text
stringlengths
7
1.24M
id
stringlengths
14
166
metadata
dict
__index_level_0__
int64
0
519
{ "details": { "best_of_sequences": null, "finish_reason": "length", "generated_tokens": 10, "prefill": [ { "id": 50278, "logprob": null, "text": "<|USER|>" }, { "id": 1276, "logprob": -4.5546875, "text": "What" }, { ...
text-generation-inference/integration-tests/models/__snapshots__/test_flash_neox/test_flash_neox.json/0
{ "file_path": "text-generation-inference/integration-tests/models/__snapshots__/test_flash_neox/test_flash_neox.json", "repo_id": "text-generation-inference", "token_count": 1353 }
240
{ "details": { "best_of_sequences": null, "finish_reason": "stop_sequence", "generated_tokens": 6, "prefill": [ { "id": 1, "logprob": null, "text": "<s>" }, { "id": 3735, "logprob": -10.5, "text": "Test" }, { "id": 2...
text-generation-inference/integration-tests/models/__snapshots__/test_llava_next/test_flash_llava_next_all_params.json/0
{ "file_path": "text-generation-inference/integration-tests/models/__snapshots__/test_llava_next/test_flash_llava_next_all_params.json", "repo_id": "text-generation-inference", "token_count": 745 }
241
import pytest import requests import json from aiohttp import ClientSession from text_generation.types import ( Completion, ) @pytest.fixture(scope="module") def flash_llama_completion_handle(launcher): with launcher( "TinyLlama/TinyLlama-1.1B-Chat-v1.0", ) as handle: yield handle @pyte...
text-generation-inference/integration-tests/models/test_completion_prompts.py/0
{ "file_path": "text-generation-inference/integration-tests/models/test_completion_prompts.py", "repo_id": "text-generation-inference", "token_count": 1544 }
242
import pytest @pytest.fixture(scope="module") def flash_medusa_handle(launcher): with launcher( "FasterDecoding/medusa-vicuna-7b-v1.3", num_shard=2, revision="refs/pr/1" ) as handle: yield handle @pytest.fixture(scope="module") async def flash_medusa(flash_medusa_handle): await flash_med...
text-generation-inference/integration-tests/models/test_flash_medusa.py/0
{ "file_path": "text-generation-inference/integration-tests/models/test_flash_medusa.py", "repo_id": "text-generation-inference", "token_count": 749 }
243
import pytest import requests @pytest.fixture(scope="module") def lora_mistral_handle(launcher): with launcher( "mistralai/Mistral-7B-v0.1", lora_adapters=[ "predibase/dbpedia", "predibase/customer_support", ], cuda_graphs=[0], ) as handle: yield...
text-generation-inference/integration-tests/models/test_lora_mistral.py/0
{ "file_path": "text-generation-inference/integration-tests/models/test_lora_mistral.py", "repo_id": "text-generation-inference", "token_count": 1873 }
244
use clap::{Parser, ValueEnum}; use hf_hub::{ api::sync::{Api, ApiBuilder}, Repo, RepoType, }; use nix::sys::signal::{self, Signal}; use nix::unistd::Pid; use serde::Deserialize; use std::env; use std::ffi::OsString; use std::io::{BufRead, BufReader}; use std::os::unix::process::{CommandExt, ExitStatusExt}; use ...
text-generation-inference/launcher/src/main.rs/0
{ "file_path": "text-generation-inference/launcher/src/main.rs", "repo_id": "text-generation-inference", "token_count": 29437 }
245
mod queue; mod scheduler; pub(crate) use scheduler::BackendV2;
text-generation-inference/router/src/infer/v2/mod.rs/0
{ "file_path": "text-generation-inference/router/src/infer/v2/mod.rs", "repo_id": "text-generation-inference", "token_count": 25 }
246
exllamav2_commit := v0.1.8 build-exllamav2: git clone https://github.com/turboderp/exllamav2.git exllamav2 && \ cd exllamav2 && git fetch && git checkout $(exllamav2_commit) && \ git submodule update --init --recursive && \ pip install -r requirements.txt && \ CUDA_ARCH_LIST="8.0;9.0a" NVCC_GENCODE="-gencode=arc...
text-generation-inference/server/Makefile-exllamav2/0
{ "file_path": "text-generation-inference/server/Makefile-exllamav2", "repo_id": "text-generation-inference", "token_count": 302 }
247
// Adapted from turboderp exllama: https://github.com/turboderp/exllama #ifndef _column_remap_cuh #define _column_remap_cuh #include <cuda_runtime.h> #include <cuda_fp16.h> #include <cstdint> void column_remap_cuda ( const half* x, half* x_new, const int x_height, const int x_width, const uint32_...
text-generation-inference/server/exllama_kernels/exllama_kernels/cuda_func/column_remap.cuh/0
{ "file_path": "text-generation-inference/server/exllama_kernels/exllama_kernels/cuda_func/column_remap.cuh", "repo_id": "text-generation-inference", "token_count": 153 }
248
#ifndef _q_gemm_cuh #define _q_gemm_cuh #include <cuda_runtime.h> #include <cuda_fp16.h> #include <cstdint> #include <cstdio> #include <ATen/cuda/CUDAContext.h> #include "q_matrix.cuh" void gemm_half_q_half_cuda ( cublasHandle_t cublas_handle, const half* a, QMatrix* b, half* c, int size_m, i...
text-generation-inference/server/exllamav2_kernels/exllamav2_kernels/cuda/q_gemm.cuh/0
{ "file_path": "text-generation-inference/server/exllamav2_kernels/exllamav2_kernels/cuda/q_gemm.cuh", "repo_id": "text-generation-inference", "token_count": 294 }
249
[tool.poetry] name = "text-generation-server" version = "2.0.5-dev0" description = "Text Generation Inference Python gRPC Server" authors = ["Olivier Dehaene <olivier@huggingface.co>"] [tool.poetry.scripts] text-generation-server = 'text_generation_server.cli:app' [tool.poetry.dependencies] python = ">=3.9,<3.13" pro...
text-generation-inference/server/pyproject.toml/0
{ "file_path": "text-generation-inference/server/pyproject.toml", "repo_id": "text-generation-inference", "token_count": 1181 }
250
import pytest import torch from text_generation_server.utils.weights import ( DefaultWeightsLoader, Weights, WeightsLoader, ) from text_generation_server.layers.gptq import GPTQWeight, GPTQWeightsLoader from text_generation_server.layers.exl2 import Exl2Weight, Exl2WeightsLoader from text_generation_server....
text-generation-inference/server/tests/utils/test_weights.py/0
{ "file_path": "text-generation-inference/server/tests/utils/test_weights.py", "repo_id": "text-generation-inference", "token_count": 17926 }
251
import os import torch from text_generation_server.utils.import_utils import SYSTEM from text_generation_server.models.globals import ATTENTION from text_generation_server.layers.attention import Seqlen from text_generation_server.utils.log import log_master from loguru import logger major, minor = torch.cuda.get_devi...
text-generation-inference/server/text_generation_server/layers/attention/rocm.py/0
{ "file_path": "text-generation-inference/server/text_generation_server/layers/attention/rocm.py", "repo_id": "text-generation-inference", "token_count": 3545 }
252
import torch from text_generation_server.utils.import_utils import SYSTEM from torch.nn import functional as F if SYSTEM == "rocm": try: from vllm import _custom_C except Exception as e: raise ImportError(f"Could not load `vllm._custom_C`. Full error: {e}") class FastLinear(torch.nn.Module): ...
text-generation-inference/server/text_generation_server/layers/linear.py/0
{ "file_path": "text-generation-inference/server/text_generation_server/layers/linear.py", "repo_id": "text-generation-inference", "token_count": 1520 }
253
# coding=utf-8 # Copyright 2022 HuggingFace Inc. team and BigScience workshop. # # 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 re...
text-generation-inference/server/text_generation_server/models/custom_modeling/bloom_modeling.py/0
{ "file_path": "text-generation-inference/server/text_generation_server/models/custom_modeling/bloom_modeling.py", "repo_id": "text-generation-inference", "token_count": 16213 }
254
from typing import List, Optional, Tuple import torch import torch.distributed from torch import nn from transformers.configuration_utils import PretrainedConfig from transformers.modeling_utils import PreTrainedModel from text_generation_server.layers import ( SpeculativeHead, TensorParallelColumnLinear, ...
text-generation-inference/server/text_generation_server/models/custom_modeling/flash_rw_modeling.py/0
{ "file_path": "text-generation-inference/server/text_generation_server/models/custom_modeling/flash_rw_modeling.py", "repo_id": "text-generation-inference", "token_count": 11028 }
255
from typing import Optional, Tuple import warnings import math import torch from torch import nn from transformers.activations import ACT2FN from transformers.modeling_outputs import ( BaseModelOutputWithPooling, ) from transformers import SiglipConfig, SiglipVisionConfig from torch.nn.init import _calculate_fan_i...
text-generation-inference/server/text_generation_server/models/custom_modeling/siglip.py/0
{ "file_path": "text-generation-inference/server/text_generation_server/models/custom_modeling/siglip.py", "repo_id": "text-generation-inference", "token_count": 6676 }
256
import grpc from opentelemetry import trace from opentelemetry.exporter.otlp.proto.grpc.trace_exporter import OTLPSpanExporter from opentelemetry.instrumentation.grpc._aio_server import ( OpenTelemetryAioServerInterceptor, ) from opentelemetry.semconv.trace import SpanAttributes from opentelemetry.sdk.resources im...
text-generation-inference/server/text_generation_server/tracing.py/0
{ "file_path": "text-generation-inference/server/text_generation_server/tracing.py", "repo_id": "text-generation-inference", "token_count": 969 }
257
SPECULATE = None def get_speculate() -> int: global SPECULATE return SPECULATE def set_speculate(speculate: int): global SPECULATE SPECULATE = speculate
text-generation-inference/server/text_generation_server/utils/speculate.py/0
{ "file_path": "text-generation-inference/server/text_generation_server/utils/speculate.py", "repo_id": "text-generation-inference", "token_count": 66 }
258
nodeLinker: node-modules npmAuditRegistry: 'https://registry.npmjs.org' yarnPath: .yarn/releases/yarn-3.5.1.cjs
tokenizers/bindings/node/.yarnrc.yml/0
{ "file_path": "tokenizers/bindings/node/.yarnrc.yml", "repo_id": "tokenizers", "token_count": 53 }
259
/* eslint-disable @typescript-eslint/no-empty-function */ /* eslint-disable @typescript-eslint/no-explicit-any */ import { BPE, Unigram, WordPiece } from '../../' const MOCKS_DIR = __dirname + '/__mocks__' describe('WordPiece', () => { describe('fromFile', () => { it('throws if called with only one argument', ...
tokenizers/bindings/node/lib/bindings/models.test.ts/0
{ "file_path": "tokenizers/bindings/node/lib/bindings/models.test.ts", "repo_id": "tokenizers", "token_count": 818 }
260
# `tokenizers-linux-arm-gnueabihf` This is the **armv7-unknown-linux-gnueabihf** binary for `tokenizers`
tokenizers/bindings/node/npm/linux-arm-gnueabihf/README.md/0
{ "file_path": "tokenizers/bindings/node/npm/linux-arm-gnueabihf/README.md", "repo_id": "tokenizers", "token_count": 42 }
261
{ "name": "tokenizers", "version": "0.15.3-dev0", "repository": { "type": "git", "url": "git+https://github.com/huggingface/tokenizers.git" }, "bugs": { "url": "https://github.com/huggingface/tokenizers/issues" }, "homepage": "https://github.com/huggingface/tokenizers/tree/master/bindings/node...
tokenizers/bindings/node/package.json/0
{ "file_path": "tokenizers/bindings/node/package.json", "repo_id": "tokenizers", "token_count": 1532 }
262
{ "compilerOptions": { "target": "ES2018", "strict": true, "moduleResolution": "node", "module": "CommonJS", "noUnusedLocals": true, "noUnusedParameters": true, "esModuleInterop": true, "allowSyntheticDefaultImports": true }, "include": ["."], "exclude": ["node_modules"] }
tokenizers/bindings/node/tsconfig.json/0
{ "file_path": "tokenizers/bindings/node/tsconfig.json", "repo_id": "tokenizers", "token_count": 129 }
263
import datasets from tokenizers import Tokenizer, models, normalizers, pre_tokenizers # Build a tokenizer bpe_tokenizer = Tokenizer(models.BPE()) bpe_tokenizer.pre_tokenizer = pre_tokenizers.Whitespace() bpe_tokenizer.normalizer = normalizers.Lowercase() # Initialize a dataset dataset = datasets.load_dataset("wikit...
tokenizers/bindings/python/examples/train_with_datasets.py/0
{ "file_path": "tokenizers/bindings/python/examples/train_with_datasets.py", "repo_id": "tokenizers", "token_count": 207 }
264
# Generated content DO NOT EDIT class Normalizer: """ Base class for all normalizers This class is not supposed to be instantiated directly. Instead, any implementation of a Normalizer will return an instance of this class when instantiated. """ def normalize(self, normalized): """ ...
tokenizers/bindings/python/py_src/tokenizers/normalizers/__init__.pyi/0
{ "file_path": "tokenizers/bindings/python/py_src/tokenizers/normalizers/__init__.pyi", "repo_id": "tokenizers", "token_count": 8595 }
265
use std::sync::{Arc, RwLock}; use crate::pre_tokenizers::from_string; use crate::utils::PyPattern; use pyo3::exceptions; use pyo3::prelude::*; use pyo3::types::*; use serde::de::Error; use serde::{Deserialize, Deserializer, Serialize, Serializer}; use tk::decoders::bpe::BPEDecoder; use tk::decoders::byte_fallback::Byt...
tokenizers/bindings/python/src/decoders.rs/0
{ "file_path": "tokenizers/bindings/python/src/decoders.rs", "repo_id": "tokenizers", "token_count": 9612 }
266
use serde::de::value::Error; use serde::{ser, Serialize}; type Result<T> = ::std::result::Result<T, Error>; pub struct Serializer { // This string starts empty and JSON is appended as values are serialized. output: String, /// Each levels remembers its own number of elements num_elements: Vec<usize>, ...
tokenizers/bindings/python/src/utils/serde_pyo3.rs/0
{ "file_path": "tokenizers/bindings/python/src/utils/serde_pyo3.rs", "repo_id": "tokenizers", "token_count": 10132 }
267
# flake8: noqa import gzip import os import datasets import pytest from ..utils import data_dir, train_files class TestTrainFromIterators: @staticmethod def get_tokenizer_trainer(): # START init_tokenizer_trainer from tokenizers import Tokenizer, decoders, models, normalizers, pre_tokenizers...
tokenizers/bindings/python/tests/documentation/test_tutorial_train_from_iterators.py/0
{ "file_path": "tokenizers/bindings/python/tests/documentation/test_tutorial_train_from_iterators.py", "repo_id": "tokenizers", "token_count": 1595 }
268
# Input Sequences <tokenizerslangcontent> <python> These types represent all the different kinds of sequence that can be used as input of a Tokenizer. Globally, any sequence can be either a string or a list of strings, according to the operating mode of the tokenizer: `raw text` vs `pre-tokenized`. ## TextInputSequen...
tokenizers/docs/source-doc-builder/api/input-sequences.mdx/0
{ "file_path": "tokenizers/docs/source-doc-builder/api/input-sequences.mdx", "repo_id": "tokenizers", "token_count": 402 }
269
import re from sphinx.directives.other import TocTree class TocTreeTags(TocTree): hasPat = re.compile("^\s*:(.+):(.+)$") def filter_entries(self, entries): filtered = [] for e in entries: m = self.hasPat.match(e) if m != None: if self.env.app.tags.has(m...
tokenizers/docs/source/_ext/toctree_tags.py/0
{ "file_path": "tokenizers/docs/source/_ext/toctree_tags.py", "repo_id": "tokenizers", "token_count": 345 }
270
Installation ==================================================================================================== .. only:: python .. include:: python.inc .. only:: rust .. include:: rust.inc .. only:: node .. include:: node.inc
tokenizers/docs/source/installation/main.rst/0
{ "file_path": "tokenizers/docs/source/installation/main.rst", "repo_id": "tokenizers", "token_count": 54 }
271
#[macro_use] extern crate criterion; use std::fs::File; use std::io::{BufRead, BufReader}; use std::path::Path; use std::time::{Duration, Instant}; use criterion::black_box; use criterion::Criterion; use tokenizers::processors::template::TemplateProcessing; use tokenizers::{EncodeInput, Encoding, PostProcessor, Token...
tokenizers/tokenizers/benches/layout_benchmark.rs/0
{ "file_path": "tokenizers/tokenizers/benches/layout_benchmark.rs", "repo_id": "tokenizers", "token_count": 1158 }
272
<div align="center"> <h1><code>create-wasm-app</code></h1> <strong>An <code>npm init</code> template for kick starting a project that uses NPM packages containing Rust-generated WebAssembly and bundles them with Webpack.</strong> <p> <a href="https://travis-ci.org/rustwasm/create-wasm-app"><img src="https:...
tokenizers/tokenizers/examples/unstable_wasm/www/README.md/0
{ "file_path": "tokenizers/tokenizers/examples/unstable_wasm/www/README.md", "repo_id": "tokenizers", "token_count": 893 }
273
#![warn(clippy::all)] #![allow(clippy::upper_case_acronyms)] #![doc(html_favicon_url = "https://huggingface.co/favicon.ico")] #![doc(html_logo_url = "https://huggingface.co/landing/assets/huggingface_logo.svg")] //! The core of `tokenizers`, written in Rust. //! Provides an implementation of today's most used tokenize...
tokenizers/tokenizers/src/lib.rs/0
{ "file_path": "tokenizers/tokenizers/src/lib.rs", "repo_id": "tokenizers", "token_count": 2181 }
274
//! [WordPiece](https://static.googleusercontent.com/media/research.google.com/en//pubs/archive/37842.pdf) //! model. use crate::models::bpe::BPE; use crate::tokenizer::{Model, Result, Token}; use std::{ borrow::Cow, collections::HashMap, fs::File, io::prelude::*, io::{BufRead, BufReader}, path...
tokenizers/tokenizers/src/models/wordpiece/mod.rs/0
{ "file_path": "tokenizers/tokenizers/src/models/wordpiece/mod.rs", "repo_id": "tokenizers", "token_count": 4424 }
275
use crate::tokenizer::{Decoder, PreTokenizedString, PreTokenizer, Result, SplitDelimiterBehavior}; use serde::{de, Deserialize, Deserializer, Serialize}; /// Enum representing options for the metaspace prepending scheme. #[derive(Debug, Clone, PartialEq, Serialize, Eq, Deserialize, Copy)] #[serde(rename_all = "snake_c...
tokenizers/tokenizers/src/pre_tokenizers/metaspace.rs/0
{ "file_path": "tokenizers/tokenizers/src/pre_tokenizers/metaspace.rs", "repo_id": "tokenizers", "token_count": 6618 }
276
//! Represents a tokenization pipeline. //! //! A [`Tokenizer`](struct.Tokenizer.html) is composed of some of the following parts. //! - [`Normalizer`](trait.Normalizer.html): Takes care of the text normalization (like unicode normalization). //! - [`PreTokenizer`](trait.PreTokenizer.html): Takes care of the pre to...
tokenizers/tokenizers/src/tokenizer/mod.rs/0
{ "file_path": "tokenizers/tokenizers/src/tokenizer/mod.rs", "repo_id": "tokenizers", "token_count": 21124 }
277
use tokenizers::decoders::wordpiece::WordPiece as WordPieceDecoder; use tokenizers::models::bpe::BPE; use tokenizers::models::wordpiece::WordPiece; use tokenizers::normalizers::bert::BertNormalizer; use tokenizers::pre_tokenizers::bert::BertPreTokenizer; use tokenizers::pre_tokenizers::byte_level::ByteLevel; use tokeni...
tokenizers/tokenizers/tests/common/mod.rs/0
{ "file_path": "tokenizers/tokenizers/tests/common/mod.rs", "repo_id": "tokenizers", "token_count": 811 }
278
FROM python:3.10-slim ENV PYTHONDONTWRITEBYTECODE=1 ARG REF=main USER root RUN apt-get update && apt-get install -y --no-install-recommends libsndfile1-dev espeak-ng time git g++ cmake pkg-config openssh-client git git-lfs ENV UV_PYTHON=/usr/local/bin/python RUN pip --no-cache-dir install uv && uv venv && uv pip insta...
transformers/docker/torch-light.dockerfile/0
{ "file_path": "transformers/docker/torch-light.dockerfile", "repo_id": "transformers", "token_count": 283 }
279
FROM nvidia/cuda:12.1.0-cudnn8-devel-ubuntu20.04 LABEL maintainer="Hugging Face" ARG DEBIAN_FRONTEND=noninteractive RUN apt update RUN apt install -y git libsndfile1-dev tesseract-ocr espeak-ng python3 python3-pip ffmpeg RUN python3 -m pip install --no-cache-dir --upgrade pip ARG REF=main RUN git clone https://githu...
transformers/docker/transformers-tensorflow-gpu/Dockerfile/0
{ "file_path": "transformers/docker/transformers-tensorflow-gpu/Dockerfile", "repo_id": "transformers", "token_count": 374 }
280
<!--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/de/pipeline_tutorial.md/0
{ "file_path": "transformers/docs/source/de/pipeline_tutorial.md", "repo_id": "transformers", "token_count": 3003 }
281
<!--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/autoclass_tutorial.md/0
{ "file_path": "transformers/docs/source/en/autoclass_tutorial.md", "repo_id": "transformers", "token_count": 2553 }
282
<!--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/glossary.md/0
{ "file_path": "transformers/docs/source/en/glossary.md", "repo_id": "transformers", "token_count": 6761 }
283
<!--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/en/llm_tutorial_optimization.md/0
{ "file_path": "transformers/docs/source/en/llm_tutorial_optimization.md", "repo_id": "transformers", "token_count": 14704 }
284
<!--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/main_classes/processors.md/0
{ "file_path": "transformers/docs/source/en/main_classes/processors.md", "repo_id": "transformers", "token_count": 2073 }
285
<!--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/bert-generation.md/0
{ "file_path": "transformers/docs/source/en/model_doc/bert-generation.md", "repo_id": "transformers", "token_count": 1326 }
286
<!--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/byt5.md/0
{ "file_path": "transformers/docs/source/en/model_doc/byt5.md", "repo_id": "transformers", "token_count": 2292 }
287
<!--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/cpm.md/0
{ "file_path": "transformers/docs/source/en/model_doc/cpm.md", "repo_id": "transformers", "token_count": 735 }
288
<!--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/detr.md/0
{ "file_path": "transformers/docs/source/en/model_doc/detr.md", "repo_id": "transformers", "token_count": 4188 }
289
<!--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/esm.md/0
{ "file_path": "transformers/docs/source/en/model_doc/esm.md", "repo_id": "transformers", "token_count": 1906 }
290
<!--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/ibert.md/0
{ "file_path": "transformers/docs/source/en/model_doc/ibert.md", "repo_id": "transformers", "token_count": 947 }
291
<!--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/levit.md/0
{ "file_path": "transformers/docs/source/en/model_doc/levit.md", "repo_id": "transformers", "token_count": 1801 }
292
<!--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/marian.md/0
{ "file_path": "transformers/docs/source/en/model_doc/marian.md", "repo_id": "transformers", "token_count": 3062 }
293
<!--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/mobilenet_v1.md/0
{ "file_path": "transformers/docs/source/en/model_doc/mobilenet_v1.md", "repo_id": "transformers", "token_count": 1403 }
294
<!--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/nougat.md/0
{ "file_path": "transformers/docs/source/en/model_doc/nougat.md", "repo_id": "transformers", "token_count": 1549 }
295
<!--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/phi.md/0
{ "file_path": "transformers/docs/source/en/model_doc/phi.md", "repo_id": "transformers", "token_count": 2612 }
296
<!--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/realm.md/0
{ "file_path": "transformers/docs/source/en/model_doc/realm.md", "repo_id": "transformers", "token_count": 1018 }
297
<!--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/segformer.md/0
{ "file_path": "transformers/docs/source/en/model_doc/segformer.md", "repo_id": "transformers", "token_count": 3183 }
298
<!--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/swin2sr.md/0
{ "file_path": "transformers/docs/source/en/model_doc/swin2sr.md", "repo_id": "transformers", "token_count": 979 }
299
<!--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/vit_mae.md/0
{ "file_path": "transformers/docs/source/en/model_doc/vit_mae.md", "repo_id": "transformers", "token_count": 2432 }
300
<!--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/xlm-roberta.md/0
{ "file_path": "transformers/docs/source/en/model_doc/xlm-roberta.md", "repo_id": "transformers", "token_count": 3907 }
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 applicable law or agreed to...
transformers/docs/source/en/peft.md/0
{ "file_path": "transformers/docs/source/en/peft.md", "repo_id": "transformers", "token_count": 2766 }
302
<!--- 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/en/pr_checks.md/0
{ "file_path": "transformers/docs/source/en/pr_checks.md", "repo_id": "transformers", "token_count": 3180 }
303
<!--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/tasks/monocular_depth_estimation.md/0
{ "file_path": "transformers/docs/source/en/tasks/monocular_depth_estimation.md", "repo_id": "transformers", "token_count": 2914 }
304
<!--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/tasks_explained.md/0
{ "file_path": "transformers/docs/source/en/tasks_explained.md", "repo_id": "transformers", "token_count": 6961 }
305
<!--Copyright 2024 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/chat_templating.md/0
{ "file_path": "transformers/docs/source/es/chat_templating.md", "repo_id": "transformers", "token_count": 8513 }
306
<!--Copyright 2020 de The HuggingFace Team. Todos los derechos reservados Con licencia bajo la Licencia Apache, Versión 2.0 (la "Licencia"); No puedes usar este archivo excepto de conformidad con la Licencia. Puedes obtener una copia de la Licencia en http://www.apache.org/licenses/LICENSE-2.0 Al menos que sea requr...
transformers/docs/source/es/philosophy.md/0
{ "file_path": "transformers/docs/source/es/philosophy.md", "repo_id": "transformers", "token_count": 1964 }
307
<!--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/hi/pipeline_tutorial.md/0
{ "file_path": "transformers/docs/source/hi/pipeline_tutorial.md", "repo_id": "transformers", "token_count": 13936 }
308
<!--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/model_sharing.md/0
{ "file_path": "transformers/docs/source/it/model_sharing.md", "repo_id": "transformers", "token_count": 4025 }
309
<!--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/it/serialization.md/0
{ "file_path": "transformers/docs/source/it/serialization.md", "repo_id": "transformers", "token_count": 10324 }
310
<!--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/ja/generation_strategies.md/0
{ "file_path": "transformers/docs/source/ja/generation_strategies.md", "repo_id": "transformers", "token_count": 8973 }
311
<!--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/main_classes/callback.md/0
{ "file_path": "transformers/docs/source/ja/main_classes/callback.md", "repo_id": "transformers", "token_count": 2295 }
312
<!--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/main_classes/tokenizer.md/0
{ "file_path": "transformers/docs/source/ja/main_classes/tokenizer.md", "repo_id": "transformers", "token_count": 1908 }
313
<!--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/bertweet.md/0
{ "file_path": "transformers/docs/source/ja/model_doc/bertweet.md", "repo_id": "transformers", "token_count": 1155 }
314
<!--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/chinese_clip.md/0
{ "file_path": "transformers/docs/source/ja/model_doc/chinese_clip.md", "repo_id": "transformers", "token_count": 2245 }
315
<!--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/deberta-v2.md/0
{ "file_path": "transformers/docs/source/ja/model_doc/deberta-v2.md", "repo_id": "transformers", "token_count": 3023 }
316
<!--- 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/perf_hardware.md/0
{ "file_path": "transformers/docs/source/ja/perf_hardware.md", "repo_id": "transformers", "token_count": 4141 }
317
<!--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/ja/tasks/language_modeling.md/0
{ "file_path": "transformers/docs/source/ja/tasks/language_modeling.md", "repo_id": "transformers", "token_count": 7769 }
318
<!--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/ja/tasks/zero_shot_object_detection.md/0
{ "file_path": "transformers/docs/source/ja/tasks/zero_shot_object_detection.md", "repo_id": "transformers", "token_count": 5595 }
319
<!--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/autoclass_tutorial.md/0
{ "file_path": "transformers/docs/source/ko/autoclass_tutorial.md", "repo_id": "transformers", "token_count": 5250 }
320
<!--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/perf_infer_cpu.md/0
{ "file_path": "transformers/docs/source/ko/perf_infer_cpu.md", "repo_id": "transformers", "token_count": 3075 }
321
<!--Copyright 2024 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/quantization/gptq.md/0
{ "file_path": "transformers/docs/source/ko/quantization/gptq.md", "repo_id": "transformers", "token_count": 4640 }
322
<!--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/tasks/language_modeling.md/0
{ "file_path": "transformers/docs/source/ko/tasks/language_modeling.md", "repo_id": "transformers", "token_count": 10486 }
323
<!--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/tasks/zero_shot_object_detection.md/0
{ "file_path": "transformers/docs/source/ko/tasks/zero_shot_object_detection.md", "repo_id": "transformers", "token_count": 7704 }
324
<!--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/pt/converting_tensorflow_models.md/0
{ "file_path": "transformers/docs/source/pt/converting_tensorflow_models.md", "repo_id": "transformers", "token_count": 2440 }
325
<!--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/te/quicktour.md/0
{ "file_path": "transformers/docs/source/te/quicktour.md", "repo_id": "transformers", "token_count": 37577 }
326
<!--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/main_classes/deepspeed.md/0
{ "file_path": "transformers/docs/source/zh/main_classes/deepspeed.md", "repo_id": "transformers", "token_count": 49134 }
327
<!--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/zh/multilingual.md/0
{ "file_path": "transformers/docs/source/zh/multilingual.md", "repo_id": "transformers", "token_count": 4377 }
328
<!-- 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 agree...
transformers/docs/source/zh/torchscript.md/0
{ "file_path": "transformers/docs/source/zh/torchscript.md", "repo_id": "transformers", "token_count": 4763 }
329
#!/usr/bin/env python # coding=utf-8 # 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-...
transformers/examples/flax/image-captioning/run_image_captioning_flax.py/0
{ "file_path": "transformers/examples/flax/image-captioning/run_image_captioning_flax.py", "repo_id": "transformers", "token_count": 24327 }
330
#!/usr/bin/env python # coding=utf-8 # Copyright 2020 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 copy of the License a...
transformers/examples/legacy/benchmarking/run_benchmark.py/0
{ "file_path": "transformers/examples/legacy/benchmarking/run_benchmark.py", "repo_id": "transformers", "token_count": 699 }
331
#!/usr/bin/env python # coding=utf-8 # Copyright 2018 Google AI, Google Brain and Carnegie Mellon University 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 co...
transformers/examples/legacy/run_openai_gpt.py/0
{ "file_path": "transformers/examples/legacy/run_openai_gpt.py", "repo_id": "transformers", "token_count": 6176 }
332
# 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/examples/legacy/seq2seq/old_test_tatoeba_conversion.py/0
{ "file_path": "transformers/examples/legacy/seq2seq/old_test_tatoeba_conversion.py", "repo_id": "transformers", "token_count": 467 }
333
# 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/token-classification/run_ner.py/0
{ "file_path": "transformers/examples/legacy/token-classification/run_ner.py", "repo_id": "transformers", "token_count": 5024 }
334
#!/usr/bin/env python # coding=utf-8 # Copyright 2021 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/LI...
transformers/examples/pytorch/image-classification/run_image_classification.py/0
{ "file_path": "transformers/examples/pytorch/image-classification/run_image_classification.py", "repo_id": "transformers", "token_count": 6905 }
335
#!/usr/bin/env python # coding=utf-8 # 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-...
transformers/examples/pytorch/question-answering/run_qa.py/0
{ "file_path": "transformers/examples/pytorch/question-answering/run_qa.py", "repo_id": "transformers", "token_count": 13251 }
336
<!--- 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/examples/pytorch/text-generation/README.md/0
{ "file_path": "transformers/examples/pytorch/text-generation/README.md", "repo_id": "transformers", "token_count": 355 }
337
## Adversarial evaluation of model performances Here is an example on evaluating a model using adversarial evaluation of natural language inference with the Heuristic Analysis for NLI Systems (HANS) dataset [McCoy et al., 2019](https://arxiv.org/abs/1902.01007). The example was gracefully provided by [Nafise Sadat Moo...
transformers/examples/research_projects/adversarial/README.md/0
{ "file_path": "transformers/examples/research_projects/adversarial/README.md", "repo_id": "transformers", "token_count": 518 }
338
from arguments import InitializationArguments from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer, HfArgumentParser # Configuration parser = HfArgumentParser(InitializationArguments) args = parser.parse_args() # Load codeparrot tokenizer trained for Python code tokenization tokenizer = AutoToke...
transformers/examples/research_projects/codeparrot/scripts/initialize_model.py/0
{ "file_path": "transformers/examples/research_projects/codeparrot/scripts/initialize_model.py", "repo_id": "transformers", "token_count": 296 }
339