24: 25%|██▌ | 0.25/0.9990000128746033 [00:46<02:20, 187.12s/it]
NFE: 25: 25%|██▌ | 0.25/0.9990000128746033 [00:46<02:20, 187.12s/it][0.8849005997180939, 0.75, 0.540800154209137, 0.5166702270507812]

NFE: 25: 26%|██▌ | 0.25999999046325684/0.9990000128746033 [00:48<02:18, 187.09s/it] NFE: 26: 26%|██▌ | 0.25999999046325684/0.9990000128746033 [00:48<02:18, 187.10s/it][0.8849005997180939, 0.75, 0.540800154209137, 0.5166702270507812]

NFE: 26: 27%|██▋ | 0.27000001072883606/0.9990000128746033 [00:50<02:16, 187.07s/it] NFE: 27: 27%|██▋ | 0.27000001072883606/0.9990000128746033 [00:50<02:16, 187.08s/it][0.8849005997180939, 0.75, 0.540800154209137, 0.5166702270507812]

NFE: 27: 28%|██▊ | 0.2800000011920929/0.9990000128746033 [00:52<02:14, 187.09s/it] NFE: 28: 28%|██▊ | 0.2800000011920929/0.9990000128746033 [00:52<02:14, 187.09s/it][0.8849005997180939, 0.75, 0.540800154209137, 0.5166702270507812]

NFE: 28: 29%|██▉ | 0.28999999165534973/0.9990000128746033 [00:54<02:12, 187.10s/it] NFE: 29: 29%|██▉ | 0.28999999165534973/0.9990000128746033 [00:54<02:12, 187.10s/it][0.8849005997180939, 0.75, 0.540800154209137, 0.5166702270507812]

NFE: 29: 30%|███ | 0.30000001192092896/0.9990000128746033 [00:56<02:10, 187.10s/it] NFE: 30: 30%|███ | 0.30000001192092896/0.9990000128746033 [00:56<02:10, 187.10s/it][0.8849005997180939, 0.75, 0.540800154209137, 0.5166702270507812]

NFE: 30: 31%|███ | 0.3100000023841858/0.9990000128746033 [00:58<02:08, 187.10s/it] NFE: 31: 31%|███ | 0.3100000023841858/0.9990000128746033 [00:58<02:08, 187.10s/it]Jump! [0.9160678088665009, 0.75, 0.5461604595184326, 0.5178617835044861]

NFE: 31: 32%|███▏ | 0.3199999928474426/0.9990000128746033 [00:59<02:07, 187.12s/it] NFE: 32: 32%|███▏ | 0.3199999928474426/0.9990000128746033 [00:59<02:07, 187.12s/it][0.9160678088665009, 0.75, 0.5461604595184326, 0.5178617835044861]

NFE: 32: 33%|███▎ | 0.33000001311302185/0.9990000128746033 [01:01<02:05, 187.12s/it] NFE: 33: 33%|███▎ | 0.33000001311302185/0.9990000128746033 [01:01<02:05, 187.12s/it][0.9160678088665009, 0.75, 0.5461604595184326, 0.5178617835044861]

NFE: 33: 34%|███▍ | 0.3400000035762787/0.9990000128746033 [01:03<02:03, 187.14s/it] NFE: 34: 34%|███▍ | 0.3400000035762787/0.9990000128746033 [01:03<02:03, 187.14s/it]Jump! [0.9530380703508854, 0.75, 0.5512549877166748, 0.5998870730400085]

NFE: 34: 35%|███▌ | 0.3499999940395355/0.9990000128746033 [01:05<02:01, 187.13s/it] NFE: 35: 35%|███▌ | 0.3499999940395355/0.9990000128746033 [01:05<02:01, 187.14s/it][0.9530380703508854, 0.75, 0.5512549877166748, 0.5998870730400085]

NFE: 35: 36%|███▌ | 0.36000001430511475/0.9990000128746033 [01:07<01:59, 187.13s/it] NFE: 36: 36%|███▌ | 0.36000001430511475/0.9990000128746033 [01:07<01:59, 187.13s/it]Jump! [0.9427667930722237, 0.75, 0.5975725054740906, 0.7066122889518738]

NFE: 36: 37%|███▋ | 0.3700000047683716/0.9990000128746033 [01:09<01:57, 187.13s/it] NFE: 37: 37%|███▋ | 0.3700000047683716/0.9990000128746033 [01:09<01:57, 187.13s/it][0.9427667930722237, 0.75, 0.5975725054740906, 0.7066122889518738]

NFE: 37: 38%|███▊ | 0.3799999952316284/0.9990000128746033 [01:11<01:55, 187.12s/it] NFE: 38: 38%|███▊ | 0.3799999952316284/0.9990000128746033 [01:11<01:55, 187.12s/it][0.9427667930722237, 0.75, 0.5975725054740906, 0.7066122889518738]

NFE: 38: 39%|███▉ | 0.38999998569488525/0.9990000128746033 [01:12<01:53, 187.12s/it] NFE: 39: 39%|███▉ | 0.38999998569488525/0.9990000128746033 [01:12<01:53, 187.12s/it][0.9427667930722237, 0.75, 0.5975725054740906, 0.7066122889518738]

NFE: 39: 40%|████ | 0.4000000059604645/0.9990000128746033 [01:14<01:52, 187.13s/it] NFE: 40: 40%|████ | 0.4000000059604645/0.9990000128746033 [01:14<01:52, 187.13s/it][0.9427667930722237, 0.75, 0.5975725054740906, 0.7066122889518738]

NFE: 40: 41%|████ | 0.4099999964237213/0.9990000128746033 [01:16<01:50, 187.13s/it] NFE: 41: 41%|████ | 0.4099999964237213/0.9990000128746033 [01:16<01:50, 187.13s/it][0.9427667930722237, 0.75, 0.5975725054740906, 0.7066122889518738]

NFE: 41: 42%|████▏ | 0.41999998688697815/0.9990000128746033 [01:18<01:48, 187.14s/it] NFE: 42: 42%|████▏ | 0.41999998688697815/0.9990000128746033 [01:18<01:48, 187.14s/it][0.9427667930722237, 0.75, 0.5975725054740906, 0.7066122889518738]

NFE: 42: 43%|████▎ | 0.4300000071525574/0.9990000128746033 [01:20<01:46, 187.13s/it] NFE: 43: 43%|████▎ | 0.4300000071525574/0.9990000128746033 [01:20<01:46, 187.13s/it][0.9427667930722237, 0.75, 0.5975725054740906, 0.7066122889518738]

NFE: 43: 44%|████▍ | 0.4399999976158142/0.9990000128746033 [01:22<01:44, 187.12s/it] NFE: 44: 44%|████▍ | 0.4399999976158142/0.9990000128746033 [01:22<01:44, 187.12s/it][0.9427667930722237, 0.75, 0.5975725054740906, 0.7066122889518738]

NFE: 44: 45%|████▌ | 0.44999998807907104/0.9990000128746033 [01:24<01:42, 187.12s/it] NFE: 45: 45%|████▌ | 0.44999998807907104/0.9990000128746033 [01:24<01:42, 187.12s/it][0.9427667930722237, 0.75, 0.5975725054740906, 0.7066122889518738]

NFE: 45: 46%|████▌ | 0.46000000834465027/0.9990000128746033 [01:26<01:40, 187.12s/it] NFE: 46: 46%|████▌ | 0.46000000834465027/0.9990000128746033 [01:26<01:40, 187.12s/it][0.9427667930722237, 0.75, 0.5975725054740906, 0.7066122889518738]

NFE: 46: 47%|████▋ | 0.4699999988079071/0.9990000128746033 [01:27<01:38, 187.13s/it] NFE: 47: 47%|████▋ | 0.4699999988079071/0.9990000128746033 [01:27<01:38, 187.13s/it][0.9427667930722237, 0.75, 0.5975725054740906, 0.7066122889518738]

NFE: 47: 48%|████▊ | 0.47999998927116394/0.9990000128746033 [01:29<01:37, 187.12s/it] NFE: 48: 48%|████▊ | 0.47999998927116394/0.9990000128746033 [01:29<01:37, 187.12s/it][0.9427667930722237, 0.75, 0.5975725054740906, 0.7066122889518738]

NFE: 48: 49%|████▉ | 0.49000000953674316/0.9990000128746033 [01:31<01:35, 187.11s/it] NFE: 49: 49%|████▉ | 0.49000000953674316/0.9990000128746033 [01:31<01:35, 187.11s/it][0.9427667930722237, 0.75, 0.5975725054740906, 0.7066122889518738]

NFE: 49: 50%|█████ | 0.5/0.9990000128746033 [01:33<01:33, 187.10s/it]
NFE: 50: 50%|█████ | 0.5/0.9990000128746033 [01:33<01:33, 187.10s/it][0.9427667930722237, 0.75, 0.5975725054740906, 0.7066122889518738]

NFE: 50: 51%|█████ | 0.5099999904632568/0.9990000128746033 [01:35<01:31, 187.09s/it] NFE: 51: 51%|█████ | 0.5099999904632568/0.9990000128746033 [01:35<01:31, 187.09s/it][0.9427667930722237, 0.75, 0.5975725054740906, 0.7066122889518738]

NFE: 51: 52%|█████▏ | 0.5199999809265137/0.9990000128746033 [01:37<01:29, 187.10s/it] NFE: 52: 52%|█████▏ | 0.5199999809265137/0.9990000128746033 [01:37<01:29, 187.10s/it][0.9427667930722237, 0.75, 0.5975725054740906, 0.7066122889518738]

NFE: 52: 53%|█████▎ | 0.5299999713897705/0.9990000128746033 [01:39<01:27, 187.10s/it] NFE: 53: 53%|█████▎ | 0.5299999713897705/0.9990000128746033 [01:39<01:27, 187.10s/it][0.9427667930722237, 0.75, 0.5975725054740906, 0.7066122889518738]

NFE: 53: 54%|█████▍ | 0.5400000214576721/0.9990000128746033 [01:41<01:25, 187.10s/it] NFE: 54: 54%|█████▍ | 0.5400000214576721/0.9990000128746033 [01:41<01:25, 187.11s/it][0.9427667930722237, 0.75, 0.5975725054740906, 0.7066122889518738]

NFE: 54: 55%|█████▌ | 0.550000011920929/0.9990000128746033 [01:42<01:24, 187.09s/it] NFE: 55: 55%|█████▌ | 0.550000011920929/0.9990000128746033 [01:42<01:24, 187.09s/it]Jump! [0.9433723241090775, 0.8333333134651184, 0.6104594469070435, 0.621017575263977]

NFE: 55: 56%|█████▌ | 0.5600000023841858/0.9990000128746033 [01:44<01:22, 187.08s/it] NFE: 56: 56%|█████▌ | 0.5600000023841858/0.9990000128746033 [01:44<01:22, 187.08s/it][0.9433723241090775, 0.8333333134651184, 0.6104594469070435, 0.621017575263977]

NFE: 56: 57%|█████▋ | 0.5699999928474426/0.9990000128746033 [01:46<01:20, 187.07s/it] NFE: 57: 57%|█████▋ | 0.5699999928474426/0.9990000128746033 [01:46<01:20, 187.07s/it][0.9433723241090775, 0.8333333134651184, 0.6104594469070435, 0.621017575263977]

NFE: 57: 58%|█████▊ | 0.5799999833106995/0.9990000128746033 [01:48<01:18, 187.06s/it] NFE: 58: 58%|█████▊ | 0.5799999833106995/0.9990000128746033 [01:48<01:18, 187.06s/it][0.9433723241090775, 0.8333333134651184, 0.6104594469070435, 0.621017575263977]

NFE: 58: 59%|█████▉ | 0.5899999737739563/0.9990000128746033 [01:50<01:16, 187.06s/it] NFE: 59: 59%|█████▉ | 0.5899999737739563/0.9990000128746033 [01:50<01:16, 187.06s/it][0.9433723241090775, 0.8333333134651184, 0.6104594469070435, 0.621017575263977]

NFE: 59: 60%|██████ | 0.6000000238418579/0.9990000128746033 [01:52<01:14, 187.06s/it] NFE: 60: 60%|██████ | 0.6000000238418579/0.9990000128746033 [01:52<01:14, 187.06s/it][0.9433723241090775, 0.8333333134651184, 0.6104594469070435, 0.621017575263977]

NFE: 60: 61%|██████ | 0.6100000143051147/0.9990000128746033 [01:54<01:12, 187.06s/it] NFE: 61: 61%|██████ | 0.6100000143051147/0.9990000128746033 [01:54<01:12, 187.06s/it]Jump! [0.9582028836011887, 0.8333333134651184, 0.6309454441070557, 0.6528478860855103]

NFE: 61: 62%|██████▏ | 0.6200000047683716/0.9990000128746033 [01:55<01:10, 187.06s/it] NFE: 62: 62%|██████▏ | 0.6200000047683716/0.9990000128746033 [01:55<01:10, 187.06s/it][0.9582028836011887, 0.8333333134651184, 0.6309454441070557, 0.6528478860855103]

NFE: 62: 63%|██████▎ | 0.6299999952316284/0.9990000128746033 [01:57<01:09, 187.05s/it] NFE: 63: 63%|██████▎ | 0.6299999952316284/0.9990000128746033 [01:57<01:09, 187.05s/it][0.9582028836011887, 0.8333333134651184, 0.6309454441070557, 0.6528478860855103]

NFE: 63: 64%|██████▍ | 0.6399999856948853/0.9990000128746033 [01:59<01:07, 187.05s/it] NFE: 64: 64%|██████▍ | 0.6399999856948853/0.9990000128746033 [01:59<01:07, 187.05s/it][0.9582028836011887, 0.8333333134651184, 0.6309454441070557, 0.6528478860855103]

NFE: 64: 65%|██████▌ | 0.6499999761581421/0.9990000128746033 [02:01<01:05, 187.07s/it] NFE: 65: 65%|██████▌ | 0.6499999761581421/0.9990000128746033 [02:01<01:05, 187.07s/it][0.9582028836011887, 0.8333333134651184, 0.6309454441070557, 0.6528478860855103]

NFE: 65: 66%|██████▌ | 0.6600000262260437/0.9990000128746033 [02:03<01:03, 187.06s/it] NFE: 66: 66%|██████▌ | 0.6600000262260437/0.9990000128746033 [02:03<01:03, 187.06s/it][0.9582028836011887, 0.8333333134651184, 0.6309454441070557, 0.6528478860855103]

NFE: 66: 67%|██████▋ | 0.6700000166893005/0.9990000128746033 [02:05<01:01, 187.04s/it] NFE: 67: 67%|██████▋ | 0.6700000166893005/0.9990000128746033 [02:05<01:01, 187.04s/it][0.9582028836011887, 0.8333333134651184, 0.6309454441070557, 0.6528478860855103]

NFE: 67: 68%|██████▊ | 0.6800000071525574/0.9990000128746033 [02:07<00:59, 187.03s/it] NFE: 68: 68%|██████▊ | 0.6800000071525574/0.9990000128746033 [02:07<00:59, 187.03s/it][0.9582028836011887, 0.8333333134651184, 0.6309454441070557, 0.6528478860855103]

NFE: 68: 69%|██████▉ | 0.6899999976158142/0.9990000128746033 [02:09<00:57, 187.03s/it] NFE: 69: 69%|██████▉ | 0.6899999976158142/0.9990000128746033 [02:09<00:57, 187.03s/it][0.9582028836011887, 0.8333333134651184, 0.6309454441070557, 0.6528478860855103]

NFE: 69: 70%|███████ | 0.699999988079071/0.9990000128746033 [02:10<00:55, 187.04s/it] NFE: 70: 70%|███████ | 0.699999988079071/0.9990000128746033 [02:10<00:55, 187.04s/it][0.9582028836011887, 0.8333333134651184, 0.6309454441070557, 0.6528478860855103]

NFE: 70: 71%|███████ | 0.7099999785423279/0.9990000128746033 [02:12<00:54, 187.06s/it] NFE: 71: 71%|███████ | 0.7099999785423279/0.9990000128746033 [02:12<00:54, 187.06s/it][0.9582028836011887, 0.8333333134651184, 0.6309454441070557, 0.6528478860855103]

NFE: 71: 72%|███████▏ | 0.7200000286102295/0.9990000128746033 [02:14<00:52, 187.06s/it] NFE: 72: 72%|███████▏ | 0.7200000286102295/0.9990000128746033 [02:14<00:52, 187.06s/it][0.9582028836011887, 0.8333333134651184, 0.6309454441070557, 0.6528478860855103]

NFE: 72: 73%|███████▎ | 0.7300000190734863/0.9990000128746033 [02:16<00:50, 187.07s/it] NFE: 73: 73%|███████▎ | 0.7300000190734863/0.9990000128746033 [02:16<00:50, 187.07s/it]Jump! [0.9723214395344257, 0.8333333134651184, 0.6566857099533081, 0.6946128010749817]

NFE: 73: 74%|███████▍ | 0.7400000095367432/0.9990000128746033 [02:18<00:48, 187.08s/it] NFE: 74: 74%|███████▍ | 0.7400000095367432/0.9990000128746033 [02:18<00:48, 187.08s/it][0.9723214395344257, 0.8333333134651184, 0.6566857099533081, 0.6946128010749817]

NFE: 74: 75%|███████▌ | 0.75/0.9990000128746033 [02:20<00:46, 187.09s/it]
NFE: 75: 75%|███████▌ | 0.75/0.9990000128746033 [02:20<00:46, 187.09s/it][0.9723214395344257, 0.8333333134651184, 0.6566857099533081, 0.6946128010749817]

NFE: 75: 76%|███████▌ | 0.7599999904632568/0.9990000128746033 [02:22<00:44, 187.09s/it] NFE: 76: 76%|███████▌ | 0.7599999904632568/0.9990000128746033 [02:22<00:44, 187.09s/it][0.9723214395344257, 0.8333333134651184, 0.6566857099533081, 0.6946128010749817]

NFE: 76: 77%|███████▋ | 0.7699999809265137/0.9990000128746033 [02:24<00:42, 187.10s/it] NFE: 77: 77%|███████▋ | 0.7699999809265137/0.9990000128746033 [02:24<00:42, 187.11s/it][0.9723214395344257, 0.8333333134651184, 0.6566857099533081, 0.6946128010749817]

NFE: 77: 78%|███████▊ | 0.7799999713897705/0.9990000128746033 [02:25<00:40, 187.10s/it] NFE: 78: 78%|███████▊ | 0.7799999713897705/0.9990000128746033 [02:25<00:40, 187.10s/it][0.9723214395344257, 0.8333333134651184, 0.6566857099533081, 0.6946128010749817]

NFE: 78: 79%|███████▉ | 0.7900000214576721/0.9990000128746033 [02:27<00:39, 187.10s/it] NFE: 79: 79%|███████▉ | 0.7900000214576721/0.9990000128746033 [02:27<00:39, 187.10s/it][0.9723214395344257, 0.8333333134651184, 0.6566857099533081, 0.6946128010749817]

NFE: 79: 80%|████████ | 0.800000011920929/0.9990000128746033 [02:29<00:37, 187.09s/it] NFE: 80: 80%|████████ | 0.800000011920929/0.9990000128746033 [02:29<00:37, 187.09s/it][0.9723214395344257, 0.8333333134651184, 0.6566857099533081, 0.6946128010749817]

NFE: 80: 81%|████████ | 0.8100000023841858/0.9990000128746033 [02:31<00:35, 187.09s/it] NFE: 81: 81%|████████ | 0.8100000023841858/0.9990000128746033 [02:31<00:35, 187.09s/it][0.9723214395344257, 0.8333333134651184, 0.6566857099533081, 0.6946128010749817]

NFE: 81: 82%|████████▏ | 0.8199999928474426/0.9990000128746033 [02:33<00:33, 187.08s/it] NFE: 82: 82%|████████▏ | 0.8199999928474426/0.9990000128746033 [02:33<00:33, 187.08s/it]Jump! [0.9875771626830101, 0.9166666865348816, 0.571490466594696, 0.7535707354545593]

NFE: 82: 83%|████████▎ | 0.8299999833106995/0.9990000128746033 [02:35<00:31, 187.09s/it] NFE: 83: 83%|████████▎ | 0.8299999833106995/0.9990000128746033 [02:35<00:31, 187.09s/it][0.9875771626830101, 0.9166666865348816, 0.571490466594696, 0.7535707354545593]

NFE: 83: 84%|████████▍ | 0.8399999737739563/0.9990000128746033 [02:37<00:29, 187.10s/it] NFE: 84: 84%|████████▍ | 0.8399999737739563/0.9990000128746033 [02:37<00:29, 187.10s/it][0.9875771626830101, 0.9166666865348816, 0.571490466594696, 0.7535707354545593]

NFE: 84: 85%|████████▌ | 0.8500000238418579/0.9990000128746033 [02:39<00:27, 187.10s/it] NFE: 85: 85%|████████▌ | 0.8500000238418579/0.9990000128746033 [02:39<00:27, 187.10s/it]Jump! [0.9839042630046606, 0.9166666865348816, 0.5561251640319824, 0.7986380457878113]

NFE: 85: 86%|████████▌ | 0.8600000143051147/0.9990000128746033 [02:40<00:26, 187.09s/it] NFE: 86: 86%|████████▌ | 0.8600000143051147/0.9990000128746033 [02:40<00:26, 187.09s/it][0.9839042630046606, 0.9166666865348816, 0.5561251640319824, 0.7986380457878113]

NFE: 86: 87%|████████▋ | 0.8700000047683716/0.9990000128746033 [02:42<00:24, 187.07s/it] NFE: 87: 87%|████████▋ | 0.8700000047683716/0.9990000128746033 [02:42<00:24, 187.07s/it][0.9839042630046606, 0.9166666865348816, 0.5561251640319824, 0.7986380457878113]

NFE: 87: 88%|████████▊ | 0.8799999952316284/0.9990000128746033 [02:44<00:22, 187.06s/it] NFE: 88: 88%|████████▊ | 0.8799999952316284/0.9990000128746033 [02:44<00:22, 187.06s/it][0.9839042630046606, 0.9166666865348816, 0.5561251640319824, 0.7986380457878113]

NFE: 88: 89%|████████▉ | 0.8899999856948853/0.9990000128746033 [02:46<00:20, 187.05s/it] NFE: 89: 89%|████████▉ | 0.8899999856948853/0.9990000128746033 [02:46<00:20, 187.05s/it][0.9839042630046606, 0.9166666865348816, 0.5561251640319824, 0.7986380457878113]

NFE: 89: 90%|█████████ | 0.8999999761581421/0.9990000128746033 [02:48<00:18, 187.04s/it] NFE: 90: 90%|█████████ | 0.8999999761581421/0.9990000128746033 [02:48<00:18, 187.04s/it][0.9839042630046606, 0.9166666865348816, 0.5561251640319824, 0.7986380457878113]

NFE: 90: 91%|█████████ | 0.9100000262260437/0.9990000128746033 [02:50<00:16, 187.04s/it] NFE: 91: 91%|█████████ | 0.9100000262260437/0.9990000128746033 [02:50<00:16, 187.04s/it][0.9839042630046606, 0.9166666865348816, 0.5561251640319824, 0.7986380457878113]

NFE: 91: 92%|█████████▏| 0.9200000166893005/0.9990000128746033 [02:52<00:14, 187.05s/it] NFE: 92: 92%|█████████▏| 0.9200000166893005/0.9990000128746033 [02:52<00:14, 187.05s/it]Jump! [0.9804037809371948, 0.9166666865348816, 0.5661965012550354, 0.7954820990562439]

NFE: 92: 93%|█████████▎| 0.9300000071525574/0.9990000128746033 [02:53<00:12, 187.06s/it] NFE: 93: 93%|█████████▎| 0.9300000071525574/0.9990000128746033 [02:53<00:12, 187.06s/it][0.9804037809371948, 0.9166666865348816, 0.5661965012550354, 0.7954820990562439]

NFE: 93: 94%|█████████▍| 0.9399999976158142/0.9990000128746033 [02:55<00:11, 187.07s/it] NFE: 94: 94%|█████████▍| 0.9399999976158142/0.9990000128746033 [02:55<00:11, 187.07s/it][0.9804037809371948, 0.9166666865348816, 0.5661965012550354, 0.7954820990562439]

NFE: 94: 95%|█████████▌| 0.949999988079071/0.9990000128746033 [02:57<00:09, 187.07s/it] NFE: 95: 95%|█████████▌| 0.949999988079071/0.9990000128746033 [02:57<00:09, 187.07s/it][0.9804037809371948, 0.9166666865348816, 0.5661965012550354, 0.7954820990562439]

NFE: 95: 96%|█████████▌| 0.9599999785423279/0.9990000128746033 [02:59<00:07, 187.07s/it] NFE: 96: 96%|█████████▌| 0.9599999785423279/0.9990000128746033 [02:59<00:07, 187.07s/it][0.9804037809371948, 0.9166666865348816, 0.5661965012550354, 0.7954820990562439]

NFE: 96: 97%|█████████▋| 0.9700000286102295/0.9990000128746033 [03:01<00:05, 187.07s/it] NFE: 97: 97%|█████████▋| 0.9700000286102295/0.9990000128746033 [03:01<00:05, 187.07s/it][0.9804037809371948, 0.9166666865348816, 0.5661965012550354, 0.7954820990562439]

NFE: 97: 98%|█████████▊| 0.9800000190734863/0.9990000128746033 [03:03<00:03, 187.06s/it] NFE: 98: 98%|█████████▊| 0.9800000190734863/0.9990000128746033 [03:03<00:03, 187.06s/it][0.9804037809371948, 0.9166666865348816, 0.5661965012550354, 0.7954820990562439]

NFE: 98: 99%|█████████▉| 0.9900000095367432/0.9990000128746033 [03:05<00:01, 187.06s/it] NFE: 99: 99%|█████████▉| 0.9900000095367432/0.9990000128746033 [03:05<00:01, 187.06s/it][0.9804037809371948, 0.9166666865348816, 0.5661965012550354, 0.7954820990562439]

NFE: 99: 100%|██████████| 0.9990000128746033/0.9990000128746033 [03:05<00:00, 185.61s/it] NFE: 100: 100%|██████████| 0.9990000128746033/0.9990000128746033 [03:05<00:00, 185.61s/it] NFE: 100: 100%|██████████| 0.9990000128746033/0.9990000128746033 [03:05<00:00, 185.61s/it] [‘RKETTTQFCKKR’] [0.9804037809371948, 0.9166666865348816, 5.6619648933410645, 0.7954820990562439]

moPPIt Generated Peptides Summary　生成結果まとめ

#	Peptide	Hemolysis	Solubility	Affinity (pKd)	Motif
1	RKETTTQFCKKR	0.980	0.917	5.662	0.795
2	SETKVKTCRVVL	0.967	0.667	7.215	0.780
3	KEKPKYETIYTW	0.975	0.750	6.045	0.404
4	KDEQTGDCCKTT	0.977	1.000	5.533	0.653

Pont：

SETKVKTCRVVL :achieved the highest binding affinity (7.215 pKd) （ Affinity 最高（7.215））
KDEQTGDCCKTT :achieved the highest solubility score (1.000) （Solubility 最高（1.000））
RKETTTQFCKKR :appeared in both peptide 1 and peptide 4, suggesting convergence（4本目でも同じ配列が出た（収束している）)

Part B: BRD4 Drug Discovery Platform Tutorial (Gabriele)

Optional

Part C: Final Project: L-Protein Mutants

High level summary: The objective of this assignment is to improve the stability and auto-folding of the lysis protein of a MS2-phage. This mechanism is key to the understanding of how phages can potentially solve antibiotic-resistance.

This homework requires computation that might take you a while to run, so please get started early.

I do not fully understand bacteriophage engineering yet, but I tried to think about how the MS2 L protein could be changed. The L protein seems to be related to lysis, so my idea is to make small mutations in the L protein and compare them with the original sequence. As a first step, I would use a protein language model to suggest possible mutations. Then I would use AlphaFold to see whether the mutated protein still keeps a reasonable structure. I do not know yet whether these mutations would really change lysis activity, but this could be a first way to choose candidates for later experiments.

まだ bacteriophage engineering を完全には理解できていないが、MS2 L protein をどのように変えられるかを考えた。

L protein は lysis に関係しているようなので、L protein に小さな変異を入れ、元の配列と比較する。

最初、protein language model で変異候補を出し、AlphaFold で変異後のタンパク質が大きく壊れていないかを確認する。

その変異が本当に lysis activity を変えるか？　後で実験する候補を選ぶ最初の方法になるかもしれない。

Week 05 HW: Protein Design Part II

‘Week 5 — Protein Design Part II’

Documentation

Homework: Protein Design II

Part A: SOD1 Binder Peptide Design (From Pranam)

Part 1: Generate Binders with PepMLM**

Regenerated peptides because X (unknown amino acid) appeared in 2 of 4 sequences. AlphaFold3 does not accept X as it cannot predict structure for unknown amino acids.

PeptiVerse

WRYYAVVVRHKA

WLYPAAAVEHWK

WHYGATGLAHKA

WHYPVVALAHKE

FLYRWLPSRRGG

moPPIt Generated Peptides Summary 生成結果まとめ

Part B: BRD4 Drug Discovery Platform Tutorial (Gabriele)

Part C: Final Project: L-Protein Mutants

moPPIt Generated Peptides Summary　生成結果まとめ