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Repository: MicPie/clasp
Branch: main
Commit: a92acd8ed33f
Files: 37
Total size: 4.4 MB
Directory structure:
gitextract_xl1gyk4u/
├── .gitignore
├── LICENSE
├── README.md
├── clasp/
│ ├── __init__.py
│ ├── clasp.py
│ ├── data/
│ │ └── bpe_simple_vocab_16e6.txt
│ ├── positional.py
│ ├── reversible.py
│ ├── simple_tokenizer.py
│ ├── transformer.py
│ └── utils.py
├── data/
│ ├── progen_ood_families.csv
│ ├── progen_ood_families_uniprot_acc.csv
│ ├── uniprot_100.csv
│ └── uniprot_100_reduced.csv
├── install_deepspeed.sh
├── notebooks/
│ ├── RankSplitDataset.ipynb
│ ├── Utils_CLASPDataset.ipynb
│ ├── inference.ipynb
│ └── inference_introduction.ipynb
├── preproc/
│ ├── create_offset_dict.py
│ ├── ood_id_split.md
│ ├── preprocess_data.py
│ └── preprocess_data_reduced.py
├── resources.md
├── setup.py
├── tokenizers/
│ ├── byte_level_BPE.py
│ ├── char_level_bpe.py
│ ├── sentencepiece.py
│ └── wordpiece.py
└── train/
├── example_inference_multigpu.py
├── inference_multigpu_ecpred_test.py
├── inference_multigpu_loss_test.py
├── inference_multigpu_simple_query_test.py
├── train.py
├── train_multigpusim.py
└── train_multigpusim_wandb.py
================================================
FILE CONTENTS
================================================
================================================
FILE: .gitignore
================================================
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================================================
FILE: LICENSE
================================================
MIT License
Copyright (c) 2021 Michael Pieler
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
================================================
FILE: README.md
================================================
## CLASP - Contrastive Language-Aminoacid Sequence Pretraining
Repository for creating models pretrained on language and aminoacid sequences similar to [ConVIRT](https://arxiv.org/abs/2010.00747), [CLIP](https://openai.com/blog/clip/), and [ALIGN](https://arxiv.org/abs/2102.05918).
## To dos
1. Finish current big run with preprocessed data (i.e., only preprocessing is the removal of AA length and MW information from the text input with the regex patterns `\d+ AA` and `\d+ MW`.)
2. Evaluate the model on zero-shot tasks. See the [introduction inference notebook](https://github.com/MicPie/clasp/blob/main/notebooks/inference_introduction.ipynb) based on the checkpoints from below.
**Currently this project is on hold as we don't have the compute to continue the model training.<br>
If you want to contribute compute or to extend the project feel free to get in touch (see [Discussion](https://github.com/MicPie/clasp#discussion) below).**
## Updates
Run 53-54 with UniProt full dataset (~213 mio samples):
<p align="center"><img src="https://github.com/MicPie/clasp/blob/main/img/CLASP_run53-54_step174958.png"></p><br>
Last model checkpoint:<br>
<a href="https://drive.google.com/file/d/1kKxPVDljW27WJYK6T9Z_m5yh33G-n89I/view">175t steps train: loss: 1.667, acc: 0.556, valid-id: loss: 2.184, acc: 0.418, valid-ood: loss: 2.918, acc: 0.268; gdrive download (~1GB)</a>
## Discussion
[Alphafold2 discord server](https://discord.com/invite/cU24s3Sc8c), ping @MicPie.
## Data
For model training the data provided by [UniProt](https://www.uniprot.org/) is used.
## Requirements
You can install the requirements with the following
```bash
$ python setup.py install --user
```
Then, you must install Microsoft's sparse attention CUDA kernel with the following two steps.
```bash
$ sh install_deepspeed.sh
```
Next, you need to pip install the package `triton`
```bash
$ pip install triton
```
If both of the above succeeded, now you can train your long biosequences with `CLASP`
## Usage
```python
import torch
from torch.optim import Adam
from clasp import CLASP, Transformer, tokenize
# instantiate the attention models for text and bioseq
text_enc = Transformer(
num_tokens = 20000,
dim = 512,
depth = 6,
seq_len = 1024,
reversible = True
)
bioseq_enc = Transformer(
num_tokens = 21,
dim = 512,
depth = 6,
seq_len = 512,
sparse_attn = True,
reversible = True
)
# clasp (CLIP) trainer
clasp = CLASP(
text_encoder = text_enc,
bioseq_encoder = bioseq_enc
)
# data
text, text_mask = tokenize(['Spike protein S2: HAMAP-Rule:MF_04099'], context_length = 1024, return_mask = True)
bioseq = torch.randint(0, 21, (1, 511)) # when using sparse attention, should be 1 less than the sequence length
bioseq_mask = torch.ones_like(bioseq).bool()
# do the below with large batch sizes for many many iterations
opt = Adam(clasp.parameters(), lr = 3e-4)
loss = clasp(
text,
bioseq,
text_mask = text_mask,
bioseq_mask = bioseq_mask,
return_loss = True # set return loss to True
)
loss.backward()
```
Once trained
```python
scores = clasp(
texts,
bio_seq,
text_mask = text_mask,
bioseq_mask = bioseq_mask
)
```
## Resources
See [interesting resources](https://github.com/MicPie/clasp/blob/main/resources.md) (feel free to add interesting material that could be useful).
## Acknowledgements
This project is supported by [EleutherAI](https://www.eleuther.ai/).
## Citations
```bibtex
@article{zhang2020contrastive,
title={Contrastive learning of medical visual representations from paired images and text},
author={Zhang, Yuhao and Jiang, Hang and Miura, Yasuhide and Manning, Christopher D and Langlotz, Curtis P},
journal={arXiv preprint arXiv:2010.00747},
year={2020}
}
```
[OpenAI blog post "CLIP: Connecting Text and Images"](https://openai.com/blog/clip/)
```bibtex
@article{radford2021learning,
title={Learning transferable visual models from natural language supervision},
author={Radford, Alec and Kim, Jong Wook and Hallacy, Chris and Ramesh, Aditya and Goh, Gabriel and Agarwal, Sandhini and Sastry, Girish and Askell, Amanda and Mishkin, Pamela and Clark, Jack and others},
journal={arXiv preprint arXiv:2103.00020},
year={2021}
}
```
```bibtex
@article{jia2021scaling,
title={Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision},
author={Jia, Chao and Yang, Yinfei and Xia, Ye and Chen, Yi-Ting and Parekh, Zarana and Pham, Hieu and Le, Quoc V and Sung, Yunhsuan and Li, Zhen and Duerig, Tom},
journal={arXiv preprint arXiv:2102.05918},
year={2021}
}
```
================================================
FILE: clasp/__init__.py
================================================
from clasp.clasp import CLASP
from clasp.transformer import Transformer
from clasp.simple_tokenizer import tokenize, VOCAB_SIZE
from clasp.utils import basic_sampler, basic_rand_sampler, basic_aa_tokenizer, CLASPDataset, CLASPRankSplitDataset
================================================
FILE: clasp/clasp.py
================================================
import torch
from torch import nn, einsum
import torch.nn.functional as F
class CLASP(nn.Module):
def __init__(
self,
*,
text_encoder,
bioseq_encoder
):
super().__init__()
self.text_encoder = text_encoder
self.bioseq_encoder = bioseq_encoder
self.temperature = nn.Parameter(torch.tensor(1.))
def forward(
self,
text,
bioseq,
text_mask = None,
bioseq_mask = None,
return_loss = False,
return_latents_temp = False
):
b, device = text.shape[0], text.device
text_latents = self.text_encoder(text, mask = text_mask)
bioseq_latents = self.bioseq_encoder(bioseq, mask = bioseq_mask)
text_latents, bioseq_latents = map(lambda t: F.normalize(t, p = 2, dim = -1), (text_latents, bioseq_latents))
temp = self.temperature.exp()
if return_latents_temp:
return text_latents, bioseq_latents, temp
if not return_loss:
sim = einsum('n d, n d -> n', text_latents, bioseq_latents) * temp
return sim
sim = einsum('i d, j d -> i j', text_latents, bioseq_latents) * temp
labels = torch.arange(b, device = device)
loss = (F.cross_entropy(sim, labels) + F.cross_entropy(sim.t(), labels)) / 2
return loss.mean()
================================================
FILE: clasp/data/bpe_simple_vocab_16e6.txt
================================================
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gitextract_xl1gyk4u/
├── .gitignore
├── LICENSE
├── README.md
├── clasp/
│ ├── __init__.py
│ ├── clasp.py
│ ├── data/
│ │ └── bpe_simple_vocab_16e6.txt
│ ├── positional.py
│ ├── reversible.py
│ ├── simple_tokenizer.py
│ ├── transformer.py
│ └── utils.py
├── data/
│ ├── progen_ood_families.csv
│ ├── progen_ood_families_uniprot_acc.csv
│ ├── uniprot_100.csv
│ └── uniprot_100_reduced.csv
├── install_deepspeed.sh
├── notebooks/
│ ├── RankSplitDataset.ipynb
│ ├── Utils_CLASPDataset.ipynb
│ ├── inference.ipynb
│ └── inference_introduction.ipynb
├── preproc/
│ ├── create_offset_dict.py
│ ├── ood_id_split.md
│ ├── preprocess_data.py
│ └── preprocess_data_reduced.py
├── resources.md
├── setup.py
├── tokenizers/
│ ├── byte_level_BPE.py
│ ├── char_level_bpe.py
│ ├── sentencepiece.py
│ └── wordpiece.py
└── train/
├── example_inference_multigpu.py
├── inference_multigpu_ecpred_test.py
├── inference_multigpu_loss_test.py
├── inference_multigpu_simple_query_test.py
├── train.py
├── train_multigpusim.py
└── train_multigpusim_wandb.py
SYMBOL INDEX (144 symbols across 16 files)
FILE: clasp/clasp.py
class CLASP (line 5) | class CLASP(nn.Module):
method __init__ (line 6) | def __init__(
method forward (line 17) | def forward(
FILE: clasp/positional.py
function rotate_every_two (line 7) | def rotate_every_two(x):
function apply_rotary_pos_emb (line 13) | def apply_rotary_pos_emb(q, k, sinu_pos):
class SinuEmb (line 20) | class SinuEmb(nn.Module):
method __init__ (line 21) | def __init__(self, dim, max_seq_len):
method forward (line 29) | def forward(self, x):
FILE: clasp/reversible.py
function route_args (line 8) | def route_args(router, args, depth):
class Deterministic (line 20) | class Deterministic(nn.Module):
method __init__ (line 21) | def __init__(self, net):
method record_rng (line 29) | def record_rng(self, *args):
method forward (line 35) | def forward(self, *args, record_rng = False, set_rng = False, **kwargs):
class ReversibleBlock (line 54) | class ReversibleBlock(nn.Module):
method __init__ (line 55) | def __init__(self, f, g):
method forward (line 60) | def forward(self, x, f_args = {}, g_args = {}):
method backward_pass (line 70) | def backward_pass(self, y, dy, f_args = {}, g_args = {}):
class _ReversibleFunction (line 108) | class _ReversibleFunction(Function):
method forward (line 110) | def forward(ctx, x, blocks, args):
method backward (line 119) | def backward(ctx, dy):
class SequentialSequence (line 126) | class SequentialSequence(nn.Module):
method __init__ (line 127) | def __init__(self, layers, args_route = {}):
method forward (line 133) | def forward(self, x, **kwargs):
class ReversibleSequence (line 142) | class ReversibleSequence(nn.Module):
method __init__ (line 143) | def __init__(self, blocks, args_route = {}):
method forward (line 148) | def forward(self, x, **kwargs):
FILE: clasp/simple_tokenizer.py
function default_bpe (line 14) | def default_bpe():
function bytes_to_unicode (line 18) | def bytes_to_unicode():
function get_pairs (line 30) | def get_pairs(word):
function basic_clean (line 38) | def basic_clean(text):
function whitespace_clean (line 43) | def whitespace_clean(text):
class SimpleTokenizer (line 48) | class SimpleTokenizer(object):
method __init__ (line 49) | def __init__(self, bpe_path = default_bpe()):
method bpe (line 68) | def bpe(self, token):
method encode (line 109) | def encode(self, text):
method decode (line 117) | def decode(self, tokens, remove_start_end = True):
function tokenize (line 127) | def tokenize(texts, context_length = 256, add_start = False, add_end = F...
FILE: clasp/transformer.py
function exists (line 17) | def exists(val):
function uniq (line 20) | def uniq(arr):
function cast_tuple (line 23) | def cast_tuple(val, depth = 1):
function default (line 28) | def default(val, d):
function max_neg_value (line 33) | def max_neg_value(t):
class Attention (line 38) | class Attention(nn.Module):
method __init__ (line 39) | def __init__(self, dim, seq_len, heads = 8, dim_head = 64, dropout = 0.):
method apply_rel_pos_emb (line 52) | def apply_rel_pos_emb(self, q, k, rel_pos_emb = None):
method forward (line 61) | def forward(self, x, mask = None, rel_pos_emb = None):
class SparseAttention (line 86) | class SparseAttention(Attention):
method __init__ (line 87) | def __init__(
method forward (line 111) | def forward(self, x, mask = None, rel_pos_emb = None):
class LayerScale (line 138) | class LayerScale(nn.Module):
method __init__ (line 139) | def __init__(self, dim, depth, fn):
method forward (line 151) | def forward(self, x, **kwargs):
class PreNorm (line 154) | class PreNorm(nn.Module):
method __init__ (line 155) | def __init__(self, dim, fn):
method forward (line 160) | def forward(self, x, **kwargs):
class GEGLU (line 163) | class GEGLU(nn.Module):
method forward (line 164) | def forward(self, x):
class FeedForward (line 168) | class FeedForward(nn.Module):
method __init__ (line 169) | def __init__(self, dim, dropout = 0., mult = 4.):
method forward (line 178) | def forward(self, x):
class Transformer (line 181) | class Transformer(nn.Module):
method __init__ (line 182) | def __init__(
method forward (line 241) | def forward(self, x, mask = None):
FILE: clasp/utils.py
function basic_sampler (line 11) | def basic_sampler(seq, sample_len):
function basic_rand_sampler (line 23) | def basic_rand_sampler(seq, sample_len):
function basic_aa_tokenizer (line 40) | def basic_aa_tokenizer(seq, context_length, return_mask=True):
class CLASPDataset (line 56) | class CLASPDataset(Dataset):
method __init__ (line 61) | def __init__(self, path, text_sampler, bioseq_sampler, text_tok, biose...
method __len__ (line 79) | def __len__(self):
method __getitem__ (line 82) | def __getitem__(self, idx):
class RankSplitDataset (line 99) | class RankSplitDataset(Dataset):
method __init__ (line 100) | def __init__(self, file_path, offset_dict, rank, world_size, logger=No...
method __len__ (line 131) | def __len__(self):
method __getitem__ (line 134) | def __getitem__(self, idx):
class CLASPRankSplitDataset (line 138) | class CLASPRankSplitDataset(RankSplitDataset):
method __init__ (line 144) | def __init__(self, file_path, offset_dict, rank, world_size, logger,
method __getitem__ (line 154) | def __getitem__(self, idx):
FILE: preproc/create_offset_dict.py
function get_args (line 7) | def get_args():
function main (line 20) | def main():
FILE: preproc/preprocess_data.py
function get_csv (line 68) | def get_csv(path, fields):
FILE: preproc/preprocess_data_reduced.py
function get_csv (line 69) | def get_csv(path, fields):
FILE: train/example_inference_multigpu.py
function get_args (line 34) | def get_args():
function setup (line 100) | def setup(rank, world_size):
function cleanup (line 107) | def cleanup():
function run (line 111) | def run(func, world_size):
function trainer (line 118) | def trainer(rank, world_size):
FILE: train/inference_multigpu_ecpred_test.py
function get_args (line 35) | def get_args():
function set_requires_grad (line 105) | def set_requires_grad(model, option=False):
class ECPredEnzymePredDataset (line 110) | class ECPredEnzymePredDataset(Dataset):
method __init__ (line 111) | def __init__(self, path, bioseq_sampler, bioseq_tok):
method __len__ (line 121) | def __len__(self):
method __getitem__ (line 124) | def __getitem__(self, idx):
function setup (line 135) | def setup(rank, world_size):
function cleanup (line 142) | def cleanup():
function run (line 146) | def run(func, world_size):
function inferer (line 153) | def inferer(rank, world_size):
FILE: train/inference_multigpu_loss_test.py
function get_args (line 35) | def get_args():
function set_requires_grad (line 101) | def set_requires_grad(model, option=False):
function setup (line 106) | def setup(rank, world_size):
function cleanup (line 113) | def cleanup():
function run (line 117) | def run(func, world_size):
function inferer (line 124) | def inferer(rank, world_size):
FILE: train/inference_multigpu_simple_query_test.py
function get_args (line 36) | def get_args():
function set_requires_grad (line 102) | def set_requires_grad(model, option=False):
function setup (line 107) | def setup(rank, world_size):
function cleanup (line 114) | def cleanup():
function run (line 118) | def run(func, world_size):
function inferer (line 125) | def inferer(rank, world_size):
FILE: train/train.py
function get_args (line 30) | def get_args():
function create_logger (line 96) | def create_logger(path_log, file_name):
function setup (line 117) | def setup(rank, world_size):
function cleanup (line 124) | def cleanup():
class AverageMeter (line 128) | class AverageMeter(object):
method __init__ (line 130) | def __init__(self):
method reset (line 133) | def reset(self):
method update (line 139) | def update(self, val, n=1):
function reduce_tensor (line 147) | def reduce_tensor(tensor, n):
function train_ddp (line 160) | def train_ddp(args, model, optimizer, dl_train, epochs, logger=None, wri...
function run (line 266) | def run(func, world_size):
function trainer (line 273) | def trainer(rank, world_size):
FILE: train/train_multigpusim.py
function get_args (line 32) | def get_args():
function create_logger (line 106) | def create_logger(path_log, file_name):
function setup (line 127) | def setup(rank, world_size):
function cleanup (line 133) | def cleanup():
class AverageMeter (line 137) | class AverageMeter(object):
method __init__ (line 139) | def __init__(self):
method reset (line 142) | def reset(self):
method update (line 148) | def update(self, val, n=1):
function reduce_tensor (line 156) | def reduce_tensor(tensor, n):
function train_ddp (line 163) | def train_ddp(args, model, optimizer, dl_train, dl_valid_id, dl_valid_oo...
function run (line 365) | def run(func, world_size):
function trainer (line 372) | def trainer(rank, world_size):
FILE: train/train_multigpusim_wandb.py
function get_args (line 34) | def get_args():
function create_logger (line 108) | def create_logger(path_log, file_name):
function setup (line 129) | def setup(rank, world_size):
function cleanup (line 135) | def cleanup():
class AverageMeter (line 139) | class AverageMeter(object):
method __init__ (line 141) | def __init__(self):
method reset (line 144) | def reset(self):
method update (line 150) | def update(self, val, n=1):
function reduce_tensor (line 158) | def reduce_tensor(tensor, n):
function train_ddp (line 165) | def train_ddp(args, model, optimizer, dl_train, dl_valid_id, dl_valid_oo...
function run (line 382) | def run(func, world_size):
function trainer (line 389) | def trainer(rank, world_size):
Condensed preview — 37 files, each showing path, character count, and a content snippet. Download the .json file or copy for the full structured content (5,061K chars).
[
{
"path": ".gitignore",
"chars": 1850,
"preview": "# Byte-compiled / optimized / DLL files\n__pycache__/\n*.py[cod]\n*$py.class\n\n# C extensions\n*.so\n\n# Distribution / packagi"
},
{
"path": "LICENSE",
"chars": 1071,
"preview": "MIT License\n\nCopyright (c) 2021 Michael Pieler\n\nPermission is hereby granted, free of charge, to any person obtaining a "
},
{
"path": "README.md",
"chars": 4675,
"preview": "## CLASP - Contrastive Language-Aminoacid Sequence Pretraining\n\nRepository for creating models pretrained on language an"
},
{
"path": "clasp/__init__.py",
"chars": 243,
"preview": "from clasp.clasp import CLASP\nfrom clasp.transformer import Transformer\nfrom clasp.simple_tokenizer import tokenize, VOC"
},
{
"path": "clasp/clasp.py",
"chars": 1355,
"preview": "import torch\nfrom torch import nn, einsum\nimport torch.nn.functional as F\n\nclass CLASP(nn.Module):\n def __init__(\n "
},
{
"path": "clasp/data/bpe_simple_vocab_16e6.txt",
"chars": 3130099,
"preview": "\"bpe_simple_vocab_16e6.txt#version: 0.2\ni n\nt h\na n\nr e\na r\ne r\nth e</w>\nin g</w>\no u\no n\ns t\no r\ne n\no n</w>\na l\na t\ne "
},
{
"path": "clasp/positional.py",
"chars": 1117,
"preview": "import torch\nfrom torch import nn, einsum\nfrom einops import rearrange, repeat\n\n# rotary positional embedding helpers\n\nd"
},
{
"path": "clasp/reversible.py",
"chars": 5326,
"preview": "import torch\nimport torch.nn as nn\nfrom operator import itemgetter\nfrom torch.autograd.function import Function\nfrom tor"
},
{
"path": "clasp/simple_tokenizer.py",
"chars": 5156,
"preview": "# take from https://github.com/openai/CLIP/blob/main/clip/simple_tokenizer.py\n\nimport torch\nimport html\nimport os\nfrom f"
},
{
"path": "clasp/transformer.py",
"chars": 7942,
"preview": "from functools import partial\nfrom itertools import islice, cycle\nfrom inspect import isfunction\nfrom math import ceil\n\n"
},
{
"path": "clasp/utils.py",
"chars": 5780,
"preview": "import torch\nfrom torch.utils.data import Dataset, DataLoader\nimport random\nimport time\nfrom datetime import datetime\n\nA"
},
{
"path": "data/progen_ood_families.csv",
"chars": 160,
"preview": "PF18369\nPF04680\nPF17988\nPF12325\nPF03272\nPF03938\nPF17724\nPF10696\nPF11968\nPF04153\nPF06173\nPF12378\nPF04420\nPF10841\nPF06917\n"
},
{
"path": "data/progen_ood_families_uniprot_acc.csv",
"chars": 744136,
"preview": "A0A498JP03\nA0A498JP03\nA0A498JP03\nA0A498JP03\nA0A498JP03\nA0A498JP03\nA0A498JP03\nA0A498JP03\nA0A498JP03\nA0A4Y1RIU6\nA0A4Y1RIU6"
},
{
"path": "data/uniprot_100.csv",
"chars": 178222,
"preview": "id,accn,date,desc,gene,spec,orga,clas,taxo,host,refn,refp,refc,refx,refg,refa,reft,refl,text,xdb,ft,exist,kw,seqh,seq\n00"
},
{
"path": "data/uniprot_100_reduced.csv",
"chars": 91406,
"preview": "id,accn,date,desc,gene,spec,orga,clas,taxo,host,refn,refp,refc,refx,refg,refa,reft,refl,text,xdb,ft,exist,kw,seqh,seq\nA0"
},
{
"path": "install_deepspeed.sh",
"chars": 169,
"preview": "sudo apt-get -y install llvm-9-dev cmake\ngit clone https://github.com/microsoft/DeepSpeed.git /tmp/Deepspeed\ncd /tmp/Dee"
},
{
"path": "notebooks/RankSplitDataset.ipynb",
"chars": 93523,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"id\": \"parallel-scene\",\n \"metadata\": {},\n \"source\": [\n \"# Introd"
},
{
"path": "notebooks/Utils_CLASPDataset.ipynb",
"chars": 88882,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"id\": \"rural-victoria\",\n \"metadata\": {},\n \"source\": [\n \"# Import"
},
{
"path": "notebooks/inference.ipynb",
"chars": 49534,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"id\": \"acute-bargain\",\n \"metadata\": {},\n \"source\": [\n \"# Setup\"\n"
},
{
"path": "notebooks/inference_introduction.ipynb",
"chars": 73882,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"id\": \"acute-bargain\",\n \"metadata\": {},\n \"source\": [\n \"# Setup\"\n"
},
{
"path": "preproc/create_offset_dict.py",
"chars": 1405,
"preview": "import argparse\nimport time\nfrom datetime import datetime\nimport json\n\n\ndef get_args():\n \"\"\"Get all parsed arguments."
},
{
"path": "preproc/ood_id_split.md",
"chars": 2900,
"preview": "We use the ood and id valid dataset split outlined in the ProGen publication (https://www.biorxiv.org/content/10.1101/20"
},
{
"path": "preproc/preprocess_data.py",
"chars": 6548,
"preview": "from datetime import datetime\nimport os\nfrom pathlib import Path\nimport subprocess\nimport copy\n\n# Note: Run preprocess_d"
},
{
"path": "preproc/preprocess_data_reduced.py",
"chars": 7285,
"preview": "from datetime import datetime\nimport os\nfrom pathlib import Path\nimport subprocess\nimport copy\nimport re\n\n# Note: Run pr"
},
{
"path": "resources.md",
"chars": 1341,
"preview": "## Resources\n\n\n### Models\n\n* For protein models: \n * ESM-1b is the current state of the art for protein embeddings, M"
},
{
"path": "setup.py",
"chars": 885,
"preview": "from setuptools import setup, find_packages\n\nsetup(\n name = 'bioseq-clasp',\n packages = find_packages(),\n version = '"
},
{
"path": "tokenizers/byte_level_BPE.py",
"chars": 3808,
"preview": "\"\"\"\nSource: https://github.com/PaccMann/paccmann_proteomics/blob/master/scripts/\n\n\"\"\"\n\nimport argparse\nimport glob\nimpor"
},
{
"path": "tokenizers/char_level_bpe.py",
"chars": 3438,
"preview": "\"\"\"\nSource: https://github.com/PaccMann/paccmann_proteomics/blob/master/scripts/\n\n\"\"\"\n\nimport argparse\nimport glob\nimpor"
},
{
"path": "tokenizers/sentencepiece.py",
"chars": 3457,
"preview": "\"\"\"\nSource: https://github.com/PaccMann/paccmann_proteomics/blob/master/scripts/\n\n\"\"\"\n\nimport argparse\nimport glob\nimpor"
},
{
"path": "tokenizers/wordpiece.py",
"chars": 3615,
"preview": "\"\"\"\nSource: https://github.com/PaccMann/paccmann_proteomics/blob/master/scripts/\n\n\"\"\"\n\nimport argparse\nimport glob\nimpor"
},
{
"path": "train/example_inference_multigpu.py",
"chars": 8256,
"preview": "import argparse\nimport os\nimport sys\nimport json\nimport time\nfrom datetime import datetime\nimport logging\nfrom functools"
},
{
"path": "train/inference_multigpu_ecpred_test.py",
"chars": 12745,
"preview": "import argparse\nimport os\nimport sys\nimport json\nimport time\nfrom datetime import datetime\nimport logging\nfrom functools"
},
{
"path": "train/inference_multigpu_loss_test.py",
"chars": 9487,
"preview": "import argparse\nimport os\nimport sys\nimport json\nimport time\nfrom datetime import datetime\nimport logging\nfrom functools"
},
{
"path": "train/inference_multigpu_simple_query_test.py",
"chars": 10162,
"preview": "import argparse\nimport os\nimport sys\nimport json\nimport time\nfrom datetime import datetime\nimport logging\nfrom functools"
},
{
"path": "train/train.py",
"chars": 14900,
"preview": "import argparse\nimport os\nimport sys\nimport json\nimport time\nfrom datetime import datetime\nimport logging\nfrom functools"
},
{
"path": "train/train_multigpusim.py",
"chars": 23742,
"preview": "import argparse\nimport os\nimport sys\nimport json\nimport time\nfrom datetime import datetime\nimport logging\nfrom functools"
},
{
"path": "train/train_multigpusim_wandb.py",
"chars": 24968,
"preview": "import argparse\nimport os\nimport sys\nimport json\nimport time\nfrom datetime import datetime\nimport logging\nfrom functools"
}
]
About this extraction
This page contains the full source code of the MicPie/clasp GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 37 files (4.4 MB), approximately 1.2M tokens, and a symbol index with 144 extracted functions, classes, methods, constants, and types. Use this with OpenClaw, Claude, ChatGPT, Cursor, Windsurf, or any other AI tool that accepts text input. You can copy the full output to your clipboard or download it as a .txt file.
Extracted by GitExtract — free GitHub repo to text converter for AI. Built by Nikandr Surkov.