text
stringlengths
7
328k
id
stringlengths
14
166
metadata
dict
__index_level_0__
int64
0
459
use std::error::Error; use vergen::EmitBuilder; fn main() -> Result<(), Box<dyn Error>> { // Emit cargo and rustc compile time values EmitBuilder::builder().all_cargo().all_rustc().emit()?; // Try to get the git sha from the local git repository if EmitBuilder::builder() .fail_on_error() ...
text-generation-inference/launcher/build.rs/0
{ "file_path": "text-generation-inference/launcher/build.rs", "repo_id": "text-generation-inference", "token_count": 363 }
209
use crate::client::{DecodeTimings, PrefillTimings}; /// Multi shard Client use crate::{Batch, CachedBatch, Client, Generation, HealthResponse, ShardInfo}; use crate::{ClientError, Result}; use futures::future::join_all; use tonic::transport::Uri; use tracing::instrument; #[derive(Debug, Clone)] /// Text Generation Inf...
text-generation-inference/router/client/src/sharded_client.rs/0
{ "file_path": "text-generation-inference/router/client/src/sharded_client.rs", "repo_id": "text-generation-inference", "token_count": 2959 }
210
flash_att_commit := 3a9bfd076f98746c73362328958dbc68d145fbec flash-attention: # Clone flash attention pip install -U packaging ninja --no-cache-dir git clone https://github.com/HazyResearch/flash-attention.git build-flash-attention: flash-attention cd flash-attention && git fetch && git checkout $(flash_att_c...
text-generation-inference/server/Makefile-flash-att/0
{ "file_path": "text-generation-inference/server/Makefile-flash-att", "repo_id": "text-generation-inference", "token_count": 243 }
211
// Adapted from turboderp exllama: https://github.com/turboderp/exllama #ifndef _q4_matrix_cuh #define _q4_matrix_cuh #include <cuda_runtime.h> #include <cuda_fp16.h> #include <cstdint> class Q4Matrix { public: int device; int height; int width; int groups; int groupsize; uint32_t* cuda_qw...
text-generation-inference/server/exllama_kernels/exllama_kernels/cuda_func/q4_matrix.cuh/0
{ "file_path": "text-generation-inference/server/exllama_kernels/exllama_kernels/cuda_func/q4_matrix.cuh", "repo_id": "text-generation-inference", "token_count": 420 }
212
#ifndef _q_matrix_cuh #define _q_matrix_cuh #include <cuda_runtime.h> #include <cuda_fp16.h> #include <cstdint> #include <cstdio> #define MAX_SUPERGROUPS 16 class QMatrix { public: int device; bool is_gptq; int height; int width; int groups; int gptq_groupsize; int rows_8; int rows...
text-generation-inference/server/exllamav2_kernels/exllamav2_kernels/cuda/q_matrix.cuh/0
{ "file_path": "text-generation-inference/server/exllamav2_kernels/exllamav2_kernels/cuda/q_matrix.cuh", "repo_id": "text-generation-inference", "token_count": 702 }
213
import pytest from text_generation_server.pb import generate_pb2 @pytest.fixture def default_pb_parameters(): return generate_pb2.NextTokenChooserParameters( temperature=1.0, repetition_penalty=1.0, top_k=0, top_p=1.0, typical_p=1.0, do_sample=False, ) @pytes...
text-generation-inference/server/tests/conftest.py/0
{ "file_path": "text-generation-inference/server/tests/conftest.py", "repo_id": "text-generation-inference", "token_count": 199 }
214
import torch import torch.distributed from typing import Optional, Type from transformers import ( AutoTokenizer, AutoConfig, PreTrainedTokenizerBase, ) from text_generation_server.models.custom_modeling.bloom_modeling import ( BloomForCausalLM, ) from text_generation_server.models import CausalLM fr...
text-generation-inference/server/text_generation_server/models/bloom.py/0
{ "file_path": "text-generation-inference/server/text_generation_server/models/bloom.py", "repo_id": "text-generation-inference", "token_count": 1630 }
215
# coding=utf-8 # Copyright 2022 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
text-generation-inference/server/text_generation_server/models/custom_modeling/idefics_image_processing.py/0
{ "file_path": "text-generation-inference/server/text_generation_server/models/custom_modeling/idefics_image_processing.py", "repo_id": "text-generation-inference", "token_count": 5687 }
216
import torch import torch.distributed from opentelemetry import trace from transformers import AutoTokenizer, AutoConfig from typing import Optional from text_generation_server.models import FlashCausalLM from text_generation_server.models.custom_modeling.flash_neox_modeling import ( FlashGPTNeoXForCausalLM, ) fr...
text-generation-inference/server/text_generation_server/models/flash_neox.py/0
{ "file_path": "text-generation-inference/server/text_generation_server/models/flash_neox.py", "repo_id": "text-generation-inference", "token_count": 1087 }
217
import torch from transformers import AutoTokenizer, AutoModelForCausalLM from typing import List, Optional, Tuple from text_generation_server.models import CausalLM class RW(CausalLM): def __init__( self, model_id: str, revision: Optional[str] = None, quantize: Optional[str] = N...
text-generation-inference/server/text_generation_server/models/rw.py/0
{ "file_path": "text-generation-inference/server/text_generation_server/models/rw.py", "repo_id": "text-generation-inference", "token_count": 1367 }
218
# Adapted from turboderp exllama: https://github.com/turboderp/exllamav2 import torch import torch.nn as nn from loguru import logger try: from exllamav2_kernels import make_q_matrix, gemm_half_q_half except ImportError: logger.error("exllamav2_kernels not installed.") raise # Dummy tensor to pass inste...
text-generation-inference/server/text_generation_server/utils/gptq/exllamav2.py/0
{ "file_path": "text-generation-inference/server/text_generation_server/utils/gptq/exllamav2.py", "repo_id": "text-generation-inference", "token_count": 3518 }
219
[target.aarch64-unknown-linux-musl] linker = "aarch64-linux-musl-gcc" rustflags = ["-C", "target-feature=-crt-static"]
tokenizers/bindings/node/.cargo/config.toml/0
{ "file_path": "tokenizers/bindings/node/.cargo/config.toml", "repo_id": "tokenizers", "token_count": 50 }
220
/* tslint:disable */ /* eslint-disable */ /* auto-generated by NAPI-RS */ export function bpeDecoder(suffix?: string | undefined | null): Decoder export function byteFallbackDecoder(): Decoder export function ctcDecoder( padToken?: string = '<pad>', wordDelimiterToken?: string | undefined | null, cleanup?: bool...
tokenizers/bindings/node/index.d.ts/0
{ "file_path": "tokenizers/bindings/node/index.d.ts", "repo_id": "tokenizers", "token_count": 2717 }
221
# `tokenizers-android-arm64` This is the **aarch64-linux-android** binary for `tokenizers`
tokenizers/bindings/node/npm/android-arm64/README.md/0
{ "file_path": "tokenizers/bindings/node/npm/android-arm64/README.md", "repo_id": "tokenizers", "token_count": 31 }
222
# `tokenizers-linux-x64-musl` This is the **x86_64-unknown-linux-musl** binary for `tokenizers`
tokenizers/bindings/node/npm/linux-x64-musl/README.md/0
{ "file_path": "tokenizers/bindings/node/npm/linux-x64-musl/README.md", "repo_id": "tokenizers", "token_count": 38 }
223
use crate::arc_rwlock_serde; use napi::bindgen_prelude::*; use napi_derive::napi; use serde::{Deserialize, Serialize}; use std::sync::{Arc, RwLock}; use tk::pre_tokenizers::PreTokenizerWrapper; use tk::PreTokenizedString; use tk::SplitDelimiterBehavior; use tokenizers as tk; #[napi(string_enum)] pub enum JsSplitDelimi...
tokenizers/bindings/node/src/pre_tokenizers.rs/0
{ "file_path": "tokenizers/bindings/node/src/pre_tokenizers.rs", "repo_id": "tokenizers", "token_count": 2935 }
224
.PHONY: style check-style test DATA_DIR = data dir_guard=@mkdir -p $(@D) check_dirs := examples py_src/tokenizers tests # Format source code automatically style: python stub.py ruff check $(check_dirs) --fix ruff format $(check_dirs)t # Check the source code is formatted correctly check-style: python stub.py...
tokenizers/bindings/python/Makefile/0
{ "file_path": "tokenizers/bindings/python/Makefile", "repo_id": "tokenizers", "token_count": 357 }
225
from typing import Dict, Iterator, List, Optional, Tuple, Union from tokenizers import AddedToken, Tokenizer, decoders, pre_tokenizers, processors, trainers from tokenizers.models import BPE from tokenizers.normalizers import Lowercase, Sequence, unicode_normalizer_from_str from .base_tokenizer import BaseTokenizer ...
tokenizers/bindings/python/py_src/tokenizers/implementations/byte_level_bpe.py/0
{ "file_path": "tokenizers/bindings/python/py_src/tokenizers/implementations/byte_level_bpe.py", "repo_id": "tokenizers", "token_count": 1978 }
226
# Generated content DO NOT EDIT class Trainer: """ Base class for all trainers This class is not supposed to be instantiated directly. Instead, any implementation of a Trainer will return an instance of this class when instantiated. """ class BpeTrainer(Trainer): """ Trainer capable of tra...
tokenizers/bindings/python/py_src/tokenizers/trainers/__init__.pyi/0
{ "file_path": "tokenizers/bindings/python/py_src/tokenizers/trainers/__init__.pyi", "repo_id": "tokenizers", "token_count": 2178 }
227
use std::collections::{hash_map::DefaultHasher, HashMap}; use std::hash::{Hash, Hasher}; use numpy::{npyffi, PyArray1}; use pyo3::class::basic::CompareOp; use pyo3::exceptions; use pyo3::intern; use pyo3::prelude::*; use pyo3::types::*; use tk::models::bpe::BPE; use tk::tokenizer::{ Model, PaddingDirection, Paddin...
tokenizers/bindings/python/src/tokenizer.rs/0
{ "file_path": "tokenizers/bindings/python/src/tokenizer.rs", "repo_id": "tokenizers", "token_count": 26008 }
228
import json import pickle import pytest from tokenizers import Tokenizer from tokenizers.models import BPE from tokenizers.pre_tokenizers import ByteLevel as ByteLevelPreTokenizer from tokenizers.processors import ( BertProcessing, ByteLevel, PostProcessor, RobertaProcessing, Sequence, Templat...
tokenizers/bindings/python/tests/bindings/test_processors.py/0
{ "file_path": "tokenizers/bindings/python/tests/bindings/test_processors.py", "repo_id": "tokenizers", "token_count": 4124 }
229
## Requirements In order to generate the documentation, it is necessary to have a Python environment with the following: ```python pip install sphinx sphinx_rtd_theme setuptools_rust ``` It is also necessary to have the `tokenizers` library in this same environment, for Sphinx to generate all the API Reference and li...
tokenizers/docs/README.md/0
{ "file_path": "tokenizers/docs/README.md", "repo_id": "tokenizers", "token_count": 266 }
230
# Installation <tokenizerslangcontent> <python> 🤗 Tokenizers is tested on Python 3.5+. You should install 🤗 Tokenizers in a [virtual environment](https://docs.python.org/3/library/venv.html). If you're unfamiliar with Python virtual environments, check out the [user guide](https://packaging.python.org/guides/instal...
tokenizers/docs/source-doc-builder/installation.mdx/0
{ "file_path": "tokenizers/docs/source-doc-builder/installation.mdx", "repo_id": "tokenizers", "token_count": 554 }
231
DATA_DIR = data BENCHMARK_DIR = benches TESTS_DIR = tests dir_guard=@mkdir -p $(@D) SHARED_RESOURCES = $(DATA_DIR)/gpt2-vocab.json $(DATA_DIR)/gpt2-merges.txt $(DATA_DIR)/bert-base-uncased-vocab.txt $(DATA_DIR)/big.txt $(DATA_DIR)/small.txt $(DATA_DIR)/albert-base-v1-tokenizer.json BENCHMARK_RESOURCES = $(SHARED_RES...
tokenizers/tokenizers/Makefile/0
{ "file_path": "tokenizers/tokenizers/Makefile", "repo_id": "tokenizers", "token_count": 939 }
232
pub mod bpe; pub mod byte_fallback; pub mod ctc; pub mod fuse; pub mod sequence; pub mod strip; pub mod wordpiece; // Re-export these as decoders pub use super::pre_tokenizers::byte_level; pub use super::pre_tokenizers::metaspace; use serde::{Deserialize, Serialize}; use crate::decoders::bpe::BPEDecoder; use crate::...
tokenizers/tokenizers/src/decoders/mod.rs/0
{ "file_path": "tokenizers/tokenizers/src/decoders/mod.rs", "repo_id": "tokenizers", "token_count": 1434 }
233
use std::collections::HashMap; use std::hash::Hash; #[derive(Default)] pub struct TrieBuilder<Label> { trie: Trie<Label>, } impl<Label: Eq + Hash + Copy> TrieBuilder<Label> { pub fn push(&mut self, element: &[Label]) { self.trie.push(element); } pub fn build(self) -> Trie<Label> { sel...
tokenizers/tokenizers/src/models/unigram/trie.rs/0
{ "file_path": "tokenizers/tokenizers/src/models/unigram/trie.rs", "repo_id": "tokenizers", "token_count": 944 }
234
use std::collections::{HashMap, HashSet}; use crate::utils::SysRegex; use serde::{Deserialize, Serialize}; use crate::tokenizer::{ Decoder, Encoding, PostProcessor, PreTokenizedString, PreTokenizer, Result, SplitDelimiterBehavior, }; use crate::utils::macro_rules_attribute; /// Converts bytes to unicode char...
tokenizers/tokenizers/src/pre_tokenizers/byte_level.rs/0
{ "file_path": "tokenizers/tokenizers/src/pre_tokenizers/byte_level.rs", "repo_id": "tokenizers", "token_count": 10930 }
235
//! # Template Processing //! //! Provides a way to specify templates in order to add the special tokens to each //! input sequence as relevant. //! //! ## Example //! //! Let's take `BERT` tokenizer as an example. It uses two special tokens, used to //! delimitate each sequence. `[CLS]` is always used at the beginning...
tokenizers/tokenizers/src/processors/template.rs/0
{ "file_path": "tokenizers/tokenizers/src/processors/template.rs", "repo_id": "tokenizers", "token_count": 21195 }
236
#[cfg(feature = "progressbar")] pub(crate) use indicatif::{ProgressBar, ProgressStyle}; #[cfg(not(feature = "progressbar"))] mod progressbar { use std::borrow::Cow; pub struct ProgressBar; impl ProgressBar { pub fn new(_length: u64) -> Self { Self {} } pub fn set_length...
tokenizers/tokenizers/src/utils/progress.rs/0
{ "file_path": "tokenizers/tokenizers/src/utils/progress.rs", "repo_id": "tokenizers", "token_count": 403 }
237
apiVersion: v1 kind: PersistentVolume metadata: name: huggingface-cluster-disk spec: storageClassName: "" capacity: storage: 500Gi accessModes: - ReadOnlyMany claimRef: namespace: default name: huggingface-cluster-disk-claim gcePersistentDisk: pdName: huggingface-cluster-disk fsType:...
transformers/docker/transformers-pytorch-tpu/dataset.yaml/0
{ "file_path": "transformers/docker/transformers-pytorch-tpu/dataset.yaml", "repo_id": "transformers", "token_count": 274 }
238
<!--- Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or ...
transformers/docs/source/de/installation.md/0
{ "file_path": "transformers/docs/source/de/installation.md", "repo_id": "transformers", "token_count": 3999 }
239
<!--Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/fast_tokenizers.md/0
{ "file_path": "transformers/docs/source/en/fast_tokenizers.md", "repo_id": "transformers", "token_count": 792 }
240
<!--Copyright 2021 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/model_doc/bartpho.md/0
{ "file_path": "transformers/docs/source/en/model_doc/bartpho.md", "repo_id": "transformers", "token_count": 1166 }
241
<!--Copyright 2023 The Intel Labs Team Authors, The Microsoft Research Team Authors and HuggingFace Inc. team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache...
transformers/docs/source/en/model_doc/bridgetower.md/0
{ "file_path": "transformers/docs/source/en/model_doc/bridgetower.md", "repo_id": "transformers", "token_count": 2392 }
242
<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/model_doc/dinat.md/0
{ "file_path": "transformers/docs/source/en/model_doc/dinat.md", "repo_id": "transformers", "token_count": 1371 }
243
<!--Copyright 2021 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/model_doc/gpt_neo.md/0
{ "file_path": "transformers/docs/source/en/model_doc/gpt_neo.md", "repo_id": "transformers", "token_count": 1582 }
244
<!--Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/model_doc/layoutlm.md/0
{ "file_path": "transformers/docs/source/en/model_doc/layoutlm.md", "repo_id": "transformers", "token_count": 2088 }
245
<!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/model_doc/madlad-400.md/0
{ "file_path": "transformers/docs/source/en/model_doc/madlad-400.md", "repo_id": "transformers", "token_count": 930 }
246
<!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/model_doc/mms.md/0
{ "file_path": "transformers/docs/source/en/model_doc/mms.md", "repo_id": "transformers", "token_count": 4924 }
247
<!--Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/model_doc/phobert.md/0
{ "file_path": "transformers/docs/source/en/model_doc/phobert.md", "repo_id": "transformers", "token_count": 776 }
248
<!--Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/model_doc/retribert.md/0
{ "file_path": "transformers/docs/source/en/model_doc/retribert.md", "repo_id": "transformers", "token_count": 536 }
249
<!--Copyright 2021 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/model_doc/speech_to_text_2.md/0
{ "file_path": "transformers/docs/source/en/model_doc/speech_to_text_2.md", "repo_id": "transformers", "token_count": 1517 }
250
<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/model_doc/tapex.md/0
{ "file_path": "transformers/docs/source/en/model_doc/tapex.md", "repo_id": "transformers", "token_count": 2167 }
251
<!--Copyright 2021 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/model_doc/wav2vec2.md/0
{ "file_path": "transformers/docs/source/en/model_doc/wav2vec2.md", "repo_id": "transformers", "token_count": 3092 }
252
<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/model_doc/yoso.md/0
{ "file_path": "transformers/docs/source/en/model_doc/yoso.md", "repo_id": "transformers", "token_count": 1243 }
253
<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/perf_train_special.md/0
{ "file_path": "transformers/docs/source/en/perf_train_special.md", "repo_id": "transformers", "token_count": 936 }
254
<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/tasks/audio_classification.md/0
{ "file_path": "transformers/docs/source/en/tasks/audio_classification.md", "repo_id": "transformers", "token_count": 4267 }
255
<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/tasks/semantic_segmentation.md/0
{ "file_path": "transformers/docs/source/en/tasks/semantic_segmentation.md", "repo_id": "transformers", "token_count": 10076 }
256
<!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/trainer.md/0
{ "file_path": "transformers/docs/source/en/trainer.md", "repo_id": "transformers", "token_count": 7415 }
257
<!--Copyright 2021 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/es/debugging.md/0
{ "file_path": "transformers/docs/source/es/debugging.md", "repo_id": "transformers", "token_count": 5532 }
258
<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/fr/autoclass_tutorial.md/0
{ "file_path": "transformers/docs/source/fr/autoclass_tutorial.md", "repo_id": "transformers", "token_count": 2619 }
259
<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/it/create_a_model.md/0
{ "file_path": "transformers/docs/source/it/create_a_model.md", "repo_id": "transformers", "token_count": 5882 }
260
<!--Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ja/model_doc/bart.md/0
{ "file_path": "transformers/docs/source/ja/model_doc/bart.md", "repo_id": "transformers", "token_count": 5122 }
261
<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ja/model_doc/convnext.md/0
{ "file_path": "transformers/docs/source/ja/model_doc/convnext.md", "repo_id": "transformers", "token_count": 2141 }
262
<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ja/model_doc/dinat.md/0
{ "file_path": "transformers/docs/source/ja/model_doc/dinat.md", "repo_id": "transformers", "token_count": 2666 }
263
<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ja/perf_train_gpu_one.md/0
{ "file_path": "transformers/docs/source/ja/perf_train_gpu_one.md", "repo_id": "transformers", "token_count": 17123 }
264
<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ja/tasks/audio_classification.md/0
{ "file_path": "transformers/docs/source/ja/tasks/audio_classification.md", "repo_id": "transformers", "token_count": 6120 }
265
<!--- Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or ...
transformers/docs/source/ja/troubleshooting.md/0
{ "file_path": "transformers/docs/source/ja/troubleshooting.md", "repo_id": "transformers", "token_count": 4434 }
266
<!--Copyright 2021 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ko/debugging.md/0
{ "file_path": "transformers/docs/source/ko/debugging.md", "repo_id": "transformers", "token_count": 9860 }
267
<!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to...
transformers/docs/source/ko/peft.md/0
{ "file_path": "transformers/docs/source/ko/peft.md", "repo_id": "transformers", "token_count": 5049 }
268
<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ko/quicktour.md/0
{ "file_path": "transformers/docs/source/ko/quicktour.md", "repo_id": "transformers", "token_count": 17529 }
269
<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ko/tasks/semantic_segmentation.md/0
{ "file_path": "transformers/docs/source/ko/tasks/semantic_segmentation.md", "repo_id": "transformers", "token_count": 14135 }
270
<!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ko/transformers_agents.md/0
{ "file_path": "transformers/docs/source/ko/transformers_agents.md", "repo_id": "transformers", "token_count": 12340 }
271
<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/pt/run_scripts.md/0
{ "file_path": "transformers/docs/source/pt/run_scripts.md", "repo_id": "transformers", "token_count": 6981 }
272
<!--- Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or ...
transformers/docs/source/zh/contributing.md/0
{ "file_path": "transformers/docs/source/zh/contributing.md", "repo_id": "transformers", "token_count": 10637 }
273
<!--Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/zh/serialization.md/0
{ "file_path": "transformers/docs/source/zh/serialization.md", "repo_id": "transformers", "token_count": 4933 }
274
<!--- Copyright 2021 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or ...
transformers/examples/flax/language-modeling/README.md/0
{ "file_path": "transformers/examples/flax/language-modeling/README.md", "repo_id": "transformers", "token_count": 6875 }
275
#!/usr/bin/env python # coding=utf-8 # Copyright 2021 The HuggingFace Team All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-...
transformers/examples/flax/summarization/run_summarization_flax.py/0
{ "file_path": "transformers/examples/flax/summarization/run_summarization_flax.py", "repo_id": "transformers", "token_count": 18287 }
276
# coding=utf-8 # Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team. # Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a cop...
transformers/examples/legacy/multiple_choice/run_multiple_choice.py/0
{ "file_path": "transformers/examples/legacy/multiple_choice/run_multiple_choice.py", "repo_id": "transformers", "token_count": 3303 }
277
#!/usr/bin/env python # coding=utf-8 # Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team. # Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. ...
transformers/examples/legacy/run_swag.py/0
{ "file_path": "transformers/examples/legacy/run_swag.py", "repo_id": "transformers", "token_count": 12598 }
278
#!/usr/bin/env python # Copyright 2020 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless...
transformers/examples/legacy/seq2seq/pack_dataset.py/0
{ "file_path": "transformers/examples/legacy/seq2seq/pack_dataset.py", "repo_id": "transformers", "token_count": 1363 }
279
if ! [ -f ./dev.txt ]; then echo "Download dev dataset...." curl -L -o ./dev.txt 'https://github.com/UniversalDependencies/UD_English-EWT/raw/master/en_ewt-ud-dev.conllu' fi if ! [ -f ./test.txt ]; then echo "Download test dataset...." curl -L -o ./test.txt 'https://github.com/UniversalDependencies/UD_English-...
transformers/examples/legacy/token-classification/run_pos.sh/0
{ "file_path": "transformers/examples/legacy/token-classification/run_pos.sh", "repo_id": "transformers", "token_count": 416 }
280
# coding=utf-8 # Copyright 2022 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
transformers/examples/pytorch/image-classification/run_image_classification_no_trainer.py/0
{ "file_path": "transformers/examples/pytorch/image-classification/run_image_classification_no_trainer.py", "repo_id": "transformers", "token_count": 11481 }
281
# coding=utf-8 # Copyright 2018 HuggingFace Inc.. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or a...
transformers/examples/pytorch/test_pytorch_examples.py/0
{ "file_path": "transformers/examples/pytorch/test_pytorch_examples.py", "repo_id": "transformers", "token_count": 10775 }
282
# coding=utf-8 # Copyright 2020 The Google AI Language Team Authors, The HuggingFace Inc. team and Microsoft Corporation. # Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License....
transformers/examples/research_projects/bert-loses-patience/run_glue_with_pabee.py/0
{ "file_path": "transformers/examples/research_projects/bert-loses-patience/run_glue_with_pabee.py", "repo_id": "transformers", "token_count": 12995 }
283
# DeeBERT: Early Exiting for *BERT This is the code base for the paper [DeeBERT: Dynamic Early Exiting for Accelerating BERT Inference](https://www.aclweb.org/anthology/2020.acl-main.204/), modified from its [original code base](https://github.com/castorini/deebert). The original code base also has information for do...
transformers/examples/research_projects/deebert/README.md/0
{ "file_path": "transformers/examples/research_projects/deebert/README.md", "repo_id": "transformers", "token_count": 621 }
284
# coding=utf-8 # Copyright 2019-present, the HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by a...
transformers/examples/research_projects/distillation/scripts/binarized_data.py/0
{ "file_path": "transformers/examples/research_projects/distillation/scripts/binarized_data.py", "repo_id": "transformers", "token_count": 1428 }
285
import torch from transformers import AutoModel class FSNERModel(torch.nn.Module): """ The FSNER model implements a few-shot named entity recognition method from the paper `Example-Based Named Entity Recognition <https://arxiv.org/abs/2008.10570>`__ by Morteza Ziyadi, Yuting Sun, Abhishek Goswami, Jade H...
transformers/examples/research_projects/fsner/src/fsner/model.py/0
{ "file_path": "transformers/examples/research_projects/fsner/src/fsner/model.py", "repo_id": "transformers", "token_count": 1436 }
286
import os from dataclasses import replace import jax import wandb from bigbird_flax import Args, DataCollator, FlaxBigBirdForNaturalQuestions, Trainer, build_tx, train_step, val_step from datasets import load_dataset from flax import jax_utils from transformers import BigBirdTokenizerFast if __name__ == "__main__":...
transformers/examples/research_projects/jax-projects/big_bird/train.py/0
{ "file_path": "transformers/examples/research_projects/jax-projects/big_bird/train.py", "repo_id": "transformers", "token_count": 1164 }
287
# Long Form Question Answering Author: @yjernite This folder contains the code for the Long Form Question answering [demo](http://35.226.96.115:8080/) as well as methods to train and use a fully end-to-end Long Form Question Answering system using the [🤗transformers](https://github.com/huggingface/transformers) and ...
transformers/examples/research_projects/longform-qa/README.md/0
{ "file_path": "transformers/examples/research_projects/longform-qa/README.md", "repo_id": "transformers", "token_count": 208 }
288
import itertools import json import linecache import os import pickle import re import socket import string from collections import Counter from logging import getLogger from pathlib import Path from typing import Callable, Dict, Iterable, List import git import torch from torch.utils.data import Dataset from transfo...
transformers/examples/research_projects/rag-end2end-retriever/utils_rag.py/0
{ "file_path": "transformers/examples/research_projects/rag-end2end-retriever/utils_rag.py", "repo_id": "transformers", "token_count": 3495 }
289
import json import os import shutil import sys import tempfile import unittest from unittest import TestCase from unittest.mock import patch import faiss import numpy as np from datasets import Dataset from transformers import BartConfig, BartTokenizer, DPRConfig, DPRQuestionEncoderTokenizer, RagConfig from transform...
transformers/examples/research_projects/rag/test_distributed_retriever.py/0
{ "file_path": "transformers/examples/research_projects/rag/test_distributed_retriever.py", "repo_id": "transformers", "token_count": 6637 }
290
# as due to their complexity multi-gpu tests could impact other tests, and to aid debug we have those in a separate module. import os import sys from pathlib import Path import torch from transformers.testing_utils import TestCasePlus, execute_subprocess_async, require_torch_multi_gpu from utils import load_json C...
transformers/examples/research_projects/seq2seq-distillation/_test_seq2seq_examples_multi_gpu.py/0
{ "file_path": "transformers/examples/research_projects/seq2seq-distillation/_test_seq2seq_examples_multi_gpu.py", "repo_id": "transformers", "token_count": 2691 }
291
#!/usr/bin/env python import argparse import datetime import json import time import warnings from logging import getLogger from pathlib import Path from typing import Dict, List import torch from tqdm import tqdm from transformers import AutoModelForSeq2SeqLM, AutoTokenizer from utils import calculate_bleu, calcula...
transformers/examples/research_projects/seq2seq-distillation/run_eval.py/0
{ "file_path": "transformers/examples/research_projects/seq2seq-distillation/run_eval.py", "repo_id": "transformers", "token_count": 2580 }
292
#!/usr/bin/env bash python run_asr.py \ --output_dir="./wav2vec2-base-timit-asr" \ --num_train_epochs="30" \ --per_device_train_batch_size="20" \ --per_device_eval_batch_size="20" \ --evaluation_strategy="steps" \ --save_steps="500" \ --eval_steps="100" \ --logging_steps="50" \ --learning_rate="5e-4" \ --warmup_steps="...
transformers/examples/research_projects/wav2vec2/finetune_base_timit_asr.sh/0
{ "file_path": "transformers/examples/research_projects/wav2vec2/finetune_base_timit_asr.sh", "repo_id": "transformers", "token_count": 257 }
293
import logging import os import sys from dataclasses import dataclass, field from typing import List, Optional import torch from datasets import Dataset from torch import nn from tqdm.auto import tqdm from transformers import ( AutoModelForSequenceClassification, AutoTokenizer, HfArgumentParser, Train...
transformers/examples/research_projects/zero-shot-distillation/distill_classifier.py/0
{ "file_path": "transformers/examples/research_projects/zero-shot-distillation/distill_classifier.py", "repo_id": "transformers", "token_count": 4815 }
294
#!/usr/bin/env python # coding=utf-8 # Copyright 2021 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE...
transformers/examples/tensorflow/summarization/run_summarization.py/0
{ "file_path": "transformers/examples/tensorflow/summarization/run_summarization.py", "repo_id": "transformers", "token_count": 13881 }
295
#!/usr/bin/env python # HF Trainer benchmarking tool # # This tool can be used to run and compare multiple dimensions of the HF Trainers args. # # It then prints a report once in github format with all the information that needs to be shared # with others and second time in a console-friendly format, so it's easier to...
transformers/scripts/benchmark/trainer-benchmark.py/0
{ "file_path": "transformers/scripts/benchmark/trainer-benchmark.py", "repo_id": "transformers", "token_count": 6341 }
296
#!/usr/bin/env python # Copyright 2020 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless...
transformers/scripts/pegasus/build_test_sample_spm_no_bos.py/0
{ "file_path": "transformers/scripts/pegasus/build_test_sample_spm_no_bos.py", "repo_id": "transformers", "token_count": 391 }
297
from dataclasses import dataclass from typing import Any, Dict, List, Optional, Tuple import torch from .configuration_utils import PretrainedConfig from .utils import logging logger = logging.get_logger(__name__) @dataclass class Cache: """ Base, abstract class for all caches. The actual data structure i...
transformers/src/transformers/cache_utils.py/0
{ "file_path": "transformers/src/transformers/cache_utils.py", "repo_id": "transformers", "token_count": 8543 }
298
# coding=utf-8 # Copyright 2018 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
transformers/src/transformers/convert_pytorch_checkpoint_to_tf2.py/0
{ "file_path": "transformers/src/transformers/convert_pytorch_checkpoint_to_tf2.py", "repo_id": "transformers", "token_count": 8021 }
299
# coding=utf-8 # Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team. # Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a cop...
transformers/src/transformers/data/processors/xnli.py/0
{ "file_path": "transformers/src/transformers/data/processors/xnli.py", "repo_id": "transformers", "token_count": 1505 }
300
# coding=utf-8 # Copyright 2020 The HuggingFace Inc. team # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable ...
transformers/src/transformers/generation/logits_process.py/0
{ "file_path": "transformers/src/transformers/generation/logits_process.py", "repo_id": "transformers", "token_count": 40674 }
301
# Copyright 2023 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
transformers/src/transformers/integrations/awq.py/0
{ "file_path": "transformers/src/transformers/integrations/awq.py", "repo_id": "transformers", "token_count": 7538 }
302
#define min(a, b) ((a)<(b)?(a):(b)) #define max(a, b) ((a)>(b)?(a):(b)) #define ceil_divide(a, b) ((a)/(b)+((a)%(b)!=0)) #define select(cond, a, b) ((cond)?(a):(b)) #define PI 3.141592 #define EPSILON 1e-8 #define MAX_VAL 1e12 #define MIN_VAL -1e12 #define EMPTY_VALUE -1
transformers/src/transformers/kernels/yoso/common.h/0
{ "file_path": "transformers/src/transformers/kernels/yoso/common.h", "repo_id": "transformers", "token_count": 140 }
303
# coding=utf-8 # Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team. # Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a cop...
transformers/src/transformers/modeling_tf_utils.py/0
{ "file_path": "transformers/src/transformers/modeling_tf_utils.py", "repo_id": "transformers", "token_count": 74451 }
304
# coding=utf-8 # Copyright 2018 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
transformers/src/transformers/models/auto/modeling_tf_auto.py/0
{ "file_path": "transformers/src/transformers/models/auto/modeling_tf_auto.py", "repo_id": "transformers", "token_count": 12162 }
305
# Copyright 2020 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
transformers/src/transformers/models/bert/__init__.py/0
{ "file_path": "transformers/src/transformers/models/bert/__init__.py", "repo_id": "transformers", "token_count": 2639 }
306
# coding=utf-8 # Copyright 2023 The Intel Labs Team Authors, The Microsoft Research Team Authors and HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License a...
transformers/src/transformers/models/bridgetower/processing_bridgetower.py/0
{ "file_path": "transformers/src/transformers/models/bridgetower/processing_bridgetower.py", "repo_id": "transformers", "token_count": 1929 }
307
# coding=utf-8 # Copyright Google AI and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # #...
transformers/src/transformers/models/canine/configuration_canine.py/0
{ "file_path": "transformers/src/transformers/models/canine/configuration_canine.py", "repo_id": "transformers", "token_count": 2532 }
308