SYMBOL INDEX (497 symbols across 22 files)

FILE: lib/informers.rb
  type Informers (line 33) | module Informers
    class Error (line 34) | class Error < StandardError; end
    class Todo (line 36) | class Todo < Error
      method message (line 37) | def message

FILE: lib/informers/backends/onnx.rb
  type Informers (line 1) | module Informers
    type Backends (line 2) | module Backends
      type Onnx (line 3) | module Onnx
        function device_to_execution_providers (line 4) | def self.device_to_execution_providers(device)

FILE: lib/informers/configs.rb
  type Informers (line 1) | module Informers
    class PretrainedConfig (line 2) | class PretrainedConfig
      method initialize (line 3) | def initialize(config_json)
      method [] (line 7) | def [](key)
      method []= (line 11) | def []=(key, value)
      method to_h (line 15) | def to_h
      method from_pretrained (line 19) | def self.from_pretrained(
      method load_config (line 39) | def self.load_config(pretrained_model_name_or_path, **options)
    class AutoConfig (line 45) | class AutoConfig
      method from_pretrained (line 46) | def self.from_pretrained(...)

FILE: lib/informers/env.rb
  type Informers (line 1) | module Informers

FILE: lib/informers/model.rb
  type Informers (line 1) | module Informers
    class Model (line 3) | class Model
      method initialize (line 4) | def initialize(model_id, quantized: false)
      method embed (line 9) | def embed(texts)

FILE: lib/informers/models.rb
  type Informers (line 1) | module Informers
    class PretrainedMixin (line 16) | class PretrainedMixin
      method from_pretrained (line 17) | def self.from_pretrained(
    class PreTrainedModel (line 69) | class PreTrainedModel
      method initialize (line 74) | def initialize(config, session)
      method from_pretrained (line 110) | def self.from_pretrained(
      method construct_session (line 178) | def self.construct_session(pretrained_model_name_or_path, file_name,...
      method call (line 210) | def call(model_inputs, **kwargs)
      method generate (line 214) | def generate(inputs, generation_config = nil, logits_processor = nil...
      method get_logits_processor (line 353) | def get_logits_processor(
      method get_generation_config (line 410) | def get_generation_config(generation_config)
      method seq2seq_forward (line 429) | def seq2seq_forward(model_inputs)
      method prepare_position_ids (line 465) | def prepare_position_ids(session, feeds, use_cache_branch)
      method get_past_key_values (line 473) | def get_past_key_values(decoder_results, past_key_values)
      method get_attentions (line 493) | def get_attentions(decoder_results)
      method add_past_key_values (line 509) | def add_past_key_values(decoder_feeds, past_key_values)
      method seq2seq_start_beams (line 541) | def seq2seq_start_beams(input_token_ids, generation_config, num_outp...
      method prepare_attention_mask (line 587) | def prepare_attention_mask(tokens)
      method seq2seq_run_beam (line 605) | def seq2seq_run_beam(beam)
      method seq2seq_update_beam (line 636) | def seq2seq_update_beam(beam, new_token_id)
      method group_beams (line 640) | def group_beams(beams)
      method encoder_forward (line 653) | def encoder_forward(model_inputs, output_names: nil)
      method decoder_forward (line 665) | def decoder_forward(model_inputs)
      method decoder_start_beams (line 691) | def decoder_start_beams(input_token_ids, generation_config, num_outp...
      method decoder_run_beam (line 730) | def decoder_run_beam(beam)
      method decoder_update_beam (line 749) | def decoder_update_beam(beam, new_token_id)
      method session_run (line 754) | def session_run(session, inputs, output_names: nil)
      method replace_tensors (line 766) | def replace_tensors(obj)
      method validate_inputs (line 771) | def validate_inputs(session, inputs)
      method get_start_beams (line 775) | def get_start_beams(input_token_ids, generation_config, num_output_t...
      method run_beam (line 779) | def run_beam(beam)
      method update_beam (line 783) | def update_beam(beam, new_token_id)
    class BertPreTrainedModel (line 788) | class BertPreTrainedModel < PreTrainedModel
    class BertModel (line 791) | class BertModel < BertPreTrainedModel
    class BertForMaskedLM (line 794) | class BertForMaskedLM < BertPreTrainedModel
      method call (line 795) | def call(model_inputs)
    class BertForSequenceClassification (line 800) | class BertForSequenceClassification < BertPreTrainedModel
      method call (line 801) | def call(model_inputs)
    class BertForTokenClassification (line 806) | class BertForTokenClassification < BertPreTrainedModel
      method call (line 807) | def call(model_inputs)
    class ModernBertPreTrainedModel (line 812) | class ModernBertPreTrainedModel < PreTrainedModel
    class ModernBertModel (line 815) | class ModernBertModel < ModernBertPreTrainedModel
    class ModernBertForMaskedLM (line 818) | class ModernBertForMaskedLM < ModernBertPreTrainedModel
      method call (line 819) | def call(model_inputs)
    class ModernBertForSequenceClassification (line 824) | class ModernBertForSequenceClassification < ModernBertPreTrainedModel
      method call (line 825) | def call(model_inputs)
    class ModernBertForTokenClassification (line 830) | class ModernBertForTokenClassification < ModernBertPreTrainedModel
      method call (line 831) | def call(model_inputs)
    class NomicBertPreTrainedModel (line 836) | class NomicBertPreTrainedModel < PreTrainedModel
    class NomicBertModel (line 839) | class NomicBertModel < NomicBertPreTrainedModel
    class ConvBertPreTrainedModel (line 842) | class ConvBertPreTrainedModel < PreTrainedModel
    class ConvBertModel (line 845) | class ConvBertModel < ConvBertPreTrainedModel
    class ElectraPreTrainedModel (line 848) | class ElectraPreTrainedModel < PreTrainedModel
    class ElectraModel (line 852) | class ElectraModel < ElectraPreTrainedModel
    class DebertaV2PreTrainedModel (line 855) | class DebertaV2PreTrainedModel < PreTrainedModel
    class DebertaV2Model (line 858) | class DebertaV2Model < DebertaV2PreTrainedModel
    class DistilBertPreTrainedModel (line 861) | class DistilBertPreTrainedModel < PreTrainedModel
    class DistilBertModel (line 864) | class DistilBertModel < DistilBertPreTrainedModel
    class DistilBertForSequenceClassification (line 867) | class DistilBertForSequenceClassification < DistilBertPreTrainedModel
      method call (line 868) | def call(model_inputs)
    class DistilBertForQuestionAnswering (line 873) | class DistilBertForQuestionAnswering < DistilBertPreTrainedModel
      method call (line 874) | def call(model_inputs)
    class MPNetPreTrainedModel (line 879) | class MPNetPreTrainedModel < PreTrainedModel
    class MPNetModel (line 882) | class MPNetModel < MPNetPreTrainedModel
    class T5PreTrainedModel (line 885) | class T5PreTrainedModel < PreTrainedModel
    class T5Model (line 888) | class T5Model < T5PreTrainedModel
    class T5ForConditionalGeneration (line 891) | class T5ForConditionalGeneration < T5PreTrainedModel
      method initialize (line 892) | def initialize(config, session, decoder_merged_session, generation_c...
    class BartPretrainedModel (line 907) | class BartPretrainedModel < PreTrainedModel
    class BartModel (line 910) | class BartModel < BartPretrainedModel
    class BartForConditionalGeneration (line 913) | class BartForConditionalGeneration < BartPretrainedModel
      method initialize (line 914) | def initialize(config, session, decoder_merged_session, generation_c...
    class BartForSequenceClassification (line 929) | class BartForSequenceClassification < BartPretrainedModel
      method call (line 930) | def call(model_inputs)
    class MBartPreTrainedModel (line 935) | class MBartPreTrainedModel < PreTrainedModel
    class MBartModel (line 938) | class MBartModel < MBartPreTrainedModel
    class MBartForCausalLM (line 941) | class MBartForCausalLM < MBartPreTrainedModel
      method initialize (line 945) | def initialize(config, decoder_merged_session, generation_config)
    class M2M100PreTrainedModel (line 959) | class M2M100PreTrainedModel < PreTrainedModel
    class M2M100Model (line 962) | class M2M100Model < M2M100PreTrainedModel
    class M2M100ForConditionalGeneration (line 965) | class M2M100ForConditionalGeneration < M2M100PreTrainedModel
      method initialize (line 966) | def initialize(config, session, decoder_merged_session, generation_c...
    class Wav2Vec2PreTrainedModel (line 981) | class Wav2Vec2PreTrainedModel < PreTrainedModel
    class Wav2Vec2Model (line 984) | class Wav2Vec2Model < Wav2Vec2PreTrainedModel
    class Wav2Vec2ForSequenceClassification (line 987) | class Wav2Vec2ForSequenceClassification < Wav2Vec2PreTrainedModel
      method call (line 988) | def call(model_inputs)
    class RobertaPreTrainedModel (line 993) | class RobertaPreTrainedModel < PreTrainedModel
    class RobertaModel (line 996) | class RobertaModel < RobertaPreTrainedModel
    class RobertaForMaskedLM (line 999) | class RobertaForMaskedLM < RobertaPreTrainedModel
      method call (line 1000) | def call(model_inputs)
    class RobertaForTokenClassification (line 1005) | class RobertaForTokenClassification <  RobertaPreTrainedModel
      method call (line 1006) | def call(model_inputs)
    class RobertaForSequenceClassification (line 1011) | class RobertaForSequenceClassification < RobertaPreTrainedModel
      method call (line 1012) | def call(model_inputs)
    class XLMRobertaPreTrainedModel (line 1017) | class XLMRobertaPreTrainedModel < PreTrainedModel
    class XLMRobertaModel (line 1020) | class XLMRobertaModel < XLMRobertaPreTrainedModel
    class XLMRobertaForSequenceClassification (line 1023) | class XLMRobertaForSequenceClassification < XLMRobertaPreTrainedModel
      method call (line 1024) | def call(model_inputs)
    class ViTPreTrainedModel (line 1029) | class ViTPreTrainedModel < PreTrainedModel
    class ViTModel (line 1032) | class ViTModel < ViTPreTrainedModel
    class ViTForImageClassification (line 1035) | class ViTForImageClassification < ViTPreTrainedModel
      method call (line 1036) | def call(model_inputs)
    class CLIPPreTrainedModel (line 1041) | class CLIPPreTrainedModel < PreTrainedModel
    class CLIPModel (line 1044) | class CLIPModel < CLIPPreTrainedModel
    class GPT2PreTrainedModel (line 1047) | class GPT2PreTrainedModel < PreTrainedModel
      method initialize (line 1050) | def initialize(config, session, generation_config)
    class GPT2Model (line 1063) | class GPT2Model < GPT2PreTrainedModel
    class GPT2LMHeadModel (line 1066) | class GPT2LMHeadModel < GPT2PreTrainedModel
    class OwlViTPreTrainedModel (line 1069) | class OwlViTPreTrainedModel < PreTrainedModel
    class OwlViTModel (line 1072) | class OwlViTModel < OwlViTPreTrainedModel
    class OwlViTForObjectDetection (line 1075) | class OwlViTForObjectDetection < OwlViTPreTrainedModel
    class DetrPreTrainedModel (line 1078) | class DetrPreTrainedModel < PreTrainedModel
    class DetrModel (line 1081) | class DetrModel < DetrPreTrainedModel
    class DetrForObjectDetection (line 1084) | class DetrForObjectDetection < DetrPreTrainedModel
      method call (line 1085) | def call(model_inputs)
    class DetrForSegmentation (line 1090) | class DetrForSegmentation < DetrPreTrainedModel
      method call (line 1091) | def call(model_inputs)
    class Swin2SRPreTrainedModel (line 1096) | class Swin2SRPreTrainedModel < PreTrainedModel
    class Swin2SRModel (line 1099) | class Swin2SRModel < Swin2SRPreTrainedModel
    class Swin2SRForImageSuperResolution (line 1102) | class Swin2SRForImageSuperResolution < Swin2SRPreTrainedModel
    class DPTPreTrainedModel (line 1105) | class DPTPreTrainedModel < PreTrainedModel
    class DPTModel (line 1108) | class DPTModel < DPTPreTrainedModel
    class DPTForDepthEstimation (line 1111) | class DPTForDepthEstimation < DPTPreTrainedModel
    class VisionEncoderDecoderModel (line 1114) | class VisionEncoderDecoderModel < PreTrainedModel
      method initialize (line 1117) | def initialize(config, session, decoder_merged_session, generation_c...
    class DonutSwinPreTrainedModel (line 1161) | class DonutSwinPreTrainedModel < PreTrainedModel
    class DonutSwinModel (line 1164) | class DonutSwinModel < DonutSwinPreTrainedModel
    class WhisperPreTrainedModel (line 1167) | class WhisperPreTrainedModel < PreTrainedModel
    class WhisperModel (line 1170) | class WhisperModel < WhisperPreTrainedModel
    class WhisperForConditionalGeneration (line 1173) | class WhisperForConditionalGeneration < WhisperPreTrainedModel
      method initialize (line 1177) | def initialize(config, session, decoder_merged_session, generation_c...
      method generate (line 1191) | def generate(inputs, generation_config = nil, logits_processor = nil)
    class VitsPreTrainedModel (line 1196) | class VitsPreTrainedModel < PreTrainedModel
    class VitsModel (line 1199) | class VitsModel < VitsPreTrainedModel
      method call (line 1200) | def call(model_inputs)
    class SpeechT5PreTrainedModel (line 1205) | class SpeechT5PreTrainedModel < PreTrainedModel
    class SpeechT5Model (line 1208) | class SpeechT5Model < SpeechT5PreTrainedModel
    class SpeechT5ForSpeechToText (line 1211) | class SpeechT5ForSpeechToText < SpeechT5PreTrainedModel
    class SpeechT5ForTextToSpeech (line 1214) | class SpeechT5ForTextToSpeech < SpeechT5PreTrainedModel
    class ClapPreTrainedModel (line 1217) | class ClapPreTrainedModel < PreTrainedModel
    class ClapModel (line 1220) | class ClapModel < ClapPreTrainedModel
    class AutoModel (line 1392) | class AutoModel < PretrainedMixin
    class AutoModelForSequenceClassification (line 1397) | class AutoModelForSequenceClassification < PretrainedMixin
    class AutoModelForTokenClassification (line 1401) | class AutoModelForTokenClassification < PretrainedMixin
    class AutoModelForSeq2SeqLM (line 1405) | class AutoModelForSeq2SeqLM < PretrainedMixin
    class AutoModelForSpeechSeq2Seq (line 1409) | class AutoModelForSpeechSeq2Seq < PretrainedMixin
    class AutoModelForTextToSpectrogram (line 1413) | class AutoModelForTextToSpectrogram < PretrainedMixin
    class AutoModelForTextToWaveform (line 1417) | class AutoModelForTextToWaveform < PretrainedMixin
    class AutoModelForCausalLM (line 1421) | class AutoModelForCausalLM < PretrainedMixin
    class AutoModelForMaskedLM (line 1425) | class AutoModelForMaskedLM < PretrainedMixin
    class AutoModelForQuestionAnswering (line 1429) | class AutoModelForQuestionAnswering < PretrainedMixin
    class AutoModelForVision2Seq (line 1433) | class AutoModelForVision2Seq < PretrainedMixin
    class AutoModelForImageClassification (line 1437) | class AutoModelForImageClassification < PretrainedMixin
    class AutoModelForImageSegmentation (line 1441) | class AutoModelForImageSegmentation < PretrainedMixin
    class AutoModelForSemanticSegmentation (line 1445) | class AutoModelForSemanticSegmentation < PretrainedMixin
    class AutoModelForObjectDetection (line 1449) | class AutoModelForObjectDetection < PretrainedMixin
    class AutoModelForZeroShotObjectDetection (line 1453) | class AutoModelForZeroShotObjectDetection < PretrainedMixin
    class AutoModelForMaskGeneration (line 1457) | class AutoModelForMaskGeneration < PretrainedMixin
    class AutoModelForCTC (line 1461) | class AutoModelForCTC < PretrainedMixin
    class AutoModelForAudioClassification (line 1465) | class AutoModelForAudioClassification < PretrainedMixin
    class AutoModelForXVector (line 1469) | class AutoModelForXVector < PretrainedMixin
    class AutoModelForAudioFrameClassification (line 1473) | class AutoModelForAudioFrameClassification < PretrainedMixin
    class AutoModelForDocumentQuestionAnswering (line 1477) | class AutoModelForDocumentQuestionAnswering < PretrainedMixin
    class AutoModelForImageMatting (line 1481) | class AutoModelForImageMatting < PretrainedMixin
    class AutoModelForImageToImage (line 1485) | class AutoModelForImageToImage < PretrainedMixin
    class AutoModelForDepthEstimation (line 1489) | class AutoModelForDepthEstimation < PretrainedMixin
    class AutoModelForImageFeatureExtraction (line 1493) | class AutoModelForImageFeatureExtraction < PretrainedMixin
    class ModelOutput (line 1497) | class ModelOutput
      method [] (line 1498) | def [](key)
    class Seq2SeqLMOutput (line 1503) | class Seq2SeqLMOutput < ModelOutput
      method initialize (line 1504) | def initialize(logits, past_key_values, encoder_outputs, decoder_att...
    class SequenceClassifierOutput (line 1514) | class SequenceClassifierOutput < ModelOutput
      method initialize (line 1517) | def initialize(logits)
    class TokenClassifierOutput (line 1523) | class TokenClassifierOutput < ModelOutput
      method initialize (line 1526) | def initialize(logits)
    class MaskedLMOutput (line 1532) | class MaskedLMOutput < ModelOutput
      method initialize (line 1535) | def initialize(logits)
    class QuestionAnsweringModelOutput (line 1541) | class QuestionAnsweringModelOutput < ModelOutput
      method initialize (line 1544) | def initialize(start_logits, end_logits)
    class DetrObjectDetectionOutput (line 1551) | class DetrObjectDetectionOutput < ModelOutput
      method initialize (line 1554) | def initialize(logits, pred_boxes)
    class DetrSegmentationOutput (line 1561) | class DetrSegmentationOutput < ModelOutput
      method initialize (line 1564) | def initialize(logits, pred_boxes, pred_masks)

FILE: lib/informers/pipelines.rb
  type Informers (line 1) | module Informers
    class Pipeline (line 2) | class Pipeline
      method initialize (line 3) | def initialize(task:, model:, tokenizer: nil, processor: nil)
      method prepare_images (line 13) | def prepare_images(images)
      method prepare_audios (line 22) | def prepare_audios(audios, sampling_rate)
      method get_bounding_box (line 36) | def get_bounding_box(box, as_integer)
    class TextClassificationPipeline (line 46) | class TextClassificationPipeline < Pipeline
      method call (line 47) | def call(texts, top_k: 1)
    class TokenClassificationPipeline (line 88) | class TokenClassificationPipeline < Pipeline
      method call (line 89) | def call(
      method group_sub_entities (line 160) | def group_sub_entities(entities)
      method get_tag (line 176) | def get_tag(entity_name)
      method group_entities (line 192) | def group_entities(entities)
    class QuestionAnsweringPipeline (line 228) | class QuestionAnsweringPipeline < Pipeline
      method call (line 229) | def call(question, context, top_k: 1)
    class FillMaskPipeline (line 280) | class FillMaskPipeline < Pipeline
      method call (line 281) | def call(texts, top_k: 5)
    class Text2TextGenerationPipeline (line 314) | class Text2TextGenerationPipeline < Pipeline
      method call (line 317) | def call(texts, **generate_kwargs)
    class SummarizationPipeline (line 356) | class SummarizationPipeline < Text2TextGenerationPipeline
    class TranslationPipeline (line 360) | class TranslationPipeline < Text2TextGenerationPipeline
    class TextGenerationPipeline (line 364) | class TextGenerationPipeline < Pipeline
      method call (line 365) | def call(texts, **generate_kwargs)
    class ZeroShotClassificationPipeline (line 420) | class ZeroShotClassificationPipeline < Pipeline
      method initialize (line 421) | def initialize(**options)
      method call (line 439) | def call(texts, candidate_labels, hypothesis_template: "This example...
    class ImageToTextPipeline (line 499) | class ImageToTextPipeline < Pipeline
      method call (line 500) | def call(images, **generate_kwargs)
    class ImageClassificationPipeline (line 520) | class ImageClassificationPipeline < Pipeline
      method call (line 521) | def call(images, top_k: 1)
    class ImageSegmentationPipeline (line 551) | class ImageSegmentationPipeline < Pipeline
      method initialize (line 552) | def initialize(**options)
      method call (line 562) | def call(
    class ZeroShotImageClassificationPipeline (line 627) | class ZeroShotImageClassificationPipeline < Pipeline
      method call (line 628) | def call(images, candidate_labels, hypothesis_template: "This is a p...
    class ObjectDetectionPipeline (line 671) | class ObjectDetectionPipeline < Pipeline
      method call (line 672) | def call(images, threshold: 0.9, percentage: false)
    class ZeroShotObjectDetectionPipeline (line 706) | class ZeroShotObjectDetectionPipeline < Pipeline
      method call (line 707) | def call(
    class DocumentQuestionAnsweringPipeline (line 760) | class DocumentQuestionAnsweringPipeline < Pipeline
      method call (line 761) | def call(image, question, **generate_kwargs)
    class TextToAudioPipeline (line 801) | class TextToAudioPipeline < Pipeline
      method initialize (line 804) | def initialize(**options)
      method call (line 811) | def call(text_inputs, speaker_embeddings: nil)
    class FeatureExtractionPipeline (line 821) | class FeatureExtractionPipeline < Pipeline
      method call (line 822) | def call(
    class ImageFeatureExtractionPipeline (line 884) | class ImageFeatureExtractionPipeline < Pipeline
      method call (line 885) | def call(images)
    class AudioClassificationPipeline (line 895) | class AudioClassificationPipeline < Pipeline
      method call (line 896) | def call(audio, top_k: nil)
    class ZeroShotAudioClassificationPipeline (line 930) | class ZeroShotAudioClassificationPipeline < Pipeline
      method call (line 931) | def call(audio, candidate_labels, hypothesis_template: "This is a so...
    class AutomaticSpeechRecognitionPipeline (line 973) | class AutomaticSpeechRecognitionPipeline < Pipeline
      method call (line 974) | def call(audio, **kwargs)
      method call_whisper (line 985) | def call_whisper(audio, **kwargs)
    class ImageToImagePipeline (line 990) | class ImageToImagePipeline < Pipeline
      method call (line 991) | def call(images)
    class DepthEstimationPipeline (line 1014) | class DepthEstimationPipeline < Pipeline
      method call (line 1015) | def call(images)
    class EmbeddingPipeline (line 1042) | class EmbeddingPipeline < FeatureExtractionPipeline
      method call (line 1043) | def call(
    class RerankingPipeline (line 1053) | class RerankingPipeline < Pipeline
      method call (line 1054) | def call(
    function pipeline (line 1355) | def pipeline(
    function load_items (line 1429) | def load_items(mapping, model, pretrained_options)

FILE: lib/informers/processors.rb
  type Informers (line 1) | module Informers
    class FeatureExtractor (line 2) | class FeatureExtractor
      method initialize (line 5) | def initialize(config)
    class ImageFeatureExtractor (line 11) | class ImageFeatureExtractor < FeatureExtractor
      method initialize (line 12) | def initialize(config)
      method thumbnail (line 45) | def thumbnail(image, size, resample = 2)
      method pad_image (line 67) | def pad_image(
      method rescale (line 147) | def rescale(pixel_data)
      method get_resize_output_image_size (line 153) | def get_resize_output_image_size(image, size)
      method resize (line 214) | def resize(image)
      method preprocess (line 219) | def preprocess(
      method call (line 332) | def call(images, *args)
    class CLIPFeatureExtractor (line 354) | class CLIPFeatureExtractor < ImageFeatureExtractor
    class DPTFeatureExtractor (line 357) | class DPTFeatureExtractor < ImageFeatureExtractor
    class ViTFeatureExtractor (line 360) | class ViTFeatureExtractor < ImageFeatureExtractor
    class OwlViTFeatureExtractor (line 363) | class OwlViTFeatureExtractor < ImageFeatureExtractor
      method post_process_object_detection (line 364) | def post_process_object_detection(*args)
    class Swin2SRImageProcessor (line 369) | class Swin2SRImageProcessor < ImageFeatureExtractor
      method pad_image (line 370) | def pad_image(pixel_data, img_dims, pad_size, **options)
    class DonutFeatureExtractor (line 393) | class DonutFeatureExtractor < ImageFeatureExtractor
      method pad_image (line 394) | def pad_image(pixel_data, img_dims, pad_size, **options)
    class DetrFeatureExtractor (line 422) | class DetrFeatureExtractor < ImageFeatureExtractor
      method call (line 423) | def call(images)
      method post_process_object_detection (line 442) | def post_process_object_detection(*args)
      method remove_low_and_no_objects (line 446) | def remove_low_and_no_objects(class_logits, mask_logits, object_mask...
      method check_segment_validity (line 473) | def check_segment_validity(
      method compute_segments (line 510) | def compute_segments(
      method post_process_panoptic_segmentation (line 598) | def post_process_panoptic_segmentation(
    type Utils (line 657) | module Utils
      function center_to_corners_format (line 658) | def self.center_to_corners_format(v)
      function post_process_object_detection (line 668) | def self.post_process_object_detection(outputs, threshold = 0.5, tar...
    class WhisperFeatureExtractor (line 733) | class WhisperFeatureExtractor < FeatureExtractor
      method initialize (line 734) | def initialize(config)
      method _extract_fbank_features (line 740) | def _extract_fbank_features(waveform)
      method call (line 744) | def call(audio)
    class Wav2Vec2FeatureExtractor (line 749) | class Wav2Vec2FeatureExtractor < FeatureExtractor
      method _zero_mean_unit_var_norm (line 750) | def _zero_mean_unit_var_norm(input_values)
      method call (line 757) | def call(audio)
    class ClapFeatureExtractor (line 776) | class ClapFeatureExtractor < FeatureExtractor
      method initialize (line 777) | def initialize(config)
      method call (line 783) | def call(audio, max_length: nil)
    class Processor (line 788) | class Processor
      method initialize (line 791) | def initialize(feature_extractor)
      method call (line 795) | def call(input, *args)
    class AutoProcessor (line 800) | class AutoProcessor
      method from_pretrained (line 816) | def self.from_pretrained(

FILE: lib/informers/tokenizers.rb
  type Informers (line 1) | module Informers
    class PreTrainedTokenizer (line 2) | class PreTrainedTokenizer
      method initialize (line 5) | def initialize(tokenizer_json, tokenizer_config)
      method get_token (line 44) | def get_token(*keys)
      method call (line 65) | def call(
      method decode (line 121) | def decode(tokens, skip_special_tokens:)
      method convert_tokens_to_string (line 125) | def convert_tokens_to_string(tokens)
      method convert_tokens_to_ids (line 129) | def convert_tokens_to_ids(tokens)
      method id_to_token (line 133) | def id_to_token(id)
      method batch_decode (line 137) | def batch_decode(batch, **decode_args)
      method padding_side= (line 141) | def padding_side=(side)
    class BertTokenizer (line 146) | class BertTokenizer < PreTrainedTokenizer
    class DebertaV2Tokenizer (line 151) | class DebertaV2Tokenizer < PreTrainedTokenizer
    class DistilBertTokenizer (line 156) | class DistilBertTokenizer < PreTrainedTokenizer
    class T5Tokenizer (line 159) | class T5Tokenizer < PreTrainedTokenizer
    class GPT2Tokenizer (line 162) | class GPT2Tokenizer < PreTrainedTokenizer
    class BartTokenizer (line 166) | class BartTokenizer < PreTrainedTokenizer
    class RobertaTokenizer (line 169) | class RobertaTokenizer < PreTrainedTokenizer
    class XLMRobertaTokenizer (line 172) | class XLMRobertaTokenizer < PreTrainedTokenizer
    class MPNetTokenizer (line 175) | class MPNetTokenizer < PreTrainedTokenizer
    class CLIPTokenizer (line 178) | class CLIPTokenizer < PreTrainedTokenizer
    class NllbTokenizer (line 181) | class NllbTokenizer < PreTrainedTokenizer
      method initialize (line 184) | def initialize(tokenizer_json, tokenizer_config)
      method _build_translation_inputs (line 192) | def _build_translation_inputs(raw_inputs, tokenizer_options, generat...
    class M2M100Tokenizer (line 197) | class M2M100Tokenizer < PreTrainedTokenizer
      method initialize (line 200) | def initialize(tokenizer_json, tokenizer_config)
      method _build_translation_inputs (line 210) | def _build_translation_inputs(raw_inputs, tokenizer_options, generat...
    type Utils (line 215) | module Utils
      function _build_translation_inputs (line 216) | def self._build_translation_inputs(slf, raw_inputs, tokenizer_option...
    class SpeechT5Tokenizer (line 247) | class SpeechT5Tokenizer < PreTrainedTokenizer
    class AutoTokenizer (line 250) | class AutoTokenizer
      method from_pretrained (line 268) | def self.from_pretrained(
      method load_tokenizer (line 301) | def self.load_tokenizer(pretrained_model_name_or_path, **options)

FILE: lib/informers/utils/audio.rb
  type Informers (line 1) | module Informers
    type Utils (line 2) | module Utils
      function read_audio (line 3) | def self.read_audio(input, sampling_rate)

FILE: lib/informers/utils/core.rb
  type Informers (line 1) | module Informers
    type Utils (line 2) | module Utils
      function dispatch_callback (line 3) | def self.dispatch_callback(progress_callback, data)
      function calculate_reflect_offset (line 7) | def self.calculate_reflect_offset(i, w)

FILE: lib/informers/utils/dtypes.rb
  type Informers (line 1) | module Informers
    type Utils (line 2) | module Utils

FILE: lib/informers/utils/ffmpeg.rb
  type Informers (line 15) | module Informers
    type Utils (line 16) | module Utils
      function ffmpeg_read (line 18) | def self.ffmpeg_read(data, sampling_rate)

FILE: lib/informers/utils/generation.rb
  type Informers (line 1) | module Informers
    type Utils (line 2) | module Utils
      class GenerationConfig (line 3) | class GenerationConfig
        method initialize (line 4) | def initialize(kwargs)
        method [] (line 66) | def [](key)
        method merge! (line 70) | def merge!(config)
      class Sampler (line 75) | class Sampler
        method initialize (line 76) | def initialize(generation_config)
        method call (line 81) | def call(logits, index = -1)
        method get_logits (line 87) | def get_logits(logits, index)
        method get_sampler (line 105) | def self.get_sampler(generation_config)
      class GreedySampler (line 119) | class GreedySampler < Sampler
        method sample (line 120) | def sample(logits, index = -1)
      class BeamSearchSampler (line 133) | class BeamSearchSampler < Sampler
        method sample (line 134) | def sample(logits, index = -1)
      class LogitsProcessorList (line 158) | class LogitsProcessorList
        method initialize (line 159) | def initialize
        method push (line 164) | def push(item)
        method concat (line 168) | def concat(items)
        method call (line 172) | def call(input_ids, batched_logits)
        method to_ary (line 183) | def to_ary
      class LogitsProcessor (line 188) | class LogitsProcessor
      class NoRepeatNGramLogitsProcessor (line 191) | class NoRepeatNGramLogitsProcessor < LogitsProcessor
        method initialize (line 192) | def initialize(no_repeat_ngram_size)
        method get_ngrams (line 197) | def get_ngrams(prev_input_ids)
        method get_generated_ngrams (line 222) | def get_generated_ngrams(banned_ngrams, prev_input_ids)
        method calc_banned_ngram_tokens (line 228) | def calc_banned_ngram_tokens(prev_input_ids)
        method call (line 240) | def call(input_ids, logits)
      class MinLengthLogitsProcessor (line 250) | class MinLengthLogitsProcessor < LogitsProcessor
        method initialize (line 251) | def initialize(min_length, eos_token_id)
        method call (line 257) | def call(input_ids, logits)
      class ForcedBOSTokenLogitsProcessor (line 268) | class ForcedBOSTokenLogitsProcessor < LogitsProcessor
        method initialize (line 269) | def initialize(bos_token_id)
        method call (line 274) | def call(input_ids, logits)
      class ForcedEOSTokenLogitsProcessor (line 283) | class ForcedEOSTokenLogitsProcessor < LogitsProcessor
        method initialize (line 284) | def initialize(max_length, forced_eos_token_id)
        method call (line 290) | def call(input_ids, logits)

FILE: lib/informers/utils/hub.rb
  type Informers (line 1) | module Informers
    type Utils (line 2) | module Utils
      type Hub (line 3) | module Hub
        class FileResponse (line 4) | class FileResponse
          method initialize (line 7) | def initialize(file_path)
          method read (line 18) | def read
        function is_valid_url (line 23) | def self.is_valid_url(string, protocols = nil, valid_hosts = nil)
        function get_file (line 38) | def self.get_file(url_or_path, progress_callback = nil, progress_i...
        class FileCache (line 70) | class FileCache
          method initialize (line 73) | def initialize(path)
          method match (line 77) | def match(request)
          method put (line 84) | def put(request, response)
          method resolve_path (line 101) | def resolve_path(request)
        function try_cache (line 106) | def self.try_cache(cache, *names)
        function get_model_file (line 118) | def self.get_model_file(path_or_repo_id, filename, fatal = true, *...
        function get_model_json (line 212) | def self.get_model_json(model_path, file_name, fatal = true, **opt...
        function path_join (line 222) | def self.path_join(*parts)
        function display_progress (line 235) | def self.display_progress(filename, width, size, expected_size)

FILE: lib/informers/utils/image.rb
  type Informers (line 1) | module Informers
    type Utils (line 2) | module Utils
      class RawImage (line 3) | class RawImage
        method initialize (line 15) | def initialize(image)
        method data (line 22) | def data
        method size (line 26) | def size
        method resize (line 30) | def resize(width, height, resample: 2)
        method center_crop (line 47) | def center_crop(crop_width, crop_height)
        method rgb (line 74) | def rgb
        method save (line 82) | def save(path)
        method read (line 86) | def self.read(input)
        method from_array (line 100) | def self.from_array(input)

FILE: lib/informers/utils/math.rb
  type Informers (line 1) | module Informers
    type Utils (line 2) | module Utils
      function interpolate_data (line 3) | def self.interpolate_data(input, in_shape, out_shape, mode = "biline...
      function softmax (line 73) | def self.softmax(arr)
      function sigmoid (line 89) | def self.sigmoid(arr)
      function get_top_items (line 96) | def self.get_top_items(items, top_k = 0)
      function max (line 110) | def self.max(arr)

FILE: lib/informers/utils/tensor.rb
  type Informers (line 1) | module Informers
    type Utils (line 2) | module Utils
      function mean_pooling (line 3) | def self.mean_pooling(last_hidden_state, attention_mask)
      function normalize (line 19) | def self.normalize(result)
      function stack (line 26) | def self.stack(tensors, dim = 0)
      function ones_like (line 30) | def self.ones_like(tensor)
      function dims (line 37) | def self.dims(tensor)
      function interpolate (line 46) | def self.interpolate(input, shape, mode = "bilinear", align_corners ...
      function reshape (line 64) | def self.reshape(arr, dims)

FILE: lib/informers/version.rb
  type Informers (line 1) | module Informers

FILE: test/model_test.rb
  class ModelTest (line 3) | class ModelTest < Minitest::Test
    method test_all_minilm (line 5) | def test_all_minilm
    method test_all_minilm_xenova (line 16) | def test_all_minilm_xenova
    method test_multi_qa_minilm (line 27) | def test_multi_qa_minilm
    method test_paraphrase_minilm (line 44) | def test_paraphrase_minilm
    method test_mxbai_embed (line 55) | def test_mxbai_embed
    method test_gte_small (line 72) | def test_gte_small
    method test_e5_base (line 83) | def test_e5_base
    method test_nomic_embed (line 100) | def test_nomic_embed
    method test_bge_base (line 117) | def test_bge_base
    method test_jina_embeddings (line 134) | def test_jina_embeddings
    method test_snowflake_arctic_embed (line 145) | def test_snowflake_arctic_embed
    method test_all_mpnet (line 167) | def test_all_mpnet
    method test_bge_m3 (line 178) | def test_bge_m3
    method test_mxbai_rerank (line 186) | def test_mxbai_rerank
    method test_jina_reranker (line 203) | def test_jina_reranker
    method test_bge_reranker (line 220) | def test_bge_reranker
    method test_ms_marco_minilm (line 237) | def test_ms_marco_minilm

FILE: test/pipeline_test.rb
  class PipelineTest (line 3) | class PipelineTest < Minitest::Test
    method test_ner (line 4) | def test_ner
    method test_ner_aggregation_strategy (line 15) | def test_ner_aggregation_strategy
    method test_sentiment_analysis (line 27) | def test_sentiment_analysis
    method test_question_answering (line 44) | def test_question_answering
    method test_zero_shot_classification (line 53) | def test_zero_shot_classification
    method test_text2text_generation (line 63) | def test_text2text_generation
    method test_translation (line 69) | def test_translation
    method test_text_generation (line 75) | def test_text_generation
    method test_summarization (line 81) | def test_summarization
    method test_fill_mask (line 89) | def test_fill_mask
    method test_fill_mask_no_mask_token (line 99) | def test_fill_mask_no_mask_token
    method test_feature_extraction (line 107) | def test_feature_extraction
    method test_embedding (line 115) | def test_embedding
    method test_reranking (line 123) | def test_reranking
    method test_image_classification (line 135) | def test_image_classification
    method test_zero_shot_image_classification (line 144) | def test_zero_shot_image_classification
    method test_object_detection (line 156) | def test_object_detection
    method test_zero_shot_object_detection (line 176) | def test_zero_shot_object_detection
    method test_depth_estimation (line 196) | def test_depth_estimation
    method test_image_to_text (line 204) | def test_image_to_text
    method test_image_to_image (line 210) | def test_image_to_image
    method test_image_segmentation (line 219) | def test_image_segmentation
    method test_image_feature_extraction (line 232) | def test_image_feature_extraction
    method test_progress_callback (line 238) | def test_progress_callback
    method test_device (line 252) | def test_device
    method test_device_invalid (line 262) | def test_device_invalid
    method test_dtype (line 269) | def test_dtype
    method test_dtype_invalid (line 277) | def test_dtype_invalid
    method test_session_options (line 284) | def test_session_options

FILE: test/test_helper.rb
  class Minitest::Test (line 5) | class Minitest::Test
    method assert_elements_in_delta (line 6) | def assert_elements_in_delta(expected, actual, delta = 0.001)
    method mac? (line 13) | def mac?