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cbtm/metaseq/hub_utils.py at main · kernelmachine/cbtm · GitHub
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Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.","#","# This source code is licensed under the MIT license found in the","# LICENSE file in the root directory of this source tree.","","import argparse","import ast","import copy","import logging","import os","import time","from argparse import Namespace","from typing import Any, Dict, Iterator, List, Optional","","import numpy as np","import torch","from omegaconf import open_dict","from torch import nn","","from metaseq import checkpoint_utils, tasks","from metaseq import utils","from metaseq.data import encoders","from metaseq.dataclass.configs import MetaseqConfig","from metaseq.dataclass.utils import convert_namespace_to_omegaconf","from metaseq.distributed import fsdp_enable_wrap, fsdp_wrap","from metaseq.distributed.utils import ("," get_data_parallel_rank,"," get_data_parallel_world_size,",")","","logger = logging.getLogger(__name__)","","","def from_pretrained("," model_name_or_path,"," checkpoint_file=\"model.pt\","," data_name_or_path=\".\","," archive_map=None,"," **kwargs,","):"," post_build_model_hook = kwargs.get(\"post_build_model_hook\", None)",""," from metaseq import checkpoint_utils, file_utils",""," if archive_map is not None:"," if model_name_or_path in archive_map:"," model_name_or_path = archive_map[model_name_or_path]"," if data_name_or_path is not None and data_name_or_path in archive_map:"," data_name_or_path = archive_map[data_name_or_path]",""," # allow archive_map to set default arg_overrides (e.g., tokenizer, bpe)"," # for each model"," if isinstance(model_name_or_path, dict):"," for k, v in model_name_or_path.items():"," if k == \"checkpoint_file\":"," checkpoint_file = v"," elif ("," k != \"path\""," # only set kwargs that don't already have overrides"," and k not in kwargs"," ):"," kwargs[k] = v"," model_name_or_path = model_name_or_path[\"path\"]",""," model_path = file_utils.load_archive_file(model_name_or_path)",""," # convenience hack for loading data and BPE codes from model archive"," if data_name_or_path.startswith(\".\"):"," kwargs[\"data\"] = os.path.abspath(os.path.join(model_path, data_name_or_path))"," else:"," kwargs[\"data\"] = file_utils.load_archive_file(data_name_or_path)"," for file, arg in {"," \"code\": \"bpe_codes\","," \"bpecodes\": \"bpe_codes\","," \"sentencepiece.bpe.model\": \"sentencepiece_model\","," \"merges.txt\": \"bpe_merges\","," \"vocab.json\": \"bpe_vocab\","," }.items():"," path = os.path.join(model_path, file)"," if os.path.exists(path):"," kwargs[arg] = path",""," if \"user_dir\" in kwargs:"," utils.import_user_module(argparse.Namespace(user_dir=kwargs[\"user_dir\"]))",""," def _build_fn(train_cfg, task):"," if post_build_model_hook:"," return post_build_model_hook(task.build_model(train_cfg.model), task)"," else:"," return task.build_model(train_cfg.model)",""," models, args, task = checkpoint_utils.load_model_ensemble_and_task("," [os.path.join(model_path, cpt) for cpt in checkpoint_file.split(os.pathsep)],"," arg_overrides=kwargs,"," suffix=kwargs.get(\"suffix\", \"\"),"," build_model_hook=lambda cfg, task: _build_fn(cfg, task),"," )",""," return {"," \"args\": args,"," \"task\": task,"," \"models\": models,"," }","","","class GeneratorHubInterface(nn.Module):"," \"\"\""," PyTorch Hub interface for generating sequences from a pre-trained"," translation or language model."," \"\"\"",""," lang_tokens = {}"," langs = None"," add_lang_bos_token = False",""," def to_lang_token(self, lang):"," return f\"\u003c{lang}\u003e\"",""," def setup_task(self):"," self.src_dict = self.task.source_dictionary"," self.tgt_dict = self.task.target_dictionary",""," if \"langs\" in self.cfg.task:"," self.langs = self.cfg.task.langs"," lang_tokens = ["," self.to_lang_token(x.strip()) for x in self.cfg.task.langs.split(\",\")"," ]",""," # for debug purpose"," for lang_token in lang_tokens:"," if lang_token not in self.src_dict:"," self.src_dict.add_symbol(lang_token)",""," if lang_token not in self.tgt_dict:"," self.tgt_dict.add_symbol(lang_token)",""," self.lang_tokens = set(lang_tokens)",""," if \"add_bos_token\" in self.cfg.task:"," # self.add_lang_bos_token = True"," self.add_lang_bos_token = self.cfg.task.add_bos_token",""," def __init__("," self,"," cfg,"," task,"," models,"," moe_disable_padding=True,"," skip_prepare_for_inference=False,"," ):"," super().__init__()"," self.cfg = cfg",""," self.task = task"," self.setup_task()",""," self.models = nn.ModuleList(models)",""," # optimize model for generation"," if not skip_prepare_for_inference:"," for model in self.models:"," # For moe models and eval_lm"," model.prepare_for_inference_(cfg)",""," # Load alignment dictionary for unknown word replacement"," # (None if no unknown word replacement, empty if no path to align dictionary)"," self.align_dict = utils.load_align_dict("," getattr(cfg.generation, \"replace_unk\", None)"," )",""," self.tokenizer = encoders.build_tokenizer(cfg.tokenizer)"," self.bpe = encoders.build_bpe(cfg.bpe)",""," self.max_positions = utils.resolve_max_positions("," self.task.max_positions(), *[model.max_positions() for model in models]"," )",""," # this is useful for determining the device"," self.register_buffer(\"_float_tensor\", torch.tensor([0], dtype=torch.float))",""," @property"," def device(self):"," return self._float_tensor.device",""," def translate("," self, sentences: List[str], beam: int = 5, verbose: bool = False, **kwargs"," ) -\u003e List[str]:"," return self.sample(sentences, beam, verbose, **kwargs)",""," def sample("," self, sentences: List[str], beam: int = 1, verbose: bool = False, **kwargs"," ) -\u003e List[str]:"," if isinstance(sentences, str):"," return self.sample([sentences], beam=beam, verbose=verbose, **kwargs)[0]"," tokenized_sentences = [self.encode(sentence) for sentence in sentences]"," batched_hypos = self.generate(tokenized_sentences, beam, verbose, **kwargs)"," return [self.decode(hypos[0][\"tokens\"]) for hypos in batched_hypos]",""," def score(self, sentences: List[str], **kwargs):"," if isinstance(sentences, str):"," return self.score([sentences], **kwargs)[0]"," # NOTE: this doesn't support translation tasks currently"," tokenized_sentences = [self.encode(sentence) for sentence in sentences]"," return ["," hypos[0]"," for hypos in self.generate("," tokenized_sentences, score_reference=True, **kwargs"," )"," ]",""," def generate("," self,"," tokenized_sentences: List[torch.LongTensor],"," beam: int = 5,"," verbose: bool = False,"," skip_invalid_size_inputs=False,"," inference_step_args=None,"," batch_size=None,"," **kwargs,"," ) -\u003e List[List[Dict[str, torch.Tensor]]]:"," if torch.is_tensor(tokenized_sentences) and tokenized_sentences.dim() == 1:"," return self.generate("," tokenized_sentences.unsqueeze(0),"," beam=beam,"," verbose=verbose,"," batch_size=batch_size,"," **kwargs,"," )[0]",""," # build generator using current args as well as any kwargs"," gen_args = copy.deepcopy(self.cfg.generation)"," with open_dict(gen_args):"," gen_args.beam = beam"," for k, v in kwargs.items():"," setattr(gen_args, k, v)"," generator = self.task.build_generator(self.models, gen_args)",""," inference_step_args = inference_step_args or {}"," results = []"," rank, world_size = get_data_parallel_rank(), get_data_parallel_world_size()"," batches = self._build_batches("," tokenized_sentences,"," skip_invalid_size_inputs,"," rank=rank,"," world_size=world_size,"," batch_size=batch_size,"," )"," # To ensure even batch count across workers, some batches might be dummy batches. We shouldn't score these."," first_batch = None"," for batch in batches:"," is_dummy_batch = False"," if not first_batch and \"net_input\" in batch:"," first_batch = batch"," if \"net_input\" not in batch:"," if first_batch is not None:"," batch = first_batch"," is_dummy_batch = True"," else:"," continue"," batch = utils.apply_to_sample(lambda t: t.to(self.device), batch)"," translations = self.task.inference_step("," generator, self.models, batch, **inference_step_args"," )"," if is_dummy_batch: # Don't score it or add it to hypotheses"," continue"," for id, hypos in zip(batch[\"id\"].tolist(), translations):"," results.append((id, hypos))",""," # sort output to match input order"," outputs = [hypos for _, hypos in sorted(results, key=lambda x: x[0])]",""," if verbose:",""," def getarg(name, default):"," return getattr(gen_args, name, getattr(self.cfg, name, default))",""," for source_tokens, target_hypotheses in zip(tokenized_sentences, outputs):"," src_str_with_unk = self.string(source_tokens)"," logger.info(\"S\\t{}\".format(src_str_with_unk))"," for hypo in target_hypotheses:"," hypo_str = self.decode(hypo[\"tokens\"])"," logger.info(\"H\\t{}\\t{}\".format(hypo[\"score\"], hypo_str))"," logger.info("," \"P\\t{}\".format("," \" \".join("," map("," lambda x: \"{:.4f}\".format(x),"," hypo[\"positional_scores\"].tolist(),"," )"," )"," )"," )"," if hypo[\"alignment\"] is not None and getarg("," \"print_alignment\", False"," ):"," logger.info("," \"A\\t{}\".format("," \" \".join("," ["," \"{}-{}\".format(src_idx, tgt_idx)"," for src_idx, tgt_idx in hypo[\"alignment\"]"," ]"," )"," )"," )"," return outputs",""," def get_sentence_and_language(self, sentence: str):"," \"\"\""," If sentence is prefixed with the language, it is striped and both are replaced."," input: '\u003clang\u003een-EN\u003c/lang\u003eSome sentence here'"," output: en-EN, 'Some sentence here'"," \"\"\"",""," lang_begin = \"\u003clang\u003e\""," lang_end = \"\u003c/lang\u003e\"",""," lang = None"," if sentence.startswith(lang_begin):"," idx = sentence.find(lang_end)"," if idx \u003e 0:"," lang = sentence[: idx + len(lang_end)]"," lang = lang.replace(lang_begin, \"\").replace(lang_end, \"\")"," sentence = sentence[idx + len(lang_end) :]",""," return lang, sentence",""," def add_language_to_sentence(self, sentence: str, lang_token):"," lang_begin = \"\u003clang\u003e\""," lang_end = \"\u003c/lang\u003e\"",""," lang_prefix = lang_begin + lang_token + lang_end"," sentence = lang_prefix + sentence",""," return sentence",""," def encode(self, sentence: str) -\u003e torch.LongTensor:"," lang, sentence = self.get_sentence_and_language(sentence)",""," sentence = self.tokenize(sentence)"," sentence = self.apply_bpe(sentence)",""," if lang is not None:"," sentence = f\"{lang} {sentence}\"",""," return self.binarize(sentence)",""," def decode(self, tokens: torch.LongTensor) -\u003e str:"," sentence = self.string(tokens)",""," # Remove the lang token"," sent_split = sentence.split(\" \", 1)"," lang_token = None"," if sent_split[0] in self.lang_tokens:"," lang_token = sent_split[0]"," sentence = sent_split[1]",""," sentence = self.remove_bpe(sentence)"," sentence = self.detokenize(sentence)",""," if lang_token is not None:"," sentence = self.add_language_to_sentence(sentence, lang_token)",""," return sentence",""," def tokenize(self, sentence: str) -\u003e str:"," if self.tokenizer is not None:"," sentence = self.tokenizer.encode(sentence)"," return sentence",""," def detokenize(self, sentence: str) -\u003e str:"," if self.tokenizer is not None:"," sentence = self.tokenizer.decode(sentence)"," return sentence",""," def apply_bpe(self, sentence: str) -\u003e str:"," if self.bpe is not None:"," sentence = self.bpe.encode(sentence)"," return sentence",""," def remove_bpe(self, sentence: str) -\u003e str:"," if self.bpe is not None:"," sentence = self.bpe.decode(sentence)"," return sentence",""," def binarize(self, sentence: str) -\u003e torch.LongTensor:"," return self.src_dict.encode_line(sentence, add_if_not_exist=False).long()",""," def string(self, tokens: torch.LongTensor) -\u003e str:"," return self.tgt_dict.string(tokens)",""," def _build_batches("," self,"," tokens: List[torch.LongTensor],"," skip_invalid_size_inputs: bool,"," world_size=None,"," rank=None,"," batch_size=None,"," ) -\u003e Iterator[Dict[str, Any]]:"," lengths = torch.LongTensor([t.numel() for t in tokens])"," if batch_size is None:"," batch_size = self.cfg.dataset.batch_size"," batch_iterator = self.task.get_batch_iterator("," dataset=self.task.build_dataset_for_inference(tokens, lengths),"," max_tokens=self.cfg.dataset.max_tokens,"," max_sentences=batch_size,"," max_positions=self.max_positions,"," ignore_invalid_inputs=skip_invalid_size_inputs,"," disable_iterator_cache=True,"," num_shards=world_size,"," shard_id=rank,"," ).next_epoch_itr(shuffle=False)"," return batch_iterator","","","class BPEHubInterface(object):"," \"\"\"PyTorch Hub interface for Byte-Pair Encoding (BPE).\"\"\"",""," def __init__(self, bpe, **kwargs):"," super().__init__()"," args = argparse.Namespace(bpe=bpe, **kwargs)"," self.bpe = encoders.build_bpe(args)"," assert self.bpe is not None",""," def encode(self, sentence: str) -\u003e str:"," return self.bpe.encode(sentence)",""," def decode(self, sentence: str) -\u003e str:"," return self.bpe.decode(sentence)","","","class TokenizerHubInterface(object):"," \"\"\"PyTorch Hub interface for tokenization.\"\"\"",""," def __init__(self, tokenizer, **kwargs):"," super().__init__()"," args = argparse.Namespace(tokenizer=tokenizer, **kwargs)"," self.tokenizer = encoders.build_tokenizer(args)"," assert self.tokenizer is not None",""," def encode(self, sentence: str) -\u003e str:"," return self.tokenizer.encode(sentence)",""," def decode(self, sentence: str) -\u003e str:"," return self.tokenizer.decode(sentence)","","","class GeneratorInterface:"," \"\"\""," PyTorch Hub interface for generating sequences from a pre-trained"," translation or language model."," \"\"\"",""," def __init__(self, cfg: MetaseqConfig):"," self.cfg = cfg"," if isinstance(self.cfg, Namespace):"," self.cfg = convert_namespace_to_omegaconf(self.cfg)",""," def load_model(self):"," utils.import_user_module(self.cfg.common)",""," # Fix seed for stochastic decoding"," if ("," self.cfg.common.seed is not None"," and not self.cfg.generation.no_seed_provided"," ):"," np.random.seed(self.cfg.common.seed)"," utils.set_torch_seed(self.cfg.common.seed)",""," # Setup task, e.g., translation"," task = tasks.setup_task(self.cfg.task)",""," def _build_model(cfg, task):"," model = task.build_model(cfg.model).half().cuda()"," model.make_generation_fast_()"," return fsdp_wrap(model)",""," # Load the model"," overrides = ast.literal_eval(self.cfg.common_eval.model_overrides)"," logger.info(\"loading model(s) from {}\".format(self.cfg.common_eval.path))"," with fsdp_enable_wrap("," self.cfg.distributed_training,"," use_sharded_state=self.cfg.distributed_training.use_sharded_state,"," ):"," models, _model_args, _task = checkpoint_utils.load_model_ensemble_and_task("," utils.split_paths(self.cfg.common_eval.path),"," arg_overrides=overrides,"," task=task,"," suffix=self.cfg.checkpoint.checkpoint_suffix,"," strict=(self.cfg.checkpoint.checkpoint_shard_count == 1),"," num_shards=self.cfg.checkpoint.checkpoint_shard_count,"," build_model_hook=_build_model,"," )"," # Set dictionaries"," src_dict = task.source_dictionary"," tgt_dict = task.target_dictionary",""," # Handle tokenization and BPE"," bpe = task.build_bpe(self.cfg.bpe)",""," # Set state"," self.bpe = bpe"," self.task = task"," self.models = models"," self.src_dict = src_dict"," self.tgt_dict = tgt_dict"," return models",""," def generate("," self,"," inputs: List[List[int]],"," min_tokens: List[int] = None,"," max_tokens: List[int] = None,"," temperature: float = 1.0,"," top_p: float = -1.0,"," logprobs: int = 0,"," n: int = 1,"," best_of: Optional[int] = None,"," echo: bool = False,"," stop: Optional[List[int]] = None,"," seed: Optional[int] = None,"," use_cuda: bool = True,"," ):"," \"\"\""," Generate from sequences."," Parameters match those of the OpenAI API."," https://beta.openai.com/docs/api-reference/completions/create"," inputs: a list of pre-tokenized prompts"," min_tokens: blocks EOS until at least this many tokens is provided"," max_tokens: forces EOS after this many tokens"," temperature: softmax temperature"," top_p: nucleus probability"," log_probs: return this cutoff of the probability distribution"," n: beam size"," best_of: number of beams to return. must be \u003c= n"," echo: if true, returned text/tokens/scores includes the prompt."," This is useful for getting PPL evaluations."," stop: a list of terminating tokens"," seed: an integer if desired"," use_cuda: should we use GPUs."," \"\"\""," if seed:"," utils.set_torch_seed(seed)"," start_time = time.time()"," total_generation_time = 0",""," # Initialize generator"," if not best_of:"," best_of = n"," assert best_of \u003e= n"," self.cfg.generation.sampling_topp = top_p if top_p \u003e 0 else -1"," self.cfg.generation.sampling = top_p \u003e 0.0"," self.cfg.generation.beam = best_of"," if temperature \u003e 0:"," self.cfg.generation.temperature = temperature"," elif temperature == 0:"," self.cfg.generation.sampling = False"," self.cfg.generation.temperature = 1.0"," self.cfg.generation.sampling_topp = -1"," elif temperature \u003c 0:"," raise ValueError(\"temperature must be \u003e= 0 and \u003c= 1\")",""," MAX_SEQ_LEN = utils.resolve_max_positions("," self.task.max_positions(), *[model.max_positions() for model in self.models]"," )",""," # TODO(roller): simplify"," retval = []"," tokens = [torch.LongTensor(t) for t in inputs]"," lengths = [len(t) for t in inputs]"," batches = self.task.get_batch_iterator("," dataset=self.task.build_dataset_for_inference(tokens, lengths),"," max_tokens=None,"," max_sentences=None,"," max_positions=None,"," ignore_invalid_inputs=False,"," ).next_epoch_itr(shuffle=False)"," for batch in batches:"," src_tokens = batch[\"net_input\"][\"src_tokens\"]"," src_lengths = batch[\"net_input\"][\"src_lengths\"]"," batchsize = src_tokens.size(0)",""," # set generation args"," # prevent us from ever generating past our max sequence length"," if max_tokens is None:"," max_tokens = [MAX_SEQ_LEN] * batchsize"," if min_tokens is None:"," min_tokens = [0] * batchsize"," total_max_tokens = min("," MAX_SEQ_LEN, max(max_tokens) + src_lengths.max().item()"," )"," total_min_tokens = max(min_tokens) + src_lengths.max().item()"," self.cfg.generation.min_len = total_min_tokens"," self.cfg.generation.max_len_b = total_max_tokens"," self.cfg.generation.max_len_a = 0",""," logger.info(f\"Preparing generator with settings {self.cfg.generation}\")"," need_logprobs = True if logprobs \u003e 0 else False"," generator = self.task.build_generator("," self.models,"," self.cfg.generation,"," extra_gen_cls_kwargs={\"stop\": stop, \"need_logprobs\": need_logprobs},"," )",""," # okay actually generate"," logger.info(f\"Executing generation on input tensor size {src_tokens.shape}\")"," if use_cuda:"," batch = utils.move_to_cuda(batch)",""," translate_start_time = time.time()"," translations = self.task.inference_step(generator, self.models, batch)",""," translate_time = time.time() - translate_start_time"," total_generation_time += translate_time",""," # possibly cut off any bsz padding we did"," translations = translations[: len(inputs)]"," # actually turn everything into strings"," for i in range(len(translations)):"," decoding = translations[i]"," beams = []"," for beam in decoding:"," # first beam is always the highest scoring"," tokens = beam[\"tokens\"].tolist() # implicit move to cpu"," scores = beam[\"positional_scores\"].tolist()"," if logprobs \u003e 0:"," distributions = beam[\"distributions\"].cpu()"," else:"," distributions = None",""," tokens, scores, distributions = GeneratorInterface._filter_special("," tokens, scores, distributions"," )"," prompt_len = lengths[i]"," if echo:"," # don't cut off prompt"," tokens = tokens[: prompt_len + max_tokens[i]]"," scores = scores[: prompt_len + max_tokens[i]]"," if logprobs \u003e 0:"," distributions = distributions[: prompt_len + max_tokens[i]]"," else:"," # cut off prompt"," tokens = tokens[prompt_len:][: max_tokens[i]]"," scores = scores[prompt_len:][: max_tokens[i]]"," if logprobs \u003e 0:"," distributions = distributions[prompt_len:][: max_tokens[i]]"," # turn it into a string"," text = self.bpe.bpe.decode(tokens)"," # re-encode it so we get offsets"," token_offsets = [s for s, e in self.bpe.bpe.encode(text).offsets]",""," result = {"," \"text\": self.bpe.bpe.decode(tokens),"," \"tokens\": [self.bpe.bpe.decode([t]) for t in tokens],"," # text offset is useful for cutting off prompts or prefixes"," # or evaluating PPL on just a subset of tokens"," \"text_offset\": token_offsets,"," \"token_scores\": scores,"," }"," if logprobs \u003e 0:"," # final result is a List[Dict[str, float]]"," # where each item in the list corresponds to a token in the"," # sequence, and the dict provides the probabilities of the"," # top-k tokens at that timestep."," out_logprobs = []"," all_top_toks, all_top_scores = distributions.topk("," k=logprobs, dim=-1"," )"," for top_scores, top_toks in zip(all_top_toks, all_top_scores):"," lp = {"," self.bpe.bpe.decode([t.item()]): s.item()"," for t, s in zip(top_toks, top_scores)"," }"," out_logprobs.append(lp)"," result[\"top_logprobs\"] = out_logprobs"," else:"," result[\"top_logprobs\"] = None",""," beams.append(result)"," retval.append(beams)",""," logger.info("," \"Total time: {:.3f} seconds; generation time: {:.3f}\".format("," time.time() - start_time, total_generation_time"," )"," )"," return retval",""," @staticmethod"," def _filter_special("," tokens: List[int],"," scores: List[float],"," distributions,"," pad_token: int = 1,"," ):"," \"\"\""," Cut off tokens after finding a special tokens."," \"\"\"",""," # tokens is a 1D list of token IDs of length seqlen"," # scores is a 1D list of log-probability scores for those tokens (length seqlen)"," # distributions (optional) is a seqlen x vocab_size tensor corresponding to"," # the full distribution of predictions at each timestep",""," output = []"," mask = []"," for t, s in zip(tokens, scores):"," if t == pad_token:"," # simply skip pads"," mask.append(False)"," continue"," if t \u003c= 3:"," # and other special tokens should end things"," break"," mask.append(True)"," output.append((t, s))"," new_tokens, new_scores = zip(*output)",""," # cut off at stop and drop pads"," if distributions is not None:"," distributions = distributions[: len(mask)][mask]"," distributions = distributions[: len(output)]"," return new_tokens, new_scores, 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child-of-line-508 react-line-number react-code-text" style="padding-right:16px">619</div><div data-line-number="620" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">620</div><div data-line-number="621" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">621</div><div data-line-number="622" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">622</div><div data-line-number="623" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">623</div><div data-line-number="624" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">624</div><div data-line-number="625" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">625</div><div data-line-number="626" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">626</div><div data-line-number="627" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">627</div><div data-line-number="628" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">628</div><div data-line-number="629" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">629</div><div data-line-number="630" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">630</div><div data-line-number="631" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">631</div><div data-line-number="632" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">632</div><div data-line-number="633" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">633</div><div data-line-number="634" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">634</div><div data-line-number="635" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">635</div><div data-line-number="636" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">636</div><div data-line-number="637" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">637</div><div data-line-number="638" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">638</div><div data-line-number="639" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">639</div><div data-line-number="640" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">640</div><div data-line-number="641" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">641</div><div data-line-number="642" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">642</div><div data-line-number="643" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">643</div><div data-line-number="644" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">644</div><div data-line-number="645" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">645</div><div data-line-number="646" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">646</div><div data-line-number="647" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">647</div><div data-line-number="648" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">648</div><div data-line-number="649" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">649</div><div data-line-number="650" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">650</div><div data-line-number="651" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">651</div><div data-line-number="652" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">652</div><div data-line-number="653" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">653</div><div data-line-number="654" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">654</div><div data-line-number="655" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">655</div><div data-line-number="656" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">656</div><div data-line-number="657" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">657</div><div data-line-number="658" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">658</div><div data-line-number="659" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">659</div><div data-line-number="660" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">660</div><div data-line-number="661" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">661</div><div data-line-number="662" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">662</div><div data-line-number="663" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">663</div><div data-line-number="664" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">664</div><div data-line-number="665" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">665</div><div data-line-number="666" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">666</div><div data-line-number="667" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">667</div><div data-line-number="668" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">668</div><div data-line-number="669" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">669</div><div data-line-number="670" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">670</div><div data-line-number="671" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">671</div><div data-line-number="672" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">672</div><div data-line-number="673" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">673</div><div data-line-number="674" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">674</div><div data-line-number="675" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">675</div><div data-line-number="676" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">676</div><div data-line-number="677" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">677</div><div data-line-number="678" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">678</div><div data-line-number="679" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">679</div><div data-line-number="680" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">680</div><div data-line-number="681" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">681</div><div data-line-number="682" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">682</div><div data-line-number="683" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">683</div><div data-line-number="684" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">684</div><div data-line-number="685" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">685</div><div data-line-number="686" class="child-of-line-447 child-of-line-508 react-line-number react-code-text" style="padding-right:16px">686</div><div data-line-number="687" class="child-of-line-447 react-line-number react-code-text" style="padding-right:16px">687</div><div data-line-number="688" class="child-of-line-447 react-line-number react-code-text" style="padding-right:16px">688</div><div data-line-number="689" class="child-of-line-447 react-line-number react-code-text" style="padding-right:16px">689</div><div data-line-number="690" class="child-of-line-447 react-line-number react-code-text" style="padding-right:16px">690<span class="Box-sc-g0xbh4-0 cJGaMs"><div aria-label="Collapse code section" role="button" class="Box-sc-g0xbh4-0 iGLarr"><svg aria-hidden="true" focusable="false" class="Octicon-sc-9kayk9-0" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path></svg></div></span></div><div data-line-number="691" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">691</div><div data-line-number="692" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">692</div><div data-line-number="693" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">693</div><div data-line-number="694" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">694</div><div data-line-number="695" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">695</div><div data-line-number="696" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">696</div><div data-line-number="697" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">697</div><div data-line-number="698" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">698</div><div data-line-number="699" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">699</div><div data-line-number="700" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">700</div><div data-line-number="701" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">701</div><div data-line-number="702" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">702</div><div data-line-number="703" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">703</div><div data-line-number="704" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">704</div><div data-line-number="705" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">705</div><div data-line-number="706" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">706</div><div data-line-number="707" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">707</div><div data-line-number="708" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">708</div><div data-line-number="709" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">709</div><div data-line-number="710" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">710</div><div data-line-number="711" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">711</div><div data-line-number="712" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">712</div><div data-line-number="713" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">713</div><div data-line-number="714" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">714</div><div data-line-number="715" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">715</div><div data-line-number="716" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">716</div><div data-line-number="717" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">717</div><div data-line-number="718" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">718</div><div data-line-number="719" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">719</div><div data-line-number="720" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">720</div><div data-line-number="721" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">721</div><div data-line-number="722" class="child-of-line-447 child-of-line-689 react-line-number react-code-text" style="padding-right:16px">722</div><div data-line-number="723" class="react-line-number react-code-text" style="padding-right:16px">723</div></div><div class="react-code-lines"><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC1" class="react-file-line html-div" data-testid="code-cell" data-line-number="1" style="position:relative"><span class="pl-c"># Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC2" class="react-file-line html-div" data-testid="code-cell" data-line-number="2" style="position:relative"><span class="pl-c">#</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC3" class="react-file-line html-div" data-testid="code-cell" data-line-number="3" style="position:relative"><span class="pl-c"># This source code is licensed under the MIT license found in the</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC4" class="react-file-line html-div" data-testid="code-cell" data-line-number="4" style="position:relative"><span class="pl-c"># LICENSE file in the root directory of this source tree.</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC5" class="react-file-line html-div" data-testid="code-cell" data-line-number="5" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC6" class="react-file-line html-div" data-testid="code-cell" data-line-number="6" style="position:relative"><span class="pl-k">import</span> <span class="pl-s1">argparse</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC7" class="react-file-line html-div" data-testid="code-cell" data-line-number="7" style="position:relative"><span class="pl-k">import</span> <span class="pl-s1">ast</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC8" class="react-file-line html-div" data-testid="code-cell" data-line-number="8" style="position:relative"><span class="pl-k">import</span> <span class="pl-s1">copy</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC9" class="react-file-line html-div" data-testid="code-cell" data-line-number="9" style="position:relative"><span class="pl-k">import</span> <span class="pl-s1">logging</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC10" class="react-file-line html-div" data-testid="code-cell" data-line-number="10" style="position:relative"><span class="pl-k">import</span> <span class="pl-s1">os</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC11" class="react-file-line html-div" data-testid="code-cell" data-line-number="11" style="position:relative"><span class="pl-k">import</span> <span class="pl-s1">time</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC12" class="react-file-line html-div" data-testid="code-cell" data-line-number="12" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">argparse</span> <span class="pl-k">import</span> <span class="pl-v">Namespace</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC13" class="react-file-line html-div" data-testid="code-cell" data-line-number="13" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">typing</span> <span class="pl-k">import</span> <span class="pl-v">Any</span>, <span class="pl-v">Dict</span>, <span class="pl-v">Iterator</span>, <span class="pl-v">List</span>, <span class="pl-v">Optional</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC14" class="react-file-line html-div" data-testid="code-cell" data-line-number="14" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC15" class="react-file-line html-div" data-testid="code-cell" data-line-number="15" style="position:relative"><span class="pl-k">import</span> <span class="pl-s1">numpy</span> <span class="pl-k">as</span> <span class="pl-s1">np</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC16" class="react-file-line html-div" data-testid="code-cell" data-line-number="16" style="position:relative"><span class="pl-k">import</span> <span class="pl-s1">torch</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC17" class="react-file-line html-div" data-testid="code-cell" data-line-number="17" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">omegaconf</span> <span class="pl-k">import</span> <span class="pl-s1">open_dict</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC18" class="react-file-line html-div" data-testid="code-cell" data-line-number="18" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">torch</span> <span class="pl-k">import</span> <span class="pl-s1">nn</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC19" class="react-file-line html-div" data-testid="code-cell" data-line-number="19" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC20" class="react-file-line html-div" data-testid="code-cell" data-line-number="20" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">metaseq</span> <span class="pl-k">import</span> <span class="pl-s1">checkpoint_utils</span>, <span class="pl-s1">tasks</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC21" class="react-file-line html-div" data-testid="code-cell" data-line-number="21" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">metaseq</span> <span class="pl-k">import</span> <span class="pl-s1">utils</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC22" class="react-file-line html-div" data-testid="code-cell" data-line-number="22" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">metaseq</span>.<span class="pl-s1">data</span> <span class="pl-k">import</span> <span class="pl-s1">encoders</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC23" class="react-file-line html-div" data-testid="code-cell" data-line-number="23" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">metaseq</span>.<span class="pl-s1">dataclass</span>.<span class="pl-s1">configs</span> <span class="pl-k">import</span> <span class="pl-v">MetaseqConfig</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC24" class="react-file-line html-div" data-testid="code-cell" data-line-number="24" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">metaseq</span>.<span class="pl-s1">dataclass</span>.<span class="pl-s1">utils</span> <span class="pl-k">import</span> <span class="pl-s1">convert_namespace_to_omegaconf</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC25" class="react-file-line html-div" data-testid="code-cell" data-line-number="25" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">metaseq</span>.<span class="pl-s1">distributed</span> <span class="pl-k">import</span> <span class="pl-s1">fsdp_enable_wrap</span>, <span class="pl-s1">fsdp_wrap</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC26" class="react-file-line html-div" data-testid="code-cell" data-line-number="26" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">metaseq</span>.<span class="pl-s1">distributed</span>.<span class="pl-s1">utils</span> <span class="pl-k">import</span> (</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC27" class="react-file-line html-div" data-testid="code-cell" data-line-number="27" style="position:relative"> <span class="pl-s1">get_data_parallel_rank</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC28" class="react-file-line html-div" data-testid="code-cell" data-line-number="28" style="position:relative"> <span class="pl-s1">get_data_parallel_world_size</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC29" class="react-file-line html-div" data-testid="code-cell" data-line-number="29" style="position:relative">)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC30" class="react-file-line html-div" data-testid="code-cell" data-line-number="30" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC31" class="react-file-line html-div" data-testid="code-cell" data-line-number="31" style="position:relative"><span class="pl-s1">logger</span> <span class="pl-c1">=</span> <span class="pl-s1">logging</span>.<span class="pl-en">getLogger</span>(<span class="pl-s1">__name__</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC32" class="react-file-line html-div" data-testid="code-cell" data-line-number="32" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC33" class="react-file-line html-div" data-testid="code-cell" data-line-number="33" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC34" class="react-file-line html-div" data-testid="code-cell" data-line-number="34" style="position:relative"><span class="pl-k">def</span> <span class="pl-en">from_pretrained</span>(</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC35" class="react-file-line html-div" data-testid="code-cell" data-line-number="35" style="position:relative"> <span class="pl-s1">model_name_or_path</span>,</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC36" class="react-file-line html-div" data-testid="code-cell" data-line-number="36" style="position:relative"> <span class="pl-s1">checkpoint_file</span><span class="pl-c1">=</span><span class="pl-s">"model.pt"</span>,</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC37" class="react-file-line html-div" data-testid="code-cell" data-line-number="37" style="position:relative"> <span class="pl-s1">data_name_or_path</span><span class="pl-c1">=</span><span class="pl-s">"."</span>,</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC38" class="react-file-line html-div" data-testid="code-cell" data-line-number="38" style="position:relative"> <span class="pl-s1">archive_map</span><span class="pl-c1">=</span><span class="pl-c1">None</span>,</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC39" class="react-file-line html-div" data-testid="code-cell" data-line-number="39" style="position:relative"> <span class="pl-c1">**</span><span class="pl-s1">kwargs</span>,</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC40" class="react-file-line html-div" data-testid="code-cell" data-line-number="40" style="position:relative">):</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC41" class="react-file-line html-div" data-testid="code-cell" data-line-number="41" style="position:relative"> <span class="pl-s1">post_build_model_hook</span> <span class="pl-c1">=</span> <span class="pl-s1">kwargs</span>.<span class="pl-en">get</span>(<span class="pl-s">"post_build_model_hook"</span>, <span class="pl-c1">None</span>)</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC42" class="react-file-line html-div" data-testid="code-cell" data-line-number="42" style="position:relative"> </div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC43" class="react-file-line html-div" data-testid="code-cell" data-line-number="43" style="position:relative"> <span class="pl-k">from</span> <span class="pl-s1">metaseq</span> <span class="pl-k">import</span> <span class="pl-s1">checkpoint_utils</span>, <span class="pl-s1">file_utils</span></div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC44" class="react-file-line html-div" data-testid="code-cell" data-line-number="44" style="position:relative"> </div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC45" class="react-file-line html-div" data-testid="code-cell" data-line-number="45" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">archive_map</span> <span class="pl-c1">is</span> <span class="pl-c1">not</span> <span class="pl-c1">None</span>:</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC46" class="react-file-line html-div" data-testid="code-cell" data-line-number="46" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">model_name_or_path</span> <span class="pl-c1">in</span> <span class="pl-s1">archive_map</span>:</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC47" class="react-file-line html-div" data-testid="code-cell" data-line-number="47" style="position:relative"> <span class="pl-s1">model_name_or_path</span> <span class="pl-c1">=</span> <span class="pl-s1">archive_map</span>[<span class="pl-s1">model_name_or_path</span>]</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC48" class="react-file-line html-div" data-testid="code-cell" data-line-number="48" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">data_name_or_path</span> <span class="pl-c1">is</span> <span class="pl-c1">not</span> <span class="pl-c1">None</span> <span class="pl-c1">and</span> <span class="pl-s1">data_name_or_path</span> <span class="pl-c1">in</span> <span class="pl-s1">archive_map</span>:</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC49" class="react-file-line html-div" data-testid="code-cell" data-line-number="49" style="position:relative"> <span class="pl-s1">data_name_or_path</span> <span class="pl-c1">=</span> <span class="pl-s1">archive_map</span>[<span class="pl-s1">data_name_or_path</span>]</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC50" class="react-file-line html-div" data-testid="code-cell" data-line-number="50" style="position:relative"> </div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC51" class="react-file-line html-div" data-testid="code-cell" data-line-number="51" style="position:relative"> <span class="pl-c"># allow archive_map to set default arg_overrides (e.g., tokenizer, bpe)</span></div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC52" class="react-file-line html-div" data-testid="code-cell" data-line-number="52" style="position:relative"> <span class="pl-c"># for each model</span></div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC53" class="react-file-line html-div" data-testid="code-cell" data-line-number="53" style="position:relative"> <span class="pl-k">if</span> <span class="pl-en">isinstance</span>(<span class="pl-s1">model_name_or_path</span>, <span class="pl-s1">dict</span>):</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC54" class="react-file-line html-div" data-testid="code-cell" data-line-number="54" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">k</span>, <span class="pl-s1">v</span> <span class="pl-c1">in</span> <span class="pl-s1">model_name_or_path</span>.<span class="pl-en">items</span>():</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC55" class="react-file-line html-div" data-testid="code-cell" data-line-number="55" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">k</span> <span class="pl-c1">==</span> <span class="pl-s">"checkpoint_file"</span>:</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC56" class="react-file-line html-div" data-testid="code-cell" data-line-number="56" style="position:relative"> <span class="pl-s1">checkpoint_file</span> <span class="pl-c1">=</span> <span class="pl-s1">v</span></div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC57" class="react-file-line html-div" data-testid="code-cell" data-line-number="57" style="position:relative"> <span class="pl-k">elif</span> (</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC58" class="react-file-line html-div" data-testid="code-cell" data-line-number="58" style="position:relative"> <span class="pl-s1">k</span> <span class="pl-c1">!=</span> <span class="pl-s">"path"</span></div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC59" class="react-file-line html-div" data-testid="code-cell" data-line-number="59" style="position:relative"> <span class="pl-c"># only set kwargs that don't already have overrides</span></div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC60" class="react-file-line html-div" data-testid="code-cell" data-line-number="60" style="position:relative"> <span class="pl-c1">and</span> <span class="pl-s1">k</span> <span class="pl-c1">not</span> <span class="pl-c1">in</span> <span class="pl-s1">kwargs</span></div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC61" class="react-file-line html-div" data-testid="code-cell" data-line-number="61" style="position:relative"> ):</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC62" class="react-file-line html-div" data-testid="code-cell" data-line-number="62" style="position:relative"> <span class="pl-s1">kwargs</span>[<span class="pl-s1">k</span>] <span class="pl-c1">=</span> <span class="pl-s1">v</span></div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC63" class="react-file-line html-div" data-testid="code-cell" data-line-number="63" style="position:relative"> <span class="pl-s1">model_name_or_path</span> <span class="pl-c1">=</span> <span class="pl-s1">model_name_or_path</span>[<span class="pl-s">"path"</span>]</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC64" class="react-file-line html-div" data-testid="code-cell" data-line-number="64" style="position:relative"> </div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC65" class="react-file-line html-div" data-testid="code-cell" data-line-number="65" style="position:relative"> <span class="pl-s1">model_path</span> <span class="pl-c1">=</span> <span class="pl-s1">file_utils</span>.<span class="pl-en">load_archive_file</span>(<span class="pl-s1">model_name_or_path</span>)</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC66" class="react-file-line html-div" data-testid="code-cell" data-line-number="66" style="position:relative"> </div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC67" class="react-file-line html-div" data-testid="code-cell" data-line-number="67" style="position:relative"> <span class="pl-c"># convenience hack for loading data and BPE codes from model archive</span></div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC68" class="react-file-line html-div" data-testid="code-cell" data-line-number="68" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">data_name_or_path</span>.<span class="pl-en">startswith</span>(<span class="pl-s">"."</span>):</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC69" class="react-file-line html-div" data-testid="code-cell" data-line-number="69" style="position:relative"> <span class="pl-s1">kwargs</span>[<span class="pl-s">"data"</span>] <span class="pl-c1">=</span> <span class="pl-s1">os</span>.<span class="pl-s1">path</span>.<span class="pl-en">abspath</span>(<span class="pl-s1">os</span>.<span class="pl-s1">path</span>.<span class="pl-en">join</span>(<span class="pl-s1">model_path</span>, <span class="pl-s1">data_name_or_path</span>))</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC70" class="react-file-line html-div" data-testid="code-cell" data-line-number="70" style="position:relative"> <span class="pl-k">else</span>:</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC71" class="react-file-line html-div" data-testid="code-cell" data-line-number="71" style="position:relative"> <span class="pl-s1">kwargs</span>[<span class="pl-s">"data"</span>] <span class="pl-c1">=</span> <span class="pl-s1">file_utils</span>.<span class="pl-en">load_archive_file</span>(<span class="pl-s1">data_name_or_path</span>)</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC72" class="react-file-line html-div" data-testid="code-cell" data-line-number="72" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">file</span>, <span class="pl-s1">arg</span> <span class="pl-c1">in</span> {</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC73" class="react-file-line html-div" data-testid="code-cell" data-line-number="73" style="position:relative"> <span class="pl-s">"code"</span>: <span class="pl-s">"bpe_codes"</span>,</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC74" class="react-file-line html-div" data-testid="code-cell" data-line-number="74" style="position:relative"> <span class="pl-s">"bpecodes"</span>: <span class="pl-s">"bpe_codes"</span>,</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC75" class="react-file-line html-div" data-testid="code-cell" data-line-number="75" style="position:relative"> <span class="pl-s">"sentencepiece.bpe.model"</span>: <span class="pl-s">"sentencepiece_model"</span>,</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC76" class="react-file-line html-div" data-testid="code-cell" data-line-number="76" style="position:relative"> <span class="pl-s">"merges.txt"</span>: <span class="pl-s">"bpe_merges"</span>,</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC77" class="react-file-line html-div" data-testid="code-cell" data-line-number="77" style="position:relative"> <span class="pl-s">"vocab.json"</span>: <span class="pl-s">"bpe_vocab"</span>,</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC78" class="react-file-line html-div" data-testid="code-cell" data-line-number="78" style="position:relative"> }.<span class="pl-en">items</span>():</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC79" class="react-file-line html-div" data-testid="code-cell" data-line-number="79" style="position:relative"> <span class="pl-s1">path</span> <span class="pl-c1">=</span> <span class="pl-s1">os</span>.<span class="pl-s1">path</span>.<span class="pl-en">join</span>(<span class="pl-s1">model_path</span>, <span class="pl-s1">file</span>)</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC80" class="react-file-line html-div" data-testid="code-cell" data-line-number="80" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">os</span>.<span class="pl-s1">path</span>.<span class="pl-en">exists</span>(<span class="pl-s1">path</span>):</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC81" class="react-file-line html-div" data-testid="code-cell" data-line-number="81" style="position:relative"> <span class="pl-s1">kwargs</span>[<span class="pl-s1">arg</span>] <span class="pl-c1">=</span> <span class="pl-s1">path</span></div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC82" class="react-file-line html-div" data-testid="code-cell" data-line-number="82" style="position:relative"> </div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC83" class="react-file-line html-div" data-testid="code-cell" data-line-number="83" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s">"user_dir"</span> <span class="pl-c1">in</span> <span class="pl-s1">kwargs</span>:</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC84" class="react-file-line html-div" data-testid="code-cell" data-line-number="84" style="position:relative"> <span class="pl-s1">utils</span>.<span class="pl-en">import_user_module</span>(<span class="pl-s1">argparse</span>.<span class="pl-v">Namespace</span>(<span class="pl-s1">user_dir</span><span class="pl-c1">=</span><span class="pl-s1">kwargs</span>[<span class="pl-s">"user_dir"</span>]))</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC85" class="react-file-line html-div" data-testid="code-cell" data-line-number="85" style="position:relative"> </div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC86" class="react-file-line html-div" data-testid="code-cell" data-line-number="86" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">_build_fn</span>(<span class="pl-s1">train_cfg</span>, <span class="pl-s1">task</span>):</div></div></div><div class="child-of-line-33 child-of-line-85 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC87" class="react-file-line html-div" data-testid="code-cell" data-line-number="87" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">post_build_model_hook</span>:</div></div></div><div class="child-of-line-33 child-of-line-85 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC88" class="react-file-line html-div" data-testid="code-cell" data-line-number="88" style="position:relative"> <span class="pl-k">return</span> <span class="pl-en">post_build_model_hook</span>(<span class="pl-s1">task</span>.<span class="pl-en">build_model</span>(<span class="pl-s1">train_cfg</span>.<span class="pl-s1">model</span>), <span class="pl-s1">task</span>)</div></div></div><div class="child-of-line-33 child-of-line-85 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC89" class="react-file-line html-div" data-testid="code-cell" data-line-number="89" style="position:relative"> <span class="pl-k">else</span>:</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC90" class="react-file-line html-div" data-testid="code-cell" data-line-number="90" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">task</span>.<span class="pl-en">build_model</span>(<span class="pl-s1">train_cfg</span>.<span class="pl-s1">model</span>)</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC91" class="react-file-line html-div" data-testid="code-cell" data-line-number="91" style="position:relative"> </div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC92" class="react-file-line html-div" data-testid="code-cell" data-line-number="92" style="position:relative"> <span class="pl-s1">models</span>, <span class="pl-s1">args</span>, <span class="pl-s1">task</span> <span class="pl-c1">=</span> <span class="pl-s1">checkpoint_utils</span>.<span class="pl-en">load_model_ensemble_and_task</span>(</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC93" class="react-file-line html-div" data-testid="code-cell" data-line-number="93" style="position:relative"> [<span class="pl-s1">os</span>.<span class="pl-s1">path</span>.<span class="pl-en">join</span>(<span class="pl-s1">model_path</span>, <span class="pl-s1">cpt</span>) <span class="pl-k">for</span> <span class="pl-s1">cpt</span> <span class="pl-c1">in</span> <span class="pl-s1">checkpoint_file</span>.<span class="pl-en">split</span>(<span class="pl-s1">os</span>.<span class="pl-s1">pathsep</span>)],</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC94" class="react-file-line html-div" data-testid="code-cell" data-line-number="94" style="position:relative"> <span class="pl-s1">arg_overrides</span><span class="pl-c1">=</span><span class="pl-s1">kwargs</span>,</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC95" class="react-file-line html-div" data-testid="code-cell" data-line-number="95" style="position:relative"> <span class="pl-s1">suffix</span><span class="pl-c1">=</span><span class="pl-s1">kwargs</span>.<span class="pl-en">get</span>(<span class="pl-s">"suffix"</span>, <span class="pl-s">""</span>),</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC96" class="react-file-line html-div" data-testid="code-cell" data-line-number="96" style="position:relative"> <span class="pl-s1">build_model_hook</span><span class="pl-c1">=</span><span class="pl-k">lambda</span> <span class="pl-s1">cfg</span>, <span class="pl-s1">task</span>: <span class="pl-en">_build_fn</span>(<span class="pl-s1">cfg</span>, <span class="pl-s1">task</span>),</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC97" class="react-file-line html-div" data-testid="code-cell" data-line-number="97" style="position:relative"> )</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC98" class="react-file-line html-div" data-testid="code-cell" data-line-number="98" style="position:relative"> </div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC99" class="react-file-line html-div" data-testid="code-cell" data-line-number="99" style="position:relative"> <span class="pl-k">return</span> {</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC100" class="react-file-line html-div" data-testid="code-cell" data-line-number="100" style="position:relative"> <span class="pl-s">"args"</span>: <span class="pl-s1">args</span>,</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC101" class="react-file-line html-div" data-testid="code-cell" data-line-number="101" style="position:relative"> <span class="pl-s">"task"</span>: <span class="pl-s1">task</span>,</div></div></div><div class="child-of-line-33 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC102" class="react-file-line html-div" data-testid="code-cell" data-line-number="102" style="position:relative"> <span class="pl-s">"models"</span>: <span class="pl-s1">models</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC103" class="react-file-line html-div" data-testid="code-cell" data-line-number="103" style="position:relative"> }</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC104" class="react-file-line html-div" data-testid="code-cell" data-line-number="104" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC105" class="react-file-line html-div" data-testid="code-cell" data-line-number="105" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC106" class="react-file-line html-div" data-testid="code-cell" data-line-number="106" style="position:relative"><span class="pl-k">class</span> <span class="pl-v">GeneratorHubInterface</span>(<span class="pl-s1">nn</span>.<span class="pl-v">Module</span>):</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC107" class="react-file-line html-div" data-testid="code-cell" data-line-number="107" style="position:relative"> <span class="pl-s">"""</span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC108" class="react-file-line html-div" data-testid="code-cell" data-line-number="108" style="position:relative"><span class="pl-s"> PyTorch Hub interface for generating sequences from a pre-trained</span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC109" class="react-file-line html-div" data-testid="code-cell" data-line-number="109" style="position:relative"><span class="pl-s"> translation or language model.</span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC110" class="react-file-line html-div" data-testid="code-cell" data-line-number="110" style="position:relative"><span class="pl-s"> """</span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC111" class="react-file-line html-div" data-testid="code-cell" data-line-number="111" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC112" class="react-file-line html-div" data-testid="code-cell" data-line-number="112" style="position:relative"> <span class="pl-s1">lang_tokens</span> <span class="pl-c1">=</span> {}</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC113" class="react-file-line html-div" data-testid="code-cell" data-line-number="113" style="position:relative"> <span class="pl-s1">langs</span> <span class="pl-c1">=</span> <span class="pl-c1">None</span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC114" class="react-file-line html-div" data-testid="code-cell" data-line-number="114" style="position:relative"> <span class="pl-s1">add_lang_bos_token</span> <span class="pl-c1">=</span> <span class="pl-c1">False</span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC115" class="react-file-line html-div" data-testid="code-cell" data-line-number="115" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC116" class="react-file-line html-div" data-testid="code-cell" data-line-number="116" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">to_lang_token</span>(<span class="pl-s1">self</span>, <span class="pl-s1">lang</span>):</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC117" class="react-file-line html-div" data-testid="code-cell" data-line-number="117" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s">f"<<span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">lang</span><span class="pl-kos">}</span></span>>"</span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC118" class="react-file-line html-div" data-testid="code-cell" data-line-number="118" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC119" class="react-file-line html-div" data-testid="code-cell" data-line-number="119" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">setup_task</span>(<span class="pl-s1">self</span>):</div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC120" class="react-file-line html-div" data-testid="code-cell" data-line-number="120" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">src_dict</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-s1">task</span>.<span class="pl-s1">source_dictionary</span></div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC121" class="react-file-line html-div" data-testid="code-cell" data-line-number="121" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">tgt_dict</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-s1">task</span>.<span class="pl-s1">target_dictionary</span></div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC122" class="react-file-line html-div" data-testid="code-cell" data-line-number="122" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC123" class="react-file-line html-div" data-testid="code-cell" data-line-number="123" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s">"langs"</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">task</span>:</div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC124" class="react-file-line html-div" data-testid="code-cell" data-line-number="124" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">langs</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">task</span>.<span class="pl-s1">langs</span></div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC125" class="react-file-line html-div" data-testid="code-cell" data-line-number="125" style="position:relative"> <span class="pl-s1">lang_tokens</span> <span class="pl-c1">=</span> [</div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC126" class="react-file-line html-div" data-testid="code-cell" data-line-number="126" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-en">to_lang_token</span>(<span class="pl-s1">x</span>.<span class="pl-en">strip</span>()) <span class="pl-k">for</span> <span class="pl-s1">x</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">task</span>.<span class="pl-s1">langs</span>.<span class="pl-en">split</span>(<span class="pl-s">","</span>)</div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC127" class="react-file-line html-div" data-testid="code-cell" data-line-number="127" style="position:relative"> ]</div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC128" class="react-file-line html-div" data-testid="code-cell" data-line-number="128" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC129" class="react-file-line html-div" data-testid="code-cell" data-line-number="129" style="position:relative"> <span class="pl-c"># for debug purpose</span></div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC130" class="react-file-line html-div" data-testid="code-cell" data-line-number="130" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">lang_token</span> <span class="pl-c1">in</span> <span class="pl-s1">lang_tokens</span>:</div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC131" class="react-file-line html-div" data-testid="code-cell" data-line-number="131" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">lang_token</span> <span class="pl-c1">not</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-s1">src_dict</span>:</div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC132" class="react-file-line html-div" data-testid="code-cell" data-line-number="132" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">src_dict</span>.<span class="pl-en">add_symbol</span>(<span class="pl-s1">lang_token</span>)</div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC133" class="react-file-line html-div" data-testid="code-cell" data-line-number="133" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC134" class="react-file-line html-div" data-testid="code-cell" data-line-number="134" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">lang_token</span> <span class="pl-c1">not</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-s1">tgt_dict</span>:</div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC135" class="react-file-line html-div" data-testid="code-cell" data-line-number="135" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">tgt_dict</span>.<span class="pl-en">add_symbol</span>(<span class="pl-s1">lang_token</span>)</div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC136" class="react-file-line html-div" data-testid="code-cell" data-line-number="136" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC137" class="react-file-line html-div" data-testid="code-cell" data-line-number="137" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">lang_tokens</span> <span class="pl-c1">=</span> <span class="pl-en">set</span>(<span class="pl-s1">lang_tokens</span>)</div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC138" class="react-file-line html-div" data-testid="code-cell" data-line-number="138" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC139" class="react-file-line html-div" data-testid="code-cell" data-line-number="139" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s">"add_bos_token"</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">task</span>:</div></div></div><div class="child-of-line-105 child-of-line-118 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC140" class="react-file-line html-div" data-testid="code-cell" data-line-number="140" style="position:relative"> <span class="pl-c"># self.add_lang_bos_token = True</span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC141" class="react-file-line html-div" data-testid="code-cell" data-line-number="141" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">add_lang_bos_token</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">task</span>.<span class="pl-s1">add_bos_token</span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC142" class="react-file-line html-div" data-testid="code-cell" data-line-number="142" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC143" class="react-file-line html-div" data-testid="code-cell" data-line-number="143" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">__init__</span>(</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC144" class="react-file-line html-div" data-testid="code-cell" data-line-number="144" style="position:relative"> <span class="pl-s1">self</span>,</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC145" class="react-file-line html-div" data-testid="code-cell" data-line-number="145" style="position:relative"> <span class="pl-s1">cfg</span>,</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC146" class="react-file-line html-div" data-testid="code-cell" data-line-number="146" style="position:relative"> <span class="pl-s1">task</span>,</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC147" class="react-file-line html-div" data-testid="code-cell" data-line-number="147" style="position:relative"> <span class="pl-s1">models</span>,</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC148" class="react-file-line html-div" data-testid="code-cell" data-line-number="148" style="position:relative"> <span class="pl-s1">moe_disable_padding</span><span class="pl-c1">=</span><span class="pl-c1">True</span>,</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC149" class="react-file-line html-div" data-testid="code-cell" data-line-number="149" style="position:relative"> <span class="pl-s1">skip_prepare_for_inference</span><span class="pl-c1">=</span><span class="pl-c1">False</span>,</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC150" class="react-file-line html-div" data-testid="code-cell" data-line-number="150" style="position:relative"> ):</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC151" class="react-file-line html-div" data-testid="code-cell" data-line-number="151" style="position:relative"> <span class="pl-en">super</span>().<span class="pl-en">__init__</span>()</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC152" class="react-file-line html-div" data-testid="code-cell" data-line-number="152" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span> <span class="pl-c1">=</span> <span class="pl-s1">cfg</span></div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC153" class="react-file-line html-div" data-testid="code-cell" data-line-number="153" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC154" class="react-file-line html-div" data-testid="code-cell" data-line-number="154" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">task</span> <span class="pl-c1">=</span> <span class="pl-s1">task</span></div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC155" class="react-file-line html-div" data-testid="code-cell" data-line-number="155" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-en">setup_task</span>()</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC156" class="react-file-line html-div" data-testid="code-cell" data-line-number="156" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC157" class="react-file-line html-div" data-testid="code-cell" data-line-number="157" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">models</span> <span class="pl-c1">=</span> <span class="pl-s1">nn</span>.<span class="pl-v">ModuleList</span>(<span class="pl-s1">models</span>)</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC158" class="react-file-line html-div" data-testid="code-cell" data-line-number="158" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC159" class="react-file-line html-div" data-testid="code-cell" data-line-number="159" style="position:relative"> <span class="pl-c"># optimize model for generation</span></div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC160" class="react-file-line html-div" data-testid="code-cell" data-line-number="160" style="position:relative"> <span class="pl-k">if</span> <span class="pl-c1">not</span> <span class="pl-s1">skip_prepare_for_inference</span>:</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC161" class="react-file-line html-div" data-testid="code-cell" data-line-number="161" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">model</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-s1">models</span>:</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC162" class="react-file-line html-div" data-testid="code-cell" data-line-number="162" style="position:relative"> <span class="pl-c"># For moe models and eval_lm</span></div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC163" class="react-file-line html-div" data-testid="code-cell" data-line-number="163" style="position:relative"> <span class="pl-s1">model</span>.<span class="pl-en">prepare_for_inference_</span>(<span class="pl-s1">cfg</span>)</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC164" class="react-file-line html-div" data-testid="code-cell" data-line-number="164" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC165" class="react-file-line html-div" data-testid="code-cell" data-line-number="165" style="position:relative"> <span class="pl-c"># Load alignment dictionary for unknown word replacement</span></div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC166" class="react-file-line html-div" data-testid="code-cell" data-line-number="166" style="position:relative"> <span class="pl-c"># (None if no unknown word replacement, empty if no path to align dictionary)</span></div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC167" class="react-file-line html-div" data-testid="code-cell" data-line-number="167" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">align_dict</span> <span class="pl-c1">=</span> <span class="pl-s1">utils</span>.<span class="pl-en">load_align_dict</span>(</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC168" class="react-file-line html-div" data-testid="code-cell" data-line-number="168" style="position:relative"> <span class="pl-en">getattr</span>(<span class="pl-s1">cfg</span>.<span class="pl-s1">generation</span>, <span class="pl-s">"replace_unk"</span>, <span class="pl-c1">None</span>)</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC169" class="react-file-line html-div" data-testid="code-cell" data-line-number="169" style="position:relative"> )</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC170" class="react-file-line html-div" data-testid="code-cell" data-line-number="170" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC171" class="react-file-line html-div" data-testid="code-cell" data-line-number="171" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">tokenizer</span> <span class="pl-c1">=</span> <span class="pl-s1">encoders</span>.<span class="pl-en">build_tokenizer</span>(<span class="pl-s1">cfg</span>.<span class="pl-s1">tokenizer</span>)</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC172" class="react-file-line html-div" data-testid="code-cell" data-line-number="172" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">bpe</span> <span class="pl-c1">=</span> <span class="pl-s1">encoders</span>.<span class="pl-en">build_bpe</span>(<span class="pl-s1">cfg</span>.<span class="pl-s1">bpe</span>)</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC173" class="react-file-line html-div" data-testid="code-cell" data-line-number="173" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC174" class="react-file-line html-div" data-testid="code-cell" data-line-number="174" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">max_positions</span> <span class="pl-c1">=</span> <span class="pl-s1">utils</span>.<span class="pl-en">resolve_max_positions</span>(</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC175" class="react-file-line html-div" data-testid="code-cell" data-line-number="175" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">task</span>.<span class="pl-en">max_positions</span>(), <span class="pl-c1">*</span>[<span class="pl-s1">model</span>.<span class="pl-en">max_positions</span>() <span class="pl-k">for</span> <span class="pl-s1">model</span> <span class="pl-c1">in</span> <span class="pl-s1">models</span>]</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC176" class="react-file-line html-div" data-testid="code-cell" data-line-number="176" style="position:relative"> )</div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC177" class="react-file-line html-div" data-testid="code-cell" data-line-number="177" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-142 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC178" class="react-file-line html-div" data-testid="code-cell" data-line-number="178" style="position:relative"> <span class="pl-c"># this is useful for determining the device</span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC179" class="react-file-line html-div" data-testid="code-cell" data-line-number="179" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-en">register_buffer</span>(<span class="pl-s">"_float_tensor"</span>, <span class="pl-s1">torch</span>.<span class="pl-en">tensor</span>([<span class="pl-c1">0</span>], <span class="pl-s1">dtype</span><span class="pl-c1">=</span><span class="pl-s1">torch</span>.<span class="pl-s1">float</span>))</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC180" class="react-file-line html-div" data-testid="code-cell" data-line-number="180" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC181" class="react-file-line html-div" data-testid="code-cell" data-line-number="181" style="position:relative"> <span class="pl-en">@<span class="pl-s1">property</span></span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC182" class="react-file-line html-div" data-testid="code-cell" data-line-number="182" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">device</span>(<span class="pl-s1">self</span>):</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC183" class="react-file-line html-div" data-testid="code-cell" data-line-number="183" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">self</span>.<span class="pl-s1">_float_tensor</span>.<span class="pl-s1">device</span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC184" class="react-file-line html-div" data-testid="code-cell" data-line-number="184" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC185" class="react-file-line html-div" data-testid="code-cell" data-line-number="185" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">translate</span>(</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC186" class="react-file-line html-div" data-testid="code-cell" data-line-number="186" style="position:relative"> <span class="pl-s1">self</span>, <span class="pl-s1">sentences</span>: <span class="pl-v">List</span>[<span class="pl-s1">str</span>], <span class="pl-s1">beam</span>: <span class="pl-s1">int</span> <span class="pl-c1">=</span> <span class="pl-c1">5</span>, <span class="pl-s1">verbose</span>: <span class="pl-s1">bool</span> <span class="pl-c1">=</span> <span class="pl-c1">False</span>, <span class="pl-c1">**</span><span class="pl-s1">kwargs</span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC187" class="react-file-line html-div" data-testid="code-cell" data-line-number="187" style="position:relative"> ) <span class="pl-c1">-></span> <span class="pl-v">List</span>[<span class="pl-s1">str</span>]:</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC188" class="react-file-line html-div" data-testid="code-cell" data-line-number="188" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">self</span>.<span class="pl-en">sample</span>(<span class="pl-s1">sentences</span>, <span class="pl-s1">beam</span>, <span class="pl-s1">verbose</span>, <span class="pl-c1">**</span><span class="pl-s1">kwargs</span>)</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC189" class="react-file-line html-div" data-testid="code-cell" data-line-number="189" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC190" class="react-file-line html-div" data-testid="code-cell" data-line-number="190" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">sample</span>(</div></div></div><div class="child-of-line-105 child-of-line-189 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC191" class="react-file-line html-div" data-testid="code-cell" data-line-number="191" style="position:relative"> <span class="pl-s1">self</span>, <span class="pl-s1">sentences</span>: <span class="pl-v">List</span>[<span class="pl-s1">str</span>], <span class="pl-s1">beam</span>: <span class="pl-s1">int</span> <span class="pl-c1">=</span> <span class="pl-c1">1</span>, <span class="pl-s1">verbose</span>: <span class="pl-s1">bool</span> <span class="pl-c1">=</span> <span class="pl-c1">False</span>, <span class="pl-c1">**</span><span class="pl-s1">kwargs</span></div></div></div><div class="child-of-line-105 child-of-line-189 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC192" class="react-file-line html-div" data-testid="code-cell" data-line-number="192" style="position:relative"> ) <span class="pl-c1">-></span> <span class="pl-v">List</span>[<span class="pl-s1">str</span>]:</div></div></div><div class="child-of-line-105 child-of-line-189 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC193" class="react-file-line html-div" data-testid="code-cell" data-line-number="193" style="position:relative"> <span class="pl-k">if</span> <span class="pl-en">isinstance</span>(<span class="pl-s1">sentences</span>, <span class="pl-s1">str</span>):</div></div></div><div class="child-of-line-105 child-of-line-189 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC194" class="react-file-line html-div" data-testid="code-cell" data-line-number="194" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">self</span>.<span class="pl-en">sample</span>([<span class="pl-s1">sentences</span>], <span class="pl-s1">beam</span><span class="pl-c1">=</span><span class="pl-s1">beam</span>, <span class="pl-s1">verbose</span><span class="pl-c1">=</span><span class="pl-s1">verbose</span>, <span class="pl-c1">**</span><span class="pl-s1">kwargs</span>)[<span class="pl-c1">0</span>]</div></div></div><div class="child-of-line-105 child-of-line-189 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC195" class="react-file-line html-div" data-testid="code-cell" data-line-number="195" style="position:relative"> <span class="pl-s1">tokenized_sentences</span> <span class="pl-c1">=</span> [<span class="pl-s1">self</span>.<span class="pl-en">encode</span>(<span class="pl-s1">sentence</span>) <span class="pl-k">for</span> <span class="pl-s1">sentence</span> <span class="pl-c1">in</span> <span class="pl-s1">sentences</span>]</div></div></div><div class="child-of-line-105 child-of-line-189 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC196" class="react-file-line html-div" data-testid="code-cell" data-line-number="196" style="position:relative"> <span class="pl-s1">batched_hypos</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-en">generate</span>(<span class="pl-s1">tokenized_sentences</span>, <span class="pl-s1">beam</span>, <span class="pl-s1">verbose</span>, <span class="pl-c1">**</span><span class="pl-s1">kwargs</span>)</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC197" class="react-file-line html-div" data-testid="code-cell" data-line-number="197" style="position:relative"> <span class="pl-k">return</span> [<span class="pl-s1">self</span>.<span class="pl-en">decode</span>(<span class="pl-s1">hypos</span>[<span class="pl-c1">0</span>][<span class="pl-s">"tokens"</span>]) <span class="pl-k">for</span> <span class="pl-s1">hypos</span> <span class="pl-c1">in</span> <span class="pl-s1">batched_hypos</span>]</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC198" class="react-file-line html-div" data-testid="code-cell" data-line-number="198" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC199" class="react-file-line html-div" data-testid="code-cell" data-line-number="199" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">score</span>(<span class="pl-s1">self</span>, <span class="pl-s1">sentences</span>: <span class="pl-v">List</span>[<span class="pl-s1">str</span>], <span class="pl-c1">**</span><span class="pl-s1">kwargs</span>):</div></div></div><div class="child-of-line-105 child-of-line-198 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC200" class="react-file-line html-div" data-testid="code-cell" data-line-number="200" style="position:relative"> <span class="pl-k">if</span> <span class="pl-en">isinstance</span>(<span class="pl-s1">sentences</span>, <span class="pl-s1">str</span>):</div></div></div><div class="child-of-line-105 child-of-line-198 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC201" class="react-file-line html-div" data-testid="code-cell" data-line-number="201" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">self</span>.<span class="pl-en">score</span>([<span class="pl-s1">sentences</span>], <span class="pl-c1">**</span><span class="pl-s1">kwargs</span>)[<span class="pl-c1">0</span>]</div></div></div><div class="child-of-line-105 child-of-line-198 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC202" class="react-file-line html-div" data-testid="code-cell" data-line-number="202" style="position:relative"> <span class="pl-c"># NOTE: this doesn't support translation tasks currently</span></div></div></div><div class="child-of-line-105 child-of-line-198 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC203" class="react-file-line html-div" data-testid="code-cell" data-line-number="203" style="position:relative"> <span class="pl-s1">tokenized_sentences</span> <span class="pl-c1">=</span> [<span class="pl-s1">self</span>.<span class="pl-en">encode</span>(<span class="pl-s1">sentence</span>) <span class="pl-k">for</span> <span class="pl-s1">sentence</span> <span class="pl-c1">in</span> <span class="pl-s1">sentences</span>]</div></div></div><div class="child-of-line-105 child-of-line-198 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC204" class="react-file-line html-div" data-testid="code-cell" data-line-number="204" style="position:relative"> <span class="pl-k">return</span> [</div></div></div><div class="child-of-line-105 child-of-line-198 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC205" class="react-file-line html-div" data-testid="code-cell" data-line-number="205" style="position:relative"> <span class="pl-s1">hypos</span>[<span class="pl-c1">0</span>]</div></div></div><div class="child-of-line-105 child-of-line-198 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC206" class="react-file-line html-div" data-testid="code-cell" data-line-number="206" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">hypos</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-en">generate</span>(</div></div></div><div class="child-of-line-105 child-of-line-198 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC207" class="react-file-line html-div" data-testid="code-cell" data-line-number="207" style="position:relative"> <span class="pl-s1">tokenized_sentences</span>, <span class="pl-s1">score_reference</span><span class="pl-c1">=</span><span class="pl-c1">True</span>, <span class="pl-c1">**</span><span class="pl-s1">kwargs</span></div></div></div><div class="child-of-line-105 child-of-line-198 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC208" class="react-file-line html-div" data-testid="code-cell" data-line-number="208" style="position:relative"> )</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC209" class="react-file-line html-div" data-testid="code-cell" data-line-number="209" style="position:relative"> ]</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC210" class="react-file-line html-div" data-testid="code-cell" data-line-number="210" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC211" class="react-file-line html-div" data-testid="code-cell" data-line-number="211" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">generate</span>(</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC212" class="react-file-line html-div" data-testid="code-cell" data-line-number="212" style="position:relative"> <span class="pl-s1">self</span>,</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC213" class="react-file-line html-div" data-testid="code-cell" data-line-number="213" style="position:relative"> <span class="pl-s1">tokenized_sentences</span>: <span class="pl-v">List</span>[<span class="pl-s1">torch</span>.<span class="pl-v">LongTensor</span>],</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC214" class="react-file-line html-div" data-testid="code-cell" data-line-number="214" style="position:relative"> <span class="pl-s1">beam</span>: <span class="pl-s1">int</span> <span class="pl-c1">=</span> <span class="pl-c1">5</span>,</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC215" class="react-file-line html-div" data-testid="code-cell" data-line-number="215" style="position:relative"> <span class="pl-s1">verbose</span>: <span class="pl-s1">bool</span> <span class="pl-c1">=</span> <span class="pl-c1">False</span>,</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC216" class="react-file-line html-div" data-testid="code-cell" data-line-number="216" style="position:relative"> <span class="pl-s1">skip_invalid_size_inputs</span><span class="pl-c1">=</span><span class="pl-c1">False</span>,</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC217" class="react-file-line html-div" data-testid="code-cell" data-line-number="217" style="position:relative"> <span class="pl-s1">inference_step_args</span><span class="pl-c1">=</span><span class="pl-c1">None</span>,</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC218" class="react-file-line html-div" data-testid="code-cell" data-line-number="218" style="position:relative"> <span class="pl-s1">batch_size</span><span class="pl-c1">=</span><span class="pl-c1">None</span>,</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC219" class="react-file-line html-div" data-testid="code-cell" data-line-number="219" style="position:relative"> <span class="pl-c1">**</span><span class="pl-s1">kwargs</span>,</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC220" class="react-file-line html-div" data-testid="code-cell" data-line-number="220" style="position:relative"> ) <span class="pl-c1">-></span> <span class="pl-v">List</span>[<span class="pl-v">List</span>[<span class="pl-v">Dict</span>[<span class="pl-s1">str</span>, <span class="pl-s1">torch</span>.<span class="pl-v">Tensor</span>]]]:</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC221" class="react-file-line html-div" data-testid="code-cell" data-line-number="221" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">torch</span>.<span class="pl-en">is_tensor</span>(<span class="pl-s1">tokenized_sentences</span>) <span class="pl-c1">and</span> <span class="pl-s1">tokenized_sentences</span>.<span class="pl-en">dim</span>() <span class="pl-c1">==</span> <span class="pl-c1">1</span>:</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC222" class="react-file-line html-div" data-testid="code-cell" data-line-number="222" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">self</span>.<span class="pl-en">generate</span>(</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC223" class="react-file-line html-div" data-testid="code-cell" data-line-number="223" style="position:relative"> <span class="pl-s1">tokenized_sentences</span>.<span class="pl-en">unsqueeze</span>(<span class="pl-c1">0</span>),</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC224" class="react-file-line html-div" data-testid="code-cell" data-line-number="224" style="position:relative"> <span class="pl-s1">beam</span><span class="pl-c1">=</span><span class="pl-s1">beam</span>,</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC225" class="react-file-line html-div" data-testid="code-cell" data-line-number="225" style="position:relative"> <span class="pl-s1">verbose</span><span class="pl-c1">=</span><span class="pl-s1">verbose</span>,</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC226" class="react-file-line html-div" data-testid="code-cell" data-line-number="226" style="position:relative"> <span class="pl-s1">batch_size</span><span class="pl-c1">=</span><span class="pl-s1">batch_size</span>,</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC227" class="react-file-line html-div" data-testid="code-cell" data-line-number="227" style="position:relative"> <span class="pl-c1">**</span><span class="pl-s1">kwargs</span>,</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC228" class="react-file-line html-div" data-testid="code-cell" data-line-number="228" style="position:relative"> )[<span class="pl-c1">0</span>]</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC229" class="react-file-line html-div" data-testid="code-cell" data-line-number="229" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC230" class="react-file-line html-div" data-testid="code-cell" data-line-number="230" style="position:relative"> <span class="pl-c"># build generator using current args as well as any kwargs</span></div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC231" class="react-file-line html-div" data-testid="code-cell" data-line-number="231" style="position:relative"> <span class="pl-s1">gen_args</span> <span class="pl-c1">=</span> <span class="pl-s1">copy</span>.<span class="pl-en">deepcopy</span>(<span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">generation</span>)</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC232" class="react-file-line html-div" data-testid="code-cell" data-line-number="232" style="position:relative"> <span class="pl-k">with</span> <span class="pl-en">open_dict</span>(<span class="pl-s1">gen_args</span>):</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC233" class="react-file-line html-div" data-testid="code-cell" data-line-number="233" style="position:relative"> <span class="pl-s1">gen_args</span>.<span class="pl-s1">beam</span> <span class="pl-c1">=</span> <span class="pl-s1">beam</span></div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC234" class="react-file-line html-div" data-testid="code-cell" data-line-number="234" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">k</span>, <span class="pl-s1">v</span> <span class="pl-c1">in</span> <span class="pl-s1">kwargs</span>.<span class="pl-en">items</span>():</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC235" class="react-file-line html-div" data-testid="code-cell" data-line-number="235" style="position:relative"> <span class="pl-en">setattr</span>(<span class="pl-s1">gen_args</span>, <span class="pl-s1">k</span>, <span class="pl-s1">v</span>)</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC236" class="react-file-line html-div" data-testid="code-cell" data-line-number="236" style="position:relative"> <span class="pl-s1">generator</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-s1">task</span>.<span class="pl-en">build_generator</span>(<span class="pl-s1">self</span>.<span class="pl-s1">models</span>, <span class="pl-s1">gen_args</span>)</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC237" class="react-file-line html-div" data-testid="code-cell" data-line-number="237" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC238" class="react-file-line html-div" data-testid="code-cell" data-line-number="238" style="position:relative"> <span class="pl-s1">inference_step_args</span> <span class="pl-c1">=</span> <span class="pl-s1">inference_step_args</span> <span class="pl-c1">or</span> {}</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC239" class="react-file-line html-div" data-testid="code-cell" data-line-number="239" style="position:relative"> <span class="pl-s1">results</span> <span class="pl-c1">=</span> []</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC240" class="react-file-line html-div" data-testid="code-cell" data-line-number="240" style="position:relative"> <span class="pl-s1">rank</span>, <span class="pl-s1">world_size</span> <span class="pl-c1">=</span> <span class="pl-en">get_data_parallel_rank</span>(), <span class="pl-en">get_data_parallel_world_size</span>()</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC241" class="react-file-line html-div" data-testid="code-cell" data-line-number="241" style="position:relative"> <span class="pl-s1">batches</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-en">_build_batches</span>(</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC242" class="react-file-line html-div" data-testid="code-cell" data-line-number="242" style="position:relative"> <span class="pl-s1">tokenized_sentences</span>,</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC243" class="react-file-line html-div" data-testid="code-cell" data-line-number="243" style="position:relative"> <span class="pl-s1">skip_invalid_size_inputs</span>,</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC244" class="react-file-line html-div" data-testid="code-cell" data-line-number="244" style="position:relative"> <span class="pl-s1">rank</span><span class="pl-c1">=</span><span class="pl-s1">rank</span>,</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC245" class="react-file-line html-div" data-testid="code-cell" data-line-number="245" style="position:relative"> <span class="pl-s1">world_size</span><span class="pl-c1">=</span><span class="pl-s1">world_size</span>,</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC246" class="react-file-line html-div" data-testid="code-cell" data-line-number="246" style="position:relative"> <span class="pl-s1">batch_size</span><span class="pl-c1">=</span><span class="pl-s1">batch_size</span>,</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC247" class="react-file-line html-div" data-testid="code-cell" data-line-number="247" style="position:relative"> )</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC248" class="react-file-line html-div" data-testid="code-cell" data-line-number="248" style="position:relative"> <span class="pl-c"># To ensure even batch count across workers, some batches might be dummy batches. We shouldn't score these.</span></div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC249" class="react-file-line html-div" data-testid="code-cell" data-line-number="249" style="position:relative"> <span class="pl-s1">first_batch</span> <span class="pl-c1">=</span> <span class="pl-c1">None</span></div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC250" class="react-file-line html-div" data-testid="code-cell" data-line-number="250" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">batch</span> <span class="pl-c1">in</span> <span class="pl-s1">batches</span>:</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC251" class="react-file-line html-div" data-testid="code-cell" data-line-number="251" style="position:relative"> <span class="pl-s1">is_dummy_batch</span> <span class="pl-c1">=</span> <span class="pl-c1">False</span></div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC252" class="react-file-line html-div" data-testid="code-cell" data-line-number="252" style="position:relative"> <span class="pl-k">if</span> <span class="pl-c1">not</span> <span class="pl-s1">first_batch</span> <span class="pl-c1">and</span> <span class="pl-s">"net_input"</span> <span class="pl-c1">in</span> <span class="pl-s1">batch</span>:</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC253" class="react-file-line html-div" data-testid="code-cell" data-line-number="253" style="position:relative"> <span class="pl-s1">first_batch</span> <span class="pl-c1">=</span> <span class="pl-s1">batch</span></div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC254" class="react-file-line html-div" data-testid="code-cell" data-line-number="254" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s">"net_input"</span> <span class="pl-c1">not</span> <span class="pl-c1">in</span> <span class="pl-s1">batch</span>:</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC255" class="react-file-line html-div" data-testid="code-cell" data-line-number="255" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">first_batch</span> <span class="pl-c1">is</span> <span class="pl-c1">not</span> <span class="pl-c1">None</span>:</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC256" class="react-file-line html-div" data-testid="code-cell" data-line-number="256" style="position:relative"> <span class="pl-s1">batch</span> <span class="pl-c1">=</span> <span class="pl-s1">first_batch</span></div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC257" class="react-file-line html-div" data-testid="code-cell" data-line-number="257" style="position:relative"> <span class="pl-s1">is_dummy_batch</span> <span class="pl-c1">=</span> <span class="pl-c1">True</span></div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC258" class="react-file-line html-div" data-testid="code-cell" data-line-number="258" style="position:relative"> <span class="pl-k">else</span>:</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC259" class="react-file-line html-div" data-testid="code-cell" data-line-number="259" style="position:relative"> <span class="pl-k">continue</span></div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC260" class="react-file-line html-div" data-testid="code-cell" data-line-number="260" style="position:relative"> <span class="pl-s1">batch</span> <span class="pl-c1">=</span> <span class="pl-s1">utils</span>.<span class="pl-en">apply_to_sample</span>(<span class="pl-k">lambda</span> <span class="pl-s1">t</span>: <span class="pl-s1">t</span>.<span class="pl-en">to</span>(<span class="pl-s1">self</span>.<span class="pl-s1">device</span>), <span class="pl-s1">batch</span>)</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC261" class="react-file-line html-div" data-testid="code-cell" data-line-number="261" style="position:relative"> <span class="pl-s1">translations</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-s1">task</span>.<span class="pl-en">inference_step</span>(</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC262" class="react-file-line html-div" data-testid="code-cell" data-line-number="262" style="position:relative"> <span class="pl-s1">generator</span>, <span class="pl-s1">self</span>.<span class="pl-s1">models</span>, <span class="pl-s1">batch</span>, <span class="pl-c1">**</span><span class="pl-s1">inference_step_args</span></div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC263" class="react-file-line html-div" data-testid="code-cell" data-line-number="263" style="position:relative"> )</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC264" class="react-file-line html-div" data-testid="code-cell" data-line-number="264" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">is_dummy_batch</span>: <span class="pl-c"># Don't score it or add it to hypotheses</span></div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC265" class="react-file-line html-div" data-testid="code-cell" data-line-number="265" style="position:relative"> <span class="pl-k">continue</span></div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC266" class="react-file-line html-div" data-testid="code-cell" data-line-number="266" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">id</span>, <span class="pl-s1">hypos</span> <span class="pl-c1">in</span> <span class="pl-en">zip</span>(<span class="pl-s1">batch</span>[<span class="pl-s">"id"</span>].<span class="pl-en">tolist</span>(), <span class="pl-s1">translations</span>):</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC267" class="react-file-line html-div" data-testid="code-cell" data-line-number="267" style="position:relative"> <span class="pl-s1">results</span>.<span class="pl-en">append</span>((<span class="pl-s1">id</span>, <span class="pl-s1">hypos</span>))</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC268" class="react-file-line html-div" data-testid="code-cell" data-line-number="268" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC269" class="react-file-line html-div" data-testid="code-cell" data-line-number="269" style="position:relative"> <span class="pl-c"># sort output to match input order</span></div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC270" class="react-file-line html-div" data-testid="code-cell" data-line-number="270" style="position:relative"> <span class="pl-s1">outputs</span> <span class="pl-c1">=</span> [<span class="pl-s1">hypos</span> <span class="pl-k">for</span> <span class="pl-s1">_</span>, <span class="pl-s1">hypos</span> <span class="pl-c1">in</span> <span class="pl-en">sorted</span>(<span class="pl-s1">results</span>, <span class="pl-s1">key</span><span class="pl-c1">=</span><span class="pl-k">lambda</span> <span class="pl-s1">x</span>: <span class="pl-s1">x</span>[<span class="pl-c1">0</span>])]</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC271" class="react-file-line html-div" data-testid="code-cell" data-line-number="271" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC272" class="react-file-line html-div" data-testid="code-cell" data-line-number="272" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">verbose</span>:</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC273" class="react-file-line html-div" data-testid="code-cell" data-line-number="273" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC274" class="react-file-line html-div" data-testid="code-cell" data-line-number="274" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">getarg</span>(<span class="pl-s1">name</span>, <span class="pl-s1">default</span>):</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC275" class="react-file-line html-div" data-testid="code-cell" data-line-number="275" style="position:relative"> <span class="pl-k">return</span> <span class="pl-en">getattr</span>(<span class="pl-s1">gen_args</span>, <span class="pl-s1">name</span>, <span class="pl-en">getattr</span>(<span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>, <span class="pl-s1">name</span>, <span class="pl-s1">default</span>))</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC276" class="react-file-line html-div" data-testid="code-cell" data-line-number="276" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC277" class="react-file-line html-div" data-testid="code-cell" data-line-number="277" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">source_tokens</span>, <span class="pl-s1">target_hypotheses</span> <span class="pl-c1">in</span> <span class="pl-en">zip</span>(<span class="pl-s1">tokenized_sentences</span>, <span class="pl-s1">outputs</span>):</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC278" class="react-file-line html-div" data-testid="code-cell" data-line-number="278" style="position:relative"> <span class="pl-s1">src_str_with_unk</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-en">string</span>(<span class="pl-s1">source_tokens</span>)</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC279" class="react-file-line html-div" data-testid="code-cell" data-line-number="279" style="position:relative"> <span class="pl-s1">logger</span>.<span class="pl-en">info</span>(<span class="pl-s">"S<span class="pl-cce">\t</span>{}"</span>.<span class="pl-en">format</span>(<span class="pl-s1">src_str_with_unk</span>))</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC280" class="react-file-line html-div" data-testid="code-cell" data-line-number="280" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">hypo</span> <span class="pl-c1">in</span> <span class="pl-s1">target_hypotheses</span>:</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC281" class="react-file-line html-div" data-testid="code-cell" data-line-number="281" style="position:relative"> <span class="pl-s1">hypo_str</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-en">decode</span>(<span class="pl-s1">hypo</span>[<span class="pl-s">"tokens"</span>])</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC282" class="react-file-line html-div" data-testid="code-cell" data-line-number="282" style="position:relative"> <span class="pl-s1">logger</span>.<span class="pl-en">info</span>(<span class="pl-s">"H<span class="pl-cce">\t</span>{}<span class="pl-cce">\t</span>{}"</span>.<span class="pl-en">format</span>(<span class="pl-s1">hypo</span>[<span class="pl-s">"score"</span>], <span class="pl-s1">hypo_str</span>))</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC283" class="react-file-line html-div" data-testid="code-cell" data-line-number="283" style="position:relative"> <span class="pl-s1">logger</span>.<span class="pl-en">info</span>(</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC284" class="react-file-line html-div" data-testid="code-cell" data-line-number="284" style="position:relative"> <span class="pl-s">"P<span class="pl-cce">\t</span>{}"</span>.<span class="pl-en">format</span>(</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC285" class="react-file-line html-div" data-testid="code-cell" data-line-number="285" style="position:relative"> <span class="pl-s">" "</span>.<span class="pl-en">join</span>(</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC286" class="react-file-line html-div" data-testid="code-cell" data-line-number="286" style="position:relative"> <span class="pl-en">map</span>(</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC287" class="react-file-line html-div" data-testid="code-cell" data-line-number="287" style="position:relative"> <span class="pl-k">lambda</span> <span class="pl-s1">x</span>: <span class="pl-s">"{:.4f}"</span>.<span class="pl-en">format</span>(<span class="pl-s1">x</span>),</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC288" class="react-file-line html-div" data-testid="code-cell" data-line-number="288" style="position:relative"> <span class="pl-s1">hypo</span>[<span class="pl-s">"positional_scores"</span>].<span class="pl-en">tolist</span>(),</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC289" class="react-file-line html-div" data-testid="code-cell" data-line-number="289" style="position:relative"> )</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC290" class="react-file-line html-div" data-testid="code-cell" data-line-number="290" style="position:relative"> )</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC291" class="react-file-line html-div" data-testid="code-cell" data-line-number="291" style="position:relative"> )</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC292" class="react-file-line html-div" data-testid="code-cell" data-line-number="292" style="position:relative"> )</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC293" class="react-file-line html-div" data-testid="code-cell" data-line-number="293" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">hypo</span>[<span class="pl-s">"alignment"</span>] <span class="pl-c1">is</span> <span class="pl-c1">not</span> <span class="pl-c1">None</span> <span class="pl-c1">and</span> <span class="pl-en">getarg</span>(</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC294" class="react-file-line html-div" data-testid="code-cell" data-line-number="294" style="position:relative"> <span class="pl-s">"print_alignment"</span>, <span class="pl-c1">False</span></div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC295" class="react-file-line html-div" data-testid="code-cell" data-line-number="295" style="position:relative"> ):</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC296" class="react-file-line html-div" data-testid="code-cell" data-line-number="296" style="position:relative"> <span class="pl-s1">logger</span>.<span class="pl-en">info</span>(</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC297" class="react-file-line html-div" data-testid="code-cell" data-line-number="297" style="position:relative"> <span class="pl-s">"A<span class="pl-cce">\t</span>{}"</span>.<span class="pl-en">format</span>(</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC298" class="react-file-line html-div" data-testid="code-cell" data-line-number="298" style="position:relative"> <span class="pl-s">" "</span>.<span class="pl-en">join</span>(</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC299" class="react-file-line html-div" data-testid="code-cell" data-line-number="299" style="position:relative"> [</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC300" class="react-file-line html-div" data-testid="code-cell" data-line-number="300" style="position:relative"> <span class="pl-s">"{}-{}"</span>.<span class="pl-en">format</span>(<span class="pl-s1">src_idx</span>, <span class="pl-s1">tgt_idx</span>)</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC301" class="react-file-line html-div" data-testid="code-cell" data-line-number="301" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">src_idx</span>, <span class="pl-s1">tgt_idx</span> <span class="pl-c1">in</span> <span class="pl-s1">hypo</span>[<span class="pl-s">"alignment"</span>]</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC302" class="react-file-line html-div" data-testid="code-cell" data-line-number="302" style="position:relative"> ]</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC303" class="react-file-line html-div" data-testid="code-cell" data-line-number="303" style="position:relative"> )</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC304" class="react-file-line html-div" data-testid="code-cell" data-line-number="304" style="position:relative"> )</div></div></div><div class="child-of-line-105 child-of-line-210 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC305" class="react-file-line html-div" data-testid="code-cell" data-line-number="305" style="position:relative"> )</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC306" class="react-file-line html-div" data-testid="code-cell" data-line-number="306" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">outputs</span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC307" class="react-file-line html-div" data-testid="code-cell" data-line-number="307" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC308" class="react-file-line html-div" data-testid="code-cell" data-line-number="308" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">get_sentence_and_language</span>(<span class="pl-s1">self</span>, <span class="pl-s1">sentence</span>: <span class="pl-s1">str</span>):</div></div></div><div class="child-of-line-105 child-of-line-307 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC309" class="react-file-line html-div" data-testid="code-cell" data-line-number="309" style="position:relative"> <span class="pl-s">"""</span></div></div></div><div class="child-of-line-105 child-of-line-307 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC310" class="react-file-line html-div" data-testid="code-cell" data-line-number="310" style="position:relative"><span class="pl-s"> If sentence is prefixed with the language, it is striped and both are replaced.</span></div></div></div><div class="child-of-line-105 child-of-line-307 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC311" class="react-file-line html-div" data-testid="code-cell" data-line-number="311" style="position:relative"><span class="pl-s"> input: '<lang>en-EN</lang>Some sentence here'</span></div></div></div><div class="child-of-line-105 child-of-line-307 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC312" class="react-file-line html-div" data-testid="code-cell" data-line-number="312" style="position:relative"><span class="pl-s"> output: en-EN, 'Some sentence here'</span></div></div></div><div class="child-of-line-105 child-of-line-307 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC313" class="react-file-line html-div" data-testid="code-cell" data-line-number="313" style="position:relative"><span class="pl-s"> """</span></div></div></div><div class="child-of-line-105 child-of-line-307 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC314" class="react-file-line html-div" data-testid="code-cell" data-line-number="314" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-307 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC315" class="react-file-line html-div" data-testid="code-cell" data-line-number="315" style="position:relative"> <span class="pl-s1">lang_begin</span> <span class="pl-c1">=</span> <span class="pl-s">"<lang>"</span></div></div></div><div class="child-of-line-105 child-of-line-307 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC316" class="react-file-line html-div" data-testid="code-cell" data-line-number="316" style="position:relative"> <span class="pl-s1">lang_end</span> <span class="pl-c1">=</span> <span class="pl-s">"</lang>"</span></div></div></div><div class="child-of-line-105 child-of-line-307 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC317" class="react-file-line html-div" data-testid="code-cell" data-line-number="317" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-307 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC318" class="react-file-line html-div" data-testid="code-cell" data-line-number="318" style="position:relative"> <span class="pl-s1">lang</span> <span class="pl-c1">=</span> <span class="pl-c1">None</span></div></div></div><div class="child-of-line-105 child-of-line-307 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC319" class="react-file-line html-div" data-testid="code-cell" data-line-number="319" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">sentence</span>.<span class="pl-en">startswith</span>(<span class="pl-s1">lang_begin</span>):</div></div></div><div class="child-of-line-105 child-of-line-307 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC320" class="react-file-line html-div" data-testid="code-cell" data-line-number="320" style="position:relative"> <span class="pl-s1">idx</span> <span class="pl-c1">=</span> <span class="pl-s1">sentence</span>.<span class="pl-en">find</span>(<span class="pl-s1">lang_end</span>)</div></div></div><div class="child-of-line-105 child-of-line-307 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC321" class="react-file-line html-div" data-testid="code-cell" data-line-number="321" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">idx</span> <span class="pl-c1">></span> <span class="pl-c1">0</span>:</div></div></div><div class="child-of-line-105 child-of-line-307 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC322" class="react-file-line html-div" data-testid="code-cell" data-line-number="322" style="position:relative"> <span class="pl-s1">lang</span> <span class="pl-c1">=</span> <span class="pl-s1">sentence</span>[: <span class="pl-s1">idx</span> <span class="pl-c1">+</span> <span class="pl-en">len</span>(<span class="pl-s1">lang_end</span>)]</div></div></div><div class="child-of-line-105 child-of-line-307 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC323" class="react-file-line html-div" data-testid="code-cell" data-line-number="323" style="position:relative"> <span class="pl-s1">lang</span> <span class="pl-c1">=</span> <span class="pl-s1">lang</span>.<span class="pl-en">replace</span>(<span class="pl-s1">lang_begin</span>, <span class="pl-s">""</span>).<span class="pl-en">replace</span>(<span class="pl-s1">lang_end</span>, <span class="pl-s">""</span>)</div></div></div><div class="child-of-line-105 child-of-line-307 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC324" class="react-file-line html-div" data-testid="code-cell" data-line-number="324" style="position:relative"> <span class="pl-s1">sentence</span> <span class="pl-c1">=</span> <span class="pl-s1">sentence</span>[<span class="pl-s1">idx</span> <span class="pl-c1">+</span> <span class="pl-en">len</span>(<span class="pl-s1">lang_end</span>) :]</div></div></div><div class="child-of-line-105 child-of-line-307 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC325" class="react-file-line html-div" data-testid="code-cell" data-line-number="325" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC326" class="react-file-line html-div" data-testid="code-cell" data-line-number="326" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">lang</span>, <span class="pl-s1">sentence</span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC327" class="react-file-line html-div" data-testid="code-cell" data-line-number="327" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC328" class="react-file-line html-div" data-testid="code-cell" data-line-number="328" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">add_language_to_sentence</span>(<span class="pl-s1">self</span>, <span class="pl-s1">sentence</span>: <span class="pl-s1">str</span>, <span class="pl-s1">lang_token</span>):</div></div></div><div class="child-of-line-105 child-of-line-327 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC329" class="react-file-line html-div" data-testid="code-cell" data-line-number="329" style="position:relative"> <span class="pl-s1">lang_begin</span> <span class="pl-c1">=</span> <span class="pl-s">"<lang>"</span></div></div></div><div class="child-of-line-105 child-of-line-327 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC330" class="react-file-line html-div" data-testid="code-cell" data-line-number="330" style="position:relative"> <span class="pl-s1">lang_end</span> <span class="pl-c1">=</span> <span class="pl-s">"</lang>"</span></div></div></div><div class="child-of-line-105 child-of-line-327 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC331" class="react-file-line html-div" data-testid="code-cell" data-line-number="331" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-327 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC332" class="react-file-line html-div" data-testid="code-cell" data-line-number="332" style="position:relative"> <span class="pl-s1">lang_prefix</span> <span class="pl-c1">=</span> <span class="pl-s1">lang_begin</span> <span class="pl-c1">+</span> <span class="pl-s1">lang_token</span> <span class="pl-c1">+</span> <span class="pl-s1">lang_end</span></div></div></div><div class="child-of-line-105 child-of-line-327 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC333" class="react-file-line html-div" data-testid="code-cell" data-line-number="333" style="position:relative"> <span class="pl-s1">sentence</span> <span class="pl-c1">=</span> <span class="pl-s1">lang_prefix</span> <span class="pl-c1">+</span> <span class="pl-s1">sentence</span></div></div></div><div class="child-of-line-105 child-of-line-327 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC334" class="react-file-line html-div" data-testid="code-cell" data-line-number="334" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC335" class="react-file-line html-div" data-testid="code-cell" data-line-number="335" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">sentence</span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC336" class="react-file-line html-div" data-testid="code-cell" data-line-number="336" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC337" class="react-file-line html-div" data-testid="code-cell" data-line-number="337" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">encode</span>(<span class="pl-s1">self</span>, <span class="pl-s1">sentence</span>: <span class="pl-s1">str</span>) <span class="pl-c1">-></span> <span class="pl-s1">torch</span>.<span class="pl-v">LongTensor</span>:</div></div></div><div class="child-of-line-105 child-of-line-336 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC338" class="react-file-line html-div" data-testid="code-cell" data-line-number="338" style="position:relative"> <span class="pl-s1">lang</span>, <span class="pl-s1">sentence</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-en">get_sentence_and_language</span>(<span class="pl-s1">sentence</span>)</div></div></div><div class="child-of-line-105 child-of-line-336 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC339" class="react-file-line html-div" data-testid="code-cell" data-line-number="339" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-336 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC340" class="react-file-line html-div" data-testid="code-cell" data-line-number="340" style="position:relative"> <span class="pl-s1">sentence</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-en">tokenize</span>(<span class="pl-s1">sentence</span>)</div></div></div><div class="child-of-line-105 child-of-line-336 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC341" class="react-file-line html-div" data-testid="code-cell" data-line-number="341" style="position:relative"> <span class="pl-s1">sentence</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-en">apply_bpe</span>(<span class="pl-s1">sentence</span>)</div></div></div><div class="child-of-line-105 child-of-line-336 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC342" class="react-file-line html-div" data-testid="code-cell" data-line-number="342" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-336 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC343" class="react-file-line html-div" data-testid="code-cell" data-line-number="343" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">lang</span> <span class="pl-c1">is</span> <span class="pl-c1">not</span> <span class="pl-c1">None</span>:</div></div></div><div class="child-of-line-105 child-of-line-336 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC344" class="react-file-line html-div" data-testid="code-cell" data-line-number="344" style="position:relative"> <span class="pl-s1">sentence</span> <span class="pl-c1">=</span> <span class="pl-s">f"<span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">lang</span><span class="pl-kos">}</span></span> <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">sentence</span><span class="pl-kos">}</span></span>"</span></div></div></div><div class="child-of-line-105 child-of-line-336 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC345" class="react-file-line html-div" data-testid="code-cell" data-line-number="345" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC346" class="react-file-line html-div" data-testid="code-cell" data-line-number="346" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">self</span>.<span class="pl-en">binarize</span>(<span class="pl-s1">sentence</span>)</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC347" class="react-file-line html-div" data-testid="code-cell" data-line-number="347" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC348" class="react-file-line html-div" data-testid="code-cell" data-line-number="348" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">decode</span>(<span class="pl-s1">self</span>, <span class="pl-s1">tokens</span>: <span class="pl-s1">torch</span>.<span class="pl-v">LongTensor</span>) <span class="pl-c1">-></span> <span class="pl-s1">str</span>:</div></div></div><div class="child-of-line-105 child-of-line-347 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC349" class="react-file-line html-div" data-testid="code-cell" data-line-number="349" style="position:relative"> <span class="pl-s1">sentence</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-en">string</span>(<span class="pl-s1">tokens</span>)</div></div></div><div class="child-of-line-105 child-of-line-347 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC350" class="react-file-line html-div" data-testid="code-cell" data-line-number="350" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-347 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC351" class="react-file-line html-div" data-testid="code-cell" data-line-number="351" style="position:relative"> <span class="pl-c"># Remove the lang token</span></div></div></div><div class="child-of-line-105 child-of-line-347 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC352" class="react-file-line html-div" data-testid="code-cell" data-line-number="352" style="position:relative"> <span class="pl-s1">sent_split</span> <span class="pl-c1">=</span> <span class="pl-s1">sentence</span>.<span class="pl-en">split</span>(<span class="pl-s">" "</span>, <span class="pl-c1">1</span>)</div></div></div><div class="child-of-line-105 child-of-line-347 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC353" class="react-file-line html-div" data-testid="code-cell" data-line-number="353" style="position:relative"> <span class="pl-s1">lang_token</span> <span class="pl-c1">=</span> <span class="pl-c1">None</span></div></div></div><div class="child-of-line-105 child-of-line-347 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC354" class="react-file-line html-div" data-testid="code-cell" data-line-number="354" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">sent_split</span>[<span class="pl-c1">0</span>] <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-s1">lang_tokens</span>:</div></div></div><div class="child-of-line-105 child-of-line-347 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC355" class="react-file-line html-div" data-testid="code-cell" data-line-number="355" style="position:relative"> <span class="pl-s1">lang_token</span> <span class="pl-c1">=</span> <span class="pl-s1">sent_split</span>[<span class="pl-c1">0</span>]</div></div></div><div class="child-of-line-105 child-of-line-347 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC356" class="react-file-line html-div" data-testid="code-cell" data-line-number="356" style="position:relative"> <span class="pl-s1">sentence</span> <span class="pl-c1">=</span> <span class="pl-s1">sent_split</span>[<span class="pl-c1">1</span>]</div></div></div><div class="child-of-line-105 child-of-line-347 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC357" class="react-file-line html-div" data-testid="code-cell" data-line-number="357" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-347 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC358" class="react-file-line html-div" data-testid="code-cell" data-line-number="358" style="position:relative"> <span class="pl-s1">sentence</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-en">remove_bpe</span>(<span class="pl-s1">sentence</span>)</div></div></div><div class="child-of-line-105 child-of-line-347 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC359" class="react-file-line html-div" data-testid="code-cell" data-line-number="359" style="position:relative"> <span class="pl-s1">sentence</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-en">detokenize</span>(<span class="pl-s1">sentence</span>)</div></div></div><div class="child-of-line-105 child-of-line-347 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC360" class="react-file-line html-div" data-testid="code-cell" data-line-number="360" style="position:relative"> </div></div></div><div class="child-of-line-105 child-of-line-347 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC361" class="react-file-line html-div" data-testid="code-cell" data-line-number="361" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">lang_token</span> <span class="pl-c1">is</span> <span class="pl-c1">not</span> <span class="pl-c1">None</span>:</div></div></div><div class="child-of-line-105 child-of-line-347 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC362" class="react-file-line html-div" data-testid="code-cell" data-line-number="362" style="position:relative"> <span class="pl-s1">sentence</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-en">add_language_to_sentence</span>(<span class="pl-s1">sentence</span>, <span class="pl-s1">lang_token</span>)</div></div></div><div class="child-of-line-105 child-of-line-347 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC363" class="react-file-line html-div" data-testid="code-cell" data-line-number="363" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC364" class="react-file-line html-div" data-testid="code-cell" data-line-number="364" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">sentence</span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC365" class="react-file-line html-div" data-testid="code-cell" data-line-number="365" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC366" class="react-file-line html-div" data-testid="code-cell" data-line-number="366" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">tokenize</span>(<span class="pl-s1">self</span>, <span class="pl-s1">sentence</span>: <span class="pl-s1">str</span>) <span class="pl-c1">-></span> <span class="pl-s1">str</span>:</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC367" class="react-file-line html-div" data-testid="code-cell" data-line-number="367" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">self</span>.<span class="pl-s1">tokenizer</span> <span class="pl-c1">is</span> <span class="pl-c1">not</span> <span class="pl-c1">None</span>:</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC368" class="react-file-line html-div" data-testid="code-cell" data-line-number="368" style="position:relative"> <span class="pl-s1">sentence</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-s1">tokenizer</span>.<span class="pl-en">encode</span>(<span class="pl-s1">sentence</span>)</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC369" class="react-file-line html-div" data-testid="code-cell" data-line-number="369" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">sentence</span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC370" class="react-file-line html-div" data-testid="code-cell" data-line-number="370" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC371" class="react-file-line html-div" data-testid="code-cell" data-line-number="371" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">detokenize</span>(<span class="pl-s1">self</span>, <span class="pl-s1">sentence</span>: <span class="pl-s1">str</span>) <span class="pl-c1">-></span> <span class="pl-s1">str</span>:</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC372" class="react-file-line html-div" data-testid="code-cell" data-line-number="372" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">self</span>.<span class="pl-s1">tokenizer</span> <span class="pl-c1">is</span> <span class="pl-c1">not</span> <span class="pl-c1">None</span>:</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC373" class="react-file-line html-div" data-testid="code-cell" data-line-number="373" style="position:relative"> <span class="pl-s1">sentence</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-s1">tokenizer</span>.<span class="pl-en">decode</span>(<span class="pl-s1">sentence</span>)</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC374" class="react-file-line html-div" data-testid="code-cell" data-line-number="374" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">sentence</span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC375" class="react-file-line html-div" data-testid="code-cell" data-line-number="375" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC376" class="react-file-line html-div" data-testid="code-cell" data-line-number="376" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">apply_bpe</span>(<span class="pl-s1">self</span>, <span class="pl-s1">sentence</span>: <span class="pl-s1">str</span>) <span class="pl-c1">-></span> <span class="pl-s1">str</span>:</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC377" class="react-file-line html-div" data-testid="code-cell" data-line-number="377" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">self</span>.<span class="pl-s1">bpe</span> <span class="pl-c1">is</span> <span class="pl-c1">not</span> <span class="pl-c1">None</span>:</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC378" class="react-file-line html-div" data-testid="code-cell" data-line-number="378" style="position:relative"> <span class="pl-s1">sentence</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-s1">bpe</span>.<span class="pl-en">encode</span>(<span class="pl-s1">sentence</span>)</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC379" class="react-file-line html-div" data-testid="code-cell" data-line-number="379" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">sentence</span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC380" class="react-file-line html-div" data-testid="code-cell" data-line-number="380" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC381" class="react-file-line html-div" data-testid="code-cell" data-line-number="381" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">remove_bpe</span>(<span class="pl-s1">self</span>, <span class="pl-s1">sentence</span>: <span class="pl-s1">str</span>) <span class="pl-c1">-></span> <span class="pl-s1">str</span>:</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC382" class="react-file-line html-div" data-testid="code-cell" data-line-number="382" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">self</span>.<span class="pl-s1">bpe</span> <span class="pl-c1">is</span> <span class="pl-c1">not</span> <span class="pl-c1">None</span>:</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC383" class="react-file-line html-div" data-testid="code-cell" data-line-number="383" style="position:relative"> <span class="pl-s1">sentence</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-s1">bpe</span>.<span class="pl-en">decode</span>(<span class="pl-s1">sentence</span>)</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC384" class="react-file-line html-div" data-testid="code-cell" data-line-number="384" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">sentence</span></div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC385" class="react-file-line html-div" data-testid="code-cell" data-line-number="385" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC386" class="react-file-line html-div" data-testid="code-cell" data-line-number="386" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">binarize</span>(<span class="pl-s1">self</span>, <span class="pl-s1">sentence</span>: <span class="pl-s1">str</span>) <span class="pl-c1">-></span> <span class="pl-s1">torch</span>.<span class="pl-v">LongTensor</span>:</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC387" class="react-file-line html-div" data-testid="code-cell" data-line-number="387" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">self</span>.<span class="pl-s1">src_dict</span>.<span class="pl-en">encode_line</span>(<span class="pl-s1">sentence</span>, <span class="pl-s1">add_if_not_exist</span><span class="pl-c1">=</span><span class="pl-c1">False</span>).<span class="pl-en">long</span>()</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC388" class="react-file-line html-div" data-testid="code-cell" data-line-number="388" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC389" class="react-file-line html-div" data-testid="code-cell" data-line-number="389" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">string</span>(<span class="pl-s1">self</span>, <span class="pl-s1">tokens</span>: <span class="pl-s1">torch</span>.<span class="pl-v">LongTensor</span>) <span class="pl-c1">-></span> <span class="pl-s1">str</span>:</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC390" class="react-file-line html-div" data-testid="code-cell" data-line-number="390" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">self</span>.<span class="pl-s1">tgt_dict</span>.<span class="pl-en">string</span>(<span class="pl-s1">tokens</span>)</div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC391" class="react-file-line html-div" data-testid="code-cell" data-line-number="391" style="position:relative"> </div></div></div><div class="child-of-line-105 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC392" class="react-file-line html-div" data-testid="code-cell" data-line-number="392" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">_build_batches</span>(</div></div></div><div class="child-of-line-105 child-of-line-391 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC393" class="react-file-line html-div" data-testid="code-cell" data-line-number="393" style="position:relative"> <span class="pl-s1">self</span>,</div></div></div><div class="child-of-line-105 child-of-line-391 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC394" class="react-file-line html-div" data-testid="code-cell" data-line-number="394" style="position:relative"> <span class="pl-s1">tokens</span>: <span class="pl-v">List</span>[<span class="pl-s1">torch</span>.<span class="pl-v">LongTensor</span>],</div></div></div><div class="child-of-line-105 child-of-line-391 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC395" class="react-file-line html-div" data-testid="code-cell" data-line-number="395" style="position:relative"> <span class="pl-s1">skip_invalid_size_inputs</span>: <span class="pl-s1">bool</span>,</div></div></div><div class="child-of-line-105 child-of-line-391 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC396" class="react-file-line html-div" data-testid="code-cell" data-line-number="396" style="position:relative"> <span class="pl-s1">world_size</span><span class="pl-c1">=</span><span class="pl-c1">None</span>,</div></div></div><div class="child-of-line-105 child-of-line-391 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC397" class="react-file-line html-div" data-testid="code-cell" data-line-number="397" style="position:relative"> <span class="pl-s1">rank</span><span class="pl-c1">=</span><span class="pl-c1">None</span>,</div></div></div><div class="child-of-line-105 child-of-line-391 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC398" class="react-file-line html-div" data-testid="code-cell" data-line-number="398" style="position:relative"> <span class="pl-s1">batch_size</span><span class="pl-c1">=</span><span class="pl-c1">None</span>,</div></div></div><div class="child-of-line-105 child-of-line-391 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC399" class="react-file-line html-div" data-testid="code-cell" data-line-number="399" style="position:relative"> ) <span class="pl-c1">-></span> <span class="pl-v">Iterator</span>[<span class="pl-v">Dict</span>[<span class="pl-s1">str</span>, <span class="pl-v">Any</span>]]:</div></div></div><div class="child-of-line-105 child-of-line-391 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC400" class="react-file-line html-div" data-testid="code-cell" data-line-number="400" style="position:relative"> <span class="pl-s1">lengths</span> <span class="pl-c1">=</span> <span class="pl-s1">torch</span>.<span class="pl-v">LongTensor</span>([<span class="pl-s1">t</span>.<span class="pl-en">numel</span>() <span class="pl-k">for</span> <span class="pl-s1">t</span> <span class="pl-c1">in</span> <span class="pl-s1">tokens</span>])</div></div></div><div class="child-of-line-105 child-of-line-391 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC401" class="react-file-line html-div" data-testid="code-cell" data-line-number="401" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">batch_size</span> <span class="pl-c1">is</span> <span class="pl-c1">None</span>:</div></div></div><div class="child-of-line-105 child-of-line-391 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC402" class="react-file-line html-div" data-testid="code-cell" data-line-number="402" style="position:relative"> <span class="pl-s1">batch_size</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">dataset</span>.<span class="pl-s1">batch_size</span></div></div></div><div class="child-of-line-105 child-of-line-391 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC403" class="react-file-line html-div" data-testid="code-cell" data-line-number="403" style="position:relative"> <span class="pl-s1">batch_iterator</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-s1">task</span>.<span class="pl-en">get_batch_iterator</span>(</div></div></div><div class="child-of-line-105 child-of-line-391 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC404" class="react-file-line html-div" data-testid="code-cell" data-line-number="404" style="position:relative"> <span class="pl-s1">dataset</span><span class="pl-c1">=</span><span class="pl-s1">self</span>.<span class="pl-s1">task</span>.<span class="pl-en">build_dataset_for_inference</span>(<span class="pl-s1">tokens</span>, <span class="pl-s1">lengths</span>),</div></div></div><div class="child-of-line-105 child-of-line-391 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC405" class="react-file-line html-div" data-testid="code-cell" data-line-number="405" style="position:relative"> <span class="pl-s1">max_tokens</span><span class="pl-c1">=</span><span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">dataset</span>.<span class="pl-s1">max_tokens</span>,</div></div></div><div class="child-of-line-105 child-of-line-391 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC406" class="react-file-line html-div" data-testid="code-cell" data-line-number="406" style="position:relative"> <span class="pl-s1">max_sentences</span><span class="pl-c1">=</span><span class="pl-s1">batch_size</span>,</div></div></div><div class="child-of-line-105 child-of-line-391 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC407" class="react-file-line html-div" data-testid="code-cell" data-line-number="407" style="position:relative"> <span class="pl-s1">max_positions</span><span class="pl-c1">=</span><span class="pl-s1">self</span>.<span class="pl-s1">max_positions</span>,</div></div></div><div class="child-of-line-105 child-of-line-391 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC408" class="react-file-line html-div" data-testid="code-cell" data-line-number="408" style="position:relative"> <span class="pl-s1">ignore_invalid_inputs</span><span class="pl-c1">=</span><span class="pl-s1">skip_invalid_size_inputs</span>,</div></div></div><div class="child-of-line-105 child-of-line-391 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC409" class="react-file-line html-div" data-testid="code-cell" data-line-number="409" style="position:relative"> <span class="pl-s1">disable_iterator_cache</span><span class="pl-c1">=</span><span class="pl-c1">True</span>,</div></div></div><div class="child-of-line-105 child-of-line-391 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC410" class="react-file-line html-div" data-testid="code-cell" data-line-number="410" style="position:relative"> <span class="pl-s1">num_shards</span><span class="pl-c1">=</span><span class="pl-s1">world_size</span>,</div></div></div><div class="child-of-line-105 child-of-line-391 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC411" class="react-file-line html-div" data-testid="code-cell" data-line-number="411" style="position:relative"> <span class="pl-s1">shard_id</span><span class="pl-c1">=</span><span class="pl-s1">rank</span>,</div></div></div><div class="child-of-line-105 child-of-line-391 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC412" class="react-file-line html-div" data-testid="code-cell" data-line-number="412" style="position:relative"> ).<span class="pl-en">next_epoch_itr</span>(<span class="pl-s1">shuffle</span><span class="pl-c1">=</span><span class="pl-c1">False</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC413" class="react-file-line html-div" data-testid="code-cell" data-line-number="413" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">batch_iterator</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC414" class="react-file-line html-div" data-testid="code-cell" data-line-number="414" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC415" class="react-file-line html-div" data-testid="code-cell" data-line-number="415" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC416" class="react-file-line html-div" data-testid="code-cell" data-line-number="416" style="position:relative"><span class="pl-k">class</span> <span class="pl-v">BPEHubInterface</span>(<span class="pl-s1">object</span>):</div></div></div><div class="child-of-line-415 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC417" class="react-file-line html-div" data-testid="code-cell" data-line-number="417" style="position:relative"> <span class="pl-s">"""PyTorch Hub interface for Byte-Pair Encoding (BPE)."""</span></div></div></div><div class="child-of-line-415 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC418" class="react-file-line html-div" data-testid="code-cell" data-line-number="418" style="position:relative"> </div></div></div><div class="child-of-line-415 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC419" class="react-file-line html-div" data-testid="code-cell" data-line-number="419" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">__init__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">bpe</span>, <span class="pl-c1">**</span><span class="pl-s1">kwargs</span>):</div></div></div><div class="child-of-line-415 child-of-line-418 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC420" class="react-file-line html-div" data-testid="code-cell" data-line-number="420" style="position:relative"> <span class="pl-en">super</span>().<span class="pl-en">__init__</span>()</div></div></div><div class="child-of-line-415 child-of-line-418 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC421" class="react-file-line html-div" data-testid="code-cell" data-line-number="421" style="position:relative"> <span class="pl-s1">args</span> <span class="pl-c1">=</span> <span class="pl-s1">argparse</span>.<span class="pl-v">Namespace</span>(<span class="pl-s1">bpe</span><span class="pl-c1">=</span><span class="pl-s1">bpe</span>, <span class="pl-c1">**</span><span class="pl-s1">kwargs</span>)</div></div></div><div class="child-of-line-415 child-of-line-418 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC422" class="react-file-line html-div" data-testid="code-cell" data-line-number="422" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">bpe</span> <span class="pl-c1">=</span> <span class="pl-s1">encoders</span>.<span class="pl-en">build_bpe</span>(<span class="pl-s1">args</span>)</div></div></div><div class="child-of-line-415 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC423" class="react-file-line html-div" data-testid="code-cell" data-line-number="423" style="position:relative"> <span class="pl-k">assert</span> <span class="pl-s1">self</span>.<span class="pl-s1">bpe</span> <span class="pl-c1">is</span> <span class="pl-c1">not</span> <span class="pl-c1">None</span></div></div></div><div class="child-of-line-415 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC424" class="react-file-line html-div" data-testid="code-cell" data-line-number="424" style="position:relative"> </div></div></div><div class="child-of-line-415 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC425" class="react-file-line html-div" data-testid="code-cell" data-line-number="425" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">encode</span>(<span class="pl-s1">self</span>, <span class="pl-s1">sentence</span>: <span class="pl-s1">str</span>) <span class="pl-c1">-></span> <span class="pl-s1">str</span>:</div></div></div><div class="child-of-line-415 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC426" class="react-file-line html-div" data-testid="code-cell" data-line-number="426" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">self</span>.<span class="pl-s1">bpe</span>.<span class="pl-en">encode</span>(<span class="pl-s1">sentence</span>)</div></div></div><div class="child-of-line-415 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC427" class="react-file-line html-div" data-testid="code-cell" data-line-number="427" style="position:relative"> </div></div></div><div class="child-of-line-415 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC428" class="react-file-line html-div" data-testid="code-cell" data-line-number="428" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">decode</span>(<span class="pl-s1">self</span>, <span class="pl-s1">sentence</span>: <span class="pl-s1">str</span>) <span class="pl-c1">-></span> <span class="pl-s1">str</span>:</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC429" class="react-file-line html-div" data-testid="code-cell" data-line-number="429" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">self</span>.<span class="pl-s1">bpe</span>.<span class="pl-en">decode</span>(<span class="pl-s1">sentence</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC430" class="react-file-line html-div" data-testid="code-cell" data-line-number="430" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC431" class="react-file-line html-div" data-testid="code-cell" data-line-number="431" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC432" class="react-file-line html-div" data-testid="code-cell" data-line-number="432" style="position:relative"><span class="pl-k">class</span> <span class="pl-v">TokenizerHubInterface</span>(<span class="pl-s1">object</span>):</div></div></div><div class="child-of-line-431 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC433" class="react-file-line html-div" data-testid="code-cell" data-line-number="433" style="position:relative"> <span class="pl-s">"""PyTorch Hub interface for tokenization."""</span></div></div></div><div class="child-of-line-431 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC434" class="react-file-line html-div" data-testid="code-cell" data-line-number="434" style="position:relative"> </div></div></div><div class="child-of-line-431 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC435" class="react-file-line html-div" data-testid="code-cell" data-line-number="435" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">__init__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">tokenizer</span>, <span class="pl-c1">**</span><span class="pl-s1">kwargs</span>):</div></div></div><div class="child-of-line-431 child-of-line-434 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC436" class="react-file-line html-div" data-testid="code-cell" data-line-number="436" style="position:relative"> <span class="pl-en">super</span>().<span class="pl-en">__init__</span>()</div></div></div><div class="child-of-line-431 child-of-line-434 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC437" class="react-file-line html-div" data-testid="code-cell" data-line-number="437" style="position:relative"> <span class="pl-s1">args</span> <span class="pl-c1">=</span> <span class="pl-s1">argparse</span>.<span class="pl-v">Namespace</span>(<span class="pl-s1">tokenizer</span><span class="pl-c1">=</span><span class="pl-s1">tokenizer</span>, <span class="pl-c1">**</span><span class="pl-s1">kwargs</span>)</div></div></div><div class="child-of-line-431 child-of-line-434 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC438" class="react-file-line html-div" data-testid="code-cell" data-line-number="438" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">tokenizer</span> <span class="pl-c1">=</span> <span class="pl-s1">encoders</span>.<span class="pl-en">build_tokenizer</span>(<span class="pl-s1">args</span>)</div></div></div><div class="child-of-line-431 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC439" class="react-file-line html-div" data-testid="code-cell" data-line-number="439" style="position:relative"> <span class="pl-k">assert</span> <span class="pl-s1">self</span>.<span class="pl-s1">tokenizer</span> <span class="pl-c1">is</span> <span class="pl-c1">not</span> <span class="pl-c1">None</span></div></div></div><div class="child-of-line-431 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC440" class="react-file-line html-div" data-testid="code-cell" data-line-number="440" style="position:relative"> </div></div></div><div class="child-of-line-431 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC441" class="react-file-line html-div" data-testid="code-cell" data-line-number="441" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">encode</span>(<span class="pl-s1">self</span>, <span class="pl-s1">sentence</span>: <span class="pl-s1">str</span>) <span class="pl-c1">-></span> <span class="pl-s1">str</span>:</div></div></div><div class="child-of-line-431 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC442" class="react-file-line html-div" data-testid="code-cell" data-line-number="442" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">self</span>.<span class="pl-s1">tokenizer</span>.<span class="pl-en">encode</span>(<span class="pl-s1">sentence</span>)</div></div></div><div class="child-of-line-431 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC443" class="react-file-line html-div" data-testid="code-cell" data-line-number="443" style="position:relative"> </div></div></div><div class="child-of-line-431 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC444" class="react-file-line html-div" data-testid="code-cell" data-line-number="444" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">decode</span>(<span class="pl-s1">self</span>, <span class="pl-s1">sentence</span>: <span class="pl-s1">str</span>) <span class="pl-c1">-></span> <span class="pl-s1">str</span>:</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC445" class="react-file-line html-div" data-testid="code-cell" data-line-number="445" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">self</span>.<span class="pl-s1">tokenizer</span>.<span class="pl-en">decode</span>(<span class="pl-s1">sentence</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC446" class="react-file-line html-div" data-testid="code-cell" data-line-number="446" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC447" class="react-file-line html-div" data-testid="code-cell" data-line-number="447" style="position:relative"> </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC448" class="react-file-line html-div" data-testid="code-cell" data-line-number="448" style="position:relative"><span class="pl-k">class</span> <span class="pl-v">GeneratorInterface</span>:</div></div></div><div class="child-of-line-447 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC449" class="react-file-line html-div" data-testid="code-cell" data-line-number="449" style="position:relative"> <span class="pl-s">"""</span></div></div></div><div class="child-of-line-447 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC450" class="react-file-line html-div" data-testid="code-cell" data-line-number="450" style="position:relative"><span class="pl-s"> PyTorch Hub interface for generating sequences from a pre-trained</span></div></div></div><div class="child-of-line-447 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC451" class="react-file-line html-div" data-testid="code-cell" data-line-number="451" style="position:relative"><span class="pl-s"> translation or language model.</span></div></div></div><div class="child-of-line-447 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC452" class="react-file-line html-div" data-testid="code-cell" data-line-number="452" style="position:relative"><span class="pl-s"> """</span></div></div></div><div class="child-of-line-447 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC453" class="react-file-line html-div" data-testid="code-cell" data-line-number="453" style="position:relative"> </div></div></div><div class="child-of-line-447 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC454" class="react-file-line html-div" data-testid="code-cell" data-line-number="454" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">__init__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">cfg</span>: <span class="pl-v">MetaseqConfig</span>):</div></div></div><div class="child-of-line-447 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC455" class="react-file-line html-div" data-testid="code-cell" data-line-number="455" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span> <span class="pl-c1">=</span> <span class="pl-s1">cfg</span></div></div></div><div class="child-of-line-447 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC456" class="react-file-line html-div" data-testid="code-cell" data-line-number="456" style="position:relative"> <span class="pl-k">if</span> <span class="pl-en">isinstance</span>(<span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>, <span class="pl-v">Namespace</span>):</div></div></div><div class="child-of-line-447 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC457" class="react-file-line html-div" data-testid="code-cell" data-line-number="457" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span> <span class="pl-c1">=</span> <span class="pl-en">convert_namespace_to_omegaconf</span>(<span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>)</div></div></div><div class="child-of-line-447 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC458" class="react-file-line html-div" data-testid="code-cell" data-line-number="458" style="position:relative"> </div></div></div><div class="child-of-line-447 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC459" class="react-file-line html-div" data-testid="code-cell" data-line-number="459" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">load_model</span>(<span class="pl-s1">self</span>):</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC460" class="react-file-line html-div" data-testid="code-cell" data-line-number="460" style="position:relative"> <span class="pl-s1">utils</span>.<span class="pl-en">import_user_module</span>(<span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">common</span>)</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC461" class="react-file-line html-div" data-testid="code-cell" data-line-number="461" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC462" class="react-file-line html-div" data-testid="code-cell" data-line-number="462" style="position:relative"> <span class="pl-c"># Fix seed for stochastic decoding</span></div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC463" class="react-file-line html-div" data-testid="code-cell" data-line-number="463" style="position:relative"> <span class="pl-k">if</span> (</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC464" class="react-file-line html-div" data-testid="code-cell" data-line-number="464" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">common</span>.<span class="pl-s1">seed</span> <span class="pl-c1">is</span> <span class="pl-c1">not</span> <span class="pl-c1">None</span></div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC465" class="react-file-line html-div" data-testid="code-cell" data-line-number="465" style="position:relative"> <span class="pl-c1">and</span> <span class="pl-c1">not</span> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">generation</span>.<span class="pl-s1">no_seed_provided</span></div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC466" class="react-file-line html-div" data-testid="code-cell" data-line-number="466" style="position:relative"> ):</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC467" class="react-file-line html-div" data-testid="code-cell" data-line-number="467" style="position:relative"> <span class="pl-s1">np</span>.<span class="pl-s1">random</span>.<span class="pl-en">seed</span>(<span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">common</span>.<span class="pl-s1">seed</span>)</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC468" class="react-file-line html-div" data-testid="code-cell" data-line-number="468" style="position:relative"> <span class="pl-s1">utils</span>.<span class="pl-en">set_torch_seed</span>(<span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">common</span>.<span class="pl-s1">seed</span>)</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC469" class="react-file-line html-div" data-testid="code-cell" data-line-number="469" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC470" class="react-file-line html-div" data-testid="code-cell" data-line-number="470" style="position:relative"> <span class="pl-c"># Setup task, e.g., translation</span></div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC471" class="react-file-line html-div" data-testid="code-cell" data-line-number="471" style="position:relative"> <span class="pl-s1">task</span> <span class="pl-c1">=</span> <span class="pl-s1">tasks</span>.<span class="pl-en">setup_task</span>(<span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">task</span>)</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC472" class="react-file-line html-div" data-testid="code-cell" data-line-number="472" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC473" class="react-file-line html-div" data-testid="code-cell" data-line-number="473" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">_build_model</span>(<span class="pl-s1">cfg</span>, <span class="pl-s1">task</span>):</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC474" class="react-file-line html-div" data-testid="code-cell" data-line-number="474" style="position:relative"> <span class="pl-s1">model</span> <span class="pl-c1">=</span> <span class="pl-s1">task</span>.<span class="pl-en">build_model</span>(<span class="pl-s1">cfg</span>.<span class="pl-s1">model</span>).<span class="pl-en">half</span>().<span class="pl-en">cuda</span>()</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC475" class="react-file-line html-div" data-testid="code-cell" data-line-number="475" style="position:relative"> <span class="pl-s1">model</span>.<span class="pl-en">make_generation_fast_</span>()</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC476" class="react-file-line html-div" data-testid="code-cell" data-line-number="476" style="position:relative"> <span class="pl-k">return</span> <span class="pl-en">fsdp_wrap</span>(<span class="pl-s1">model</span>)</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC477" class="react-file-line html-div" data-testid="code-cell" data-line-number="477" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC478" class="react-file-line html-div" data-testid="code-cell" data-line-number="478" style="position:relative"> <span class="pl-c"># Load the model</span></div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC479" class="react-file-line html-div" data-testid="code-cell" data-line-number="479" style="position:relative"> <span class="pl-s1">overrides</span> <span class="pl-c1">=</span> <span class="pl-s1">ast</span>.<span class="pl-en">literal_eval</span>(<span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">common_eval</span>.<span class="pl-s1">model_overrides</span>)</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC480" class="react-file-line html-div" data-testid="code-cell" data-line-number="480" style="position:relative"> <span class="pl-s1">logger</span>.<span class="pl-en">info</span>(<span class="pl-s">"loading model(s) from {}"</span>.<span class="pl-en">format</span>(<span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">common_eval</span>.<span class="pl-s1">path</span>))</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC481" class="react-file-line html-div" data-testid="code-cell" data-line-number="481" style="position:relative"> <span class="pl-k">with</span> <span class="pl-en">fsdp_enable_wrap</span>(</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC482" class="react-file-line html-div" data-testid="code-cell" data-line-number="482" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">distributed_training</span>,</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC483" class="react-file-line html-div" data-testid="code-cell" data-line-number="483" style="position:relative"> <span class="pl-s1">use_sharded_state</span><span class="pl-c1">=</span><span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">distributed_training</span>.<span class="pl-s1">use_sharded_state</span>,</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC484" class="react-file-line html-div" data-testid="code-cell" data-line-number="484" style="position:relative"> ):</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC485" class="react-file-line html-div" data-testid="code-cell" data-line-number="485" style="position:relative"> <span class="pl-s1">models</span>, <span class="pl-s1">_model_args</span>, <span class="pl-s1">_task</span> <span class="pl-c1">=</span> <span class="pl-s1">checkpoint_utils</span>.<span class="pl-en">load_model_ensemble_and_task</span>(</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC486" class="react-file-line html-div" data-testid="code-cell" data-line-number="486" style="position:relative"> <span class="pl-s1">utils</span>.<span class="pl-en">split_paths</span>(<span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">common_eval</span>.<span class="pl-s1">path</span>),</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC487" class="react-file-line html-div" data-testid="code-cell" data-line-number="487" style="position:relative"> <span class="pl-s1">arg_overrides</span><span class="pl-c1">=</span><span class="pl-s1">overrides</span>,</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC488" class="react-file-line html-div" data-testid="code-cell" data-line-number="488" style="position:relative"> <span class="pl-s1">task</span><span class="pl-c1">=</span><span class="pl-s1">task</span>,</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC489" class="react-file-line html-div" data-testid="code-cell" data-line-number="489" style="position:relative"> <span class="pl-s1">suffix</span><span class="pl-c1">=</span><span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">checkpoint</span>.<span class="pl-s1">checkpoint_suffix</span>,</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC490" class="react-file-line html-div" data-testid="code-cell" data-line-number="490" style="position:relative"> <span class="pl-s1">strict</span><span class="pl-c1">=</span>(<span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">checkpoint</span>.<span class="pl-s1">checkpoint_shard_count</span> <span class="pl-c1">==</span> <span class="pl-c1">1</span>),</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC491" class="react-file-line html-div" data-testid="code-cell" data-line-number="491" style="position:relative"> <span class="pl-s1">num_shards</span><span class="pl-c1">=</span><span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">checkpoint</span>.<span class="pl-s1">checkpoint_shard_count</span>,</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC492" class="react-file-line html-div" data-testid="code-cell" data-line-number="492" style="position:relative"> <span class="pl-s1">build_model_hook</span><span class="pl-c1">=</span><span class="pl-s1">_build_model</span>,</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC493" class="react-file-line html-div" data-testid="code-cell" data-line-number="493" style="position:relative"> )</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC494" class="react-file-line html-div" data-testid="code-cell" data-line-number="494" style="position:relative"> <span class="pl-c"># Set dictionaries</span></div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC495" class="react-file-line html-div" data-testid="code-cell" data-line-number="495" style="position:relative"> <span class="pl-s1">src_dict</span> <span class="pl-c1">=</span> <span class="pl-s1">task</span>.<span class="pl-s1">source_dictionary</span></div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC496" class="react-file-line html-div" data-testid="code-cell" data-line-number="496" style="position:relative"> <span class="pl-s1">tgt_dict</span> <span class="pl-c1">=</span> <span class="pl-s1">task</span>.<span class="pl-s1">target_dictionary</span></div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC497" class="react-file-line html-div" data-testid="code-cell" data-line-number="497" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC498" class="react-file-line html-div" data-testid="code-cell" data-line-number="498" style="position:relative"> <span class="pl-c"># Handle tokenization and BPE</span></div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC499" class="react-file-line html-div" data-testid="code-cell" data-line-number="499" style="position:relative"> <span class="pl-s1">bpe</span> <span class="pl-c1">=</span> <span class="pl-s1">task</span>.<span class="pl-en">build_bpe</span>(<span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">bpe</span>)</div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC500" class="react-file-line html-div" data-testid="code-cell" data-line-number="500" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC501" class="react-file-line html-div" data-testid="code-cell" data-line-number="501" style="position:relative"> <span class="pl-c"># Set state</span></div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC502" class="react-file-line html-div" data-testid="code-cell" data-line-number="502" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">bpe</span> <span class="pl-c1">=</span> <span class="pl-s1">bpe</span></div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC503" class="react-file-line html-div" data-testid="code-cell" data-line-number="503" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">task</span> <span class="pl-c1">=</span> <span class="pl-s1">task</span></div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC504" class="react-file-line html-div" data-testid="code-cell" data-line-number="504" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">models</span> <span class="pl-c1">=</span> <span class="pl-s1">models</span></div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC505" class="react-file-line html-div" data-testid="code-cell" data-line-number="505" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">src_dict</span> <span class="pl-c1">=</span> <span class="pl-s1">src_dict</span></div></div></div><div class="child-of-line-447 child-of-line-458 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC506" class="react-file-line html-div" data-testid="code-cell" data-line-number="506" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">tgt_dict</span> <span class="pl-c1">=</span> <span class="pl-s1">tgt_dict</span></div></div></div><div class="child-of-line-447 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC507" class="react-file-line html-div" data-testid="code-cell" data-line-number="507" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">models</span></div></div></div><div class="child-of-line-447 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC508" class="react-file-line html-div" data-testid="code-cell" data-line-number="508" style="position:relative"> </div></div></div><div class="child-of-line-447 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC509" class="react-file-line html-div" data-testid="code-cell" data-line-number="509" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">generate</span>(</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC510" class="react-file-line html-div" data-testid="code-cell" data-line-number="510" style="position:relative"> <span class="pl-s1">self</span>,</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC511" class="react-file-line html-div" data-testid="code-cell" data-line-number="511" style="position:relative"> <span class="pl-s1">inputs</span>: <span class="pl-v">List</span>[<span class="pl-v">List</span>[<span class="pl-s1">int</span>]],</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC512" class="react-file-line html-div" data-testid="code-cell" data-line-number="512" style="position:relative"> <span class="pl-s1">min_tokens</span>: <span class="pl-v">List</span>[<span class="pl-s1">int</span>] <span class="pl-c1">=</span> <span class="pl-c1">None</span>,</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC513" class="react-file-line html-div" data-testid="code-cell" data-line-number="513" style="position:relative"> <span class="pl-s1">max_tokens</span>: <span class="pl-v">List</span>[<span class="pl-s1">int</span>] <span class="pl-c1">=</span> <span class="pl-c1">None</span>,</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC514" class="react-file-line html-div" data-testid="code-cell" data-line-number="514" style="position:relative"> <span class="pl-s1">temperature</span>: <span class="pl-s1">float</span> <span class="pl-c1">=</span> <span class="pl-c1">1.0</span>,</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC515" class="react-file-line html-div" data-testid="code-cell" data-line-number="515" style="position:relative"> <span class="pl-s1">top_p</span>: <span class="pl-s1">float</span> <span class="pl-c1">=</span> <span class="pl-c1">-</span><span class="pl-c1">1.0</span>,</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC516" class="react-file-line html-div" data-testid="code-cell" data-line-number="516" style="position:relative"> <span class="pl-s1">logprobs</span>: <span class="pl-s1">int</span> <span class="pl-c1">=</span> <span class="pl-c1">0</span>,</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC517" class="react-file-line html-div" data-testid="code-cell" data-line-number="517" style="position:relative"> <span class="pl-s1">n</span>: <span class="pl-s1">int</span> <span class="pl-c1">=</span> <span class="pl-c1">1</span>,</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC518" class="react-file-line html-div" data-testid="code-cell" data-line-number="518" style="position:relative"> <span class="pl-s1">best_of</span>: <span class="pl-v">Optional</span>[<span class="pl-s1">int</span>] <span class="pl-c1">=</span> <span class="pl-c1">None</span>,</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC519" class="react-file-line html-div" data-testid="code-cell" data-line-number="519" style="position:relative"> <span class="pl-s1">echo</span>: <span class="pl-s1">bool</span> <span class="pl-c1">=</span> <span class="pl-c1">False</span>,</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC520" class="react-file-line html-div" data-testid="code-cell" data-line-number="520" style="position:relative"> <span class="pl-s1">stop</span>: <span class="pl-v">Optional</span>[<span class="pl-v">List</span>[<span class="pl-s1">int</span>]] <span class="pl-c1">=</span> <span class="pl-c1">None</span>,</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC521" class="react-file-line html-div" data-testid="code-cell" data-line-number="521" style="position:relative"> <span class="pl-s1">seed</span>: <span class="pl-v">Optional</span>[<span class="pl-s1">int</span>] <span class="pl-c1">=</span> <span class="pl-c1">None</span>,</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC522" class="react-file-line html-div" data-testid="code-cell" data-line-number="522" style="position:relative"> <span class="pl-s1">use_cuda</span>: <span class="pl-s1">bool</span> <span class="pl-c1">=</span> <span class="pl-c1">True</span>,</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC523" class="react-file-line html-div" data-testid="code-cell" data-line-number="523" style="position:relative"> ):</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC524" class="react-file-line html-div" data-testid="code-cell" data-line-number="524" style="position:relative"> <span class="pl-s">"""</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC525" class="react-file-line html-div" data-testid="code-cell" data-line-number="525" style="position:relative"><span class="pl-s"> Generate from sequences.</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC526" class="react-file-line html-div" data-testid="code-cell" data-line-number="526" style="position:relative"><span class="pl-s"> Parameters match those of the OpenAI API.</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC527" class="react-file-line html-div" data-testid="code-cell" data-line-number="527" style="position:relative"><span class="pl-s"> https://beta.openai.com/docs/api-reference/completions/create</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC528" class="react-file-line html-div" data-testid="code-cell" data-line-number="528" style="position:relative"><span class="pl-s"> inputs: a list of pre-tokenized prompts</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC529" class="react-file-line html-div" data-testid="code-cell" data-line-number="529" style="position:relative"><span class="pl-s"> min_tokens: blocks EOS until at least this many tokens is provided</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC530" class="react-file-line html-div" data-testid="code-cell" data-line-number="530" style="position:relative"><span class="pl-s"> max_tokens: forces EOS after this many tokens</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC531" class="react-file-line html-div" data-testid="code-cell" data-line-number="531" style="position:relative"><span class="pl-s"> temperature: softmax temperature</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC532" class="react-file-line html-div" data-testid="code-cell" data-line-number="532" style="position:relative"><span class="pl-s"> top_p: nucleus probability</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC533" class="react-file-line html-div" data-testid="code-cell" data-line-number="533" style="position:relative"><span class="pl-s"> log_probs: return this cutoff of the probability distribution</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC534" class="react-file-line html-div" data-testid="code-cell" data-line-number="534" style="position:relative"><span class="pl-s"> n: beam size</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC535" class="react-file-line html-div" data-testid="code-cell" data-line-number="535" style="position:relative"><span class="pl-s"> best_of: number of beams to return. must be <= n</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC536" class="react-file-line html-div" data-testid="code-cell" data-line-number="536" style="position:relative"><span class="pl-s"> echo: if true, returned text/tokens/scores includes the prompt.</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC537" class="react-file-line html-div" data-testid="code-cell" data-line-number="537" style="position:relative"><span class="pl-s"> This is useful for getting PPL evaluations.</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC538" class="react-file-line html-div" data-testid="code-cell" data-line-number="538" style="position:relative"><span class="pl-s"> stop: a list of terminating tokens</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC539" class="react-file-line html-div" data-testid="code-cell" data-line-number="539" style="position:relative"><span class="pl-s"> seed: an integer if desired</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC540" class="react-file-line html-div" data-testid="code-cell" data-line-number="540" style="position:relative"><span class="pl-s"> use_cuda: should we use GPUs.</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC541" class="react-file-line html-div" data-testid="code-cell" data-line-number="541" style="position:relative"><span class="pl-s"> """</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC542" class="react-file-line html-div" data-testid="code-cell" data-line-number="542" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">seed</span>:</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC543" class="react-file-line html-div" data-testid="code-cell" data-line-number="543" style="position:relative"> <span class="pl-s1">utils</span>.<span class="pl-en">set_torch_seed</span>(<span class="pl-s1">seed</span>)</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC544" class="react-file-line html-div" data-testid="code-cell" data-line-number="544" style="position:relative"> <span class="pl-s1">start_time</span> <span class="pl-c1">=</span> <span class="pl-s1">time</span>.<span class="pl-en">time</span>()</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC545" class="react-file-line html-div" data-testid="code-cell" data-line-number="545" style="position:relative"> <span class="pl-s1">total_generation_time</span> <span class="pl-c1">=</span> <span class="pl-c1">0</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC546" class="react-file-line html-div" data-testid="code-cell" data-line-number="546" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC547" class="react-file-line html-div" data-testid="code-cell" data-line-number="547" style="position:relative"> <span class="pl-c"># Initialize generator</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC548" class="react-file-line html-div" data-testid="code-cell" data-line-number="548" style="position:relative"> <span class="pl-k">if</span> <span class="pl-c1">not</span> <span class="pl-s1">best_of</span>:</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC549" class="react-file-line html-div" data-testid="code-cell" data-line-number="549" style="position:relative"> <span class="pl-s1">best_of</span> <span class="pl-c1">=</span> <span class="pl-s1">n</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC550" class="react-file-line html-div" data-testid="code-cell" data-line-number="550" style="position:relative"> <span class="pl-k">assert</span> <span class="pl-s1">best_of</span> <span class="pl-c1">>=</span> <span class="pl-s1">n</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC551" class="react-file-line html-div" data-testid="code-cell" data-line-number="551" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">generation</span>.<span class="pl-s1">sampling_topp</span> <span class="pl-c1">=</span> <span class="pl-s1">top_p</span> <span class="pl-k">if</span> <span class="pl-s1">top_p</span> <span class="pl-c1">></span> <span class="pl-c1">0</span> <span class="pl-k">else</span> <span class="pl-c1">-</span><span class="pl-c1">1</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC552" class="react-file-line html-div" data-testid="code-cell" data-line-number="552" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">generation</span>.<span class="pl-s1">sampling</span> <span class="pl-c1">=</span> <span class="pl-s1">top_p</span> <span class="pl-c1">></span> <span class="pl-c1">0.0</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC553" class="react-file-line html-div" data-testid="code-cell" data-line-number="553" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">generation</span>.<span class="pl-s1">beam</span> <span class="pl-c1">=</span> <span class="pl-s1">best_of</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC554" class="react-file-line html-div" data-testid="code-cell" data-line-number="554" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">temperature</span> <span class="pl-c1">></span> <span class="pl-c1">0</span>:</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC555" class="react-file-line html-div" data-testid="code-cell" data-line-number="555" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">generation</span>.<span class="pl-s1">temperature</span> <span class="pl-c1">=</span> <span class="pl-s1">temperature</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC556" class="react-file-line html-div" data-testid="code-cell" data-line-number="556" style="position:relative"> <span class="pl-k">elif</span> <span class="pl-s1">temperature</span> <span class="pl-c1">==</span> <span class="pl-c1">0</span>:</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC557" class="react-file-line html-div" data-testid="code-cell" data-line-number="557" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">generation</span>.<span class="pl-s1">sampling</span> <span class="pl-c1">=</span> <span class="pl-c1">False</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC558" class="react-file-line html-div" data-testid="code-cell" data-line-number="558" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">generation</span>.<span class="pl-s1">temperature</span> <span class="pl-c1">=</span> <span class="pl-c1">1.0</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC559" class="react-file-line html-div" data-testid="code-cell" data-line-number="559" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">generation</span>.<span class="pl-s1">sampling_topp</span> <span class="pl-c1">=</span> <span class="pl-c1">-</span><span class="pl-c1">1</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC560" class="react-file-line html-div" data-testid="code-cell" data-line-number="560" style="position:relative"> <span class="pl-k">elif</span> <span class="pl-s1">temperature</span> <span class="pl-c1"><</span> <span class="pl-c1">0</span>:</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC561" class="react-file-line html-div" data-testid="code-cell" data-line-number="561" style="position:relative"> <span class="pl-k">raise</span> <span class="pl-v">ValueError</span>(<span class="pl-s">"temperature must be >= 0 and <= 1"</span>)</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC562" class="react-file-line html-div" data-testid="code-cell" data-line-number="562" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC563" class="react-file-line html-div" data-testid="code-cell" data-line-number="563" style="position:relative"> <span class="pl-v">MAX_SEQ_LEN</span> <span class="pl-c1">=</span> <span class="pl-s1">utils</span>.<span class="pl-en">resolve_max_positions</span>(</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC564" class="react-file-line html-div" data-testid="code-cell" data-line-number="564" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">task</span>.<span class="pl-en">max_positions</span>(), <span class="pl-c1">*</span>[<span class="pl-s1">model</span>.<span class="pl-en">max_positions</span>() <span class="pl-k">for</span> <span class="pl-s1">model</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-s1">models</span>]</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC565" class="react-file-line html-div" data-testid="code-cell" data-line-number="565" style="position:relative"> )</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC566" class="react-file-line html-div" data-testid="code-cell" data-line-number="566" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC567" class="react-file-line html-div" data-testid="code-cell" data-line-number="567" style="position:relative"> <span class="pl-c"># TODO(roller): simplify</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC568" class="react-file-line html-div" data-testid="code-cell" data-line-number="568" style="position:relative"> <span class="pl-s1">retval</span> <span class="pl-c1">=</span> []</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC569" class="react-file-line html-div" data-testid="code-cell" data-line-number="569" style="position:relative"> <span class="pl-s1">tokens</span> <span class="pl-c1">=</span> [<span class="pl-s1">torch</span>.<span class="pl-v">LongTensor</span>(<span class="pl-s1">t</span>) <span class="pl-k">for</span> <span class="pl-s1">t</span> <span class="pl-c1">in</span> <span class="pl-s1">inputs</span>]</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC570" class="react-file-line html-div" data-testid="code-cell" data-line-number="570" style="position:relative"> <span class="pl-s1">lengths</span> <span class="pl-c1">=</span> [<span class="pl-en">len</span>(<span class="pl-s1">t</span>) <span class="pl-k">for</span> <span class="pl-s1">t</span> <span class="pl-c1">in</span> <span class="pl-s1">inputs</span>]</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC571" class="react-file-line html-div" data-testid="code-cell" data-line-number="571" style="position:relative"> <span class="pl-s1">batches</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-s1">task</span>.<span class="pl-en">get_batch_iterator</span>(</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC572" class="react-file-line html-div" data-testid="code-cell" data-line-number="572" style="position:relative"> <span class="pl-s1">dataset</span><span class="pl-c1">=</span><span class="pl-s1">self</span>.<span class="pl-s1">task</span>.<span class="pl-en">build_dataset_for_inference</span>(<span class="pl-s1">tokens</span>, <span class="pl-s1">lengths</span>),</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC573" class="react-file-line html-div" data-testid="code-cell" data-line-number="573" style="position:relative"> <span class="pl-s1">max_tokens</span><span class="pl-c1">=</span><span class="pl-c1">None</span>,</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC574" class="react-file-line html-div" data-testid="code-cell" data-line-number="574" style="position:relative"> <span class="pl-s1">max_sentences</span><span class="pl-c1">=</span><span class="pl-c1">None</span>,</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC575" class="react-file-line html-div" data-testid="code-cell" data-line-number="575" style="position:relative"> <span class="pl-s1">max_positions</span><span class="pl-c1">=</span><span class="pl-c1">None</span>,</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC576" class="react-file-line html-div" data-testid="code-cell" data-line-number="576" style="position:relative"> <span class="pl-s1">ignore_invalid_inputs</span><span class="pl-c1">=</span><span class="pl-c1">False</span>,</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC577" class="react-file-line html-div" data-testid="code-cell" data-line-number="577" style="position:relative"> ).<span class="pl-en">next_epoch_itr</span>(<span class="pl-s1">shuffle</span><span class="pl-c1">=</span><span class="pl-c1">False</span>)</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC578" class="react-file-line html-div" data-testid="code-cell" data-line-number="578" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">batch</span> <span class="pl-c1">in</span> <span class="pl-s1">batches</span>:</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC579" class="react-file-line html-div" data-testid="code-cell" data-line-number="579" style="position:relative"> <span class="pl-s1">src_tokens</span> <span class="pl-c1">=</span> <span class="pl-s1">batch</span>[<span class="pl-s">"net_input"</span>][<span class="pl-s">"src_tokens"</span>]</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC580" class="react-file-line html-div" data-testid="code-cell" data-line-number="580" style="position:relative"> <span class="pl-s1">src_lengths</span> <span class="pl-c1">=</span> <span class="pl-s1">batch</span>[<span class="pl-s">"net_input"</span>][<span class="pl-s">"src_lengths"</span>]</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC581" class="react-file-line html-div" data-testid="code-cell" data-line-number="581" style="position:relative"> <span class="pl-s1">batchsize</span> <span class="pl-c1">=</span> <span class="pl-s1">src_tokens</span>.<span class="pl-en">size</span>(<span class="pl-c1">0</span>)</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC582" class="react-file-line html-div" data-testid="code-cell" data-line-number="582" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC583" class="react-file-line html-div" data-testid="code-cell" data-line-number="583" style="position:relative"> <span class="pl-c"># set generation args</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC584" class="react-file-line html-div" data-testid="code-cell" data-line-number="584" style="position:relative"> <span class="pl-c"># prevent us from ever generating past our max sequence length</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC585" class="react-file-line html-div" data-testid="code-cell" data-line-number="585" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">max_tokens</span> <span class="pl-c1">is</span> <span class="pl-c1">None</span>:</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC586" class="react-file-line html-div" data-testid="code-cell" data-line-number="586" style="position:relative"> <span class="pl-s1">max_tokens</span> <span class="pl-c1">=</span> [<span class="pl-v">MAX_SEQ_LEN</span>] <span class="pl-c1">*</span> <span class="pl-s1">batchsize</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC587" class="react-file-line html-div" data-testid="code-cell" data-line-number="587" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">min_tokens</span> <span class="pl-c1">is</span> <span class="pl-c1">None</span>:</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC588" class="react-file-line html-div" data-testid="code-cell" data-line-number="588" style="position:relative"> <span class="pl-s1">min_tokens</span> <span class="pl-c1">=</span> [<span class="pl-c1">0</span>] <span class="pl-c1">*</span> <span class="pl-s1">batchsize</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC589" class="react-file-line html-div" data-testid="code-cell" data-line-number="589" style="position:relative"> <span class="pl-s1">total_max_tokens</span> <span class="pl-c1">=</span> <span class="pl-en">min</span>(</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC590" class="react-file-line html-div" data-testid="code-cell" data-line-number="590" style="position:relative"> <span class="pl-v">MAX_SEQ_LEN</span>, <span class="pl-en">max</span>(<span class="pl-s1">max_tokens</span>) <span class="pl-c1">+</span> <span class="pl-s1">src_lengths</span>.<span class="pl-en">max</span>().<span class="pl-en">item</span>()</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC591" class="react-file-line html-div" data-testid="code-cell" data-line-number="591" style="position:relative"> )</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC592" class="react-file-line html-div" data-testid="code-cell" data-line-number="592" style="position:relative"> <span class="pl-s1">total_min_tokens</span> <span class="pl-c1">=</span> <span class="pl-en">max</span>(<span class="pl-s1">min_tokens</span>) <span class="pl-c1">+</span> <span class="pl-s1">src_lengths</span>.<span class="pl-en">max</span>().<span class="pl-en">item</span>()</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC593" class="react-file-line html-div" data-testid="code-cell" data-line-number="593" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">generation</span>.<span class="pl-s1">min_len</span> <span class="pl-c1">=</span> <span class="pl-s1">total_min_tokens</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC594" class="react-file-line html-div" data-testid="code-cell" data-line-number="594" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">generation</span>.<span class="pl-s1">max_len_b</span> <span class="pl-c1">=</span> <span class="pl-s1">total_max_tokens</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC595" class="react-file-line html-div" data-testid="code-cell" data-line-number="595" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">generation</span>.<span class="pl-s1">max_len_a</span> <span class="pl-c1">=</span> <span class="pl-c1">0</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC596" class="react-file-line html-div" data-testid="code-cell" data-line-number="596" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC597" class="react-file-line html-div" data-testid="code-cell" data-line-number="597" style="position:relative"> <span class="pl-s1">logger</span>.<span class="pl-en">info</span>(<span class="pl-s">f"Preparing generator with settings <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">generation</span><span class="pl-kos">}</span></span>"</span>)</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC598" class="react-file-line html-div" data-testid="code-cell" data-line-number="598" style="position:relative"> <span class="pl-s1">need_logprobs</span> <span class="pl-c1">=</span> <span class="pl-c1">True</span> <span class="pl-k">if</span> <span class="pl-s1">logprobs</span> <span class="pl-c1">></span> <span class="pl-c1">0</span> <span class="pl-k">else</span> <span class="pl-c1">False</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC599" class="react-file-line html-div" data-testid="code-cell" data-line-number="599" style="position:relative"> <span class="pl-s1">generator</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-s1">task</span>.<span class="pl-en">build_generator</span>(</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC600" class="react-file-line html-div" data-testid="code-cell" data-line-number="600" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">models</span>,</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC601" class="react-file-line html-div" data-testid="code-cell" data-line-number="601" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">cfg</span>.<span class="pl-s1">generation</span>,</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC602" class="react-file-line html-div" data-testid="code-cell" data-line-number="602" style="position:relative"> <span class="pl-s1">extra_gen_cls_kwargs</span><span class="pl-c1">=</span>{<span class="pl-s">"stop"</span>: <span class="pl-s1">stop</span>, <span class="pl-s">"need_logprobs"</span>: <span class="pl-s1">need_logprobs</span>},</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC603" class="react-file-line html-div" data-testid="code-cell" data-line-number="603" style="position:relative"> )</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC604" class="react-file-line html-div" data-testid="code-cell" data-line-number="604" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC605" class="react-file-line html-div" data-testid="code-cell" data-line-number="605" style="position:relative"> <span class="pl-c"># okay actually generate</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC606" class="react-file-line html-div" data-testid="code-cell" data-line-number="606" style="position:relative"> <span class="pl-s1">logger</span>.<span class="pl-en">info</span>(<span class="pl-s">f"Executing generation on input tensor size <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">src_tokens</span>.<span class="pl-s1">shape</span><span class="pl-kos">}</span></span>"</span>)</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC607" class="react-file-line html-div" data-testid="code-cell" data-line-number="607" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">use_cuda</span>:</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC608" class="react-file-line html-div" data-testid="code-cell" data-line-number="608" style="position:relative"> <span class="pl-s1">batch</span> <span class="pl-c1">=</span> <span class="pl-s1">utils</span>.<span class="pl-en">move_to_cuda</span>(<span class="pl-s1">batch</span>)</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC609" class="react-file-line html-div" data-testid="code-cell" data-line-number="609" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC610" class="react-file-line html-div" data-testid="code-cell" data-line-number="610" style="position:relative"> <span class="pl-s1">translate_start_time</span> <span class="pl-c1">=</span> <span class="pl-s1">time</span>.<span class="pl-en">time</span>()</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC611" class="react-file-line html-div" data-testid="code-cell" data-line-number="611" style="position:relative"> <span class="pl-s1">translations</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-s1">task</span>.<span class="pl-en">inference_step</span>(<span class="pl-s1">generator</span>, <span class="pl-s1">self</span>.<span class="pl-s1">models</span>, <span class="pl-s1">batch</span>)</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC612" class="react-file-line html-div" data-testid="code-cell" data-line-number="612" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC613" class="react-file-line html-div" data-testid="code-cell" data-line-number="613" style="position:relative"> <span class="pl-s1">translate_time</span> <span class="pl-c1">=</span> <span class="pl-s1">time</span>.<span class="pl-en">time</span>() <span class="pl-c1">-</span> <span class="pl-s1">translate_start_time</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC614" class="react-file-line html-div" data-testid="code-cell" data-line-number="614" style="position:relative"> <span class="pl-s1">total_generation_time</span> <span class="pl-c1">+=</span> <span class="pl-s1">translate_time</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC615" class="react-file-line html-div" data-testid="code-cell" data-line-number="615" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC616" class="react-file-line html-div" data-testid="code-cell" data-line-number="616" style="position:relative"> <span class="pl-c"># possibly cut off any bsz padding we did</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC617" class="react-file-line html-div" data-testid="code-cell" data-line-number="617" style="position:relative"> <span class="pl-s1">translations</span> <span class="pl-c1">=</span> <span class="pl-s1">translations</span>[: <span class="pl-en">len</span>(<span class="pl-s1">inputs</span>)]</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC618" class="react-file-line html-div" data-testid="code-cell" data-line-number="618" style="position:relative"> <span class="pl-c"># actually turn everything into strings</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC619" class="react-file-line html-div" data-testid="code-cell" data-line-number="619" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">i</span> <span class="pl-c1">in</span> <span class="pl-en">range</span>(<span class="pl-en">len</span>(<span class="pl-s1">translations</span>)):</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC620" class="react-file-line html-div" data-testid="code-cell" data-line-number="620" style="position:relative"> <span class="pl-s1">decoding</span> <span class="pl-c1">=</span> <span class="pl-s1">translations</span>[<span class="pl-s1">i</span>]</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC621" class="react-file-line html-div" data-testid="code-cell" data-line-number="621" style="position:relative"> <span class="pl-s1">beams</span> <span class="pl-c1">=</span> []</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC622" class="react-file-line html-div" data-testid="code-cell" data-line-number="622" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">beam</span> <span class="pl-c1">in</span> <span class="pl-s1">decoding</span>:</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC623" class="react-file-line html-div" data-testid="code-cell" data-line-number="623" style="position:relative"> <span class="pl-c"># first beam is always the highest scoring</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC624" class="react-file-line html-div" data-testid="code-cell" data-line-number="624" style="position:relative"> <span class="pl-s1">tokens</span> <span class="pl-c1">=</span> <span class="pl-s1">beam</span>[<span class="pl-s">"tokens"</span>].<span class="pl-en">tolist</span>() <span class="pl-c"># implicit move to cpu</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC625" class="react-file-line html-div" data-testid="code-cell" data-line-number="625" style="position:relative"> <span class="pl-s1">scores</span> <span class="pl-c1">=</span> <span class="pl-s1">beam</span>[<span class="pl-s">"positional_scores"</span>].<span class="pl-en">tolist</span>()</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC626" class="react-file-line html-div" data-testid="code-cell" data-line-number="626" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">logprobs</span> <span class="pl-c1">></span> <span class="pl-c1">0</span>:</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC627" class="react-file-line html-div" data-testid="code-cell" data-line-number="627" style="position:relative"> <span class="pl-s1">distributions</span> <span class="pl-c1">=</span> <span class="pl-s1">beam</span>[<span class="pl-s">"distributions"</span>].<span class="pl-en">cpu</span>()</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC628" class="react-file-line html-div" data-testid="code-cell" data-line-number="628" style="position:relative"> <span class="pl-k">else</span>:</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC629" class="react-file-line html-div" data-testid="code-cell" data-line-number="629" style="position:relative"> <span class="pl-s1">distributions</span> <span class="pl-c1">=</span> <span class="pl-c1">None</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC630" class="react-file-line html-div" data-testid="code-cell" data-line-number="630" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC631" class="react-file-line html-div" data-testid="code-cell" data-line-number="631" style="position:relative"> <span class="pl-s1">tokens</span>, <span class="pl-s1">scores</span>, <span class="pl-s1">distributions</span> <span class="pl-c1">=</span> <span class="pl-v">GeneratorInterface</span>.<span class="pl-en">_filter_special</span>(</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC632" class="react-file-line html-div" data-testid="code-cell" data-line-number="632" style="position:relative"> <span class="pl-s1">tokens</span>, <span class="pl-s1">scores</span>, <span class="pl-s1">distributions</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC633" class="react-file-line html-div" data-testid="code-cell" data-line-number="633" style="position:relative"> )</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC634" class="react-file-line html-div" data-testid="code-cell" data-line-number="634" style="position:relative"> <span class="pl-s1">prompt_len</span> <span class="pl-c1">=</span> <span class="pl-s1">lengths</span>[<span class="pl-s1">i</span>]</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC635" class="react-file-line html-div" data-testid="code-cell" data-line-number="635" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">echo</span>:</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC636" class="react-file-line html-div" data-testid="code-cell" data-line-number="636" style="position:relative"> <span class="pl-c"># don't cut off prompt</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC637" class="react-file-line html-div" data-testid="code-cell" data-line-number="637" style="position:relative"> <span class="pl-s1">tokens</span> <span class="pl-c1">=</span> <span class="pl-s1">tokens</span>[: <span class="pl-s1">prompt_len</span> <span class="pl-c1">+</span> <span class="pl-s1">max_tokens</span>[<span class="pl-s1">i</span>]]</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC638" class="react-file-line html-div" data-testid="code-cell" data-line-number="638" style="position:relative"> <span class="pl-s1">scores</span> <span class="pl-c1">=</span> <span class="pl-s1">scores</span>[: <span class="pl-s1">prompt_len</span> <span class="pl-c1">+</span> <span class="pl-s1">max_tokens</span>[<span class="pl-s1">i</span>]]</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC639" class="react-file-line html-div" data-testid="code-cell" data-line-number="639" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">logprobs</span> <span class="pl-c1">></span> <span class="pl-c1">0</span>:</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC640" class="react-file-line html-div" data-testid="code-cell" data-line-number="640" style="position:relative"> <span class="pl-s1">distributions</span> <span class="pl-c1">=</span> <span class="pl-s1">distributions</span>[: <span class="pl-s1">prompt_len</span> <span class="pl-c1">+</span> <span class="pl-s1">max_tokens</span>[<span class="pl-s1">i</span>]]</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC641" class="react-file-line html-div" data-testid="code-cell" data-line-number="641" style="position:relative"> <span class="pl-k">else</span>:</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC642" class="react-file-line html-div" data-testid="code-cell" data-line-number="642" style="position:relative"> <span class="pl-c"># cut off prompt</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC643" class="react-file-line html-div" data-testid="code-cell" data-line-number="643" style="position:relative"> <span class="pl-s1">tokens</span> <span class="pl-c1">=</span> <span class="pl-s1">tokens</span>[<span class="pl-s1">prompt_len</span>:][: <span class="pl-s1">max_tokens</span>[<span class="pl-s1">i</span>]]</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC644" class="react-file-line html-div" data-testid="code-cell" data-line-number="644" style="position:relative"> <span class="pl-s1">scores</span> <span class="pl-c1">=</span> <span class="pl-s1">scores</span>[<span class="pl-s1">prompt_len</span>:][: <span class="pl-s1">max_tokens</span>[<span class="pl-s1">i</span>]]</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC645" class="react-file-line html-div" data-testid="code-cell" data-line-number="645" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">logprobs</span> <span class="pl-c1">></span> <span class="pl-c1">0</span>:</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC646" class="react-file-line html-div" data-testid="code-cell" data-line-number="646" style="position:relative"> <span class="pl-s1">distributions</span> <span class="pl-c1">=</span> <span class="pl-s1">distributions</span>[<span class="pl-s1">prompt_len</span>:][: <span class="pl-s1">max_tokens</span>[<span class="pl-s1">i</span>]]</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC647" class="react-file-line html-div" data-testid="code-cell" data-line-number="647" style="position:relative"> <span class="pl-c"># turn it into a string</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC648" class="react-file-line html-div" data-testid="code-cell" data-line-number="648" style="position:relative"> <span class="pl-s1">text</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-s1">bpe</span>.<span class="pl-s1">bpe</span>.<span class="pl-en">decode</span>(<span class="pl-s1">tokens</span>)</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC649" class="react-file-line html-div" data-testid="code-cell" data-line-number="649" style="position:relative"> <span class="pl-c"># re-encode it so we get offsets</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC650" class="react-file-line html-div" data-testid="code-cell" data-line-number="650" style="position:relative"> <span class="pl-s1">token_offsets</span> <span class="pl-c1">=</span> [<span class="pl-s1">s</span> <span class="pl-k">for</span> <span class="pl-s1">s</span>, <span class="pl-s1">e</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-s1">bpe</span>.<span class="pl-s1">bpe</span>.<span class="pl-en">encode</span>(<span class="pl-s1">text</span>).<span class="pl-s1">offsets</span>]</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC651" class="react-file-line html-div" data-testid="code-cell" data-line-number="651" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC652" class="react-file-line html-div" data-testid="code-cell" data-line-number="652" style="position:relative"> <span class="pl-s1">result</span> <span class="pl-c1">=</span> {</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC653" class="react-file-line html-div" data-testid="code-cell" data-line-number="653" style="position:relative"> <span class="pl-s">"text"</span>: <span class="pl-s1">self</span>.<span class="pl-s1">bpe</span>.<span class="pl-s1">bpe</span>.<span class="pl-en">decode</span>(<span class="pl-s1">tokens</span>),</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC654" class="react-file-line html-div" data-testid="code-cell" data-line-number="654" style="position:relative"> <span class="pl-s">"tokens"</span>: [<span class="pl-s1">self</span>.<span class="pl-s1">bpe</span>.<span class="pl-s1">bpe</span>.<span class="pl-en">decode</span>([<span class="pl-s1">t</span>]) <span class="pl-k">for</span> <span class="pl-s1">t</span> <span class="pl-c1">in</span> <span class="pl-s1">tokens</span>],</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC655" class="react-file-line html-div" data-testid="code-cell" data-line-number="655" style="position:relative"> <span class="pl-c"># text offset is useful for cutting off prompts or prefixes</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC656" class="react-file-line html-div" data-testid="code-cell" data-line-number="656" style="position:relative"> <span class="pl-c"># or evaluating PPL on just a subset of tokens</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC657" class="react-file-line html-div" data-testid="code-cell" data-line-number="657" style="position:relative"> <span class="pl-s">"text_offset"</span>: <span class="pl-s1">token_offsets</span>,</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC658" class="react-file-line html-div" data-testid="code-cell" data-line-number="658" style="position:relative"> <span class="pl-s">"token_scores"</span>: <span class="pl-s1">scores</span>,</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC659" class="react-file-line html-div" data-testid="code-cell" data-line-number="659" style="position:relative"> }</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC660" class="react-file-line html-div" data-testid="code-cell" data-line-number="660" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">logprobs</span> <span class="pl-c1">></span> <span class="pl-c1">0</span>:</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC661" class="react-file-line html-div" data-testid="code-cell" data-line-number="661" style="position:relative"> <span class="pl-c"># final result is a List[Dict[str, float]]</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC662" class="react-file-line html-div" data-testid="code-cell" data-line-number="662" style="position:relative"> <span class="pl-c"># where each item in the list corresponds to a token in the</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC663" class="react-file-line html-div" data-testid="code-cell" data-line-number="663" style="position:relative"> <span class="pl-c"># sequence, and the dict provides the probabilities of the</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC664" class="react-file-line html-div" data-testid="code-cell" data-line-number="664" style="position:relative"> <span class="pl-c"># top-k tokens at that timestep.</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC665" class="react-file-line html-div" data-testid="code-cell" data-line-number="665" style="position:relative"> <span class="pl-s1">out_logprobs</span> <span class="pl-c1">=</span> []</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC666" class="react-file-line html-div" data-testid="code-cell" data-line-number="666" style="position:relative"> <span class="pl-s1">all_top_toks</span>, <span class="pl-s1">all_top_scores</span> <span class="pl-c1">=</span> <span class="pl-s1">distributions</span>.<span class="pl-en">topk</span>(</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC667" class="react-file-line html-div" data-testid="code-cell" data-line-number="667" style="position:relative"> <span class="pl-s1">k</span><span class="pl-c1">=</span><span class="pl-s1">logprobs</span>, <span class="pl-s1">dim</span><span class="pl-c1">=</span><span class="pl-c1">-</span><span class="pl-c1">1</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC668" class="react-file-line html-div" data-testid="code-cell" data-line-number="668" style="position:relative"> )</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC669" class="react-file-line html-div" data-testid="code-cell" data-line-number="669" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">top_scores</span>, <span class="pl-s1">top_toks</span> <span class="pl-c1">in</span> <span class="pl-en">zip</span>(<span class="pl-s1">all_top_toks</span>, <span class="pl-s1">all_top_scores</span>):</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC670" class="react-file-line html-div" data-testid="code-cell" data-line-number="670" style="position:relative"> <span class="pl-s1">lp</span> <span class="pl-c1">=</span> {</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC671" class="react-file-line html-div" data-testid="code-cell" data-line-number="671" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-s1">bpe</span>.<span class="pl-s1">bpe</span>.<span class="pl-en">decode</span>([<span class="pl-s1">t</span>.<span class="pl-en">item</span>()]): <span class="pl-s1">s</span>.<span class="pl-en">item</span>()</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC672" class="react-file-line html-div" data-testid="code-cell" data-line-number="672" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">t</span>, <span class="pl-s1">s</span> <span class="pl-c1">in</span> <span class="pl-en">zip</span>(<span class="pl-s1">top_toks</span>, <span class="pl-s1">top_scores</span>)</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC673" class="react-file-line html-div" data-testid="code-cell" data-line-number="673" style="position:relative"> }</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC674" class="react-file-line html-div" data-testid="code-cell" data-line-number="674" style="position:relative"> <span class="pl-s1">out_logprobs</span>.<span class="pl-en">append</span>(<span class="pl-s1">lp</span>)</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC675" class="react-file-line html-div" data-testid="code-cell" data-line-number="675" style="position:relative"> <span class="pl-s1">result</span>[<span class="pl-s">"top_logprobs"</span>] <span class="pl-c1">=</span> <span class="pl-s1">out_logprobs</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC676" class="react-file-line html-div" data-testid="code-cell" data-line-number="676" style="position:relative"> <span class="pl-k">else</span>:</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC677" class="react-file-line html-div" data-testid="code-cell" data-line-number="677" style="position:relative"> <span class="pl-s1">result</span>[<span class="pl-s">"top_logprobs"</span>] <span class="pl-c1">=</span> <span class="pl-c1">None</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC678" class="react-file-line html-div" data-testid="code-cell" data-line-number="678" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC679" class="react-file-line html-div" data-testid="code-cell" data-line-number="679" style="position:relative"> <span class="pl-s1">beams</span>.<span class="pl-en">append</span>(<span class="pl-s1">result</span>)</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC680" class="react-file-line html-div" data-testid="code-cell" data-line-number="680" style="position:relative"> <span class="pl-s1">retval</span>.<span class="pl-en">append</span>(<span class="pl-s1">beams</span>)</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC681" class="react-file-line html-div" data-testid="code-cell" data-line-number="681" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC682" class="react-file-line html-div" data-testid="code-cell" data-line-number="682" style="position:relative"> <span class="pl-s1">logger</span>.<span class="pl-en">info</span>(</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC683" class="react-file-line html-div" data-testid="code-cell" data-line-number="683" style="position:relative"> <span class="pl-s">"Total time: {:.3f} seconds; generation time: {:.3f}"</span>.<span class="pl-en">format</span>(</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC684" class="react-file-line html-div" data-testid="code-cell" data-line-number="684" style="position:relative"> <span class="pl-s1">time</span>.<span class="pl-en">time</span>() <span class="pl-c1">-</span> <span class="pl-s1">start_time</span>, <span class="pl-s1">total_generation_time</span></div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC685" class="react-file-line html-div" data-testid="code-cell" data-line-number="685" style="position:relative"> )</div></div></div><div class="child-of-line-447 child-of-line-508 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC686" class="react-file-line html-div" data-testid="code-cell" data-line-number="686" style="position:relative"> )</div></div></div><div class="child-of-line-447 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC687" class="react-file-line html-div" data-testid="code-cell" data-line-number="687" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">retval</span></div></div></div><div class="child-of-line-447 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC688" class="react-file-line html-div" data-testid="code-cell" data-line-number="688" style="position:relative"> </div></div></div><div class="child-of-line-447 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC689" class="react-file-line html-div" data-testid="code-cell" data-line-number="689" style="position:relative"> <span class="pl-en">@<span class="pl-s1">staticmethod</span></span></div></div></div><div class="child-of-line-447 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC690" class="react-file-line html-div" data-testid="code-cell" data-line-number="690" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">_filter_special</span>(</div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC691" class="react-file-line html-div" data-testid="code-cell" data-line-number="691" style="position:relative"> <span class="pl-s1">tokens</span>: <span class="pl-v">List</span>[<span class="pl-s1">int</span>],</div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC692" class="react-file-line html-div" data-testid="code-cell" data-line-number="692" style="position:relative"> <span class="pl-s1">scores</span>: <span class="pl-v">List</span>[<span class="pl-s1">float</span>],</div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC693" class="react-file-line html-div" data-testid="code-cell" data-line-number="693" style="position:relative"> <span class="pl-s1">distributions</span>,</div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC694" class="react-file-line html-div" data-testid="code-cell" data-line-number="694" style="position:relative"> <span class="pl-s1">pad_token</span>: <span class="pl-s1">int</span> <span class="pl-c1">=</span> <span class="pl-c1">1</span>,</div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC695" class="react-file-line html-div" data-testid="code-cell" data-line-number="695" style="position:relative"> ):</div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC696" class="react-file-line html-div" data-testid="code-cell" data-line-number="696" style="position:relative"> <span class="pl-s">"""</span></div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC697" class="react-file-line html-div" data-testid="code-cell" data-line-number="697" style="position:relative"><span class="pl-s"> Cut off tokens after finding a special tokens.</span></div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC698" class="react-file-line html-div" data-testid="code-cell" data-line-number="698" style="position:relative"><span class="pl-s"> """</span></div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC699" class="react-file-line html-div" data-testid="code-cell" data-line-number="699" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC700" class="react-file-line html-div" data-testid="code-cell" data-line-number="700" style="position:relative"> <span class="pl-c"># tokens is a 1D list of token IDs of length seqlen</span></div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC701" class="react-file-line html-div" data-testid="code-cell" data-line-number="701" style="position:relative"> <span class="pl-c"># scores is a 1D list of log-probability scores for those tokens (length seqlen)</span></div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC702" class="react-file-line html-div" data-testid="code-cell" data-line-number="702" style="position:relative"> <span class="pl-c"># distributions (optional) is a seqlen x vocab_size tensor corresponding to</span></div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC703" class="react-file-line html-div" data-testid="code-cell" data-line-number="703" style="position:relative"> <span class="pl-c"># the full distribution of predictions at each timestep</span></div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC704" class="react-file-line html-div" data-testid="code-cell" data-line-number="704" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC705" class="react-file-line html-div" data-testid="code-cell" data-line-number="705" style="position:relative"> <span class="pl-s1">output</span> <span class="pl-c1">=</span> []</div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC706" class="react-file-line html-div" data-testid="code-cell" data-line-number="706" style="position:relative"> <span class="pl-s1">mask</span> <span class="pl-c1">=</span> []</div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC707" class="react-file-line html-div" data-testid="code-cell" data-line-number="707" style="position:relative"> <span class="pl-k">for</span> <span class="pl-s1">t</span>, <span class="pl-s1">s</span> <span class="pl-c1">in</span> <span class="pl-en">zip</span>(<span class="pl-s1">tokens</span>, <span class="pl-s1">scores</span>):</div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC708" class="react-file-line html-div" data-testid="code-cell" data-line-number="708" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">t</span> <span class="pl-c1">==</span> <span class="pl-s1">pad_token</span>:</div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC709" class="react-file-line html-div" data-testid="code-cell" data-line-number="709" style="position:relative"> <span class="pl-c"># simply skip pads</span></div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC710" class="react-file-line html-div" data-testid="code-cell" data-line-number="710" style="position:relative"> <span class="pl-s1">mask</span>.<span class="pl-en">append</span>(<span class="pl-c1">False</span>)</div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC711" class="react-file-line html-div" data-testid="code-cell" data-line-number="711" style="position:relative"> <span class="pl-k">continue</span></div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC712" class="react-file-line html-div" data-testid="code-cell" data-line-number="712" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">t</span> <span class="pl-c1"><=</span> <span class="pl-c1">3</span>:</div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC713" class="react-file-line html-div" data-testid="code-cell" data-line-number="713" style="position:relative"> <span class="pl-c"># and other special tokens should end things</span></div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC714" class="react-file-line html-div" data-testid="code-cell" data-line-number="714" style="position:relative"> <span class="pl-k">break</span></div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC715" class="react-file-line html-div" data-testid="code-cell" data-line-number="715" style="position:relative"> <span class="pl-s1">mask</span>.<span class="pl-en">append</span>(<span class="pl-c1">True</span>)</div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC716" class="react-file-line html-div" data-testid="code-cell" data-line-number="716" style="position:relative"> <span class="pl-s1">output</span>.<span class="pl-en">append</span>((<span class="pl-s1">t</span>, <span class="pl-s1">s</span>))</div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC717" class="react-file-line html-div" data-testid="code-cell" data-line-number="717" style="position:relative"> <span class="pl-s1">new_tokens</span>, <span class="pl-s1">new_scores</span> <span class="pl-c1">=</span> <span class="pl-en">zip</span>(<span class="pl-c1">*</span><span class="pl-s1">output</span>)</div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC718" class="react-file-line html-div" data-testid="code-cell" data-line-number="718" style="position:relative"> </div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC719" class="react-file-line html-div" data-testid="code-cell" data-line-number="719" style="position:relative"> <span class="pl-c"># cut off at stop and drop pads</span></div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC720" class="react-file-line html-div" data-testid="code-cell" data-line-number="720" style="position:relative"> <span class="pl-k">if</span> <span class="pl-s1">distributions</span> <span class="pl-c1">is</span> <span class="pl-c1">not</span> <span class="pl-c1">None</span>:</div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC721" class="react-file-line html-div" data-testid="code-cell" data-line-number="721" style="position:relative"> <span class="pl-s1">distributions</span> <span class="pl-c1">=</span> <span class="pl-s1">distributions</span>[: <span class="pl-en">len</span>(<span class="pl-s1">mask</span>)][<span class="pl-s1">mask</span>]</div></div></div><div class="child-of-line-447 child-of-line-689 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC722" class="react-file-line html-div" data-testid="code-cell" data-line-number="722" style="position:relative"> <span class="pl-s1">distributions</span> <span class="pl-c1">=</span> <span class="pl-s1">distributions</span>[: <span class="pl-en">len</span>(<span class="pl-s1">output</span>)]</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC723" class="react-file-line html-div" data-testid="code-cell" data-line-number="723" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">new_tokens</span>, <span class="pl-s1">new_scores</span>, <span 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