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3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg></button> </div> </div> </div> <scrollable-region data-labelled-by="feedback-dialog-title"> <div data-view-component="true" class="Overlay-body"> </option></form><form id="code-search-feedback-form" data-turbo="false" action="/search/feedback" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="ZrRAs/dYFLUrO9e7Zmqyq0JfmJraepxyFbSHJ1CeWzELPWeDDS16Ug/2mIcxt0Fl4/tF/7WgneH/bPmZqdJAYw==" /> <p>We read every piece of feedback, and take your input very seriously.</p> <textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea> <input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox"> <label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label> </form></div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd"> <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="code-search-feedback-form" data-action="click:qbsearch-input#submitFeedback" type="submit" data-view-component="true" class="btn-primary btn"> Submit feedback </button> </div> </dialog></dialog-helper> <custom-scopes data-target="qbsearch-input.customScopesManager"> <dialog-helper> <dialog data-target="custom-scopes.customScopesModalDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="custom-scopes-dialog" aria-modal="true" aria-labelledby="custom-scopes-dialog-title" aria-describedby="custom-scopes-dialog-description" 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coding=utf-8","# Copyright 2022 The HuggingFace Inc. team","#","# Licensed under the Apache License, Version 2.0 (the \"License\");","# you may not use this file except in compliance with the License.","# You may obtain a copy of the License at","#","# http://www.apache.org/licenses/LICENSE-2.0","#","# Unless required by applicable law or agreed to in writing, software","# distributed under the License is distributed on an \"AS IS\" BASIS,","# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.","# See the License for the specific language governing permissions and","# limitations under the License.","","import inspect","from typing import List, Tuple","","import numpy as np","import tensorflow as tf","","from ..tf_utils import stable_softmax","from ..utils import add_start_docstrings","from ..utils.logging import get_logger","","","logger = get_logger(__name__)","","","TF_LOGITS_PROCESSOR_INPUTS_DOCSTRING = r\"\"\""," Args:"," input_ids (`tf.Tensor` of shape `(batch_size, sequence_length)`):"," Indices of input sequence tokens in the vocabulary.",""," Indices can be obtained using [`PreTrainedTokenizer`]. See [`PreTrainedTokenizer.encode`] and"," [`PreTrainedTokenizer.__call__`] for details.",""," [What are input IDs?](../glossary#input-ids)"," scores (`tf.Tensor` of shape `(batch_size, config.vocab_size)`):"," Prediction scores of a language modeling head. These can be logits for each vocabulary when not using beam"," search or log softmax for each vocabulary token when using beam search."," cur_len (`int`):"," The current length of valid input sequence tokens. In the TF implementation, the input_ids' sequence length"," is the maximum length generate can produce, and we need to know which of its tokens are valid."," kwargs (`Dict[str, Any]`, *optional*):"," Additional logits processor specific kwargs.",""," Return:"," `tf.Tensor` of shape `(batch_size, config.vocab_size)`: The processed prediction scores.","\"\"\"","","","class TFLogitsProcessor:"," \"\"\"Abstract base class for all logit processors that can be applied during generation.\"\"\"",""," @add_start_docstrings(TF_LOGITS_PROCESSOR_INPUTS_DOCSTRING)"," def __call__(self, input_ids: tf.Tensor, scores: tf.Tensor, cur_len: int) -\u003e tf.Tensor:"," \"\"\"TF method for processing logits.\"\"\""," raise NotImplementedError("," f\"{self.__class__} is an abstract class. Only classes inheriting this class can be called.\""," )","","","class TFLogitsWarper:"," \"\"\"Abstract base class for all logit warpers that can be applied during generation with multinomial sampling.\"\"\"",""," @add_start_docstrings(TF_LOGITS_PROCESSOR_INPUTS_DOCSTRING)"," def __call__(self, input_ids: tf.Tensor, scores: tf.Tensor, cur_len: int) -\u003e tf.Tensor:"," \"\"\"TF method for warping logits.\"\"\""," raise NotImplementedError("," f\"{self.__class__} is an abstract class. Only classes inheriting this class can be called.\""," )","","","class TFLogitsProcessorList(list):"," \"\"\""," This class can be used to create a list of [`TFLogitsProcessor`] to subsequently process a `scores` input tensor."," This class inherits from list and adds a specific *__call__* method to apply each [`TFLogitsProcessor`] to the"," inputs."," \"\"\"",""," @add_start_docstrings(TF_LOGITS_PROCESSOR_INPUTS_DOCSTRING)"," def __call__(self, input_ids: tf.Tensor, scores: tf.Tensor, cur_len: int, **kwargs) -\u003e tf.Tensor:"," for processor in self:"," function_args = inspect.signature(processor.__call__).parameters"," if len(function_args) \u003e 3:"," if not all(arg in kwargs for arg in list(function_args.keys())[2:]):"," raise ValueError("," f\"Make sure that all the required parameters: {list(function_args.keys())} for \""," f\"{processor.__class__} are passed to the logits processor.\""," )"," scores = processor(input_ids, scores, cur_len, **kwargs)"," else:"," scores = processor(input_ids, scores, cur_len)"," return scores","","","class TFTemperatureLogitsWarper(TFLogitsWarper):"," r\"\"\""," [`TFLogitsWarper`] for temperature (exponential scaling output probability distribution).",""," Args:"," temperature (`float`):"," The value used to module the logits distribution."," \"\"\"",""," def __init__(self, temperature: float):"," if not isinstance(temperature, float) or not (temperature \u003e 0):"," raise ValueError(f\"`temperature` has to be a strictly positive float, but is {temperature}\")",""," self.temperature = temperature",""," def __call__(self, input_ids: tf.Tensor, scores: tf.Tensor, cur_len: int) -\u003e tf.Tensor:"," scores = scores / self.temperature"," return scores","","","class TFTopKLogitsWarper(TFLogitsWarper):"," r\"\"\""," [`TFLogitsWarper`] that performs top-k, i.e. restricting to the k highest probability elements.",""," Args:"," top_k (`int`):"," The number of highest probability vocabulary tokens to keep for top-k-filtering."," filter_value (`float`, *optional*, defaults to -inf):"," All filtered values will be set to this float value."," min_tokens_to_keep (`int`, *optional*, defaults to 1):"," Minimum number of tokens that cannot be filtered."," \"\"\"",""," def __init__(self, top_k: int, filter_value: float = -float(\"Inf\"), min_tokens_to_keep: int = 1):"," if not isinstance(top_k, int) or top_k \u003c= 0:"," raise ValueError(f\"`top_k` has to be a strictly positive integer, but is {top_k}\")",""," self.top_k = max(top_k, min_tokens_to_keep)"," self.filter_value = filter_value",""," def __call__(self, input_ids: tf.Tensor, scores: tf.Tensor, cur_len: int) -\u003e tf.Tensor:"," top_k = min(self.top_k, scores.shape[-1]) # Safety check"," # Boolean mask containing all tokens with a probability less than the last token of the top-k"," indices_to_remove = scores \u003c tf.math.top_k(scores, k=top_k)[0][..., -1:]"," next_scores = tf.where(indices_to_remove, self.filter_value, scores)"," return next_scores","","","class TFTopPLogitsWarper(TFLogitsWarper):"," \"\"\""," [`TFLogitsWarper`] that performs top-p, i.e. restricting to top tokens summing to \u003c= prob_cut_off.",""," Args:"," top_p (`float`):"," If set to \u003c 1, only the smallest set of most probable tokens with probabilities that add up to `top_p` or"," higher are kept for generation."," filter_value (`float`, *optional*, defaults to -inf):"," All filtered values will be set to this float value."," min_tokens_to_keep (`int`, *optional*, defaults to 1):"," Minimum number of tokens that cannot be filtered."," \"\"\"",""," def __init__(self, top_p: float, filter_value: float = -float(\"Inf\"), min_tokens_to_keep: int = 1):"," if not isinstance(top_p, float) or (top_p \u003c 0 or top_p \u003e 1.0):"," raise ValueError(f\"`top_p` has to be a float \u003e 0 and \u003c 1, but is {top_p}\")"," if not isinstance(min_tokens_to_keep, int) or (min_tokens_to_keep \u003c 1):"," raise ValueError(f\"`min_tokens_to_keep` has to be a positive integer, but is {min_tokens_to_keep}\")",""," self.top_p = top_p"," self.filter_value = filter_value"," self.min_tokens_to_keep = min_tokens_to_keep",""," def __call__(self, input_ids: tf.Tensor, scores: tf.Tensor, cur_len: int) -\u003e tf.Tensor:"," topk_scores, topk_indices = tf.math.top_k(scores, scores.shape[-1])",""," mask_scores = tf.fill(scores.shape, self.filter_value)"," cumulative_probs = tf.math.cumsum(stable_softmax(topk_scores, axis=-1), axis=-1)"," score_mask = cumulative_probs \u003c self.top_p",""," # Also include the token that is higher than top_p (the first false = shift and insert a True on the left)"," score_mask = tf.concat((tf.ones([score_mask.shape[0], 1], dtype=tf.bool), score_mask[:, :-1]), axis=-1)",""," # Ensure min tokens to keep"," score_mask = tf.concat("," ("," tf.ones([score_mask.shape[0], self.min_tokens_to_keep], dtype=tf.bool),"," score_mask[:, self.min_tokens_to_keep :],"," ),"," axis=-1,"," )",""," # Mask the values that do not fit the criteria"," topk_next_scores = tf.where(score_mask, topk_scores, mask_scores)",""," # Undo the topk sorting: converts the 2D matrix of per-row original indices of shape (batch_size, vocab_size)"," # to a 3D tensor of shape (batch_size, vocab_size, 2) containing the original score coordinate, from which we"," # can scatter (i.e. `scatter_indices[row, col, :]` is a tensor containing `[row, topk_indices[row, col]]`)"," scatter_rows = tf.tile(tf.expand_dims(tf.range(topk_indices.shape[0]), axis=-1), [1, topk_indices.shape[-1]])"," scatter_indices = tf.stack((scatter_rows, topk_indices), axis=-1)"," next_scores = tf.scatter_nd(scatter_indices, topk_next_scores, shape=topk_next_scores.shape)",""," return next_scores","","","class TFMinLengthLogitsProcessor(TFLogitsProcessor):"," r\"\"\""," [`TFLogitsProcessor`] enforcing a min-length by setting EOS probability to 0.",""," Args:"," min_length (`int`):"," The minimum length below which the score of `eos_token_id` is set to `-float(\"Inf\")`."," eos_token_id (`int`):"," The id of the *end-of-sequence* token."," \"\"\"",""," def __init__(self, min_length: int, eos_token_id: int):"," if not isinstance(min_length, int) or min_length \u003c 0:"," raise ValueError(f\"`min_length` has to be a positive integer, but is {min_length}\")",""," if not isinstance(eos_token_id, int) or eos_token_id \u003c 0:"," raise ValueError(f\"`eos_token_id` has to be a positive integer, but is {eos_token_id}\")",""," self.min_length = min_length"," self.eos_token_id = eos_token_id",""," def _apply_eos_token_mask(self, scores: tf.Tensor) -\u003e tf.Tensor:"," eos_token_id_mask = tf.range(scores.shape[-1]) == self.eos_token_id"," scores = tf.where(eos_token_id_mask, float(\"-inf\"), scores)"," return scores",""," def __call__(self, input_ids: tf.Tensor, scores: tf.Tensor, cur_len: int) -\u003e tf.Tensor:"," # applies eos token masking if the first argument is true"," scores = tf.cond("," tf.less(cur_len, self.min_length),"," lambda: self._apply_eos_token_mask(scores),"," lambda: tf.identity(scores),"," )"," return scores","","","class TFRepetitionPenaltyLogitsProcessor(TFLogitsProcessor):"," r\"\"\""," [`TFLogitsProcessor`] enforcing an exponential penalty on repeated sequences.",""," Args:"," repetition_penalty (`float`):"," The parameter for repetition penalty. 1.0 means no penalty. See [this"," paper](https://arxiv.org/pdf/1909.05858.pdf) for more details."," \"\"\"",""," def __init__(self, penalty: float):"," if not isinstance(penalty, float) or not (penalty \u003e 0):"," raise ValueError(f\"`penalty` has to be a strictly positive float, but is {penalty}\")",""," self.penalty = penalty",""," def _create_score_penalties(self, input_ids: tf.Tensor, logits: tf.Tensor) -\u003e tf.Tensor:"," # We want to populate the penalties in the positions of `input_ids`. Since XLA can't handle shapes unknown"," # before runtime, `tf.unique` can't be used. Therefore, we may have redundant updates, when a given row has"," # the same token multiple times.",""," # Gathers the penalties to apply"," logit_penalties = tf.gather(logits, input_ids, axis=1, batch_dims=1)"," logit_penalties = tf.where(logit_penalties \u003e 0, 1 / self.penalty, logit_penalties)"," logit_penalties = tf.where(logit_penalties \u003c 0, self.penalty, logit_penalties)",""," # Scatters the penalties"," token_penalties = tf.ones(logits.shape)"," batch_size = input_ids.shape[0]"," seq_len = tf.shape(input_ids)[1] # the sequence length has dynamic size, hence the dynamic shape"," indexable_prev_input_ids = tf.concat("," ("," tf.expand_dims(tf.repeat(tf.range(batch_size), seq_len), axis=-1),"," tf.expand_dims(tf.reshape(input_ids, [-1]), axis=-1),"," ),"," axis=1,"," )"," token_penalties = tf.tensor_scatter_nd_update("," token_penalties, indices=indexable_prev_input_ids, updates=tf.reshape(logit_penalties, [-1])"," )"," return token_penalties",""," def __call__(self, input_ids: tf.Tensor, scores: tf.Tensor, cur_len: int) -\u003e tf.Tensor:"," score_penalties = self._create_score_penalties(input_ids[:, :cur_len], scores)",""," scores = tf.math.multiply(scores, score_penalties)",""," return scores","","","class TFNoBadWordsLogitsProcessor(TFLogitsProcessor):"," \"\"\""," [`TFLogitsProcessor`] that enforces that specified sequences will never be sampled.",""," Args:"," bad_words_ids (`List[List[int]]`):"," List of list of token ids that are not allowed to be generated. In order to get the tokens of the words"," that should not appear in the generated text, make sure to set `add_prefix_space=True` when initializing"," the tokenizer, and use `tokenizer(bad_words, add_special_tokens=False).input_ids`. The `add_prefix_space`"," argument is only supported for some slow tokenizers, as fast tokenizers' prefixing behaviours come from"," `pre tokenizers`. Read more [here](https://huggingface.co/docs/tokenizers/api/pre-tokenizers)."," eos_token_id (`int`):"," The id of the *end-of-sequence* token."," \"\"\"",""," def __init__(self, bad_words_ids: List[List[int]], eos_token_id: int):"," if not isinstance(bad_words_ids, List) or len(bad_words_ids) == 0:"," raise ValueError(f\"`bad_words_ids` has to be a non-empty list, but is {bad_words_ids}.\")"," if any(not isinstance(bad_word_ids, list) for bad_word_ids in bad_words_ids):"," raise ValueError(f\"`bad_words_ids` has to be a list of lists, but is {bad_words_ids}.\")"," if any("," any((not isinstance(token_id, (int, np.integer)) or token_id \u003c 0) for token_id in bad_word_ids)"," for bad_word_ids in bad_words_ids"," ):"," raise ValueError("," f\"Each list in `bad_words_ids` has to be a list of positive integers, but is {bad_words_ids}.\""," )",""," # stores the information about bad words in three tensors:"," # 1. a rectangular tensor with the forbidden sequences (padded with `-1`), for full data comparisons"," self.bad_word_seqs_ids = tf.ragged.constant(bad_words_ids).to_tensor(default_value=-1)"," # 2. a tensor with the unpadded length of each forbidden sequence, for quick length comparisons"," bad_word_seqs_len = [len(bad_words) for bad_words in bad_words_ids]"," if any(word_len == 0 for word_len in bad_word_seqs_len):"," raise ValueError(f\"Banned words token sequences {bad_words_ids} cannot have an empty list\")"," self.bad_word_seqs_len = tf.convert_to_tensor(bad_word_seqs_len, dtype=tf.int32)"," # 3. a tensor containing the last token for each sequence, for easy access to the tokens that may be banned"," self.seq_forbidden_tokens = tf.convert_to_tensor([bad_words[-1] for bad_words in bad_words_ids])",""," def _calc_row_banned_bad_tokens(self, row_input_ids: tf.Tensor) -\u003e tf.Tensor:"," def _tokens_match(bad_word_seq_number):"," def _len_one():"," # If the bad sequence only has one token, always mask it"," return tf.cond("," tf.math.equal(self.bad_word_seqs_len[bad_word_seq_number], 1),"," lambda: tf.ones((), dtype=tf.bool),"," _len_greater_than_cur_len,"," )",""," def _len_greater_than_cur_len():"," # Otherwise, if the bad sequence is longer than the current length they can't ever match"," return tf.cond("," tf.math.greater(self.bad_word_seqs_len[bad_word_seq_number], tf.shape(row_input_ids)[0]),"," lambda: tf.zeros((), dtype=tf.bool),"," _match_found,"," )",""," def _match_found():"," # Finaly, runs the actual comparison. Can only be called if the previous comparisons do not yield"," # an answer (otherwise we get indexing exceptions)"," compare_len = self.bad_word_seqs_len[bad_word_seq_number] - 1"," return tf.cond("," tf.math.reduce_all("," tf.math.equal("," row_input_ids[-compare_len:], self.bad_word_seqs_ids[bad_word_seq_number, :compare_len]"," )"," ),"," lambda: tf.ones((), dtype=tf.bool),"," lambda: tf.zeros((), dtype=tf.bool),"," )",""," match = _len_one()"," return match",""," # Compares the current row against all bad word sequences, obtaining a mask with the matches."," match_mask = tf.map_fn(_tokens_match, tf.range(self.bad_word_seqs_ids.shape[0]), fn_output_signature=tf.bool)"," row_banned_tokens = self.seq_forbidden_tokens[match_mask]"," return row_banned_tokens",""," def __call__(self, input_ids: tf.Tensor, scores: tf.Tensor, cur_len: int) -\u003e tf.Tensor:"," # We want to mask some banned tokens, at a score level. Since the banned tokens depend on the previous"," # `input_ids`, they may have a different length for each row, and they may even be empty for some rows."," # To remain simple and XLA-compatible, we work on a per-row fashion."," # TODO (Joao): this function might trigger XLA retracing as `cur_len` increases. Fix it if it becomes"," # a frequent choke point. (make `cur_len` a tensor?)"," def _get_row_updated_score(row_inputs: Tuple[tf.Tensor]) -\u003e tf.Tensor:"," row_input_ids, row_score = row_inputs"," banned_tokens = self._calc_row_banned_bad_tokens(row_input_ids[:cur_len])"," banned_tokens_mask = tf.scatter_nd("," indices=tf.expand_dims(banned_tokens, axis=-1),"," updates=tf.ones_like(banned_tokens, dtype=tf.bool),"," shape=row_score.shape,"," )"," row_score = tf.where(banned_tokens_mask, -float(\"inf\"), row_score)"," return row_score",""," scores = tf.map_fn(_get_row_updated_score, (input_ids, scores), fn_output_signature=tf.float32)"," return scores","","","class TFNoRepeatNGramLogitsProcessor(TFLogitsProcessor):"," r\"\"\""," [`TFLogitsProcessor`] that enforces no repetition of n-grams. See"," [Fairseq](https://github.com/pytorch/fairseq/blob/a07cb6f40480928c9e0548b737aadd36ee66ac76/fairseq/sequence_generator.py#L345).",""," Args:"," ngram_size (`int`):"," All ngrams of size `ngram_size` can only occur once."," \"\"\"",""," def __init__(self, ngram_size: int):"," if not isinstance(ngram_size, int) or ngram_size \u003c= 0:"," raise ValueError(f\"`ngram_size` has to be a strictly positive integer, but is {ngram_size}\")"," self.ngram_size = ngram_size",""," def calc_banned_ngram_tokens(self, input_ids, num_hypos, cur_len):"," # Copied from fairseq for no_repeat_ngram in beam_search"," if cur_len + 1 \u003c self.ngram_size:"," # return no banned tokens if we haven't generated ngram_size tokens yet"," return [[] for _ in range(num_hypos)]"," generated_ngrams = [{} for _ in range(num_hypos)]"," prev_input_ids = input_ids[:, :cur_len]"," for idx in range(num_hypos):"," gen_tokens = prev_input_ids[idx].numpy().tolist()"," generated_ngram = generated_ngrams[idx]"," for ngram in zip(*[gen_tokens[i:] for i in range(self.ngram_size)]):"," prev_ngram_tuple = tuple(ngram[:-1])"," generated_ngram[prev_ngram_tuple] = generated_ngram.get(prev_ngram_tuple, []) + [ngram[-1]]",""," def _get_generated_ngrams(hypo_idx):"," # Before decoding the next token, prevent decoding of ngrams that have already appeared"," start_idx = cur_len + 1 - self.ngram_size"," ngram_idx = tuple(prev_input_ids[hypo_idx, start_idx:cur_len].numpy().tolist())"," return generated_ngrams[hypo_idx].get(ngram_idx, [])",""," banned_tokens = [_get_generated_ngrams(hypo_idx) for hypo_idx in range(num_hypos)]",""," return banned_tokens",""," def __call__(self, input_ids: tf.Tensor, scores: tf.Tensor, cur_len: int) -\u003e tf.Tensor:"," # TODO (joao): enable XLA on this logits processor. See discussion and attempts in"," # https://github.com/huggingface/transformers/pull/16974"," if not tf.executing_eagerly():"," raise NotImplementedError(\"TFNoRepeatNGramLogitsProcessor is only implemented for eager execution.\")",""," batch_size, vocab_size = scores.shape"," banned_tokens = self.calc_banned_ngram_tokens(input_ids, batch_size, cur_len)",""," # create banned_tokens boolean mask"," banned_tokens_indices_mask = []"," for banned_tokens_slice in banned_tokens:"," banned_tokens_indices_mask.append("," [True if token in banned_tokens_slice else False for token in range(vocab_size)]"," )",""," scores = tf.where(tf.convert_to_tensor(banned_tokens_indices_mask, dtype=tf.bool), -float(\"inf\"), scores)",""," return scores","","","class TFForcedBOSTokenLogitsProcessor(TFLogitsProcessor):"," r\"\"\""," [`TFLogitsProcessor`] that enforces the specified token as the first generated token.",""," Args:"," bos_token_id (`int`):"," The id of the token to force as the first generated token."," \"\"\"",""," def __init__(self, bos_token_id: int):"," if bos_token_id \u003c 0:"," raise ValueError(f\"The forced bos token id must be a non-negative integer, got {bos_token_id}\")"," self.bos_token_id = bos_token_id",""," def __call__(self, input_ids: tf.Tensor, scores: tf.Tensor, cur_len: int) -\u003e tf.Tensor:"," if cur_len == 1:"," batch_size, num_tokens = scores.shape"," # sets the score to 0 in the bos_token_id column"," scores = tf.zeros((batch_size, 1))"," # sets the score to -inf everywhere else"," if self.bos_token_id \u003e 0:"," scores = tf.concat((tf.broadcast_to(-float(\"inf\"), (batch_size, self.bos_token_id)), scores), axis=-1)"," if self.bos_token_id \u003c (num_tokens - 1):"," scores = tf.concat("," (scores, tf.broadcast_to(-float(\"inf\"), (batch_size, (num_tokens - 1) - self.bos_token_id))),"," axis=-1,"," )"," return scores","","","class TFForcedEOSTokenLogitsProcessor(TFLogitsProcessor):"," r\"\"\""," [`TFLogitsProcessor`] that enforces the specified token as the last generated token when `max_length` is reached.",""," Args:"," max_length (`int`):"," The maximum length of the sequence to be generated."," eos_token_id (`int`):"," The id of the token to force as the last generated token when `max_length` is reached."," \"\"\"",""," def __init__(self, max_length: int, eos_token_id: int):"," self.max_length = max_length"," if eos_token_id \u003c 0:"," raise ValueError(f\"The forced eos token id must be a non-negative integer, got {eos_token_id}\")"," self.eos_token_id = eos_token_id",""," def __call__(self, input_ids: tf.Tensor, scores: tf.Tensor, cur_len: int) -\u003e tf.Tensor:"," if cur_len == self.max_length - 1:"," batch_size, num_tokens = scores.shape"," # sets the score to 0 in the eos_token_id column"," scores = tf.zeros((batch_size, 1))"," # sets the score to -inf everywhere else"," if self.eos_token_id \u003e 0:"," scores = tf.concat((tf.broadcast_to(-float(\"inf\"), (batch_size, self.eos_token_id)), scores), axis=-1)"," if self.eos_token_id \u003c (num_tokens - 1):"," scores = tf.concat("," (scores, tf.broadcast_to(-float(\"inf\"), (batch_size, (num_tokens - 1) - self.eos_token_id))),"," axis=-1,"," )"," return scores","","","class TFSuppressTokensAtBeginLogitsProcessor(TFLogitsProcessor):"," r\"\"\""," [`TFSuppressTokensAtBeginLogitsProcessor`] suppresses a list of tokens as soon as the `generate` function starts"," generating using `begin_index` tokens. This should ensure that the tokens defined by `begin_suppress_tokens` at not"," sampled at the begining of the generation."," \"\"\"",""," def __init__(self, begin_suppress_tokens, begin_index):"," self.begin_suppress_tokens = list(begin_suppress_tokens)"," self.begin_index = begin_index",""," def __call__(self, input_ids: tf.Tensor, scores: tf.Tensor, cur_len: int) -\u003e tf.Tensor:"," suppressed_indices = []"," for token in self.begin_suppress_tokens:"," if token \u003c scores.shape[-1]: # to ensure we don't go beyond the vocab size"," suppressed_indices.extend([[i, token] for i in range(scores.shape[0])])",""," if len(suppressed_indices) \u003e 0:"," scores = tf.cond("," tf.equal(cur_len, self.begin_index),"," lambda: tf.tensor_scatter_nd_update("," scores,"," indices=suppressed_indices,"," updates=[-float(\"inf\") for _ in range(scores.shape[0] * len(self.begin_suppress_tokens))],"," ),"," lambda: scores,"," )"," return scores","","","class TFSuppressTokensLogitsProcessor(TFLogitsProcessor):"," r\"\"\"This processor can be used to suppress a list of tokens. The processor will set their log probs to `-inf` so that they"," are not sampled.\"\"\"",""," def __init__(self, suppress_tokens):"," self.suppress_tokens = list(suppress_tokens)",""," def __call__(self, input_ids: tf.Tensor, scores: tf.Tensor, cur_len: int) -\u003e tf.Tensor:"," suppressed_indices = []"," for token in self.suppress_tokens:"," if token \u003c scores.shape[-1]: # to ensure we don't go beyond the vocab size"," suppressed_indices.extend([[i, token] for i in range(scores.shape[0])])",""," if len(suppressed_indices) \u003e 0:"," scores = tf.tensor_scatter_nd_update("," scores,"," indices=[[i, token] for i in range(scores.shape[0]) for token in self.suppress_tokens],"," updates=[-float(\"inf\") for _ in range(scores.shape[0] * len(self.suppress_tokens))],"," )"," return scores","","","class TFForceTokensLogitsProcessor(TFLogitsProcessor):"," r\"\"\"This processor takes a list of pairs of integers which indicates a mapping from generation indices to token"," indices that will be forced before sampling. The processor will set their log probs to `0` and all other tokens to"," `-inf` so that they are sampled at their corresponding index.\"\"\"",""," def __init__(self, force_token_map: List[List[int]]):"," force_token_map = dict(force_token_map)"," # Converts the dictionary of format {index: token} containing the tokens to be forced to an array, where the"," # index of the array corresponds to the index of the token to be forced, for XLA compatibility."," # Indexes without forced tokens will have an negative value."," force_token_array = np.ones((max(force_token_map.keys()) + 1), dtype=np.int32) * -1"," for index, token in force_token_map.items():"," if token is not None:"," force_token_array[index] = token"," self.force_token_array = tf.convert_to_tensor(force_token_array, dtype=tf.int32)",""," def __call__(self, input_ids: tf.Tensor, scores: tf.Tensor, cur_len: int) -\u003e tf.Tensor:"," def _force_token(generation_idx):"," batch_size = scores.shape[0]"," current_token = self.force_token_array[generation_idx]",""," new_scores = tf.zeros_like(scores, dtype=scores.dtype) + tf.constant([scores.dtype.min])"," indices = tf.stack((tf.range(batch_size), tf.tile([current_token], [batch_size])), axis=1)"," updates = tf.zeros((batch_size,), dtype=scores.dtype)"," new_scores = tf.tensor_scatter_nd_update(new_scores, indices, updates)"," return new_scores",""," scores = tf.cond("," tf.greater_equal(cur_len, tf.shape(self.force_token_array)[0]),"," # If the current length is geq than the length of force_token_array, the processor does nothing."," lambda: tf.identity(scores),"," # Otherwise, it may force a certain token."," lambda: tf.cond("," tf.greater_equal(self.force_token_array[cur_len], 0),"," # Only valid (positive) tokens are forced"," lambda: _force_token(cur_len),"," # Otherwise, the processor does nothing."," lambda: scores,"," ),"," )"," return 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style="padding-right:16px">564</div><div data-line-number="565" class="child-of-line-562 react-line-number react-code-text" style="padding-right:16px">565</div><div data-line-number="566" class="child-of-line-562 react-line-number react-code-text" style="padding-right:16px">566</div><div data-line-number="567" class="child-of-line-562 react-line-number react-code-text" style="padding-right:16px">567</div><div data-line-number="568" class="child-of-line-562 react-line-number react-code-text" style="padding-right:16px">568<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 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react-line-number react-code-text" style="padding-right:16px">575</div><div data-line-number="576" class="child-of-line-562 child-of-line-567 react-line-number react-code-text" style="padding-right:16px">576</div><div data-line-number="577" class="child-of-line-562 react-line-number react-code-text" style="padding-right:16px">577</div><div data-line-number="578" class="child-of-line-562 react-line-number react-code-text" style="padding-right:16px">578</div><div data-line-number="579" class="child-of-line-562 react-line-number react-code-text" style="padding-right:16px">579<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="580" class="child-of-line-562 child-of-line-578 react-line-number react-code-text" style="padding-right:16px">580<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="581" class="child-of-line-562 child-of-line-578 child-of-line-579 react-line-number react-code-text" style="padding-right:16px">581</div><div data-line-number="582" class="child-of-line-562 child-of-line-578 child-of-line-579 react-line-number react-code-text" style="padding-right:16px">582</div><div data-line-number="583" class="child-of-line-562 child-of-line-578 child-of-line-579 react-line-number react-code-text" style="padding-right:16px">583</div><div data-line-number="584" class="child-of-line-562 child-of-line-578 child-of-line-579 react-line-number react-code-text" style="padding-right:16px">584</div><div data-line-number="585" class="child-of-line-562 child-of-line-578 child-of-line-579 react-line-number react-code-text" style="padding-right:16px">585</div><div data-line-number="586" class="child-of-line-562 child-of-line-578 child-of-line-579 react-line-number react-code-text" style="padding-right:16px">586</div><div data-line-number="587" class="child-of-line-562 child-of-line-578 child-of-line-579 react-line-number react-code-text" style="padding-right:16px">587</div><div data-line-number="588" class="child-of-line-562 child-of-line-578 react-line-number react-code-text" style="padding-right:16px">588</div><div data-line-number="589" class="child-of-line-562 child-of-line-578 react-line-number react-code-text" style="padding-right:16px">589</div><div data-line-number="590" class="child-of-line-562 child-of-line-578 react-line-number react-code-text" style="padding-right:16px">590</div><div data-line-number="591" class="child-of-line-562 child-of-line-578 react-line-number react-code-text" style="padding-right:16px">591</div><div data-line-number="592" class="child-of-line-562 child-of-line-578 react-line-number react-code-text" style="padding-right:16px">592</div><div data-line-number="593" class="child-of-line-562 child-of-line-578 react-line-number react-code-text" style="padding-right:16px">593</div><div data-line-number="594" class="child-of-line-562 child-of-line-578 react-line-number react-code-text" style="padding-right:16px">594</div><div data-line-number="595" class="child-of-line-562 child-of-line-578 react-line-number react-code-text" style="padding-right:16px">595</div><div data-line-number="596" class="child-of-line-562 child-of-line-578 react-line-number react-code-text" style="padding-right:16px">596</div><div data-line-number="597" class="child-of-line-562 child-of-line-578 react-line-number react-code-text" style="padding-right:16px">597</div><div data-line-number="598" class="child-of-line-562 child-of-line-578 react-line-number react-code-text" style="padding-right:16px">598</div><div data-line-number="599" class="child-of-line-562 child-of-line-578 react-line-number react-code-text" style="padding-right:16px">599</div><div data-line-number="600" class="child-of-line-562 child-of-line-578 react-line-number react-code-text" style="padding-right:16px">600</div><div data-line-number="601" class="child-of-line-562 child-of-line-578 react-line-number react-code-text" style="padding-right:16px">601</div><div data-line-number="602" class="child-of-line-562 child-of-line-578 react-line-number react-code-text" style="padding-right:16px">602</div><div data-line-number="603" class="react-line-number react-code-text" style="padding-right:16px">603</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"># coding=utf-8</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"># Copyright 2022 The HuggingFace Inc. team</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">#</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"># Licensed under the Apache License, Version 2.0 (the "License");</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"><span class="pl-c"># you may not use this file except in compliance with the License.</span></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-c"># You may obtain a copy of the License at</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-c">#</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-c"># http://www.apache.org/licenses/LICENSE-2.0</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-c">#</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-c"># Unless required by applicable law or agreed to in writing, software</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-c"># distributed under the License is distributed on an "AS IS" BASIS,</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-c"># WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</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-c"># See the License for the specific language governing permissions and</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"><span class="pl-c"># limitations under the License.</span></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"> </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">inspect</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">typing</span> <span class="pl-k">import</span> <span class="pl-v">List</span>, <span class="pl-v">Tuple</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"> </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"><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="LC20" class="react-file-line html-div" data-testid="code-cell" data-line-number="20" style="position:relative"><span class="pl-k">import</span> <span class="pl-s1">tensorflow</span> <span class="pl-k">as</span> <span class="pl-s1">tf</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"> </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">tf_utils</span> <span class="pl-k">import</span> <span class="pl-s1">stable_softmax</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">utils</span> <span class="pl-k">import</span> <span class="pl-s1">add_start_docstrings</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">utils</span>.<span class="pl-s1">logging</span> <span class="pl-k">import</span> <span class="pl-s1">get_logger</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"> </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"> </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">logger</span> <span class="pl-c1">=</span> <span class="pl-en">get_logger</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="LC28" class="react-file-line html-div" data-testid="code-cell" data-line-number="28" style="position:relative"> </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"><span class="pl-c1">TF_LOGITS_PROCESSOR_INPUTS_DOCSTRING</span> <span class="pl-c1">=</span> <span class="pl-s">r"""</span></div></div></div><div class="child-of-line-29 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-s"> Args:</span></div></div></div><div class="child-of-line-29 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"><span class="pl-s"> input_ids (`tf.Tensor` of shape `(batch_size, sequence_length)`):</span></div></div></div><div class="child-of-line-29 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"><span class="pl-s"> Indices of input sequence tokens in the vocabulary.</span></div></div></div><div class="child-of-line-29 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"> </div></div></div><div class="child-of-line-29 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-s"> Indices can be obtained using [`PreTrainedTokenizer`]. See [`PreTrainedTokenizer.encode`] and</span></div></div></div><div class="child-of-line-29 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-s"> [`PreTrainedTokenizer.__call__`] for details.</span></div></div></div><div class="child-of-line-29 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"> </div></div></div><div class="child-of-line-29 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-s"> [What are input IDs?](../glossary#input-ids)</span></div></div></div><div class="child-of-line-29 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-s"> scores (`tf.Tensor` of shape `(batch_size, config.vocab_size)`):</span></div></div></div><div class="child-of-line-29 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"><span class="pl-s"> Prediction scores of a language modeling head. These can be logits for each vocabulary when not using beam</span></div></div></div><div class="child-of-line-29 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-s"> search or log softmax for each vocabulary token when using beam search.</span></div></div></div><div class="child-of-line-29 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"><span class="pl-s"> cur_len (`int`):</span></div></div></div><div class="child-of-line-29 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-s"> The current length of valid input sequence tokens. In the TF implementation, the input_ids' sequence length</span></div></div></div><div class="child-of-line-29 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"><span class="pl-s"> is the maximum length generate can produce, and we need to know which of its tokens are valid.</span></div></div></div><div class="child-of-line-29 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-s"> kwargs (`Dict[str, Any]`, *optional*):</span></div></div></div><div class="child-of-line-29 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-s"> Additional logits processor specific kwargs.</span></div></div></div><div class="child-of-line-29 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"> </div></div></div><div class="child-of-line-29 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-s"> Return:</span></div></div></div><div class="child-of-line-29 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-s"> `tf.Tensor` of shape `(batch_size, config.vocab_size)`: The processed prediction scores.</span></div></div></div><div class="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"><span class="pl-s">"""</span></div></div></div><div class="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"> </div></div></div><div class="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"> </div></div></div><div class="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">class</span> <span class="pl-v">TFLogitsProcessor</span>:</div></div></div><div class="child-of-line-52 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-s">"""Abstract base class for all logit processors that can be applied during generation."""</span></div></div></div><div class="child-of-line-52 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"> </div></div></div><div class="child-of-line-52 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-en">@<span class="pl-en">add_start_docstrings</span>(<span class="pl-c1">TF_LOGITS_PROCESSOR_INPUTS_DOCSTRING</span>)</span></div></div></div><div class="child-of-line-52 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">def</span> <span class="pl-en">__call__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">input_ids</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">scores</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">cur_len</span>: <span class="pl-smi">int</span>) <span class="pl-c1">-></span> <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>:</div></div></div><div class="child-of-line-52 child-of-line-56 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-s">"""TF method for processing logits."""</span></div></div></div><div class="child-of-line-52 child-of-line-56 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-k">raise</span> <span class="pl-en">NotImplementedError</span>(</div></div></div><div class="child-of-line-52 child-of-line-56 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-s">f"<span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">self</span>.<span class="pl-c1">__class__</span><span class="pl-kos">}</span></span> is an abstract class. Only classes inheriting this class can be called."</span></div></div></div><div class="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="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"> </div></div></div><div class="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"> </div></div></div><div class="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"><span class="pl-k">class</span> <span class="pl-v">TFLogitsWarper</span>:</div></div></div><div class="child-of-line-63 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-s">"""Abstract base class for all logit warpers that can be applied during generation with multinomial sampling."""</span></div></div></div><div class="child-of-line-63 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-63 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-en">@<span class="pl-en">add_start_docstrings</span>(<span class="pl-c1">TF_LOGITS_PROCESSOR_INPUTS_DOCSTRING</span>)</span></div></div></div><div class="child-of-line-63 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">def</span> <span class="pl-en">__call__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">input_ids</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">scores</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">cur_len</span>: <span class="pl-smi">int</span>) <span class="pl-c1">-></span> <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>:</div></div></div><div class="child-of-line-63 child-of-line-67 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-s">"""TF method for warping logits."""</span></div></div></div><div class="child-of-line-63 child-of-line-67 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">raise</span> <span class="pl-en">NotImplementedError</span>(</div></div></div><div class="child-of-line-63 child-of-line-67 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-s">f"<span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">self</span>.<span class="pl-c1">__class__</span><span class="pl-kos">}</span></span> is an abstract class. Only classes inheriting this class can be called."</span></div></div></div><div class="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"> )</div></div></div><div class="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"> </div></div></div><div class="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"> </div></div></div><div class="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-k">class</span> <span class="pl-v">TFLogitsProcessorList</span>(<span class="pl-s1">list</span>):</div></div></div><div class="child-of-line-74 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">"""</span></div></div></div><div class="child-of-line-74 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"> This class can be used to create a list of [`TFLogitsProcessor`] to subsequently process a `scores` input tensor.</span></div></div></div><div class="child-of-line-74 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-s"> This class inherits from list and adds a specific *__call__* method to apply each [`TFLogitsProcessor`] to the</span></div></div></div><div class="child-of-line-74 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-s"> inputs.</span></div></div></div><div class="child-of-line-74 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-s"> """</span></div></div></div><div class="child-of-line-74 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"> </div></div></div><div class="child-of-line-74 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"> <span class="pl-en">@<span class="pl-en">add_start_docstrings</span>(<span class="pl-c1">TF_LOGITS_PROCESSOR_INPUTS_DOCSTRING</span>)</span></div></div></div><div class="child-of-line-74 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">def</span> <span class="pl-en">__call__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">input_ids</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">scores</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">cur_len</span>: <span class="pl-smi">int</span>, <span class="pl-c1">**</span><span class="pl-s1">kwargs</span>) <span class="pl-c1">-></span> <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>:</div></div></div><div class="child-of-line-74 child-of-line-82 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-k">for</span> <span class="pl-s1">processor</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>:</div></div></div><div class="child-of-line-74 child-of-line-82 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"> <span class="pl-s1">function_args</span> <span class="pl-c1">=</span> <span class="pl-s1">inspect</span>.<span class="pl-c1">signature</span>(<span class="pl-s1">processor</span>.<span class="pl-c1">__call__</span>).<span class="pl-c1">parameters</span></div></div></div><div class="child-of-line-74 child-of-line-82 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">if</span> <span class="pl-en">len</span>(<span class="pl-s1">function_args</span>) <span class="pl-c1">></span> <span class="pl-c1">3</span>:</div></div></div><div class="child-of-line-74 child-of-line-82 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-c1">not</span> <span class="pl-en">all</span>(<span class="pl-s1">arg</span> <span class="pl-c1">in</span> <span class="pl-s1">kwargs</span> <span class="pl-k">for</span> <span class="pl-s1">arg</span> <span class="pl-c1">in</span> <span class="pl-en">list</span>(<span class="pl-s1">function_args</span>.<span class="pl-c1">keys</span>())[<span class="pl-c1">2</span>:]):</div></div></div><div class="child-of-line-74 child-of-line-82 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">raise</span> <span class="pl-en">ValueError</span>(</div></div></div><div class="child-of-line-74 child-of-line-82 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-s">f"Make sure that all the required parameters: <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-en">list</span>(<span class="pl-s1">function_args</span>.<span class="pl-c1">keys</span>())<span class="pl-kos">}</span></span> for "</span></div></div></div><div class="child-of-line-74 child-of-line-82 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-s">f"<span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">processor</span>.<span class="pl-c1">__class__</span><span class="pl-kos">}</span></span> are passed to the logits processor."</span></div></div></div><div class="child-of-line-74 child-of-line-82 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-74 child-of-line-82 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">scores</span> <span class="pl-c1">=</span> <span class="pl-en">processor</span>(<span class="pl-s1">input_ids</span>, <span class="pl-s1">scores</span>, <span class="pl-s1">cur_len</span>, <span class="pl-c1">**</span><span class="pl-s1">kwargs</span>)</div></div></div><div class="child-of-line-74 child-of-line-82 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-k">else</span>:</div></div></div><div class="child-of-line-74 child-of-line-82 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">scores</span> <span class="pl-c1">=</span> <span class="pl-en">processor</span>(<span class="pl-s1">input_ids</span>, <span class="pl-s1">scores</span>, <span class="pl-s1">cur_len</span>)</div></div></div><div class="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-k">return</span> <span class="pl-s1">scores</span></div></div></div><div class="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"> </div></div></div><div class="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="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"><span class="pl-k">class</span> <span class="pl-v">TFTemperatureLogitsWarper</span>(<span class="pl-v">TFLogitsWarper</span>):</div></div></div><div class="child-of-line-97 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-s">r"""</span></div></div></div><div class="child-of-line-97 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"> [`TFLogitsWarper`] for temperature (exponential scaling output probability distribution).</span></div></div></div><div class="child-of-line-97 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"> </div></div></div><div class="child-of-line-97 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"> Args:</span></div></div></div><div class="child-of-line-97 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"><span class="pl-s"> temperature (`float`):</span></div></div></div><div class="child-of-line-97 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"><span class="pl-s"> The value used to module the logits distribution.</span></div></div></div><div class="child-of-line-97 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"><span class="pl-s"> """</span></div></div></div><div class="child-of-line-97 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"> </div></div></div><div class="child-of-line-97 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-k">def</span> <span class="pl-en">__init__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">temperature</span>: <span class="pl-smi">float</span>):</div></div></div><div class="child-of-line-97 child-of-line-106 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-k">if</span> <span class="pl-c1">not</span> <span class="pl-en">isinstance</span>(<span class="pl-s1">temperature</span>, <span class="pl-s1">float</span>) <span class="pl-c1">or</span> <span class="pl-c1">not</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-97 child-of-line-106 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-k">raise</span> <span class="pl-en">ValueError</span>(<span class="pl-s">f"`temperature` has to be a strictly positive float, but is <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">temperature</span><span class="pl-kos">}</span></span>"</span>)</div></div></div><div class="child-of-line-97 child-of-line-106 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"> </div></div></div><div class="child-of-line-97 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"> <span class="pl-s1">self</span>.<span class="pl-c1">temperature</span> <span class="pl-c1">=</span> <span class="pl-s1">temperature</span></div></div></div><div class="child-of-line-97 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"> </div></div></div><div class="child-of-line-97 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-k">def</span> <span class="pl-en">__call__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">input_ids</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">scores</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">cur_len</span>: <span class="pl-smi">int</span>) <span class="pl-c1">-></span> <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>:</div></div></div><div class="child-of-line-97 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">scores</span> <span class="pl-c1">=</span> <span class="pl-s1">scores</span> <span class="pl-c1">/</span> <span class="pl-s1">self</span>.<span class="pl-c1">temperature</span></div></div></div><div class="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"> <span class="pl-k">return</span> <span class="pl-s1">scores</span></div></div></div><div class="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"> </div></div></div><div class="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"> </div></div></div><div class="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"><span class="pl-k">class</span> <span class="pl-v">TFTopKLogitsWarper</span>(<span class="pl-v">TFLogitsWarper</span>):</div></div></div><div class="child-of-line-117 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-s">r"""</span></div></div></div><div class="child-of-line-117 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-s"> [`TFLogitsWarper`] that performs top-k, i.e. restricting to the k highest probability elements.</span></div></div></div><div class="child-of-line-117 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"> </div></div></div><div class="child-of-line-117 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"><span class="pl-s"> Args:</span></div></div></div><div class="child-of-line-117 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-s"> top_k (`int`):</span></div></div></div><div class="child-of-line-117 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-s"> The number of highest probability vocabulary tokens to keep for top-k-filtering.</span></div></div></div><div class="child-of-line-117 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-s"> filter_value (`float`, *optional*, defaults to -inf):</span></div></div></div><div class="child-of-line-117 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-s"> All filtered values will be set to this float value.</span></div></div></div><div class="child-of-line-117 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"><span class="pl-s"> min_tokens_to_keep (`int`, *optional*, defaults to 1):</span></div></div></div><div class="child-of-line-117 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"><span class="pl-s"> Minimum number of tokens that cannot be filtered.</span></div></div></div><div class="child-of-line-117 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-s"> """</span></div></div></div><div class="child-of-line-117 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"> </div></div></div><div class="child-of-line-117 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">def</span> <span class="pl-en">__init__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">top_k</span>: <span class="pl-smi">int</span>, <span class="pl-s1">filter_value</span>: <span class="pl-smi">float</span> <span class="pl-c1">=</span> <span class="pl-c1">-</span><span class="pl-en">float</span>(<span class="pl-s">"Inf"</span>), <span class="pl-s1">min_tokens_to_keep</span>: <span class="pl-smi">int</span> <span class="pl-c1">=</span> <span class="pl-c1">1</span>):</div></div></div><div class="child-of-line-117 child-of-line-130 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-k">if</span> <span class="pl-c1">not</span> <span class="pl-en">isinstance</span>(<span class="pl-s1">top_k</span>, <span class="pl-s1">int</span>) <span class="pl-c1">or</span> <span class="pl-s1">top_k</span> <span class="pl-c1"><=</span> <span class="pl-c1">0</span>:</div></div></div><div class="child-of-line-117 child-of-line-130 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"> <span class="pl-k">raise</span> <span class="pl-en">ValueError</span>(<span class="pl-s">f"`top_k` has to be a strictly positive integer, but is <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">top_k</span><span class="pl-kos">}</span></span>"</span>)</div></div></div><div class="child-of-line-117 child-of-line-130 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"> </div></div></div><div class="child-of-line-117 child-of-line-130 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-c1">top_k</span> <span class="pl-c1">=</span> <span class="pl-en">max</span>(<span class="pl-s1">top_k</span>, <span class="pl-s1">min_tokens_to_keep</span>)</div></div></div><div class="child-of-line-117 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"> <span class="pl-s1">self</span>.<span class="pl-c1">filter_value</span> <span class="pl-c1">=</span> <span class="pl-s1">filter_value</span></div></div></div><div class="child-of-line-117 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"> </div></div></div><div class="child-of-line-117 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"> <span class="pl-k">def</span> <span class="pl-en">__call__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">input_ids</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">scores</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">cur_len</span>: <span class="pl-smi">int</span>) <span class="pl-c1">-></span> <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>:</div></div></div><div class="child-of-line-117 child-of-line-137 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-s1">top_k</span> <span class="pl-c1">=</span> <span class="pl-en">min</span>(<span class="pl-s1">self</span>.<span class="pl-c1">top_k</span>, <span class="pl-s1">scores</span>.<span class="pl-c1">shape</span>[<span class="pl-c1">-</span><span class="pl-c1">1</span>]) <span class="pl-c"># Safety check</span></div></div></div><div class="child-of-line-117 child-of-line-137 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"># Boolean mask containing all tokens with a probability less than the last token of the top-k</span></div></div></div><div class="child-of-line-117 child-of-line-137 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">indices_to_remove</span> <span class="pl-c1">=</span> <span class="pl-s1">scores</span> <span class="pl-c1"><</span> <span class="pl-s1">tf</span>.<span class="pl-c1">math</span>.<span class="pl-c1">top_k</span>(<span class="pl-s1">scores</span>, <span class="pl-s1">k</span><span class="pl-c1">=</span><span class="pl-s1">top_k</span>)[<span class="pl-c1">0</span>][..., <span class="pl-c1">-</span><span class="pl-c1">1</span>:]</div></div></div><div class="child-of-line-117 child-of-line-137 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"> <span class="pl-s1">next_scores</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">where</span>(<span class="pl-s1">indices_to_remove</span>, <span class="pl-s1">self</span>.<span class="pl-c1">filter_value</span>, <span class="pl-s1">scores</span>)</div></div></div><div class="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">return</span> <span class="pl-s1">next_scores</span></div></div></div><div class="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"> </div></div></div><div class="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"> </div></div></div><div class="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-k">class</span> <span class="pl-v">TFTopPLogitsWarper</span>(<span class="pl-v">TFLogitsWarper</span>):</div></div></div><div class="child-of-line-145 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-s">"""</span></div></div></div><div class="child-of-line-145 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-s"> [`TFLogitsWarper`] that performs top-p, i.e. restricting to top tokens summing to <= prob_cut_off.</span></div></div></div><div class="child-of-line-145 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"> </div></div></div><div class="child-of-line-145 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"><span class="pl-s"> Args:</span></div></div></div><div class="child-of-line-145 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-s"> top_p (`float`):</span></div></div></div><div class="child-of-line-145 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-s"> If set to < 1, only the smallest set of most probable tokens with probabilities that add up to `top_p` or</span></div></div></div><div class="child-of-line-145 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"><span class="pl-s"> higher are kept for generation.</span></div></div></div><div class="child-of-line-145 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-s"> filter_value (`float`, *optional*, defaults to -inf):</span></div></div></div><div class="child-of-line-145 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-s"> All filtered values will be set to this float value.</span></div></div></div><div class="child-of-line-145 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"><span class="pl-s"> min_tokens_to_keep (`int`, *optional*, defaults to 1):</span></div></div></div><div class="child-of-line-145 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-s"> Minimum number of tokens that cannot be filtered.</span></div></div></div><div class="child-of-line-145 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"><span class="pl-s"> """</span></div></div></div><div class="child-of-line-145 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"> </div></div></div><div class="child-of-line-145 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">def</span> <span class="pl-en">__init__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">top_p</span>: <span class="pl-smi">float</span>, <span class="pl-s1">filter_value</span>: <span class="pl-smi">float</span> <span class="pl-c1">=</span> <span class="pl-c1">-</span><span class="pl-en">float</span>(<span class="pl-s">"Inf"</span>), <span class="pl-s1">min_tokens_to_keep</span>: <span class="pl-smi">int</span> <span class="pl-c1">=</span> <span class="pl-c1">1</span>):</div></div></div><div class="child-of-line-145 child-of-line-159 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">if</span> <span class="pl-c1">not</span> <span class="pl-en">isinstance</span>(<span class="pl-s1">top_p</span>, <span class="pl-s1">float</span>) <span class="pl-c1">or</span> (<span class="pl-s1">top_p</span> <span class="pl-c1"><</span> <span class="pl-c1">0</span> <span class="pl-c1">or</span> <span class="pl-s1">top_p</span> <span class="pl-c1">></span> <span class="pl-c1">1.0</span>):</div></div></div><div class="child-of-line-145 child-of-line-159 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-k">raise</span> <span class="pl-en">ValueError</span>(<span class="pl-s">f"`top_p` has to be a float > 0 and < 1, but is <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">top_p</span><span class="pl-kos">}</span></span>"</span>)</div></div></div><div class="child-of-line-145 child-of-line-159 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-k">if</span> <span class="pl-c1">not</span> <span class="pl-en">isinstance</span>(<span class="pl-s1">min_tokens_to_keep</span>, <span class="pl-s1">int</span>) <span class="pl-c1">or</span> (<span class="pl-s1">min_tokens_to_keep</span> <span class="pl-c1"><</span> <span class="pl-c1">1</span>):</div></div></div><div class="child-of-line-145 child-of-line-159 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"> <span class="pl-k">raise</span> <span class="pl-en">ValueError</span>(<span class="pl-s">f"`min_tokens_to_keep` has to be a positive integer, but is <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">min_tokens_to_keep</span><span class="pl-kos">}</span></span>"</span>)</div></div></div><div class="child-of-line-145 child-of-line-159 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"> </div></div></div><div class="child-of-line-145 child-of-line-159 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-s1">self</span>.<span class="pl-c1">top_p</span> <span class="pl-c1">=</span> <span class="pl-s1">top_p</span></div></div></div><div class="child-of-line-145 child-of-line-159 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-c1">filter_value</span> <span class="pl-c1">=</span> <span class="pl-s1">filter_value</span></div></div></div><div class="child-of-line-145 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-s1">self</span>.<span class="pl-c1">min_tokens_to_keep</span> <span class="pl-c1">=</span> <span class="pl-s1">min_tokens_to_keep</span></div></div></div><div class="child-of-line-145 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-145 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"> <span class="pl-k">def</span> <span class="pl-en">__call__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">input_ids</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">scores</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">cur_len</span>: <span class="pl-smi">int</span>) <span class="pl-c1">-></span> <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>:</div></div></div><div class="child-of-line-145 child-of-line-169 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">topk_scores</span>, <span class="pl-s1">topk_indices</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">math</span>.<span class="pl-c1">top_k</span>(<span class="pl-s1">scores</span>, <span class="pl-s1">scores</span>.<span class="pl-c1">shape</span>[<span class="pl-c1">-</span><span class="pl-c1">1</span>])</div></div></div><div class="child-of-line-145 child-of-line-169 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"> </div></div></div><div class="child-of-line-145 child-of-line-169 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"> <span class="pl-s1">mask_scores</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">fill</span>(<span class="pl-s1">scores</span>.<span class="pl-c1">shape</span>, <span class="pl-s1">self</span>.<span class="pl-c1">filter_value</span>)</div></div></div><div class="child-of-line-145 child-of-line-169 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">cumulative_probs</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">math</span>.<span class="pl-c1">cumsum</span>(<span class="pl-en">stable_softmax</span>(<span class="pl-s1">topk_scores</span>, <span class="pl-s1">axis</span><span class="pl-c1">=</span><span class="pl-c1">-</span><span class="pl-c1">1</span>), <span class="pl-s1">axis</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-145 child-of-line-169 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">score_mask</span> <span class="pl-c1">=</span> <span class="pl-s1">cumulative_probs</span> <span class="pl-c1"><</span> <span class="pl-s1">self</span>.<span class="pl-c1">top_p</span></div></div></div><div class="child-of-line-145 child-of-line-169 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-145 child-of-line-169 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"> <span class="pl-c"># Also include the token that is higher than top_p (the first false = shift and insert a True on the left)</span></div></div></div><div class="child-of-line-145 child-of-line-169 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-s1">score_mask</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">concat</span>((<span class="pl-s1">tf</span>.<span class="pl-c1">ones</span>([<span class="pl-s1">score_mask</span>.<span class="pl-c1">shape</span>[<span class="pl-c1">0</span>], <span class="pl-c1">1</span>], <span class="pl-s1">dtype</span><span class="pl-c1">=</span><span class="pl-s1">tf</span>.<span class="pl-c1">bool</span>), <span class="pl-s1">score_mask</span>[:, :<span class="pl-c1">-</span><span class="pl-c1">1</span>]), <span class="pl-s1">axis</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-145 child-of-line-169 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"> </div></div></div><div class="child-of-line-145 child-of-line-169 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"> <span class="pl-c"># Ensure min tokens to keep</span></div></div></div><div class="child-of-line-145 child-of-line-169 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-s1">score_mask</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">concat</span>(</div></div></div><div class="child-of-line-145 child-of-line-169 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"> (</div></div></div><div class="child-of-line-145 child-of-line-169 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-s1">tf</span>.<span class="pl-c1">ones</span>([<span class="pl-s1">score_mask</span>.<span class="pl-c1">shape</span>[<span class="pl-c1">0</span>], <span class="pl-s1">self</span>.<span class="pl-c1">min_tokens_to_keep</span>], <span class="pl-s1">dtype</span><span class="pl-c1">=</span><span class="pl-s1">tf</span>.<span class="pl-c1">bool</span>),</div></div></div><div class="child-of-line-145 child-of-line-169 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"> <span class="pl-s1">score_mask</span>[:, <span class="pl-s1">self</span>.<span class="pl-c1">min_tokens_to_keep</span> :],</div></div></div><div class="child-of-line-145 child-of-line-169 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"> ),</div></div></div><div class="child-of-line-145 child-of-line-169 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">axis</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-145 child-of-line-169 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"> )</div></div></div><div class="child-of-line-145 child-of-line-169 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"> </div></div></div><div class="child-of-line-145 child-of-line-169 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"> <span class="pl-c"># Mask the values that do not fit the criteria</span></div></div></div><div class="child-of-line-145 child-of-line-169 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-s1">topk_next_scores</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">where</span>(<span class="pl-s1">score_mask</span>, <span class="pl-s1">topk_scores</span>, <span class="pl-s1">mask_scores</span>)</div></div></div><div class="child-of-line-145 child-of-line-169 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"> </div></div></div><div class="child-of-line-145 child-of-line-169 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-c"># Undo the topk sorting: converts the 2D matrix of per-row original indices of shape (batch_size, vocab_size)</span></div></div></div><div class="child-of-line-145 child-of-line-169 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-c"># to a 3D tensor of shape (batch_size, vocab_size, 2) containing the original score coordinate, from which we</span></div></div></div><div class="child-of-line-145 child-of-line-169 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-c"># can scatter (i.e. `scatter_indices[row, col, :]` is a tensor containing `[row, topk_indices[row, col]]`)</span></div></div></div><div class="child-of-line-145 child-of-line-169 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">scatter_rows</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">tile</span>(<span class="pl-s1">tf</span>.<span class="pl-c1">expand_dims</span>(<span class="pl-s1">tf</span>.<span class="pl-c1">range</span>(<span class="pl-s1">topk_indices</span>.<span class="pl-c1">shape</span>[<span class="pl-c1">0</span>]), <span class="pl-s1">axis</span><span class="pl-c1">=</span><span class="pl-c1">-</span><span class="pl-c1">1</span>), [<span class="pl-c1">1</span>, <span class="pl-s1">topk_indices</span>.<span class="pl-c1">shape</span>[<span class="pl-c1">-</span><span class="pl-c1">1</span>]])</div></div></div><div class="child-of-line-145 child-of-line-169 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">scatter_indices</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">stack</span>((<span class="pl-s1">scatter_rows</span>, <span class="pl-s1">topk_indices</span>), <span class="pl-s1">axis</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-145 child-of-line-169 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-s1">next_scores</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">scatter_nd</span>(<span class="pl-s1">scatter_indices</span>, <span class="pl-s1">topk_next_scores</span>, <span class="pl-s1">shape</span><span class="pl-c1">=</span><span class="pl-s1">topk_next_scores</span>.<span class="pl-c1">shape</span>)</div></div></div><div class="child-of-line-145 child-of-line-169 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="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">return</span> <span class="pl-s1">next_scores</span></div></div></div><div class="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"> </div></div></div><div class="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"> </div></div></div><div class="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-k">class</span> <span class="pl-v">TFMinLengthLogitsProcessor</span>(<span class="pl-v">TFLogitsProcessor</span>):</div></div></div><div class="child-of-line-201 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-s">r"""</span></div></div></div><div class="child-of-line-201 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-s"> [`TFLogitsProcessor`] enforcing a min-length by setting EOS probability to 0.</span></div></div></div><div class="child-of-line-201 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"> </div></div></div><div class="child-of-line-201 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-s"> Args:</span></div></div></div><div class="child-of-line-201 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-s"> min_length (`int`):</span></div></div></div><div class="child-of-line-201 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"><span class="pl-s"> The minimum length below which the score of `eos_token_id` is set to `-float("Inf")`.</span></div></div></div><div class="child-of-line-201 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"><span class="pl-s"> eos_token_id (`int`):</span></div></div></div><div class="child-of-line-201 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"><span class="pl-s"> The id of the *end-of-sequence* token.</span></div></div></div><div class="child-of-line-201 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-s"> """</span></div></div></div><div class="child-of-line-201 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"> </div></div></div><div class="child-of-line-201 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-k">def</span> <span class="pl-en">__init__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">min_length</span>: <span class="pl-smi">int</span>, <span class="pl-s1">eos_token_id</span>: <span class="pl-smi">int</span>):</div></div></div><div class="child-of-line-201 child-of-line-212 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-k">if</span> <span class="pl-c1">not</span> <span class="pl-en">isinstance</span>(<span class="pl-s1">min_length</span>, <span class="pl-s1">int</span>) <span class="pl-c1">or</span> <span class="pl-s1">min_length</span> <span class="pl-c1"><</span> <span class="pl-c1">0</span>:</div></div></div><div class="child-of-line-201 child-of-line-212 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-k">raise</span> <span class="pl-en">ValueError</span>(<span class="pl-s">f"`min_length` has to be a positive integer, but is <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">min_length</span><span class="pl-kos">}</span></span>"</span>)</div></div></div><div class="child-of-line-201 child-of-line-212 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"> </div></div></div><div class="child-of-line-201 child-of-line-212 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-k">if</span> <span class="pl-c1">not</span> <span class="pl-en">isinstance</span>(<span class="pl-s1">eos_token_id</span>, <span class="pl-s1">int</span>) <span class="pl-c1">or</span> <span class="pl-s1">eos_token_id</span> <span class="pl-c1"><</span> <span class="pl-c1">0</span>:</div></div></div><div class="child-of-line-201 child-of-line-212 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-k">raise</span> <span class="pl-en">ValueError</span>(<span class="pl-s">f"`eos_token_id` has to be a positive integer, but is <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">eos_token_id</span><span class="pl-kos">}</span></span>"</span>)</div></div></div><div class="child-of-line-201 child-of-line-212 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"> </div></div></div><div class="child-of-line-201 child-of-line-212 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-s1">self</span>.<span class="pl-c1">min_length</span> <span class="pl-c1">=</span> <span class="pl-s1">min_length</span></div></div></div><div class="child-of-line-201 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-s1">self</span>.<span class="pl-c1">eos_token_id</span> <span class="pl-c1">=</span> <span class="pl-s1">eos_token_id</span></div></div></div><div class="child-of-line-201 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"> </div></div></div><div class="child-of-line-201 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-k">def</span> <span class="pl-en">_apply_eos_token_mask</span>(<span class="pl-s1">self</span>, <span class="pl-s1">scores</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>) <span class="pl-c1">-></span> <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>:</div></div></div><div class="child-of-line-201 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">eos_token_id_mask</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">range</span>(<span class="pl-s1">scores</span>.<span class="pl-c1">shape</span>[<span class="pl-c1">-</span><span class="pl-c1">1</span>]) <span class="pl-c1">==</span> <span class="pl-s1">self</span>.<span class="pl-c1">eos_token_id</span></div></div></div><div class="child-of-line-201 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">scores</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">where</span>(<span class="pl-s1">eos_token_id_mask</span>, <span class="pl-en">float</span>(<span class="pl-s">"-inf"</span>), <span class="pl-s1">scores</span>)</div></div></div><div class="child-of-line-201 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-k">return</span> <span class="pl-s1">scores</span></div></div></div><div class="child-of-line-201 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"> </div></div></div><div class="child-of-line-201 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-k">def</span> <span class="pl-en">__call__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">input_ids</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">scores</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">cur_len</span>: <span class="pl-smi">int</span>) <span class="pl-c1">-></span> <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>:</div></div></div><div class="child-of-line-201 child-of-line-227 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"> <span class="pl-c"># applies eos token masking if the first argument is true</span></div></div></div><div class="child-of-line-201 child-of-line-227 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-s1">scores</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">cond</span>(</div></div></div><div class="child-of-line-201 child-of-line-227 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">tf</span>.<span class="pl-c1">less</span>(<span class="pl-s1">cur_len</span>, <span class="pl-s1">self</span>.<span class="pl-c1">min_length</span>),</div></div></div><div class="child-of-line-201 child-of-line-227 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">lambda</span>: <span class="pl-s1">self</span>.<span class="pl-c1">_apply_eos_token_mask</span>(<span class="pl-s1">scores</span>),</div></div></div><div class="child-of-line-201 child-of-line-227 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-k">lambda</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">identity</span>(<span class="pl-s1">scores</span>),</div></div></div><div class="child-of-line-201 child-of-line-227 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"> )</div></div></div><div class="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-k">return</span> <span class="pl-s1">scores</span></div></div></div><div class="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"> </div></div></div><div class="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="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-k">class</span> <span class="pl-v">TFRepetitionPenaltyLogitsProcessor</span>(<span class="pl-v">TFLogitsProcessor</span>):</div></div></div><div class="child-of-line-237 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-s">r"""</span></div></div></div><div class="child-of-line-237 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-s"> [`TFLogitsProcessor`] enforcing an exponential penalty on repeated sequences.</span></div></div></div><div class="child-of-line-237 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"> </div></div></div><div class="child-of-line-237 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-s"> Args:</span></div></div></div><div class="child-of-line-237 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-s"> repetition_penalty (`float`):</span></div></div></div><div class="child-of-line-237 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-s"> The parameter for repetition penalty. 1.0 means no penalty. See [this</span></div></div></div><div class="child-of-line-237 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-s"> paper](https://arxiv.org/pdf/1909.05858.pdf) for more details.</span></div></div></div><div class="child-of-line-237 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-s"> """</span></div></div></div><div class="child-of-line-237 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-237 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-k">def</span> <span class="pl-en">__init__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">penalty</span>: <span class="pl-smi">float</span>):</div></div></div><div class="child-of-line-237 child-of-line-247 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-k">if</span> <span class="pl-c1">not</span> <span class="pl-en">isinstance</span>(<span class="pl-s1">penalty</span>, <span class="pl-s1">float</span>) <span class="pl-c1">or</span> <span class="pl-c1">not</span> (<span class="pl-s1">penalty</span> <span class="pl-c1">></span> <span class="pl-c1">0</span>):</div></div></div><div class="child-of-line-237 child-of-line-247 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">raise</span> <span class="pl-en">ValueError</span>(<span class="pl-s">f"`penalty` has to be a strictly positive float, but is <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">penalty</span><span class="pl-kos">}</span></span>"</span>)</div></div></div><div class="child-of-line-237 child-of-line-247 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"> </div></div></div><div class="child-of-line-237 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-s1">self</span>.<span class="pl-c1">penalty</span> <span class="pl-c1">=</span> <span class="pl-s1">penalty</span></div></div></div><div class="child-of-line-237 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"> </div></div></div><div class="child-of-line-237 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">def</span> <span class="pl-en">_create_score_penalties</span>(<span class="pl-s1">self</span>, <span class="pl-s1">input_ids</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">logits</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>) <span class="pl-c1">-></span> <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>:</div></div></div><div class="child-of-line-237 child-of-line-253 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-c"># We want to populate the penalties in the positions of `input_ids`. Since XLA can't handle shapes unknown</span></div></div></div><div class="child-of-line-237 child-of-line-253 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-c"># before runtime, `tf.unique` can't be used. Therefore, we may have redundant updates, when a given row has</span></div></div></div><div class="child-of-line-237 child-of-line-253 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-c"># the same token multiple times.</span></div></div></div><div class="child-of-line-237 child-of-line-253 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"> </div></div></div><div class="child-of-line-237 child-of-line-253 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-c"># Gathers the penalties to apply</span></div></div></div><div class="child-of-line-237 child-of-line-253 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">logit_penalties</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">gather</span>(<span class="pl-s1">logits</span>, <span class="pl-s1">input_ids</span>, <span class="pl-s1">axis</span><span class="pl-c1">=</span><span class="pl-c1">1</span>, <span class="pl-s1">batch_dims</span><span class="pl-c1">=</span><span class="pl-c1">1</span>)</div></div></div><div class="child-of-line-237 child-of-line-253 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">logit_penalties</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">where</span>(<span class="pl-s1">logit_penalties</span> <span class="pl-c1">></span> <span class="pl-c1">0</span>, <span class="pl-c1">1</span> <span class="pl-c1">/</span> <span class="pl-s1">self</span>.<span class="pl-c1">penalty</span>, <span class="pl-s1">logit_penalties</span>)</div></div></div><div class="child-of-line-237 child-of-line-253 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">logit_penalties</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">where</span>(<span class="pl-s1">logit_penalties</span> <span class="pl-c1"><</span> <span class="pl-c1">0</span>, <span class="pl-s1">self</span>.<span class="pl-c1">penalty</span>, <span class="pl-s1">logit_penalties</span>)</div></div></div><div class="child-of-line-237 child-of-line-253 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-237 child-of-line-253 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-c"># Scatters the penalties</span></div></div></div><div class="child-of-line-237 child-of-line-253 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-s1">token_penalties</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">ones</span>(<span class="pl-s1">logits</span>.<span class="pl-c1">shape</span>)</div></div></div><div class="child-of-line-237 child-of-line-253 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-s1">batch_size</span> <span class="pl-c1">=</span> <span class="pl-s1">input_ids</span>.<span class="pl-c1">shape</span>[<span class="pl-c1">0</span>]</div></div></div><div class="child-of-line-237 child-of-line-253 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">seq_len</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">shape</span>(<span class="pl-s1">input_ids</span>)[<span class="pl-c1">1</span>] <span class="pl-c"># the sequence length has dynamic size, hence the dynamic shape</span></div></div></div><div class="child-of-line-237 child-of-line-253 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"> <span class="pl-s1">indexable_prev_input_ids</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">concat</span>(</div></div></div><div class="child-of-line-237 child-of-line-253 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"> (</div></div></div><div class="child-of-line-237 child-of-line-253 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">tf</span>.<span class="pl-c1">expand_dims</span>(<span class="pl-s1">tf</span>.<span class="pl-c1">repeat</span>(<span class="pl-s1">tf</span>.<span class="pl-c1">range</span>(<span class="pl-s1">batch_size</span>), <span class="pl-s1">seq_len</span>), <span class="pl-s1">axis</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-237 child-of-line-253 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"> <span class="pl-s1">tf</span>.<span class="pl-c1">expand_dims</span>(<span class="pl-s1">tf</span>.<span class="pl-c1">reshape</span>(<span class="pl-s1">input_ids</span>, [<span class="pl-c1">-</span><span class="pl-c1">1</span>]), <span class="pl-s1">axis</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-237 child-of-line-253 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"> ),</div></div></div><div class="child-of-line-237 child-of-line-253 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"> <span class="pl-s1">axis</span><span class="pl-c1">=</span><span class="pl-c1">1</span>,</div></div></div><div class="child-of-line-237 child-of-line-253 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"> )</div></div></div><div class="child-of-line-237 child-of-line-253 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-s1">token_penalties</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">tensor_scatter_nd_update</span>(</div></div></div><div class="child-of-line-237 child-of-line-253 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"> <span class="pl-s1">token_penalties</span>, <span class="pl-s1">indices</span><span class="pl-c1">=</span><span class="pl-s1">indexable_prev_input_ids</span>, <span class="pl-s1">updates</span><span class="pl-c1">=</span><span class="pl-s1">tf</span>.<span class="pl-c1">reshape</span>(<span class="pl-s1">logit_penalties</span>, [<span class="pl-c1">-</span><span class="pl-c1">1</span>])</div></div></div><div class="child-of-line-237 child-of-line-253 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"> )</div></div></div><div class="child-of-line-237 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-k">return</span> <span class="pl-s1">token_penalties</span></div></div></div><div class="child-of-line-237 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"> </div></div></div><div class="child-of-line-237 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">def</span> <span class="pl-en">__call__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">input_ids</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">scores</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">cur_len</span>: <span class="pl-smi">int</span>) <span class="pl-c1">-></span> <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>:</div></div></div><div class="child-of-line-237 child-of-line-279 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">score_penalties</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-c1">_create_score_penalties</span>(<span class="pl-s1">input_ids</span>[:, :<span class="pl-s1">cur_len</span>], <span class="pl-s1">scores</span>)</div></div></div><div class="child-of-line-237 child-of-line-279 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"> </div></div></div><div class="child-of-line-237 child-of-line-279 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">scores</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">math</span>.<span class="pl-c1">multiply</span>(<span class="pl-s1">scores</span>, <span class="pl-s1">score_penalties</span>)</div></div></div><div class="child-of-line-237 child-of-line-279 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"> </div></div></div><div class="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-k">return</span> <span class="pl-s1">scores</span></div></div></div><div class="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"> </div></div></div><div class="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"> </div></div></div><div class="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-k">class</span> <span class="pl-v">TFNoBadWordsLogitsProcessor</span>(<span class="pl-v">TFLogitsProcessor</span>):</div></div></div><div class="child-of-line-287 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"> <span class="pl-s">"""</span></div></div></div><div class="child-of-line-287 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"><span class="pl-s"> [`TFLogitsProcessor`] that enforces that specified sequences will never be sampled.</span></div></div></div><div class="child-of-line-287 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-287 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"><span class="pl-s"> Args:</span></div></div></div><div class="child-of-line-287 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-s"> bad_words_ids (`List[List[int]]`):</span></div></div></div><div class="child-of-line-287 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"> List of list of token ids that are not allowed to be generated. In order to get the tokens of the words</span></div></div></div><div class="child-of-line-287 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"><span class="pl-s"> that should not appear in the generated text, make sure to set `add_prefix_space=True` when initializing</span></div></div></div><div class="child-of-line-287 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-s"> the tokenizer, and use `tokenizer(bad_words, add_special_tokens=False).input_ids`. The `add_prefix_space`</span></div></div></div><div class="child-of-line-287 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"> argument is only supported for some slow tokenizers, as fast tokenizers' prefixing behaviours come from</span></div></div></div><div class="child-of-line-287 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"> `pre tokenizers`. Read more [here](https://huggingface.co/docs/tokenizers/api/pre-tokenizers).</span></div></div></div><div class="child-of-line-287 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"><span class="pl-s"> eos_token_id (`int`):</span></div></div></div><div class="child-of-line-287 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"> The id of the *end-of-sequence* token.</span></div></div></div><div class="child-of-line-287 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-s"> """</span></div></div></div><div class="child-of-line-287 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-287 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"> <span class="pl-k">def</span> <span class="pl-en">__init__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">bad_words_ids</span>: <span class="pl-v">List</span>[<span class="pl-v">List</span>[<span class="pl-smi">int</span>]], <span class="pl-s1">eos_token_id</span>: <span class="pl-smi">int</span>):</div></div></div><div class="child-of-line-287 child-of-line-302 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"> <span class="pl-k">if</span> <span class="pl-c1">not</span> <span class="pl-en">isinstance</span>(<span class="pl-s1">bad_words_ids</span>, <span class="pl-v">List</span>) <span class="pl-c1">or</span> <span class="pl-en">len</span>(<span class="pl-s1">bad_words_ids</span>) <span class="pl-c1">==</span> <span class="pl-c1">0</span>:</div></div></div><div class="child-of-line-287 child-of-line-302 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"> <span class="pl-k">raise</span> <span class="pl-en">ValueError</span>(<span class="pl-s">f"`bad_words_ids` has to be a non-empty list, but is <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">bad_words_ids</span><span class="pl-kos">}</span></span>."</span>)</div></div></div><div class="child-of-line-287 child-of-line-302 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">if</span> <span class="pl-en">any</span>(<span class="pl-c1">not</span> <span class="pl-en">isinstance</span>(<span class="pl-s1">bad_word_ids</span>, <span class="pl-s1">list</span>) <span class="pl-k">for</span> <span class="pl-s1">bad_word_ids</span> <span class="pl-c1">in</span> <span class="pl-s1">bad_words_ids</span>):</div></div></div><div class="child-of-line-287 child-of-line-302 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"> <span class="pl-k">raise</span> <span class="pl-en">ValueError</span>(<span class="pl-s">f"`bad_words_ids` has to be a list of lists, but is <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">bad_words_ids</span><span class="pl-kos">}</span></span>."</span>)</div></div></div><div class="child-of-line-287 child-of-line-302 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">if</span> <span class="pl-en">any</span>(</div></div></div><div class="child-of-line-287 child-of-line-302 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-en">any</span>((<span class="pl-c1">not</span> <span class="pl-en">isinstance</span>(<span class="pl-s1">token_id</span>, (<span class="pl-s1">int</span>, <span class="pl-s1">np</span>.<span class="pl-c1">integer</span>)) <span class="pl-c1">or</span> <span class="pl-s1">token_id</span> <span class="pl-c1"><</span> <span class="pl-c1">0</span>) <span class="pl-k">for</span> <span class="pl-s1">token_id</span> <span class="pl-c1">in</span> <span class="pl-s1">bad_word_ids</span>)</div></div></div><div class="child-of-line-287 child-of-line-302 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-k">for</span> <span class="pl-s1">bad_word_ids</span> <span class="pl-c1">in</span> <span class="pl-s1">bad_words_ids</span></div></div></div><div class="child-of-line-287 child-of-line-302 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"> ):</div></div></div><div class="child-of-line-287 child-of-line-302 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-k">raise</span> <span class="pl-en">ValueError</span>(</div></div></div><div class="child-of-line-287 child-of-line-302 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">f"Each list in `bad_words_ids` has to be a list of positive integers, but is <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">bad_words_ids</span><span class="pl-kos">}</span></span>."</span></div></div></div><div class="child-of-line-287 child-of-line-302 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-287 child-of-line-302 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"> </div></div></div><div class="child-of-line-287 child-of-line-302 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-c"># stores the information about bad words in three tensors:</span></div></div></div><div class="child-of-line-287 child-of-line-302 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"> <span class="pl-c"># 1. a rectangular tensor with the forbidden sequences (padded with `-1`), for full data comparisons</span></div></div></div><div class="child-of-line-287 child-of-line-302 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">self</span>.<span class="pl-c1">bad_word_seqs_ids</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">ragged</span>.<span class="pl-c1">constant</span>(<span class="pl-s1">bad_words_ids</span>).<span class="pl-c1">to_tensor</span>(<span class="pl-s1">default_value</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-287 child-of-line-302 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-c"># 2. a tensor with the unpadded length of each forbidden sequence, for quick length comparisons</span></div></div></div><div class="child-of-line-287 child-of-line-302 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">bad_word_seqs_len</span> <span class="pl-c1">=</span> [<span class="pl-en">len</span>(<span class="pl-s1">bad_words</span>) <span class="pl-k">for</span> <span class="pl-s1">bad_words</span> <span class="pl-c1">in</span> <span class="pl-s1">bad_words_ids</span>]</div></div></div><div class="child-of-line-287 child-of-line-302 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-en">any</span>(<span class="pl-s1">word_len</span> <span class="pl-c1">==</span> <span class="pl-c1">0</span> <span class="pl-k">for</span> <span class="pl-s1">word_len</span> <span class="pl-c1">in</span> <span class="pl-s1">bad_word_seqs_len</span>):</div></div></div><div class="child-of-line-287 child-of-line-302 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-k">raise</span> <span class="pl-en">ValueError</span>(<span class="pl-s">f"Banned words token sequences <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">bad_words_ids</span><span class="pl-kos">}</span></span> cannot have an empty list"</span>)</div></div></div><div class="child-of-line-287 child-of-line-302 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">self</span>.<span class="pl-c1">bad_word_seqs_len</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">convert_to_tensor</span>(<span class="pl-s1">bad_word_seqs_len</span>, <span class="pl-s1">dtype</span><span class="pl-c1">=</span><span class="pl-s1">tf</span>.<span class="pl-c1">int32</span>)</div></div></div><div class="child-of-line-287 child-of-line-302 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-c"># 3. a tensor containing the last token for each sequence, for easy access to the tokens that may be banned</span></div></div></div><div class="child-of-line-287 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"> <span class="pl-s1">self</span>.<span class="pl-c1">seq_forbidden_tokens</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">convert_to_tensor</span>([<span class="pl-s1">bad_words</span>[<span class="pl-c1">-</span><span class="pl-c1">1</span>] <span class="pl-k">for</span> <span class="pl-s1">bad_words</span> <span class="pl-c1">in</span> <span class="pl-s1">bad_words_ids</span>])</div></div></div><div class="child-of-line-287 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"> </div></div></div><div class="child-of-line-287 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"> <span class="pl-k">def</span> <span class="pl-en">_calc_row_banned_bad_tokens</span>(<span class="pl-s1">self</span>, <span class="pl-s1">row_input_ids</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>) <span class="pl-c1">-></span> <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>:</div></div></div><div class="child-of-line-287 child-of-line-326 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">_tokens_match</span>(<span class="pl-s1">bad_word_seq_number</span>):</div></div></div><div class="child-of-line-287 child-of-line-326 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-k">def</span> <span class="pl-en">_len_one</span>():</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 child-of-line-328 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-c"># If the bad sequence only has one token, always mask it</span></div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 child-of-line-328 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"> <span class="pl-k">return</span> <span class="pl-s1">tf</span>.<span class="pl-c1">cond</span>(</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 child-of-line-328 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">tf</span>.<span class="pl-c1">math</span>.<span class="pl-c1">equal</span>(<span class="pl-s1">self</span>.<span class="pl-c1">bad_word_seqs_len</span>[<span class="pl-s1">bad_word_seq_number</span>], <span class="pl-c1">1</span>),</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 child-of-line-328 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-k">lambda</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">ones</span>((), <span class="pl-s1">dtype</span><span class="pl-c1">=</span><span class="pl-s1">tf</span>.<span class="pl-c1">bool</span>),</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 child-of-line-328 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"> <span class="pl-s1">_len_greater_than_cur_len</span>,</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 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"> )</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 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-287 child-of-line-326 child-of-line-327 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">_len_greater_than_cur_len</span>():</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 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-c"># Otherwise, if the bad sequence is longer than the current length they can't ever match</span></div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 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"> <span class="pl-k">return</span> <span class="pl-s1">tf</span>.<span class="pl-c1">cond</span>(</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 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">tf</span>.<span class="pl-c1">math</span>.<span class="pl-c1">greater</span>(<span class="pl-s1">self</span>.<span class="pl-c1">bad_word_seqs_len</span>[<span class="pl-s1">bad_word_seq_number</span>], <span class="pl-s1">tf</span>.<span class="pl-c1">shape</span>(<span class="pl-s1">row_input_ids</span>)[<span class="pl-c1">0</span>]),</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 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-k">lambda</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">zeros</span>((), <span class="pl-s1">dtype</span><span class="pl-c1">=</span><span class="pl-s1">tf</span>.<span class="pl-c1">bool</span>),</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 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"> <span class="pl-s1">_match_found</span>,</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 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"> )</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 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"> </div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 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"> <span class="pl-k">def</span> <span class="pl-en">_match_found</span>():</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 child-of-line-344 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-c"># Finaly, runs the actual comparison. Can only be called if the previous comparisons do not yield</span></div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 child-of-line-344 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"> <span class="pl-c"># an answer (otherwise we get indexing exceptions)</span></div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 child-of-line-344 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-s1">compare_len</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-c1">bad_word_seqs_len</span>[<span class="pl-s1">bad_word_seq_number</span>] <span class="pl-c1">-</span> <span class="pl-c1">1</span></div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 child-of-line-344 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-k">return</span> <span class="pl-s1">tf</span>.<span class="pl-c1">cond</span>(</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 child-of-line-344 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"> <span class="pl-s1">tf</span>.<span class="pl-c1">math</span>.<span class="pl-c1">reduce_all</span>(</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 child-of-line-344 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-s1">tf</span>.<span class="pl-c1">math</span>.<span class="pl-c1">equal</span>(</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 child-of-line-344 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">row_input_ids</span>[<span class="pl-c1">-</span><span class="pl-s1">compare_len</span>:], <span class="pl-s1">self</span>.<span class="pl-c1">bad_word_seqs_ids</span>[<span class="pl-s1">bad_word_seq_number</span>, :<span class="pl-s1">compare_len</span>]</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 child-of-line-344 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"> )</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 child-of-line-344 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"> ),</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 child-of-line-344 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-k">lambda</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">ones</span>((), <span class="pl-s1">dtype</span><span class="pl-c1">=</span><span class="pl-s1">tf</span>.<span class="pl-c1">bool</span>),</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 child-of-line-344 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-k">lambda</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">zeros</span>((), <span class="pl-s1">dtype</span><span class="pl-c1">=</span><span class="pl-s1">tf</span>.<span class="pl-c1">bool</span>),</div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 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-287 child-of-line-326 child-of-line-327 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"> </div></div></div><div class="child-of-line-287 child-of-line-326 child-of-line-327 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">match</span> <span class="pl-c1">=</span> <span class="pl-en">_len_one</span>()</div></div></div><div class="child-of-line-287 child-of-line-326 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"> <span class="pl-k">return</span> <span class="pl-s1">match</span></div></div></div><div class="child-of-line-287 child-of-line-326 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"> </div></div></div><div class="child-of-line-287 child-of-line-326 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-c"># Compares the current row against all bad word sequences, obtaining a mask with the matches.</span></div></div></div><div class="child-of-line-287 child-of-line-326 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"> <span class="pl-s1">match_mask</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">map_fn</span>(<span class="pl-s1">_tokens_match</span>, <span class="pl-s1">tf</span>.<span class="pl-c1">range</span>(<span class="pl-s1">self</span>.<span class="pl-c1">bad_word_seqs_ids</span>.<span class="pl-c1">shape</span>[<span class="pl-c1">0</span>]), <span class="pl-s1">fn_output_signature</span><span class="pl-c1">=</span><span class="pl-s1">tf</span>.<span class="pl-c1">bool</span>)</div></div></div><div class="child-of-line-287 child-of-line-326 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-s1">row_banned_tokens</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-c1">seq_forbidden_tokens</span>[<span class="pl-s1">match_mask</span>]</div></div></div><div class="child-of-line-287 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"> <span class="pl-k">return</span> <span class="pl-s1">row_banned_tokens</span></div></div></div><div class="child-of-line-287 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"> </div></div></div><div class="child-of-line-287 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">def</span> <span class="pl-en">__call__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">input_ids</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">scores</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">cur_len</span>: <span class="pl-smi">int</span>) <span class="pl-c1">-></span> <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>:</div></div></div><div class="child-of-line-287 child-of-line-366 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-c"># We want to mask some banned tokens, at a score level. Since the banned tokens depend on the previous</span></div></div></div><div class="child-of-line-287 child-of-line-366 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-c"># `input_ids`, they may have a different length for each row, and they may even be empty for some rows.</span></div></div></div><div class="child-of-line-287 child-of-line-366 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"> <span class="pl-c"># To remain simple and XLA-compatible, we work on a per-row fashion.</span></div></div></div><div class="child-of-line-287 child-of-line-366 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-c"># TODO (Joao): this function might trigger XLA retracing as `cur_len` increases. Fix it if it becomes</span></div></div></div><div class="child-of-line-287 child-of-line-366 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-c"># a frequent choke point. (make `cur_len` a tensor?)</span></div></div></div><div class="child-of-line-287 child-of-line-366 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-k">def</span> <span class="pl-en">_get_row_updated_score</span>(<span class="pl-s1">row_inputs</span>: <span class="pl-v">Tuple</span>[<span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>]) <span class="pl-c1">-></span> <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>:</div></div></div><div class="child-of-line-287 child-of-line-366 child-of-line-372 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-s1">row_input_ids</span>, <span class="pl-s1">row_score</span> <span class="pl-c1">=</span> <span class="pl-s1">row_inputs</span></div></div></div><div class="child-of-line-287 child-of-line-366 child-of-line-372 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"> <span class="pl-s1">banned_tokens</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-c1">_calc_row_banned_bad_tokens</span>(<span class="pl-s1">row_input_ids</span>[:<span class="pl-s1">cur_len</span>])</div></div></div><div class="child-of-line-287 child-of-line-366 child-of-line-372 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-s1">banned_tokens_mask</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">scatter_nd</span>(</div></div></div><div class="child-of-line-287 child-of-line-366 child-of-line-372 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-s1">indices</span><span class="pl-c1">=</span><span class="pl-s1">tf</span>.<span class="pl-c1">expand_dims</span>(<span class="pl-s1">banned_tokens</span>, <span class="pl-s1">axis</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-287 child-of-line-366 child-of-line-372 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">updates</span><span class="pl-c1">=</span><span class="pl-s1">tf</span>.<span class="pl-c1">ones_like</span>(<span class="pl-s1">banned_tokens</span>, <span class="pl-s1">dtype</span><span class="pl-c1">=</span><span class="pl-s1">tf</span>.<span class="pl-c1">bool</span>),</div></div></div><div class="child-of-line-287 child-of-line-366 child-of-line-372 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-s1">shape</span><span class="pl-c1">=</span><span class="pl-s1">row_score</span>.<span class="pl-c1">shape</span>,</div></div></div><div class="child-of-line-287 child-of-line-366 child-of-line-372 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-287 child-of-line-366 child-of-line-372 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-s1">row_score</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">where</span>(<span class="pl-s1">banned_tokens_mask</span>, <span class="pl-c1">-</span><span class="pl-en">float</span>(<span class="pl-s">"inf"</span>), <span class="pl-s1">row_score</span>)</div></div></div><div class="child-of-line-287 child-of-line-366 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">return</span> <span class="pl-s1">row_score</span></div></div></div><div class="child-of-line-287 child-of-line-366 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"> </div></div></div><div class="child-of-line-287 child-of-line-366 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-s1">scores</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">map_fn</span>(<span class="pl-s1">_get_row_updated_score</span>, (<span class="pl-s1">input_ids</span>, <span class="pl-s1">scores</span>), <span class="pl-s1">fn_output_signature</span><span class="pl-c1">=</span><span class="pl-s1">tf</span>.<span class="pl-c1">float32</span>)</div></div></div><div class="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"> <span class="pl-k">return</span> <span class="pl-s1">scores</span></div></div></div><div class="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"> </div></div></div><div class="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"> </div></div></div><div class="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"><span class="pl-k">class</span> <span class="pl-v">TFNoRepeatNGramLogitsProcessor</span>(<span class="pl-v">TFLogitsProcessor</span>):</div></div></div><div class="child-of-line-387 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-s">r"""</span></div></div></div><div class="child-of-line-387 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-s"> [`TFLogitsProcessor`] that enforces no repetition of n-grams. See</span></div></div></div><div class="child-of-line-387 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"><span class="pl-s"> [Fairseq](https://github.com/pytorch/fairseq/blob/a07cb6f40480928c9e0548b737aadd36ee66ac76/fairseq/sequence_generator.py#L345).</span></div></div></div><div class="child-of-line-387 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"> </div></div></div><div class="child-of-line-387 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-s"> Args:</span></div></div></div><div class="child-of-line-387 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-s"> ngram_size (`int`):</span></div></div></div><div class="child-of-line-387 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-s"> All ngrams of size `ngram_size` can only occur once.</span></div></div></div><div class="child-of-line-387 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-s"> """</span></div></div></div><div class="child-of-line-387 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"> </div></div></div><div class="child-of-line-387 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-k">def</span> <span class="pl-en">__init__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">ngram_size</span>: <span class="pl-smi">int</span>):</div></div></div><div class="child-of-line-387 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-k">if</span> <span class="pl-c1">not</span> <span class="pl-en">isinstance</span>(<span class="pl-s1">ngram_size</span>, <span class="pl-s1">int</span>) <span class="pl-c1">or</span> <span class="pl-s1">ngram_size</span> <span class="pl-c1"><=</span> <span class="pl-c1">0</span>:</div></div></div><div class="child-of-line-387 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-k">raise</span> <span class="pl-en">ValueError</span>(<span class="pl-s">f"`ngram_size` has to be a strictly positive integer, but is <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">ngram_size</span><span class="pl-kos">}</span></span>"</span>)</div></div></div><div class="child-of-line-387 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-s1">self</span>.<span class="pl-c1">ngram_size</span> <span class="pl-c1">=</span> <span class="pl-s1">ngram_size</span></div></div></div><div class="child-of-line-387 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"> </div></div></div><div class="child-of-line-387 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-k">def</span> <span class="pl-en">calc_banned_ngram_tokens</span>(<span class="pl-s1">self</span>, <span class="pl-s1">input_ids</span>, <span class="pl-s1">num_hypos</span>, <span class="pl-s1">cur_len</span>):</div></div></div><div class="child-of-line-387 child-of-line-402 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-c"># Copied from fairseq for no_repeat_ngram in beam_search</span></div></div></div><div class="child-of-line-387 child-of-line-402 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-k">if</span> <span class="pl-s1">cur_len</span> <span class="pl-c1">+</span> <span class="pl-c1">1</span> <span class="pl-c1"><</span> <span class="pl-s1">self</span>.<span class="pl-c1">ngram_size</span>:</div></div></div><div class="child-of-line-387 child-of-line-402 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-c"># return no banned tokens if we haven't generated ngram_size tokens yet</span></div></div></div><div class="child-of-line-387 child-of-line-402 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-k">return</span> [[] <span class="pl-k">for</span> <span class="pl-s1">_</span> <span class="pl-c1">in</span> <span class="pl-en">range</span>(<span class="pl-s1">num_hypos</span>)]</div></div></div><div class="child-of-line-387 child-of-line-402 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">generated_ngrams</span> <span class="pl-c1">=</span> [{} <span class="pl-k">for</span> <span class="pl-s1">_</span> <span class="pl-c1">in</span> <span class="pl-en">range</span>(<span class="pl-s1">num_hypos</span>)]</div></div></div><div class="child-of-line-387 child-of-line-402 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">prev_input_ids</span> <span class="pl-c1">=</span> <span class="pl-s1">input_ids</span>[:, :<span class="pl-s1">cur_len</span>]</div></div></div><div class="child-of-line-387 child-of-line-402 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-k">for</span> <span class="pl-s1">idx</span> <span class="pl-c1">in</span> <span class="pl-en">range</span>(<span class="pl-s1">num_hypos</span>):</div></div></div><div class="child-of-line-387 child-of-line-402 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">gen_tokens</span> <span class="pl-c1">=</span> <span class="pl-s1">prev_input_ids</span>[<span class="pl-s1">idx</span>].<span class="pl-c1">numpy</span>().<span class="pl-c1">tolist</span>()</div></div></div><div class="child-of-line-387 child-of-line-402 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-s1">generated_ngram</span> <span class="pl-c1">=</span> <span class="pl-s1">generated_ngrams</span>[<span class="pl-s1">idx</span>]</div></div></div><div class="child-of-line-387 child-of-line-402 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">for</span> <span class="pl-s1">ngram</span> <span class="pl-c1">in</span> <span class="pl-en">zip</span>(<span class="pl-c1">*</span>[<span class="pl-s1">gen_tokens</span>[<span class="pl-s1">i</span>:] <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-s1">self</span>.<span class="pl-c1">ngram_size</span>)]):</div></div></div><div class="child-of-line-387 child-of-line-402 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"> <span class="pl-s1">prev_ngram_tuple</span> <span class="pl-c1">=</span> <span class="pl-en">tuple</span>(<span class="pl-s1">ngram</span>[:<span class="pl-c1">-</span><span class="pl-c1">1</span>])</div></div></div><div class="child-of-line-387 child-of-line-402 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"> <span class="pl-s1">generated_ngram</span>[<span class="pl-s1">prev_ngram_tuple</span>] <span class="pl-c1">=</span> <span class="pl-s1">generated_ngram</span>.<span class="pl-c1">get</span>(<span class="pl-s1">prev_ngram_tuple</span>, []) <span class="pl-c1">+</span> [<span class="pl-s1">ngram</span>[<span class="pl-c1">-</span><span class="pl-c1">1</span>]]</div></div></div><div class="child-of-line-387 child-of-line-402 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"> </div></div></div><div class="child-of-line-387 child-of-line-402 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-k">def</span> <span class="pl-en">_get_generated_ngrams</span>(<span class="pl-s1">hypo_idx</span>):</div></div></div><div class="child-of-line-387 child-of-line-402 child-of-line-416 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"> <span class="pl-c"># Before decoding the next token, prevent decoding of ngrams that have already appeared</span></div></div></div><div class="child-of-line-387 child-of-line-402 child-of-line-416 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-s1">start_idx</span> <span class="pl-c1">=</span> <span class="pl-s1">cur_len</span> <span class="pl-c1">+</span> <span class="pl-c1">1</span> <span class="pl-c1">-</span> <span class="pl-s1">self</span>.<span class="pl-c1">ngram_size</span></div></div></div><div class="child-of-line-387 child-of-line-402 child-of-line-416 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-s1">ngram_idx</span> <span class="pl-c1">=</span> <span class="pl-en">tuple</span>(<span class="pl-s1">prev_input_ids</span>[<span class="pl-s1">hypo_idx</span>, <span class="pl-s1">start_idx</span>:<span class="pl-s1">cur_len</span>].<span class="pl-c1">numpy</span>().<span class="pl-c1">tolist</span>())</div></div></div><div class="child-of-line-387 child-of-line-402 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-k">return</span> <span class="pl-s1">generated_ngrams</span>[<span class="pl-s1">hypo_idx</span>].<span class="pl-c1">get</span>(<span class="pl-s1">ngram_idx</span>, [])</div></div></div><div class="child-of-line-387 child-of-line-402 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"> </div></div></div><div class="child-of-line-387 child-of-line-402 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-s1">banned_tokens</span> <span class="pl-c1">=</span> [<span class="pl-en">_get_generated_ngrams</span>(<span class="pl-s1">hypo_idx</span>) <span class="pl-k">for</span> <span class="pl-s1">hypo_idx</span> <span class="pl-c1">in</span> <span class="pl-en">range</span>(<span class="pl-s1">num_hypos</span>)]</div></div></div><div class="child-of-line-387 child-of-line-402 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-387 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">return</span> <span class="pl-s1">banned_tokens</span></div></div></div><div class="child-of-line-387 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"> </div></div></div><div class="child-of-line-387 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"> <span class="pl-k">def</span> <span class="pl-en">__call__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">input_ids</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">scores</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">cur_len</span>: <span class="pl-smi">int</span>) <span class="pl-c1">-></span> <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>:</div></div></div><div class="child-of-line-387 child-of-line-426 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-c"># TODO (joao): enable XLA on this logits processor. See discussion and attempts in</span></div></div></div><div class="child-of-line-387 child-of-line-426 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-c"># https://github.com/huggingface/transformers/pull/16974</span></div></div></div><div class="child-of-line-387 child-of-line-426 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"> <span class="pl-k">if</span> <span class="pl-c1">not</span> <span class="pl-s1">tf</span>.<span class="pl-c1">executing_eagerly</span>():</div></div></div><div class="child-of-line-387 child-of-line-426 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"> <span class="pl-k">raise</span> <span class="pl-en">NotImplementedError</span>(<span class="pl-s">"TFNoRepeatNGramLogitsProcessor is only implemented for eager execution."</span>)</div></div></div><div class="child-of-line-387 child-of-line-426 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"> </div></div></div><div class="child-of-line-387 child-of-line-426 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-s1">batch_size</span>, <span class="pl-s1">vocab_size</span> <span class="pl-c1">=</span> <span class="pl-s1">scores</span>.<span class="pl-c1">shape</span></div></div></div><div class="child-of-line-387 child-of-line-426 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"> <span class="pl-s1">banned_tokens</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-c1">calc_banned_ngram_tokens</span>(<span class="pl-s1">input_ids</span>, <span class="pl-s1">batch_size</span>, <span class="pl-s1">cur_len</span>)</div></div></div><div class="child-of-line-387 child-of-line-426 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"> </div></div></div><div class="child-of-line-387 child-of-line-426 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-c"># create banned_tokens boolean mask</span></div></div></div><div class="child-of-line-387 child-of-line-426 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">banned_tokens_indices_mask</span> <span class="pl-c1">=</span> []</div></div></div><div class="child-of-line-387 child-of-line-426 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-k">for</span> <span class="pl-s1">banned_tokens_slice</span> <span class="pl-c1">in</span> <span class="pl-s1">banned_tokens</span>:</div></div></div><div class="child-of-line-387 child-of-line-426 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-s1">banned_tokens_indices_mask</span>.<span class="pl-c1">append</span>(</div></div></div><div class="child-of-line-387 child-of-line-426 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"> [<span class="pl-c1">True</span> <span class="pl-k">if</span> <span class="pl-s1">token</span> <span class="pl-c1">in</span> <span class="pl-s1">banned_tokens_slice</span> <span class="pl-k">else</span> <span class="pl-c1">False</span> <span class="pl-k">for</span> <span class="pl-s1">token</span> <span class="pl-c1">in</span> <span class="pl-en">range</span>(<span class="pl-s1">vocab_size</span>)]</div></div></div><div class="child-of-line-387 child-of-line-426 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"> )</div></div></div><div class="child-of-line-387 child-of-line-426 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"> </div></div></div><div class="child-of-line-387 child-of-line-426 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"> <span class="pl-s1">scores</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">where</span>(<span class="pl-s1">tf</span>.<span class="pl-c1">convert_to_tensor</span>(<span class="pl-s1">banned_tokens_indices_mask</span>, <span class="pl-s1">dtype</span><span class="pl-c1">=</span><span class="pl-s1">tf</span>.<span class="pl-c1">bool</span>), <span class="pl-c1">-</span><span class="pl-en">float</span>(<span class="pl-s">"inf"</span>), <span class="pl-s1">scores</span>)</div></div></div><div class="child-of-line-387 child-of-line-426 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"> </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">scores</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">TFForcedBOSTokenLogitsProcessor</span>(<span class="pl-v">TFLogitsProcessor</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">r"""</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"> [`TFLogitsProcessor`] that enforces the specified token as the first generated token.</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"> </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"> Args:</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"><span class="pl-s"> bos_token_id (`int`):</span></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-s"> The id of the token to force as the first generated token.</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-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="LC456" class="react-file-line html-div" data-testid="code-cell" data-line-number="456" 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="LC457" class="react-file-line html-div" data-testid="code-cell" data-line-number="457" 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">bos_token_id</span>: <span class="pl-smi">int</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"> <span class="pl-k">if</span> <span class="pl-s1">bos_token_id</span> <span class="pl-c1"><</span> <span class="pl-c1">0</span>:</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">raise</span> <span class="pl-en">ValueError</span>(<span class="pl-s">f"The forced bos token id must be a non-negative integer, got <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">bos_token_id</span><span class="pl-kos">}</span></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="LC460" class="react-file-line html-div" data-testid="code-cell" data-line-number="460" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-c1">bos_token_id</span> <span class="pl-c1">=</span> <span class="pl-s1">bos_token_id</span></div></div></div><div class="child-of-line-447 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 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-k">def</span> <span class="pl-en">__call__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">input_ids</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">scores</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">cur_len</span>: <span class="pl-smi">int</span>) <span class="pl-c1">-></span> <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>:</div></div></div><div class="child-of-line-447 child-of-line-461 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> <span class="pl-s1">cur_len</span> <span class="pl-c1">==</span> <span class="pl-c1">1</span>:</div></div></div><div class="child-of-line-447 child-of-line-461 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">batch_size</span>, <span class="pl-s1">num_tokens</span> <span class="pl-c1">=</span> <span class="pl-s1">scores</span>.<span class="pl-c1">shape</span></div></div></div><div class="child-of-line-447 child-of-line-461 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-c"># sets the score to 0 in the bos_token_id column</span></div></div></div><div class="child-of-line-447 child-of-line-461 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"> <span class="pl-s1">scores</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">zeros</span>((<span class="pl-s1">batch_size</span>, <span class="pl-c1">1</span>))</div></div></div><div class="child-of-line-447 child-of-line-461 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-c"># sets the score to -inf everywhere else</span></div></div></div><div class="child-of-line-447 child-of-line-461 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-k">if</span> <span class="pl-s1">self</span>.<span class="pl-c1">bos_token_id</span> <span class="pl-c1">></span> <span class="pl-c1">0</span>:</div></div></div><div class="child-of-line-447 child-of-line-461 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"> <span class="pl-s1">scores</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">concat</span>((<span class="pl-s1">tf</span>.<span class="pl-c1">broadcast_to</span>(<span class="pl-c1">-</span><span class="pl-en">float</span>(<span class="pl-s">"inf"</span>), (<span class="pl-s1">batch_size</span>, <span class="pl-s1">self</span>.<span class="pl-c1">bos_token_id</span>)), <span class="pl-s1">scores</span>), <span class="pl-s1">axis</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-461 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-k">if</span> <span class="pl-s1">self</span>.<span class="pl-c1">bos_token_id</span> <span class="pl-c1"><</span> (<span class="pl-s1">num_tokens</span> <span class="pl-c1">-</span> <span class="pl-c1">1</span>):</div></div></div><div class="child-of-line-447 child-of-line-461 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">scores</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">concat</span>(</div></div></div><div class="child-of-line-447 child-of-line-461 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"> (<span class="pl-s1">scores</span>, <span class="pl-s1">tf</span>.<span class="pl-c1">broadcast_to</span>(<span class="pl-c1">-</span><span class="pl-en">float</span>(<span class="pl-s">"inf"</span>), (<span class="pl-s1">batch_size</span>, (<span class="pl-s1">num_tokens</span> <span class="pl-c1">-</span> <span class="pl-c1">1</span>) <span class="pl-c1">-</span> <span class="pl-s1">self</span>.<span class="pl-c1">bos_token_id</span>))),</div></div></div><div class="child-of-line-447 child-of-line-461 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-s1">axis</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-461 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"> )</div></div></div><div class="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-k">return</span> <span class="pl-s1">scores</span></div></div></div><div class="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"> </div></div></div><div class="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="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-k">class</span> <span class="pl-v">TFForcedEOSTokenLogitsProcessor</span>(<span class="pl-v">TFLogitsProcessor</span>):</div></div></div><div class="child-of-line-477 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-s">r"""</span></div></div></div><div class="child-of-line-477 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-s"> [`TFLogitsProcessor`] that enforces the specified token as the last generated token when `max_length` is reached.</span></div></div></div><div class="child-of-line-477 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"> </div></div></div><div class="child-of-line-477 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-s"> Args:</span></div></div></div><div class="child-of-line-477 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-s"> max_length (`int`):</span></div></div></div><div class="child-of-line-477 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"><span class="pl-s"> The maximum length of the sequence to be generated.</span></div></div></div><div class="child-of-line-477 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-s"> eos_token_id (`int`):</span></div></div></div><div class="child-of-line-477 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-s"> The id of the token to force as the last generated token when `max_length` is reached.</span></div></div></div><div class="child-of-line-477 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-s"> """</span></div></div></div><div class="child-of-line-477 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"> </div></div></div><div class="child-of-line-477 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-k">def</span> <span class="pl-en">__init__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">max_length</span>: <span class="pl-smi">int</span>, <span class="pl-s1">eos_token_id</span>: <span class="pl-smi">int</span>):</div></div></div><div class="child-of-line-477 child-of-line-488 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">self</span>.<span class="pl-c1">max_length</span> <span class="pl-c1">=</span> <span class="pl-s1">max_length</span></div></div></div><div class="child-of-line-477 child-of-line-488 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-k">if</span> <span class="pl-s1">eos_token_id</span> <span class="pl-c1"><</span> <span class="pl-c1">0</span>:</div></div></div><div class="child-of-line-477 child-of-line-488 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-k">raise</span> <span class="pl-en">ValueError</span>(<span class="pl-s">f"The forced eos token id must be a non-negative integer, got <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">eos_token_id</span><span class="pl-kos">}</span></span>"</span>)</div></div></div><div class="child-of-line-477 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"> <span class="pl-s1">self</span>.<span class="pl-c1">eos_token_id</span> <span class="pl-c1">=</span> <span class="pl-s1">eos_token_id</span></div></div></div><div class="child-of-line-477 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"> </div></div></div><div class="child-of-line-477 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-k">def</span> <span class="pl-en">__call__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">input_ids</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">scores</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">cur_len</span>: <span class="pl-smi">int</span>) <span class="pl-c1">-></span> <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>:</div></div></div><div class="child-of-line-477 child-of-line-494 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-k">if</span> <span class="pl-s1">cur_len</span> <span class="pl-c1">==</span> <span class="pl-s1">self</span>.<span class="pl-c1">max_length</span> <span class="pl-c1">-</span> <span class="pl-c1">1</span>:</div></div></div><div class="child-of-line-477 child-of-line-494 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"> <span class="pl-s1">batch_size</span>, <span class="pl-s1">num_tokens</span> <span class="pl-c1">=</span> <span class="pl-s1">scores</span>.<span class="pl-c1">shape</span></div></div></div><div class="child-of-line-477 child-of-line-494 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"># sets the score to 0 in the eos_token_id column</span></div></div></div><div class="child-of-line-477 child-of-line-494 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">scores</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">zeros</span>((<span class="pl-s1">batch_size</span>, <span class="pl-c1">1</span>))</div></div></div><div class="child-of-line-477 child-of-line-494 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"> <span class="pl-c"># sets the score to -inf everywhere else</span></div></div></div><div class="child-of-line-477 child-of-line-494 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-k">if</span> <span class="pl-s1">self</span>.<span class="pl-c1">eos_token_id</span> <span class="pl-c1">></span> <span class="pl-c1">0</span>:</div></div></div><div class="child-of-line-477 child-of-line-494 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">scores</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">concat</span>((<span class="pl-s1">tf</span>.<span class="pl-c1">broadcast_to</span>(<span class="pl-c1">-</span><span class="pl-en">float</span>(<span class="pl-s">"inf"</span>), (<span class="pl-s1">batch_size</span>, <span class="pl-s1">self</span>.<span class="pl-c1">eos_token_id</span>)), <span class="pl-s1">scores</span>), <span class="pl-s1">axis</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-477 child-of-line-494 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-k">if</span> <span class="pl-s1">self</span>.<span class="pl-c1">eos_token_id</span> <span class="pl-c1"><</span> (<span class="pl-s1">num_tokens</span> <span class="pl-c1">-</span> <span class="pl-c1">1</span>):</div></div></div><div class="child-of-line-477 child-of-line-494 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">scores</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">concat</span>(</div></div></div><div class="child-of-line-477 child-of-line-494 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">scores</span>, <span class="pl-s1">tf</span>.<span class="pl-c1">broadcast_to</span>(<span class="pl-c1">-</span><span class="pl-en">float</span>(<span class="pl-s">"inf"</span>), (<span class="pl-s1">batch_size</span>, (<span class="pl-s1">num_tokens</span> <span class="pl-c1">-</span> <span class="pl-c1">1</span>) <span class="pl-c1">-</span> <span class="pl-s1">self</span>.<span class="pl-c1">eos_token_id</span>))),</div></div></div><div class="child-of-line-477 child-of-line-494 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">axis</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-477 child-of-line-494 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"> )</div></div></div><div class="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"> <span class="pl-k">return</span> <span class="pl-s1">scores</span></div></div></div><div class="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"> </div></div></div><div class="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"> </div></div></div><div class="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-k">class</span> <span class="pl-v">TFSuppressTokensAtBeginLogitsProcessor</span>(<span class="pl-v">TFLogitsProcessor</span>):</div></div></div><div class="child-of-line-510 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-s">r"""</span></div></div></div><div class="child-of-line-510 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-s"> [`TFSuppressTokensAtBeginLogitsProcessor`] suppresses a list of tokens as soon as the `generate` function starts</span></div></div></div><div class="child-of-line-510 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-s"> generating using `begin_index` tokens. This should ensure that the tokens defined by `begin_suppress_tokens` at not</span></div></div></div><div class="child-of-line-510 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-s"> sampled at the begining of the generation.</span></div></div></div><div class="child-of-line-510 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-s"> """</span></div></div></div><div class="child-of-line-510 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"> </div></div></div><div class="child-of-line-510 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-k">def</span> <span class="pl-en">__init__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">begin_suppress_tokens</span>, <span class="pl-s1">begin_index</span>):</div></div></div><div class="child-of-line-510 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">self</span>.<span class="pl-c1">begin_suppress_tokens</span> <span class="pl-c1">=</span> <span class="pl-en">list</span>(<span class="pl-s1">begin_suppress_tokens</span>)</div></div></div><div class="child-of-line-510 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">self</span>.<span class="pl-c1">begin_index</span> <span class="pl-c1">=</span> <span class="pl-s1">begin_index</span></div></div></div><div class="child-of-line-510 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"> </div></div></div><div class="child-of-line-510 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-k">def</span> <span class="pl-en">__call__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">input_ids</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">scores</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">cur_len</span>: <span class="pl-smi">int</span>) <span class="pl-c1">-></span> <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>:</div></div></div><div class="child-of-line-510 child-of-line-521 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"> <span class="pl-s1">suppressed_indices</span> <span class="pl-c1">=</span> []</div></div></div><div class="child-of-line-510 child-of-line-521 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-k">for</span> <span class="pl-s1">token</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-c1">begin_suppress_tokens</span>:</div></div></div><div class="child-of-line-510 child-of-line-521 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-k">if</span> <span class="pl-s1">token</span> <span class="pl-c1"><</span> <span class="pl-s1">scores</span>.<span class="pl-c1">shape</span>[<span class="pl-c1">-</span><span class="pl-c1">1</span>]: <span class="pl-c"># to ensure we don't go beyond the vocab size</span></div></div></div><div class="child-of-line-510 child-of-line-521 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-s1">suppressed_indices</span>.<span class="pl-c1">extend</span>([[<span class="pl-s1">i</span>, <span class="pl-s1">token</span>] <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-s1">scores</span>.<span class="pl-c1">shape</span>[<span class="pl-c1">0</span>])])</div></div></div><div class="child-of-line-510 child-of-line-521 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"> </div></div></div><div class="child-of-line-510 child-of-line-521 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-k">if</span> <span class="pl-en">len</span>(<span class="pl-s1">suppressed_indices</span>) <span class="pl-c1">></span> <span class="pl-c1">0</span>:</div></div></div><div class="child-of-line-510 child-of-line-521 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-s1">scores</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">cond</span>(</div></div></div><div class="child-of-line-510 child-of-line-521 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-s1">tf</span>.<span class="pl-c1">equal</span>(<span class="pl-s1">cur_len</span>, <span class="pl-s1">self</span>.<span class="pl-c1">begin_index</span>),</div></div></div><div class="child-of-line-510 child-of-line-521 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-k">lambda</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">tensor_scatter_nd_update</span>(</div></div></div><div class="child-of-line-510 child-of-line-521 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-s1">scores</span>,</div></div></div><div class="child-of-line-510 child-of-line-521 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-s1">indices</span><span class="pl-c1">=</span><span class="pl-s1">suppressed_indices</span>,</div></div></div><div class="child-of-line-510 child-of-line-521 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-s1">updates</span><span class="pl-c1">=</span>[<span class="pl-c1">-</span><span class="pl-en">float</span>(<span class="pl-s">"inf"</span>) <span class="pl-k">for</span> <span class="pl-s1">_</span> <span class="pl-c1">in</span> <span class="pl-en">range</span>(<span class="pl-s1">scores</span>.<span class="pl-c1">shape</span>[<span class="pl-c1">0</span>] <span class="pl-c1">*</span> <span class="pl-en">len</span>(<span class="pl-s1">self</span>.<span class="pl-c1">begin_suppress_tokens</span>))],</div></div></div><div class="child-of-line-510 child-of-line-521 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"> ),</div></div></div><div class="child-of-line-510 child-of-line-521 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-k">lambda</span>: <span class="pl-s1">scores</span>,</div></div></div><div class="child-of-line-510 child-of-line-521 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"> )</div></div></div><div class="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-k">return</span> <span class="pl-s1">scores</span></div></div></div><div class="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"> </div></div></div><div class="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"> </div></div></div><div class="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-k">class</span> <span class="pl-v">TFSuppressTokensLogitsProcessor</span>(<span class="pl-v">TFLogitsProcessor</span>):</div></div></div><div class="child-of-line-540 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-s">r"""This processor can be used to suppress a list of tokens. The processor will set their log probs to `-inf` so that they</span></div></div></div><div class="child-of-line-540 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-s"> are not sampled."""</span></div></div></div><div class="child-of-line-540 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"> </div></div></div><div class="child-of-line-540 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-k">def</span> <span class="pl-en">__init__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">suppress_tokens</span>):</div></div></div><div class="child-of-line-540 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"> <span class="pl-s1">self</span>.<span class="pl-c1">suppress_tokens</span> <span class="pl-c1">=</span> <span class="pl-en">list</span>(<span class="pl-s1">suppress_tokens</span>)</div></div></div><div class="child-of-line-540 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"> </div></div></div><div class="child-of-line-540 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">def</span> <span class="pl-en">__call__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">input_ids</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">scores</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">cur_len</span>: <span class="pl-smi">int</span>) <span class="pl-c1">-></span> <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>:</div></div></div><div class="child-of-line-540 child-of-line-547 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">suppressed_indices</span> <span class="pl-c1">=</span> []</div></div></div><div class="child-of-line-540 child-of-line-547 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">for</span> <span class="pl-s1">token</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-c1">suppress_tokens</span>:</div></div></div><div class="child-of-line-540 child-of-line-547 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-k">if</span> <span class="pl-s1">token</span> <span class="pl-c1"><</span> <span class="pl-s1">scores</span>.<span class="pl-c1">shape</span>[<span class="pl-c1">-</span><span class="pl-c1">1</span>]: <span class="pl-c"># to ensure we don't go beyond the vocab size</span></div></div></div><div class="child-of-line-540 child-of-line-547 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">suppressed_indices</span>.<span class="pl-c1">extend</span>([[<span class="pl-s1">i</span>, <span class="pl-s1">token</span>] <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-s1">scores</span>.<span class="pl-c1">shape</span>[<span class="pl-c1">0</span>])])</div></div></div><div class="child-of-line-540 child-of-line-547 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"> </div></div></div><div class="child-of-line-540 child-of-line-547 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-en">len</span>(<span class="pl-s1">suppressed_indices</span>) <span class="pl-c1">></span> <span class="pl-c1">0</span>:</div></div></div><div class="child-of-line-540 child-of-line-547 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">scores</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">tensor_scatter_nd_update</span>(</div></div></div><div class="child-of-line-540 child-of-line-547 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-s1">scores</span>,</div></div></div><div class="child-of-line-540 child-of-line-547 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">indices</span><span class="pl-c1">=</span>[[<span class="pl-s1">i</span>, <span class="pl-s1">token</span>] <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-s1">scores</span>.<span class="pl-c1">shape</span>[<span class="pl-c1">0</span>]) <span class="pl-k">for</span> <span class="pl-s1">token</span> <span class="pl-c1">in</span> <span class="pl-s1">self</span>.<span class="pl-c1">suppress_tokens</span>],</div></div></div><div class="child-of-line-540 child-of-line-547 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">updates</span><span class="pl-c1">=</span>[<span class="pl-c1">-</span><span class="pl-en">float</span>(<span class="pl-s">"inf"</span>) <span class="pl-k">for</span> <span class="pl-s1">_</span> <span class="pl-c1">in</span> <span class="pl-en">range</span>(<span class="pl-s1">scores</span>.<span class="pl-c1">shape</span>[<span class="pl-c1">0</span>] <span class="pl-c1">*</span> <span class="pl-en">len</span>(<span class="pl-s1">self</span>.<span class="pl-c1">suppress_tokens</span>))],</div></div></div><div class="child-of-line-540 child-of-line-547 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"> )</div></div></div><div class="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">return</span> <span class="pl-s1">scores</span></div></div></div><div class="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"> </div></div></div><div class="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="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-k">class</span> <span class="pl-v">TFForceTokensLogitsProcessor</span>(<span class="pl-v">TFLogitsProcessor</span>):</div></div></div><div class="child-of-line-562 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-s">r"""This processor takes a list of pairs of integers which indicates a mapping from generation indices to token</span></div></div></div><div class="child-of-line-562 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"><span class="pl-s"> indices that will be forced before sampling. The processor will set their log probs to `0` and all other tokens to</span></div></div></div><div class="child-of-line-562 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"><span class="pl-s"> `-inf` so that they are sampled at their corresponding index."""</span></div></div></div><div class="child-of-line-562 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"> </div></div></div><div class="child-of-line-562 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-k">def</span> <span class="pl-en">__init__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">force_token_map</span>: <span class="pl-v">List</span>[<span class="pl-v">List</span>[<span class="pl-smi">int</span>]]):</div></div></div><div class="child-of-line-562 child-of-line-567 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">force_token_map</span> <span class="pl-c1">=</span> <span class="pl-en">dict</span>(<span class="pl-s1">force_token_map</span>)</div></div></div><div class="child-of-line-562 child-of-line-567 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-c"># Converts the dictionary of format {index: token} containing the tokens to be forced to an array, where the</span></div></div></div><div class="child-of-line-562 child-of-line-567 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-c"># index of the array corresponds to the index of the token to be forced, for XLA compatibility.</span></div></div></div><div class="child-of-line-562 child-of-line-567 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-c"># Indexes without forced tokens will have an negative value.</span></div></div></div><div class="child-of-line-562 child-of-line-567 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">force_token_array</span> <span class="pl-c1">=</span> <span class="pl-s1">np</span>.<span class="pl-c1">ones</span>((<span class="pl-en">max</span>(<span class="pl-s1">force_token_map</span>.<span class="pl-c1">keys</span>()) <span class="pl-c1">+</span> <span class="pl-c1">1</span>), <span class="pl-s1">dtype</span><span class="pl-c1">=</span><span class="pl-s1">np</span>.<span class="pl-c1">int32</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-562 child-of-line-567 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-k">for</span> <span class="pl-s1">index</span>, <span class="pl-s1">token</span> <span class="pl-c1">in</span> <span class="pl-s1">force_token_map</span>.<span class="pl-c1">items</span>():</div></div></div><div class="child-of-line-562 child-of-line-567 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-k">if</span> <span class="pl-s1">token</span> <span class="pl-c1"><span class="pl-c1">is</span> <span class="pl-c1">not</span></span> <span class="pl-c1">None</span>:</div></div></div><div class="child-of-line-562 child-of-line-567 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">force_token_array</span>[<span class="pl-s1">index</span>] <span class="pl-c1">=</span> <span class="pl-s1">token</span></div></div></div><div class="child-of-line-562 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-s1">self</span>.<span class="pl-c1">force_token_array</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">convert_to_tensor</span>(<span class="pl-s1">force_token_array</span>, <span class="pl-s1">dtype</span><span class="pl-c1">=</span><span class="pl-s1">tf</span>.<span class="pl-c1">int32</span>)</div></div></div><div class="child-of-line-562 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"> </div></div></div><div class="child-of-line-562 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-k">def</span> <span class="pl-en">__call__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">input_ids</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">scores</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>, <span class="pl-s1">cur_len</span>: <span class="pl-smi">int</span>) <span class="pl-c1">-></span> <span class="pl-s1">tf</span>.<span class="pl-c1">Tensor</span>:</div></div></div><div class="child-of-line-562 child-of-line-578 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-k">def</span> <span class="pl-en">_force_token</span>(<span class="pl-s1">generation_idx</span>):</div></div></div><div class="child-of-line-562 child-of-line-578 child-of-line-579 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">batch_size</span> <span class="pl-c1">=</span> <span class="pl-s1">scores</span>.<span class="pl-c1">shape</span>[<span class="pl-c1">0</span>]</div></div></div><div class="child-of-line-562 child-of-line-578 child-of-line-579 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"> <span class="pl-s1">current_token</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-c1">force_token_array</span>[<span class="pl-s1">generation_idx</span>]</div></div></div><div class="child-of-line-562 child-of-line-578 child-of-line-579 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"> </div></div></div><div class="child-of-line-562 child-of-line-578 child-of-line-579 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-s1">new_scores</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">zeros_like</span>(<span class="pl-s1">scores</span>, <span class="pl-s1">dtype</span><span class="pl-c1">=</span><span class="pl-s1">scores</span>.<span class="pl-c1">dtype</span>) <span class="pl-c1">+</span> <span class="pl-s1">tf</span>.<span class="pl-c1">constant</span>([<span class="pl-s1">scores</span>.<span class="pl-c1">dtype</span>.<span class="pl-c1">min</span>])</div></div></div><div class="child-of-line-562 child-of-line-578 child-of-line-579 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-s1">indices</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">stack</span>((<span class="pl-s1">tf</span>.<span class="pl-c1">range</span>(<span class="pl-s1">batch_size</span>), <span class="pl-s1">tf</span>.<span class="pl-c1">tile</span>([<span class="pl-s1">current_token</span>], [<span class="pl-s1">batch_size</span>])), <span class="pl-s1">axis</span><span class="pl-c1">=</span><span class="pl-c1">1</span>)</div></div></div><div class="child-of-line-562 child-of-line-578 child-of-line-579 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">updates</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">zeros</span>((<span class="pl-s1">batch_size</span>,), <span class="pl-s1">dtype</span><span class="pl-c1">=</span><span class="pl-s1">scores</span>.<span class="pl-c1">dtype</span>)</div></div></div><div class="child-of-line-562 child-of-line-578 child-of-line-579 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-s1">new_scores</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">tensor_scatter_nd_update</span>(<span class="pl-s1">new_scores</span>, <span class="pl-s1">indices</span>, <span class="pl-s1">updates</span>)</div></div></div><div class="child-of-line-562 child-of-line-578 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-k">return</span> <span class="pl-s1">new_scores</span></div></div></div><div class="child-of-line-562 child-of-line-578 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"> </div></div></div><div class="child-of-line-562 child-of-line-578 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-s1">scores</span> <span class="pl-c1">=</span> <span class="pl-s1">tf</span>.<span class="pl-c1">cond</span>(</div></div></div><div class="child-of-line-562 child-of-line-578 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"> <span class="pl-s1">tf</span>.<span class="pl-c1">greater_equal</span>(<span class="pl-s1">cur_len</span>, <span class="pl-s1">tf</span>.<span class="pl-c1">shape</span>(<span class="pl-s1">self</span>.<span class="pl-c1">force_token_array</span>)[<span class="pl-c1">0</span>]),</div></div></div><div class="child-of-line-562 child-of-line-578 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-c"># If the current length is geq than the length of force_token_array, the processor does nothing.</span></div></div></div><div class="child-of-line-562 child-of-line-578 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-k">lambda</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">identity</span>(<span class="pl-s1">scores</span>),</div></div></div><div class="child-of-line-562 child-of-line-578 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-c"># Otherwise, it may force a certain token.</span></div></div></div><div class="child-of-line-562 child-of-line-578 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-k">lambda</span>: <span class="pl-s1">tf</span>.<span class="pl-c1">cond</span>(</div></div></div><div class="child-of-line-562 child-of-line-578 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"> <span class="pl-s1">tf</span>.<span class="pl-c1">greater_equal</span>(<span class="pl-s1">self</span>.<span class="pl-c1">force_token_array</span>[<span class="pl-s1">cur_len</span>], <span class="pl-c1">0</span>),</div></div></div><div class="child-of-line-562 child-of-line-578 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-c"># Only valid (positive) tokens are forced</span></div></div></div><div class="child-of-line-562 child-of-line-578 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-k">lambda</span>: <span class="pl-en">_force_token</span>(<span class="pl-s1">cur_len</span>),</div></div></div><div class="child-of-line-562 child-of-line-578 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-c"># Otherwise, the processor does nothing.</span></div></div></div><div class="child-of-line-562 child-of-line-578 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-k">lambda</span>: <span class="pl-s1">scores</span>,</div></div></div><div class="child-of-line-562 child-of-line-578 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"> ),</div></div></div><div class="child-of-line-562 child-of-line-578 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"> )</div></div></div><div class="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"> <span class="pl-k">return</span> <span class="pl-s1">scores</span></div></div></div></div></div></div><div id="copilot-button-container"></div></div><div id="highlighted-line-menu-container"></div></div></div><button hidden="" data-testid="hotkey-button" data-hotkey-scope="read-only-cursor-text-area"></button><button hidden=""></button></section></div></div></div>   </div></div></div><div class="Box-sc-g0xbh4-0"></div></div></div></div></div><div id="find-result-marks-container" class="Box-sc-g0xbh4-0 cCoXib"></div><button hidden="" data-testid="" data-hotkey-scope="read-only-cursor-text-area"></button><button hidden=""></button></div>   <script type="application/json" id="__PRIMER_DATA_:R0:__">{"resolvedServerColorMode":"day"}</script></div> </react-app> </turbo-frame> </div> </turbo-frame> </main> </div> 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