model to huggingface

README.md

@@ -1,3 +1 @@
----
-license: mit
----
+# HEllo World

app/ai4bharat/transliteration/__init__.py

@@ -0,0 +1,2 @@
+from .xlit_src import XlitEngine
+from .__metadata import *

app/ai4bharat/transliteration/__metadata.py

@@ -0,0 +1 @@
+__version__ = "1.1.3"

app/ai4bharat/transliteration/transformer/__init__.py

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+from .en2indic import XlitEngineTransformer_En2Indic
+from .indic2en import XlitEngineTransformer_Indic2En

app/ai4bharat/transliteration/transformer/base_engine.py

@@ -0,0 +1,395 @@
+import os
+import re
+import tqdm
+import ujson
+from pydload import dload
+import zipfile
+from abc import ABC, abstractmethod, abstractproperty
+from indicnlp.normalize.indic_normalize import IndicNormalizerFactory
+from urduhack import normalize as shahmukhi_normalize
+
+from ..utils import *
+LANG_WORD_REGEXES = {
+    lang_name: re.compile(f"[{SCRIPT_CODE_TO_UNICODE_CHARS_RANGE_STR[script_name]}]+")
+    for lang_name, script_name in LANG_CODE_TO_SCRIPT_CODE.items()
+}
+
+MODEL_FILE = 'transformer/indicxlit.pt'
+DICTS_FOLDER = 'word_prob_dicts'
+CHARS_FOLDER = 'corpus-bin'
+DICT_FILE_FORMAT = '%s_word_prob_dict.json'
+LANG_LIST_FILE = '../lang_list.txt'
+
+normalizer_factory = IndicNormalizerFactory()
+
+class BaseEngineTransformer(ABC):
+
+    @abstractproperty
+    def all_supported_langs(self):
+        pass
+
+    @abstractproperty
+    def tgt_langs(self):
+        pass
+
+    def __init__(self, models_path, beam_width, rescore):
+        # added by yash
+
+        print("Initializing Multilingual model for transliteration")
+        if 'en' in self.tgt_langs:
+            lang_pairs_csv = ','.join([lang+"-en" for lang in self.all_supported_langs])
+        else:
+            lang_pairs_csv = ','.join(["en-"+lang for lang in self.all_supported_langs])
+
+        # initialize the model
+        from .custom_interactive import Transliterator
+        self.transliterator = Transliterator(
+            os.path.join(models_path, CHARS_FOLDER),
+            os.path.join(models_path, MODEL_FILE),
+            lang_pairs_csv = lang_pairs_csv,
+            lang_list_file = os.path.join(models_path, LANG_LIST_FILE),
+            beam = beam_width, batch_size = 32,
+        )
+        
+        self.beam_width = beam_width
+        self._rescore = rescore
+        if self._rescore:
+            # loading the word_prob_dict for rescoring module
+            dicts_folder = os.path.join(models_path, DICTS_FOLDER)
+            self.word_prob_dicts = {}
+            for la in tqdm.tqdm(self.tgt_langs, desc="Loading dicts into RAM"):
+                self.word_prob_dicts[la] = ujson.load(open(
+                    os.path.join(dicts_folder, DICT_FILE_FORMAT%la)
+                ))
+
+    def download_models(self, models_path, download_url):
+        '''
+        Download models from bucket
+        '''
+        # added by yash
+        model_file_path = os.path.join(models_path, MODEL_FILE)
+        if not os.path.isfile(model_file_path):
+            print('Downloading Multilingual model for transliteration')
+            remote_url = download_url
+            downloaded_zip_path = os.path.join(models_path, 'model.zip')
+            
+            dload(url=remote_url, save_to_path=downloaded_zip_path, max_time=None)
+
+            if not os.path.isfile(downloaded_zip_path):
+                exit(f'ERROR: Unable to download model from {remote_url} into {models_path}')
+
+            with zipfile.ZipFile(downloaded_zip_path, 'r') as zip_ref:
+                zip_ref.extractall(models_path)
+
+            if os.path.isfile(model_file_path):
+                os.remove(downloaded_zip_path)
+            else:
+                exit(f'ERROR: Unable to find models in {models_path} after download')
+            
+            print("Models downloaded to:", models_path)
+            print("NOTE: When uninstalling this library, REMEMBER to delete the models manually")
+        return model_file_path
+
+    def download_dicts(self, models_path, download_url):
+        '''
+        Download language model probablitites dictionaries
+        '''
+        dicts_folder = os.path.join(models_path, DICTS_FOLDER)
+        if not os.path.isdir(dicts_folder):
+            # added by yash
+            print('Downloading language model probablitites dictionaries for rescoring module')
+            remote_url = download_url
+            downloaded_zip_path = os.path.join(models_path, 'dicts.zip')
+            
+            dload(url=remote_url, save_to_path=downloaded_zip_path, max_time=None)
+
+            if not os.path.isfile(downloaded_zip_path):
+                exit(f'ERROR: Unable to download model from {remote_url} into {models_path}')
+
+            with zipfile.ZipFile(downloaded_zip_path, 'r') as zip_ref:
+                zip_ref.extractall(models_path)
+
+            if os.path.isdir(dicts_folder):
+                os.remove(downloaded_zip_path)
+            else:
+                exit(f'ERROR: Unable to find models in {models_path} after download')
+        return dicts_folder
+    
+    def indic_normalize(self, words, lang_code):
+        if lang_code not in ['gom', 'ks', 'ur', 'mai', 'brx', 'mni']:
+            normalizer = normalizer_factory.get_normalizer(lang_code)
+            words = [ normalizer.normalize(word) for word in words ]
+
+        if lang_code in ['mai', 'brx' ]:
+            normalizer = normalizer_factory.get_normalizer('hi')
+            words = [ normalizer.normalize(word) for word in words ]
+
+
+        if lang_code in [ 'ur' ]:
+            words = [ shahmukhi_normalize(word) for word in words ]
+            
+        if lang_code == 'gom':
+            normalizer = normalizer_factory.get_normalizer('kK')
+            words = [ normalizer.normalize(word) for word in words ]
+
+        # normalize and tokenize the words
+        # words = self.normalize(words)
+
+        # manully mapping certain characters
+        # words = self.hard_normalizer(words)
+        return words
+
+    def pre_process(self, words, src_lang, tgt_lang):
+        # TODO: Move normalize outside to efficiently perform at sentence-level
+
+        if src_lang != 'en':
+            self.indic_normalize(words, src_lang)
+
+        # convert the word into sentence which contains space separated chars
+        words = [' '.join(list(word.lower())) for word in words]
+        
+        lang_code = tgt_lang if src_lang == 'en' else src_lang
+        # adding language token
+        words = ['__'+ lang_code +'__ ' + word for word in words]
+
+        return words
+
+    def rescore(self, res_dict, result_dict, tgt_lang, alpha ):
+        
+        alpha = alpha
+        # word_prob_dict = {}
+        word_prob_dict = self.word_prob_dicts[tgt_lang]
+
+        candidate_word_prob_norm_dict = {}
+        candidate_word_result_norm_dict = {}
+
+        input_data = {}
+        for i in res_dict.keys():
+            input_data[res_dict[i]['S']] = []
+            for j in range(len(res_dict[i]['H'])):
+                input_data[res_dict[i]['S']].append( res_dict[i]['H'][j][0] )
+        
+        for src_word in input_data.keys():
+            candidates = input_data[src_word]
+
+            candidates = [' '.join(word.split(' ')) for word in candidates]
+            
+            total_score = 0
+
+            if src_word.lower() in result_dict.keys():
+                for candidate_word in candidates:
+                    if candidate_word in result_dict[src_word.lower()].keys():
+                        total_score += result_dict[src_word.lower()][candidate_word]
+            
+            candidate_word_result_norm_dict[src_word.lower()] = {}
+            
+            for candidate_word in candidates:
+                candidate_word_result_norm_dict[src_word.lower()][candidate_word] = (result_dict[src_word.lower()][candidate_word]/total_score)
+
+            candidates = [''.join(word.split(' ')) for word in candidates ]
+            
+            total_prob = 0 
+            
+            for candidate_word in candidates:
+                if candidate_word in word_prob_dict.keys():
+                    total_prob += word_prob_dict[candidate_word]        
+            
+            candidate_word_prob_norm_dict[src_word.lower()] = {}
+            for candidate_word in candidates:
+                if candidate_word in word_prob_dict.keys():
+                    candidate_word_prob_norm_dict[src_word.lower()][candidate_word] = (word_prob_dict[candidate_word]/total_prob)
+            
+        output_data = {}
+        for src_word in input_data.keys():
+            
+            temp_candidates_tuple_list = []
+            candidates = input_data[src_word]
+            candidates = [ ''.join(word.split(' ')) for word in candidates]
+            
+            
+            for candidate_word in candidates:
+                if candidate_word in word_prob_dict.keys():
+                    temp_candidates_tuple_list.append((candidate_word, alpha*candidate_word_result_norm_dict[src_word.lower()][' '.join(list(candidate_word))] + (1-alpha)*candidate_word_prob_norm_dict[src_word.lower()][candidate_word] ))
+                else:
+                    temp_candidates_tuple_list.append((candidate_word, 0 ))
+
+            temp_candidates_tuple_list.sort(key = lambda x: x[1], reverse = True )
+            
+            temp_candidates_list = []
+            for cadidate_tuple in temp_candidates_tuple_list: 
+                temp_candidates_list.append(' '.join(list(cadidate_tuple[0])))
+
+            output_data[src_word] = temp_candidates_list
+
+        return output_data
+
+    def post_process(self, translation_str, tgt_lang):
+        lines = translation_str.split('\n')
+
+        list_s = [line for line in lines if 'S-' in line]
+        # list_t = [line for line in lines if 'T-' in line]
+        list_h = [line for line in lines if 'H-' in line]
+        # list_d = [line for line in lines if 'D-' in line]
+
+        list_s.sort(key = lambda x: int(x.split('\t')[0].split('-')[1]) )
+        # list_t.sort(key = lambda x: int(x.split('\t')[0].split('-')[1]) )
+        list_h.sort(key = lambda x: int(x.split('\t')[0].split('-')[1]) )
+        # list_d.sort(key = lambda x: int(x.split('\t')[0].split('-')[1]) )
+
+        res_dict = {}
+        for s in list_s:
+            s_id = int(s.split('\t')[0].split('-')[1])
+            
+            res_dict[s_id] = { 'S' : s.split('\t')[1] }
+            
+            # for t in list_t:
+            #     t_id = int(t.split('\t')[0].split('-')[1])
+            #     if s_id == t_id:
+            #         res_dict[s_id]['T'] = t.split('\t')[1] 
+
+            res_dict[s_id]['H'] = []
+            # res_dict[s_id]['D'] = []
+            
+            for h in list_h:
+                h_id = int(h.split('\t')[0].split('-')[1])
+
+                if s_id == h_id:
+                    res_dict[s_id]['H'].append( ( h.split('\t')[2], pow(2,float(h.split('\t')[1])) ) )
+            
+            # for d in list_d:
+            #     d_id = int(d.split('\t')[0].split('-')[1])
+            
+            #     if s_id == d_id:
+            #         res_dict[s_id]['D'].append( ( d.split('\t')[2], pow(2,float(d.split('\t')[1]))  ) )
+
+        for r in res_dict.keys():
+            res_dict[r]['H'].sort(key = lambda x : float(x[1]) ,reverse =True)
+            # res_dict[r]['D'].sort(key = lambda x : float(x[1]) ,reverse =True)
+        
+
+        # for rescoring 
+        result_dict = {}
+        for i in res_dict.keys():            
+            result_dict[res_dict[i]['S']] = {}
+            for j in range(len(res_dict[i]['H'])):
+                 result_dict[res_dict[i]['S']][res_dict[i]['H'][j][0]] = res_dict[i]['H'][j][1]
+        
+        
+        transliterated_word_list = []
+        if self._rescore:
+            output_dir = self.rescore(res_dict, result_dict, tgt_lang, alpha = 0.9)            
+            for src_word in output_dir.keys():
+                for j in range(len(output_dir[src_word])):
+                    transliterated_word_list.append( output_dir[src_word][j] )
+
+        else:
+            for i in res_dict.keys():
+                # transliterated_word_list.append( res_dict[i]['S'] + '  :  '  + res_dict[i]['H'][0][0] )
+                for j in range(len(res_dict[i]['H'])):
+                    transliterated_word_list.append( res_dict[i]['H'][j][0] )
+
+        # remove extra spaces
+        # transliterated_word_list = [''.join(pair.split(':')[0].split(' ')[1:]) + ' : ' + ''.join(pair.split(':')[1].split(' ')) for pair in transliterated_word_list]
+
+        transliterated_word_list = [''.join(word.split(' ')) for word in transliterated_word_list]
+
+        return transliterated_word_list
+
+    def _transliterate_word(self, text, src_lang, tgt_lang, topk=4, nativize_punctuations=True, nativize_numerals=False):
+        if not text:
+            return text
+        text = text.lower().strip()
+
+        if src_lang != 'en':
+            # Our model does not transliterate native punctuations or numerals
+            # So process them first so that they are not considered for transliteration
+            text = text.translate(INDIC_TO_LATIN_PUNCT_TRANSLATOR)
+            text = text.translate(INDIC_TO_STANDARD_NUMERALS_TRANSLATOR)
+        else:
+            # Transliterate punctuations & numerals if tgt_lang is Indic
+            if nativize_punctuations:
+                if tgt_lang in RTL_LANG_CODES:
+                    text = text.translate(LATIN_TO_PERSOARABIC_PUNC_TRANSLATOR)
+                text = nativize_latin_fullstop(text, tgt_lang)
+            if nativize_numerals:
+                text = text.translate(LATIN_TO_NATIVE_NUMERALS_TRANSLATORS[tgt_lang])
+
+        matches = LANG_WORD_REGEXES[src_lang].findall(text)
+
+        if not matches:
+            return [text]
+
+        src_word = matches[-1]
+        
+        transliteration_list = self.batch_transliterate_words([src_word], src_lang, tgt_lang, topk=topk)[0]
+        
+        if tgt_lang != 'en' or tgt_lang != 'sa':
+            # If users want to avoid yuktAkshara, this is facilitated by allowing them to type subwords inorder to construct a word
+            # For example, "ଜନ୍‍ସନ୍‍ଙ୍କୁ" can be written by "ଜନ୍‍" + "ସନ୍‍" + "କୁ"
+            # Not enabled for Sanskrit, as sandhi compounds are generally written word-by-word
+            for i in range(len(transliteration_list)):
+                transliteration_list[i] = hardfix_wordfinal_virama(transliteration_list[i])
+    
+        if src_word == text:
+            return transliteration_list
+
+        return [
+            rreplace(text, src_word, tgt_word)
+            for tgt_word in transliteration_list
+        ]
+    
+    def batch_transliterate_words(self, words, src_lang, tgt_lang, topk=4):
+        perprcossed_words = self.pre_process(words, src_lang, tgt_lang)
+        translation_str = self.transliterator.translate(perprcossed_words, nbest=topk)
+        
+        # FIXME: Handle properly in `post_process()` to return results for all words
+        transliteration_list = self.post_process(translation_str, tgt_lang)
+        
+        # Lang-specific patches. TODO: Move to indic-nlp-library
+        if tgt_lang == 'mr':
+            for i in range(len(transliteration_list)):
+                transliteration_list[i] = transliteration_list[i].replace("अॅ", 'ॲ')
+        
+        if tgt_lang == 'or':
+            for i in range(len(transliteration_list)):
+                transliteration_list[i] = fix_odia_confusing_ambiguous_yuktakshara(transliteration_list[i])
+        
+        if tgt_lang == 'sa':
+            for i in range(len(transliteration_list)):
+                transliteration_list[i] = explicit_devanagari_wordfinal_schwa_delete(words[0], transliteration_list[i])
+            # Retain only unique, preserving order
+            transliteration_list = list(dict.fromkeys(transliteration_list))
+        
+        return [transliteration_list]
+
+    def _transliterate_sentence(self, text, src_lang, tgt_lang, nativize_punctuations=True, nativize_numerals=False):
+        # TODO: Minimize code redundancy with `_transliterate_word()`
+
+        if not text:
+            return text
+        text = text.lower().strip()
+
+        if src_lang != 'en':
+            # Our model does not transliterate native punctuations or numerals
+            # So process them first so that they are not considered for transliteration
+            text = text.translate(INDIC_TO_LATIN_PUNCT_TRANSLATOR)
+            text = text.translate(INDIC_TO_STANDARD_NUMERALS_TRANSLATOR)
+        else:
+            # Transliterate punctuations & numerals if tgt_lang is Indic
+            if nativize_punctuations:
+                if tgt_lang in RTL_LANG_CODES:
+                    text = text.translate(LATIN_TO_PERSOARABIC_PUNC_TRANSLATOR)
+                text = nativize_latin_fullstop(text, tgt_lang)
+            if nativize_numerals:
+                text = text.translate(LATIN_TO_NATIVE_NUMERALS_TRANSLATORS[tgt_lang])
+
+        matches = LANG_WORD_REGEXES[src_lang].findall(text)
+
+        if not matches:
+            return text
+
+        out_str = text
+        for match in matches:
+            result = self.batch_transliterate_words([match], src_lang, tgt_lang)[0][0]
+            out_str = re.sub(match, result, out_str, 1)
+        return out_str

app/ai4bharat/transliteration/transformer/custom_interactive.py

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+#!/usr/bin/env python3 -u
+# Copyright (c) Facebook, Inc. and its affiliates.
+#
+# This source code is licensed under the MIT license found in the
+# LICENSE file in the root directory of this source tree.
+"""
+Translate raw text with a trained model. Batches data on-the-fly.
+"""
+
+import ast
+import fileinput
+import logging
+import math
+import os
+import sys
+import time
+from argparse import Namespace
+from collections import namedtuple
+
+import numpy as np
+import torch
+
+from fairseq import checkpoint_utils, distributed_utils, options, tasks, utils
+from fairseq.dataclass.configs import FairseqConfig
+from fairseq.dataclass.utils import convert_namespace_to_omegaconf
+from fairseq.token_generation_constraints import pack_constraints, unpack_constraints
+from fairseq_cli.generate import get_symbols_to_strip_from_output
+
+Batch = namedtuple("Batch", "ids src_tokens src_lengths constraints")
+Translation = namedtuple("Translation", "src_str hypos pos_scores alignments")
+
+def make_batches(lines, cfg, task, max_positions, encode_fn):
+    def encode_fn_target(x):
+        return encode_fn(x)
+
+
+    if cfg.generation.constraints:
+        # Strip (tab-delimited) contraints, if present, from input lines,
+        # store them in batch_constraints
+        batch_constraints = [list() for _ in lines]
+        for i, line in enumerate(lines):
+            if "\t" in line:
+                lines[i], *batch_constraints[i] = line.split("\t")
+
+        # Convert each List[str] to List[Tensor]
+        for i, constraint_list in enumerate(batch_constraints):
+            batch_constraints[i] = [
+                task.target_dictionary.encode_line(
+                    encode_fn_target(constraint),
+                    append_eos=False,
+                    add_if_not_exist=False,
+                )
+                for constraint in constraint_list
+            ]
+
+    if cfg.generation.constraints:
+        constraints_tensor = pack_constraints(batch_constraints)
+    else:
+        constraints_tensor = None
+
+    tokens, lengths = task.get_interactive_tokens_and_lengths(lines, encode_fn)
+
+    itr = task.get_batch_iterator(
+        dataset=task.build_dataset_for_inference(
+            tokens, lengths, constraints=constraints_tensor
+        ),
+        max_tokens=cfg.dataset.max_tokens,
+        max_sentences=cfg.dataset.batch_size,
+        max_positions=max_positions,
+        ignore_invalid_inputs=cfg.dataset.skip_invalid_size_inputs_valid_test,
+    ).next_epoch_itr(shuffle=False)
+    for batch in itr:
+        ids = batch["id"]
+        src_tokens = batch["net_input"]["src_tokens"]
+        src_lengths = batch["net_input"]["src_lengths"]
+        constraints = batch.get("constraints", None)
+
+        yield Batch(
+            ids=ids,
+            src_tokens=src_tokens,
+            src_lengths=src_lengths,
+            constraints=constraints,
+        )
+
+
+# added
+class Transliterator:
+    def __init__(
+        self, data_bin_dir, model_checkpoint_path, lang_pairs_csv, lang_list_file, beam, batch_size = 32,
+    ):
+
+        self.parser = options.get_interactive_generation_parser()
+
+        # buffer_size is currently not used but we just initialize it to batch
+        # size + 1 to avoid any assertion errors.
+        
+        self.parser.set_defaults(
+            path = model_checkpoint_path,
+            num_wokers = -1,
+            batch_size = batch_size,
+            buffer_size = batch_size + 1,
+            task = "translation_multi_simple_epoch",
+            beam = beam,
+            # nbest = nbest,
+            # source_lang = 'en' ,
+            # target_lang = 'mlt' ,
+            # encoder_langtok = "tgt" ,
+            # lang_dict = "lang_list.txt"
+        )
+        
+        self.args = options.parse_args_and_arch(self.parser, input_args = [data_bin_dir] )
+        
+        self.args.skip_invalid_size_inputs_valid_test = False
+        # self.args.lang_pairs = "en-as,en-bn,en-gom,en-gu,en-hi,en-kn,en-ks,en-mai,en-ml,en-mr,en-ne,en-or,en-pa,en-sa,en-sd,en-si,en-ta,en-te,en-ur"
+        self.args.lang_pairs = lang_pairs_csv
+        # self.args.source_lang = 'en'
+        # self.args.target_lang = 'bn'
+        # self.args.encoder_langtok = 'tgt'
+        self.args.lang_dict = lang_list_file
+
+        self.cfg = convert_namespace_to_omegaconf(self.args)
+
+        if isinstance(self.cfg, Namespace):
+            self.cfg = convert_namespace_to_omegaconf(self.cfg)
+
+        # start_time = time.time()
+        self.total_translate_time = 0
+
+        utils.import_user_module(self.cfg.common)
+
+        if self.cfg.interactive.buffer_size < 1:
+            self.cfg.interactive.buffer_size = 1
+        if self.cfg.dataset.max_tokens is None and self.cfg.dataset.batch_size is None:
+            self.cfg.dataset.batch_size = 1
+
+        assert (
+            not self.cfg.generation.sampling or self.cfg.generation.nbest == self.cfg.generation.beam
+        ), "--sampling requires --nbest to be equal to --beam"
+        assert (
+            not self.cfg.dataset.batch_size
+            or self.cfg.dataset.batch_size <= self.cfg.interactive.buffer_size
+        ), "--batch-size cannot be larger than --buffer-size"
+
+
+        # FIXME: Following lines are commented out by GokulNC due to some erros on CPU
+        # GokulNC: Why do we need seeding for inference? What is stochastic decoding?
+
+        # # Fix seed for stochastic decoding
+        # if self.cfg.common.seed is not None and not self.cfg.generation.no_seed_provided:
+        #     np.random.seed(self.cfg.common.seed)
+        #     utils.set_torch_seed(self.cfg.common.seed)
+
+        self.use_cuda = torch.cuda.is_available() and not self.cfg.common.cpu
+
+        # Setup task, e.g., translation
+        self.task = tasks.setup_task(self.cfg.task)
+
+        # Load ensemble
+        overrides = ast.literal_eval(self.cfg.common_eval.model_overrides)
+        # logger.info("loading model(s) from {}".format(self.cfg.common_eval.path))
+        self.models, _model_args = checkpoint_utils.load_model_ensemble(
+            utils.split_paths(self.cfg.common_eval.path),
+            arg_overrides=overrides,
+            task=self.task,
+            suffix=self.cfg.checkpoint.checkpoint_suffix,
+            strict=(self.cfg.checkpoint.checkpoint_shard_count == 1),
+            num_shards=self.cfg.checkpoint.checkpoint_shard_count,
+        )
+
+        # Set dictionaries
+        self.src_dict = self.task.source_dictionary
+        self.tgt_dict = self.task.target_dictionary
+        
+        # print("src dict",self.src_dict)
+        # print("src dict",self.tgt_dict)
+        # print("self.src_dict.__len__() : ",self.src_dict.symbols)
+        # print("self.src_dict.__len__() : ",self.tgt_dict.symbols)
+
+        # self.cfg.common.fp16 = True
+        # Optimize ensemble for generation
+        for i in range(len(self.models)):
+            if self.models[i] is None:
+                continue
+            if self.cfg.common.fp16:
+                self.models[i].half()
+            
+            if self.use_cuda and not self.cfg.distributed_training.pipeline_model_parallel:
+                self.models[i].cuda()
+            self.models[i].prepare_for_inference_(self.cfg)
+            # # Quantize
+            # self.models[i] = torch.quantization.quantize_dynamic(
+            #     self.models[i], {torch.nn.Linear}, dtype=torch.qint8
+            # )
+            # # Torchscript
+            # self.models[i] = torch.jit.script(self.models[i])
+
+        # Initialize generator
+        self.generator = self.task.build_generator(self.models, self.cfg.generation)
+
+        # Handle tokenization and BPE
+        self.tokenizer = self.task.build_tokenizer(self.cfg.tokenizer)
+        self.bpe = self.task.build_bpe(self.cfg.bpe)
+
+        # Load alignment dictionary for unknown word replacement
+        # (None if no unknown word replacement, empty if no path to align dictionary)
+        self.align_dict = utils.load_align_dict(self.cfg.generation.replace_unk)
+
+        self.max_positions = utils.resolve_max_positions(
+            self.task.max_positions(), *[model.max_positions() for model in self.models]
+        )
+
+    def encode_fn(self, x):
+        if self.tokenizer is not None:
+            x = self.tokenizer.encode(x)
+        if self.bpe is not None:
+            x = self.bpe.encode(x)
+        return x
+
+    def decode_fn(self, x):
+        if self.bpe is not None:
+            x = self.bpe.decode(x)
+        if self.tokenizer is not None:
+            x = self.tokenizer.decode(x)
+        return x
+
+    def translate(self, inputs, nbest=1):
+
+        start_id = 0
+        # for inputs in buffered_read(self.cfg.interactive.input, self.cfg.interactive.buffer_size):
+
+        results = []
+        for batch in make_batches(inputs, self.cfg, self.task, self.max_positions, self.encode_fn):
+            bsz = batch.src_tokens.size(0)
+            src_tokens = batch.src_tokens
+            src_lengths = batch.src_lengths
+            constraints = batch.constraints
+            if self.use_cuda:
+                src_tokens = src_tokens.cuda()
+                src_lengths = src_lengths.cuda()
+                if constraints is not None:
+                    constraints = constraints.cuda()
+
+            sample = {
+                "net_input": {
+                    "src_tokens": src_tokens,
+                    "src_lengths": src_lengths,
+                },
+            }
+
+            translate_start_time = time.time()
+            translations = self.task.inference_step(
+                self.generator, self.models, sample, constraints=constraints
+            )
+            translate_time = time.time() - translate_start_time
+            self.total_translate_time += translate_time
+            list_constraints = [[] for _ in range(bsz)]
+            if self.cfg.generation.constraints:
+                list_constraints = [unpack_constraints(c) for c in constraints]
+            for i, (id, hypos) in enumerate(zip(batch.ids.tolist(), translations)):
+                src_tokens_i = utils.strip_pad(src_tokens[i], self.tgt_dict.pad())
+                constraints = list_constraints[i]
+                results.append(
+                    (
+                        start_id + id,
+                        src_tokens_i,
+                        hypos,
+                        {
+                            "constraints": constraints,
+                            "time": translate_time / len(translations),
+                        },
+                    )
+                )
+
+        # sort output to match input order
+        result_str = ""
+        for id_, src_tokens, hypos, info in sorted(results, key=lambda x: x[0]):
+
+            src_str = ""
+            if self.src_dict is not None:
+                src_str = self.src_dict.string(src_tokens, self.cfg.common_eval.post_process)
+
+                
+                # print("S-{}\t{}".format(id_, src_str))
+                result_str += "S-{}\t{}".format(id_, src_str) + '\n'
+
+                # print("W-{}\t{:.3f}\tseconds".format(id_, info["time"]))
+                result_str += "W-{}\t{:.3f}\tseconds".format(id_, info["time"]) + '\n'
+
+                for constraint in info["constraints"]:
+                    # print(
+                    #     "C-{}\t{}".format(
+                    #         id_,
+                    #         self.tgt_dict.string(constraint, self.cfg.common_eval.post_process),
+                    #     )
+                    # )
+                    result_str += "C-{}\t{}".format(
+                            id_,
+                            self.tgt_dict.string(constraint, self.cfg.common_eval.post_process),
+                        ) + '\n'
+
+            # Process top predictions
+            for hypo in hypos[: min(len(hypos), nbest)]:
+                hypo_tokens, hypo_str, alignment = utils.post_process_prediction(
+                    hypo_tokens=hypo["tokens"].int().cpu(),
+                    src_str=src_str,
+                    alignment=hypo["alignment"],
+                    align_dict=self.align_dict,
+                    tgt_dict=self.tgt_dict,
+                    remove_bpe=self.cfg.common_eval.post_process,
+                    extra_symbols_to_ignore=get_symbols_to_strip_from_output(self.generator),
+                )
+                detok_hypo_str = self.decode_fn(hypo_str)
+                score = hypo["score"] / math.log(2)  # convert to base 2
+                # original hypothesis (after tokenization and BPE)
+                # print("H-{}\t{}\t{}".format(id_, score, hypo_str))
+                result_str += "H-{}\t{}\t{}".format(id_, score, hypo_str) + '\n'
+
+                # detokenized hypothesis
+                # print("D-{}\t{}\t{}".format(id_, score, detok_hypo_str))
+                result_str += "D-{}\t{}\t{}".format(id_, score, detok_hypo_str) + '\n'
+                
+                # print(
+                #     "P-{}\t{}".format(
+                #         id_,
+                #         " ".join(
+                #             map(
+                #                 lambda x: "{:.4f}".format(x),
+                #                 # convert from base e to base 2
+                #                 hypo["positional_scores"].div_(math.log(2)).tolist(),
+                #             )
+                #         ),
+                #     )
+                # )
+                result_str += "P-{}\t{}".format(
+                        id_,
+                        " ".join(
+                            map(
+                                lambda x: "{:.4f}".format(x),
+                                # convert from base e to base 2
+                                hypo["positional_scores"].div_(math.log(2)).tolist(),
+                            )
+                        ),
+                    ) + '\n'
+
+                if self.cfg.generation.print_alignment:
+                    alignment_str = " ".join(
+                        ["{}-{}".format(src, tgt) for src, tgt in alignment]
+                    )
+                    # print("A-{}\t{}".format(id_, alignment_str))
+                    result_str += "A-{}\t{}".format(id_, alignment_str) + '\n'
+
+            # # update running id_ counter
+            # start_id += len(inputs)
+        return result_str

app/ai4bharat/transliteration/transformer/en2indic.py

@@ -0,0 +1,112 @@
+import os
+from collections.abc import Iterable
+
+import logging
+logging.basicConfig(level=logging.WARNING)
+
+from .base_engine import BaseEngineTransformer, LANG_LIST_FILE
+
+F_DIR = os.path.dirname(os.path.realpath(__file__))
+
+MODEL_DOWNLOAD_URL = 'https://github.com/AI4Bharat/IndicXlit/releases/download/v1.0/indicxlit-en-indic-v1.0.zip'
+DICTS_DOWNLOAD_URL = 'https://github.com/AI4Bharat/IndicXlit/releases/download/v1.0/word_prob_dicts.zip'
+XLIT_VERSION = "v1.0" # If model/dict is changed on the storage, do not forget to change this variable in-order to force-download new assets
+
+def is_folder_writable(folder):
+    try:
+        os.makedirs(folder, exist_ok=True)
+        tmp_file = os.path.join(folder, '.write_test')
+        with open(tmp_file, 'w') as f:
+            f.write('Permission Check')
+        os.remove(tmp_file)
+        return True
+    except:
+        return False
+
+def is_directory_writable(path):
+    if os.name == 'nt':
+        return is_folder_writable(path)
+    return os.access(path, os.W_OK | os.X_OK)
+
+class XlitEngineTransformer_En2Indic(BaseEngineTransformer):
+    """
+    For Managing the top level tasks and applications of transliteration
+
+    TODO: Ability to pass `beam_width` dynamically
+    """
+    def __init__(self, lang2use = "all", beam_width=4, rescore=True):
+
+        if is_directory_writable(F_DIR):
+            models_path = os.path.join(F_DIR, 'models')
+        else:
+            user_home = os.path.expanduser("~")
+            models_path = os.path.join(user_home, '.AI4Bharat_Xlit_Models')
+        models_path = os.path.join(models_path, "en2indic", XLIT_VERSION)
+        os.makedirs(models_path, exist_ok=True)
+
+        lang_list_file = os.path.join(models_path, LANG_LIST_FILE)
+        _all_supported_langs = open(lang_list_file).read().strip().split('\n')
+        self._all_supported_langs = set(_all_supported_langs)
+        if "en" in self._all_supported_langs:
+            self._all_supported_langs.remove("en")
+
+        self._tgt_langs = set()
+        if isinstance(lang2use, str):
+            if lang2use == "all":
+                self._tgt_langs = self._all_supported_langs
+            elif lang2use in self._all_supported_langs:
+                self._tgt_langs.add(lang2use)
+            else:
+                raise Exception("XlitError: The entered Langauge code not found. Available are {}".format(self._all_supported_langs) )
+        elif isinstance(lang2use, Iterable):
+                for l in lang2use:
+                    if l in self._all_supported_langs:
+                        self._tgt_langs.add(l)
+                    else:
+                        print("XlitError: Language code {} not found, Skipping...".format(l))
+        else:
+            raise Exception("XlitError: lang2use must be a list of language codes (or) string of single language code" )
+
+        
+
+        model_file_path = self.download_models(models_path, MODEL_DOWNLOAD_URL)
+        if rescore:
+            dicts_folder = self.download_dicts(models_path, DICTS_DOWNLOAD_URL)
+        else:
+            dicts_folder = None
+        
+        super().__init__(models_path, beam_width=beam_width, rescore=rescore)
+    
+    @property
+    def all_supported_langs(self):
+        return self._all_supported_langs
+
+    @property
+    def tgt_langs(self):
+        return self._tgt_langs
+
+    def translit_word(self, word, lang_code="default", topk=4, transliterate_numerals=False):
+        
+        if lang_code in self.tgt_langs:
+            transliterated_word_list = self._transliterate_word(word, src_lang='en', tgt_lang=lang_code, topk=topk, nativize_numerals=transliterate_numerals)
+            return transliterated_word_list
+        elif lang_code == "default":
+            res_dict = {}
+            for la in self.tgt_langs:
+                transliterated_word_list = self._transliterate_word(word, src_lang='en', tgt_lang=la, topk=topk, nativize_numerals=transliterate_numerals)
+                res_dict[la] = transliterated_word_list
+            return res_dict
+        else:
+            raise NotImplementedError("Unsupported lang_code: " + lang_code)
+
+    def translit_sentence(self, eng_sentence, lang_code="default", transliterate_numerals=True):
+
+        if lang_code in self.tgt_langs:
+            return self._transliterate_sentence(eng_sentence, src_lang='en', tgt_lang=lang_code, nativize_numerals=transliterate_numerals)
+        elif lang_code == "default":
+            res_dict = {}
+            for la in self.tgt_langs:
+                res_dict[la] = self._transliterate_sentence(eng_sentence, src_lang='en', tgt_lang=la, nativize_numerals=transliterate_numerals)
+            return res_dict
+        else:
+            raise NotImplementedError("Unsupported lang_code: " + lang_code)

app/ai4bharat/transliteration/transformer/indic2en.py

@@ -0,0 +1,78 @@
+import os
+from collections.abc import Iterable
+
+import logging
+logging.basicConfig(level=logging.WARNING)
+
+from .base_engine import BaseEngineTransformer, LANG_LIST_FILE
+
+F_DIR = os.path.dirname(os.path.realpath(__file__))
+
+MODEL_DOWNLOAD_URL = 'https://github.com/AI4Bharat/IndicXlit/releases/download/v1.0/indicxlit-indic-en-v1.0.zip'
+DICTS_DOWNLOAD_URL = 'https://github.com/AI4Bharat/IndicXlit/releases/download/v1.0/word_prob_dicts_en.zip'
+XLIT_VERSION = "v1.0" # If model/dict is changed on the storage, do not forget to change this variable in-order to force-download new assets
+
+def is_folder_writable(folder):
+    try:
+        os.makedirs(folder, exist_ok=True)
+        tmp_file = os.path.join(folder, '.write_test')
+        with open(tmp_file, 'w') as f:
+            f.write('Permission Check')
+        os.remove(tmp_file)
+        return True
+    except:
+        return False
+
+def is_directory_writable(path):
+    if os.name == 'nt':
+        return is_folder_writable(path)
+    return os.access(path, os.W_OK | os.X_OK)
+
+class XlitEngineTransformer_Indic2En(BaseEngineTransformer):
+    """
+    For Managing the top level tasks and applications of transliteration
+
+    TODO: Ability to pass `beam_width` dynamically
+    """
+    def __init__(self, beam_width=4, rescore=True):
+        if is_directory_writable(F_DIR):
+            models_path = os.path.join(F_DIR, 'models')
+        else:
+            user_home = os.path.expanduser("~")
+            models_path = os.path.join(user_home, '.AI4Bharat_Xlit_Models')
+        models_path = os.path.join(models_path, "indic2en", XLIT_VERSION)
+        os.makedirs(models_path, exist_ok=True)
+
+        lang_list_file = os.path.join(models_path, LANG_LIST_FILE)
+        _all_supported_langs = open(lang_list_file).read().strip().split('\n')
+        self._all_supported_langs = set(_all_supported_langs)
+        if "en" in self._all_supported_langs:
+            self._all_supported_langs.remove("en")
+
+        self._tgt_langs = set(["en"])
+
+        model_file_path = self.download_models(models_path, MODEL_DOWNLOAD_URL)
+        if rescore:
+            dicts_folder = self.download_dicts(models_path, DICTS_DOWNLOAD_URL)
+        else:
+            dicts_folder = None
+        
+        super().__init__(models_path, beam_width=beam_width, rescore=rescore)
+    
+    @property
+    def all_supported_langs(self):
+        return self._all_supported_langs
+
+    @property
+    def tgt_langs(self):
+        return self._tgt_langs
+    
+    def translit_word(self, word, lang_code, topk=4):
+        if lang_code not in self.all_supported_langs:
+            raise NotImplementedError(f"Language: `{lang_code}` not yet supported")
+        return self._transliterate_word(word, src_lang=lang_code, tgt_lang='en', topk=topk)
+    
+    def translit_sentence(self, indic_sentence, lang_code):
+        if lang_code not in self.all_supported_langs:
+            raise NotImplementedError(f"Language: `{lang_code}` not yet supported")
+        return self._transliterate_sentence(indic_sentence, src_lang=lang_code, tgt_lang='en')

app/ai4bharat/transliteration/transformer/models/.gitignore

@@ -0,0 +1 @@
+/**/

app/ai4bharat/transliteration/transformer/models/README.md

@@ -0,0 +1,5 @@
+## Application Binaries
+
+:warning: Directories inside this folder will not be commited.
+
+Folder for storing the binaries, executables and weight specific scripts and models

app/ai4bharat/transliteration/utils.py

@@ -0,0 +1,286 @@
+import re
+
+LANG_CODE_TO_DISPLAY_NAME = {
+    # Indo-Aryan
+    ## Indic-scripts
+    'as' : "Assamese - অসমীয়া",
+    'bn' : "Bangla - বাংলা",
+    'doi': "Dogri - डोगरी",
+    'gom': "Goan Konkani - कोंकणी",
+    'gu' : "Gujarati - ગુજરાતી",
+    'hi' : "Hindi - हिंदी",
+    'mai': "Maithili - मैथिली",
+    'mr' : "Marathi - मराठी",
+    'ne' : "Nepali - नेपाली",
+    'or' : "Oriya - ଓଡ଼ିଆ",
+    'pa' : "Panjabi - ਪੰਜਾਬੀ",
+    'sa' : "Sanskrit - संस्कृतम्",
+    'si' : "Sinhala - සිංහල",
+    ## Perso-Arabic scripts
+    'ks' : "Kashmiri - كٲشُر",
+    'pnb': "Panjabi (Western) - پن٘جابی",
+    'sd' : "Sindhi - سنڌي",
+    'skr': "Saraiki - سرائیکی",
+    'ur' : "Urdu - اُردُو",
+    ## Misc
+    'dv' : "Dhivehi - ދިވެހި",
+
+    # Dravidian
+    'kn' : "Kannada - ಕನ್ನಡ",
+    'ml' : "Malayalam - മലയാളം",
+    'ta' : "Tamil - தமிழ்",
+    'te' : "Telugu - తెలుగు",
+    
+    # Tibeto-Burman
+    'brx': "Boro - बड़ो",
+    'mni': "Manipuri - ꯃꯤꯇꯩꯂꯣꯟ",
+
+    # Munda
+    'sat': "Santali - ᱥᱟᱱᱛᱟᱲᱤ",
+
+    # Misc
+    'en' : "English",
+}
+
+PERSOARABIC_LANG_CODES = {
+    'ks',
+    'pnb',
+    'sd',
+    'skr',
+    'ur',
+}
+
+RTL_LANG_CODES = set(PERSOARABIC_LANG_CODES)
+RTL_LANG_CODES.add('dv')
+
+# Default/Official language to script mapping
+LANG_CODE_TO_SCRIPT_CODE = {
+
+    # Indo-Aryan
+    "as"   : "Beng",
+    "bn"   : "Beng",
+    "doi"  : "Deva",
+    "dv"   : "Thaa",
+    "gom"  : "Deva",
+    "gu"   : "Gujr",
+    "hi"   : "Deva",
+    "ks"   : "Aran",
+    "mai"  : "Deva",
+    "mr"   : "Deva",
+    "ne"   : "Deva",
+    "or"   : "Orya",
+    "pa"   : "Guru",
+    "pnb"  : "Aran",
+    "sa"   : "Deva",
+    "sd"   : "Arab",
+    "si"   : "Sinh",
+    "skr"  : "Aran",
+    "ur"   : "Aran",
+
+    # Dravidian
+    "kn"   : "Knda",
+    "ml"   : "Mlym",
+    "ta"   : "Taml",
+    "te"   : "Telu",
+
+    # Tibeto-Burman
+    "brx"  : "Deva",
+    "mni"  : "Mtei",
+
+    # Munda
+    "sat"  : "Olck",
+
+    # Misc
+    "en"   : "Latn",
+}
+
+SCRIPT_CODE_TO_UNICODE_CHARS_RANGE_STR = {
+    # ISO 15924 codes for script names
+
+    # North Indic
+    "Beng": "\u0980-\u09FF",
+    "Deva": "\u0900-\u097F",
+    "Gujr": "\u0A80-\u0AFF",
+    "Guru": "\u0A00-\u0A7F",
+    "Orya": "\u0B00-\u0B7F",
+
+    # South Indic
+    "Knda": "\u0C80-\u0CFF",
+    "Mlym": "\u0D00-\u0D7F",
+    "Sinh": "\u0D80-\u0DFF",
+    "Taml": "\u0B80-\u0BFF",
+    "Telu": "\u0C00-\u0C7F",
+
+    # Tibetic
+    "Mtei": "\uABC0-\uABFF",
+
+    # Misc
+    "Arab": "\u0600-\u06FF\u0750-\u077F\u0870-\u089F\u08A0-\u08FF", # Perso-Arabic
+    "Aran": "\u0600-\u06FF\u0750-\u077F\u0870-\u089F\u08A0-\u08FF", # Perso-Arabic (Nastaliq code)
+    "Latn": "\u0041-\u005A\u0061-\u007A", # includes only basic/unaccented Roman
+    "Olck": "\u1C50-\u1C7F",
+    "Thaa": "\u0780-\u07BF",
+}
+
+GOOGLE_FONTS = {
+    "gom": "Tiro Devanagari Marathi",
+    "ks" : "Noto Nastaliq Urdu",
+    "mni": "Noto Sans Meetei Mayek",
+    "mr" : "Tiro Devanagari Marathi",
+    "sa" : "Tiro Devanagari Sanskrit",
+    "sat": "Noto Sans Ol Chiki",
+    "sd" : "Lateef",
+    "ur" : "Noto Nastaliq Urdu",
+}
+
+FALLBACK_FONTS = {
+    "gom": "serif",
+    "ks" : "serif",
+    "mni": "sans-serif",
+    "mr" : "serif",
+    "sa" : "serif",
+    "sat": "sans-serif",
+    "sd" : "serif",
+    "ur" : "serif",
+}
+
+INDIC_TO_LATIN_PUNCT = {
+    ## List of all punctuations across languages
+
+    # Brahmic
+    '।': '.', # Nagari
+    ## Archaic Indic
+    '॥': "..",  # Sanskrit
+    '෴': '.', # Sinhala
+    ## Meetei (influenced from Burmese)
+    '꫰': ',',
+    '꯫': '.',
+
+    # Ol Chiki
+    '᱾': '.',
+    '᱿': '..',
+
+    # Arabic
+    '۔': '.',
+    '؟': '?',
+    '،': ',',
+    '؛': ';',
+    '۝': "..",
+}
+
+INDIC_TO_LATIN_PUNCT_TRANSLATOR = str.maketrans(INDIC_TO_LATIN_PUNCT)
+
+NON_LATIN_FULLSTOP_LANGS = {
+    # Brahmic
+    'as' : '।',
+    'bn' : '।',
+    'brx': '।',
+    'doi': '।',
+    'hi' : '।',
+    'mai': '।',
+    'mni': '꯫',
+    'ne' : '।',
+    'or' : '।',
+    'pa' : '।',
+    'sa' : '।',
+    'sat': '᱾',
+
+    # Nastaliq
+    'ks' : '۔',
+    'pnb': '۔',
+    # 'sd' : '۔', # Sindhi uses Naskh, hence use latin
+    'skr': '۔',
+    'ur' : '۔',
+}
+
+ENDS_WITH_LATIN_FULLSTOP_REGEX = re.compile("(^|.*[^.])\.$")
+
+def nativize_latin_fullstop(text, lang_code):
+    if lang_code in NON_LATIN_FULLSTOP_LANGS and ENDS_WITH_LATIN_FULLSTOP_REGEX.match(text):
+        return text[:-1] + NON_LATIN_FULLSTOP_LANGS[lang_code]
+    return text
+
+LATIN_TO_PERSOARABIC_PUNCTUATIONS = {
+    # Except full-stop (since period-mark is ambiguous in usage, like fullforms)
+    '?': '؟',
+    ',': '،',
+    ';': '؛',
+}
+
+LATIN_TO_PERSOARABIC_PUNC_TRANSLATOR = str.maketrans(LATIN_TO_PERSOARABIC_PUNCTUATIONS)
+
+SCRIPT_CODE_TO_NUMERALS = {
+    # ISO 15924 codes for script names
+
+    # North Indic
+    "Beng": "০১২৩৪৫৬৭৮৯",
+    "Deva": "०१२३४५६७८९",
+    "Gujr": "૦૧૨૩૪૫૬૭૮૯",
+    "Guru": "੦੧੨੩੪੫੬੭੮੯",
+    "Orya": "୦୧୨୩୪୫୬୭୮୯",
+
+    # South Indic
+    "Knda": "೦೧೨೩೪೫೬೭೮೯",
+    "Mlym": "൦൧൨൩൪൫൬൭൮൯",
+    "Sinh": "෦෧෨෩෪෫෬෭෮෯",
+    "Taml": "௦௧௨௩௪௫௬௭௮௯",
+    "Telu": "౦౧౨౩౪౫౬౭౮౯",
+
+    # Tibetic
+    "Mtei": "꯰꯱꯲꯳꯴꯵꯶꯷꯸꯹",
+
+    # Misc
+    "Arab": "۰۱۲۳۴۵۶۷۸۹", # Perso-Arabic numerals
+    "Aran": "۰۱۲۳۴۵۶۷۸۹", # Perso-Arabic numerals
+    "Latn": "0123456789",
+    "Olck": "᱐᱑᱒᱓᱔᱕᱖᱗᱘᱙",
+    "Thaa": "٠١٢٣٤٥٦٧٨٩", # East-Arabic numerals. (Dhivehi does code-mixing with Arabic)
+}
+
+LANG_CODE_TO_NUMERALS = {
+    lang_code: SCRIPT_CODE_TO_NUMERALS[script_code]
+    for lang_code, script_code in LANG_CODE_TO_SCRIPT_CODE.items()
+}
+
+INDIC_TO_STANDARD_NUMERALS_GLOBAL_MAP = {}
+for lang_code, lang_numerals in LANG_CODE_TO_NUMERALS.items():
+    map_dict = {lang_numeral: en_numeral for lang_numeral, en_numeral in zip(lang_numerals, LANG_CODE_TO_NUMERALS["en"])}
+    INDIC_TO_STANDARD_NUMERALS_GLOBAL_MAP.update(map_dict)
+
+INDIC_TO_STANDARD_NUMERALS_TRANSLATOR = str.maketrans(INDIC_TO_STANDARD_NUMERALS_GLOBAL_MAP)
+
+NATIVE_TO_LATIN_NUMERALS_TRANSLATORS = {
+    lang_code: str.maketrans({lang_numeral: en_numeral for lang_numeral, en_numeral in zip(lang_numerals, LANG_CODE_TO_NUMERALS["en"])})
+    for lang_code, lang_numerals in LANG_CODE_TO_NUMERALS.items()
+    if lang_code != "en"
+}
+
+LATIN_TO_NATIVE_NUMERALS_TRANSLATORS = {
+    lang_code: str.maketrans({en_numeral: lang_numeral for en_numeral, lang_numeral in zip(LANG_CODE_TO_NUMERALS["en"], lang_numerals)})
+    for lang_code, lang_numerals in LANG_CODE_TO_NUMERALS.items()
+    if lang_code != "en"
+}
+
+WORDFINAL_INDIC_VIRAMA_REGEX = re.compile("(\u09cd|\u094d|\u0acd|\u0a4d|\u0b4d|\u0ccd|\u0d4d|\u0dca|\u0bcd|\u0c4d|\uaaf6)$")
+def hardfix_wordfinal_virama(word):
+    # Add ZWNJ after a word-final halanta
+    # Not applicable for non-Brahmic scripts (like Arabic & Ol-Chiki)
+    return WORDFINAL_INDIC_VIRAMA_REGEX.sub("\\1\u200c", word)
+
+ODIA_CONFUSING_YUKTAKSHARA_REGEX = re.compile("(\u0b4d)(ବ|ଵ|ୱ|ଯ|ୟ)")
+def fix_odia_confusing_ambiguous_yuktakshara(word):
+    # Add ZWNJ in-between to force-render virama in conjunct
+    return ODIA_CONFUSING_YUKTAKSHARA_REGEX.sub("\\1\u200c\\2", word)
+
+LATIN_WORDFINAL_CONSONANTS_CHECKER_REGEX = re.compile(".*([bcdfghjklmnpqrstvwxyz])$")
+DEVANAGARI_WORDFINAL_CONSONANTS_REGEX = re.compile("([\u0915-\u0939\u0958-\u095f\u0979-\u097c\u097e-\u097f])$")
+def explicit_devanagari_wordfinal_schwa_delete(roman_word, indic_word):
+    if LATIN_WORDFINAL_CONSONANTS_CHECKER_REGEX.match(roman_word):
+        indic_word = DEVANAGARI_WORDFINAL_CONSONANTS_REGEX.sub("\\1\u094d", indic_word)
+    return indic_word
+
+# To replace last N occurences of a substring in a string
+# Src: https://stackoverflow.com/questions/2556108/
+def rreplace(text, find_pattern, replace_pattern, match_count=1):
+    splits = text.rsplit(find_pattern, match_count)
+    return replace_pattern.join(splits)

app/ai4bharat/transliteration/xlit_server.py

@@ -0,0 +1,207 @@
+"""
+Expose Transliteration Engine as an HTTP API.
+
+USAGE:
+```
+from ai4bharat.transliteration import xlit_server
+app, engine = xlit_server.get_app()
+app.run(host='0.0.0.0', port=8000)
+```
+Sample URLs:
+    http://localhost:8000/tl/ta/amma
+    http://localhost:8000/languages
+
+FORMAT:
+    Based on the Varnam API standard
+    https://api.varnamproject.com/tl/hi/bharat
+"""
+
+from flask import Flask, jsonify, request, make_response
+from flask_limiter import Limiter
+from uuid import uuid4
+from datetime import datetime
+import traceback
+import enum
+
+from .utils import LANG_CODE_TO_DISPLAY_NAME, RTL_LANG_CODES, LANG_CODE_TO_SCRIPT_CODE, GOOGLE_FONTS, FALLBACK_FONTS
+
+class XlitError(enum.Enum):
+    lang_err = "Unsupported langauge ID requested ;( Please check available languages."
+    string_err = "String passed is incompatable ;("
+    internal_err = "Internal crash ;("
+    unknown_err = "Unknown Failure"
+    loading_err = "Loading failed ;( Check if metadata/paths are correctly configured."
+
+def get_remote_address() -> str:
+    return request.headers.get('X-Forwarded-For', request.remote_addr) or "127.0.0.1"
+
+app = Flask(__name__)
+app.config['JSON_AS_ASCII'] = False
+limiter = Limiter(
+    get_remote_address,
+    app=app,
+    storage_uri="memory://",
+)
+
+## ----------------------------- Xlit Engine -------------------------------- ##
+
+from .xlit_src import XlitEngine
+
+MAX_SUGGESTIONS = 8
+DEFAULT_NUM_SUGGESTIONS = 5
+
+ENGINE = {
+    "en2indic": XlitEngine(beam_width=MAX_SUGGESTIONS, rescore=True, model_type="transformer", src_script_type = "roman"),
+    "indic2en": XlitEngine(beam_width=MAX_SUGGESTIONS, rescore=False, model_type="transformer", src_script_type = "indic"),
+}
+
+EXPOSED_LANGS = [
+    {
+        "LangCode": lang_code, # ISO-639 code
+        "Identifier": lang_code, # ISO-639 code
+        "DisplayName": LANG_CODE_TO_DISPLAY_NAME[lang_code],
+        "Author": "AI4Bharat", # Name of developer / team
+        "CompiledDate": "09-April-2022", # date on which model was trained
+        "IsStable": True, # Set `False` if the model is experimental
+        "Direction": "rtl" if lang_code in RTL_LANG_CODES else "ltr",
+        "ScriptCode": LANG_CODE_TO_SCRIPT_CODE[lang_code],
+        "GoogleFont": GOOGLE_FONTS[lang_code] if lang_code in GOOGLE_FONTS else None,
+        "FallbackFont": FALLBACK_FONTS[lang_code] if lang_code in FALLBACK_FONTS else None,
+    } for lang_code in sorted(ENGINE["en2indic"].all_supported_langs)
+]
+
+def get_app():
+    return app, ENGINE
+
+## ---------------------------- API End-points ------------------------------ ##
+
+@app.route('/languages', methods = ['GET', 'POST'])
+def supported_languages():
+    # Format - https://xlit-api.ai4bharat.org/languages
+    response = make_response(jsonify(EXPOSED_LANGS))
+    if 'xlit_user_id' not in request.cookies:
+        # host = request.environ['HTTP_ORIGIN'].split('://')[1]
+        host = '.ai4bharat.org'
+        response.set_cookie('xlit_user_id', uuid4().hex, max_age=365*24*60*60, domain=host, samesite='None', secure=True, httponly=True)
+    return response
+
+@app.route('/tl/<lang_code>/<eng_word>', methods = ['GET'])
+@limiter.limit("5/second")
+def xlit_api(lang_code, eng_word):
+    # Format: https://xlit-api.ai4bharat.org/tl/ta/bharat
+    response = {
+        'success': False,
+        'error': '',
+        'at': str(datetime.utcnow()) + ' +0000 UTC',
+        'input': eng_word.strip(),
+        'result': ''
+    }
+
+    transliterate_numerals = request.args.get('transliterate_numerals', default=False, type=lambda v: v.lower() == 'true')
+    num_suggestions = request.args.get('num_suggestions', default=DEFAULT_NUM_SUGGESTIONS, type=int)
+
+    if lang_code not in ENGINE["en2indic"].all_supported_langs:
+        response['error'] = 'Invalid scheme identifier. Supported languages are: '+ str(ENGINE["en2indic"].all_supported_langs)
+        return jsonify(response)
+
+    try:
+        ## Limit char count to --> 70
+        xlit_result = ENGINE["en2indic"].translit_word(eng_word[:70], lang_code, topk=num_suggestions, transliterate_numerals=transliterate_numerals)
+    except Exception as e:
+        xlit_result = XlitError.internal_err
+
+
+    if isinstance(xlit_result, XlitError):
+        response['error'] = xlit_result.value
+        print("XlitError:", traceback.format_exc())
+    else:
+        response['result'] = xlit_result
+        response['success'] = True
+
+    return jsonify(response)
+
+@app.route('/rtl/<lang_code>/<word>', methods = ['GET'])
+@limiter.limit("5/second")
+def reverse_xlit_api(lang_code, word):
+    # Format: https://api.varnamproject.com/rtl/hi/भारत
+    response = {
+        'success': False,
+        'error': '',
+        'at': str(datetime.utcnow()) + ' +0000 UTC',
+        'input': word.strip(),
+        'result': ''
+    }
+
+    if lang_code not in ENGINE["indic2en"].all_supported_langs:
+        response['error'] = 'Invalid scheme identifier. Supported languages are: '+ str(ENGINE["indic2en"].all_supported_langs)
+        return jsonify(response)
+
+    num_suggestions = request.args.get('num_suggestions', default=DEFAULT_NUM_SUGGESTIONS, type=int)
+
+    try:
+        ## Limit char count to --> 70
+        xlit_result = ENGINE["indic2en"].translit_word(word[:70], lang_code, topk=num_suggestions)
+    except Exception as e:
+        xlit_result = XlitError.internal_err
+
+    if isinstance(xlit_result, XlitError):
+        response['error'] = xlit_result.value
+        print("XlitError:", traceback.format_exc())
+    else:
+        response['result'] = xlit_result
+        response['success'] = True
+
+    return jsonify(response)
+
+@app.route('/transliterate', methods=['POST'])
+@limiter.limit("5/second")
+def ulca_api():
+    '''
+    ULCA-compliant endpoint. See for sample request-response:
+    https://github.com/ULCA-IN/ulca/tree/master/specs/examples/model/transliteration-model
+    '''
+    data = request.get_json(force=True)
+    
+    if "input" not in data or "config" not in data:
+        return jsonify({
+            "status": {
+                "statusCode": 400,
+                "message": "Ensure `input` and `config` fields missing."
+            }
+        }), 400
+    
+    if (data["config"]["language"]["sourceLanguage"] == "en" and data["config"]["language"]["targetLanguage"] in ENGINE["en2indic"].all_supported_langs) or (data["config"]["language"]["sourceLanguage"] in ENGINE["indic2en"].all_supported_langs and data["config"]["language"]["targetLanguage"] == 'en'):
+        pass
+    else:
+        return jsonify({
+            "status": {
+                "statusCode": 501,
+                "message": "The mentioned language-pair is not supported yet."
+            }
+        }), 501
+    
+    is_sentence = data["config"]["isSentence"] if "isSentence" in data["config"] else False
+    num_suggestions = 1 if is_sentence else (data["config"]["numSuggestions"] if "numSuggestions" in data["config"] else 5)
+
+    if data["config"]["language"]["targetLanguage"] == "en":
+        engine = ENGINE["indic2en"]
+        lang_code = data["config"]["language"]["sourceLanguage"]
+    else:
+        engine = ENGINE["en2indic"]
+        lang_code = data["config"]["language"]["targetLanguage"]
+
+    outputs = []
+    for item in data["input"]:
+        if is_sentence:
+            item["target"] = [engine.translit_sentence(item["source"], lang_code=lang_code)]
+        else:
+            item["source"] = item["source"][:32]
+            item["target"] = engine.translit_word(item["source"], lang_code=lang_code, topk=num_suggestions)
+    
+    return {
+        "output": data["input"],
+        # "status": {
+        #     "statusCode": 200,
+        #     "message" : "success"
+        # }
+    }, 200

app/ai4bharat/transliteration/xlit_src.py

@@ -0,0 +1,19 @@
+def XlitEngine(
+    lang2use = "all", beam_width=4, rescore=True,
+    model_type = "transformer",
+    src_script_type = "roman",
+):
+    if model_type == "transformer":
+        if src_script_type in {"roman", "latin", "en"}:
+            from .transformer import XlitEngineTransformer_En2Indic
+            return XlitEngineTransformer_En2Indic(lang2use, beam_width=beam_width, rescore=rescore)
+        elif src_script_type == "indic":
+            from .transformer import XlitEngineTransformer_Indic2En
+            return XlitEngineTransformer_Indic2En(beam_width=beam_width, rescore=rescore)
+    
+    elif model_type == "rnn":
+        assert src_script_type in {"roman", "latin", "en"}
+        from .rnn.engine import XlitEngineRNN
+        return XlitEngineRNN(lang2use, beam_width=beam_width, rescore=rescore)
+           
+    raise NotImplementedError()

dependencies.txt

@@ -0,0 +1,16 @@
+pydload
+flask
+flask_cors
+Flask-Limiter
+gevent
+sacremoses
+pandas
+tqdm
+ujson
+mock
+tensorboardX
+pyarrow
+fairseq
+
+urduhack
+indic_nlp_library

models/en2indic/corpus-bin/dict.as.txt

@@ -0,0 +1,780 @@
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models/en2indic/corpus-bin/dict.bn.txt

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models/en2indic/corpus-bin/dict.brx.txt

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models/en2indic/corpus-bin/dict.en.txt

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models/en2indic/corpus-bin/dict.gom.txt

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models/en2indic/corpus-bin/dict.gu.txt

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models/en2indic/corpus-bin/dict.hi.txt

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models/en2indic/corpus-bin/dict.kn.txt

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models/en2indic/corpus-bin/dict.ks.txt

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models/en2indic/corpus-bin/dict.mai.txt

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models/en2indic/corpus-bin/dict.ml.txt

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models/en2indic/corpus-bin/dict.mlt.txt

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models/en2indic/corpus-bin/dict.mni.txt

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models/en2indic/corpus-bin/dict.mr.txt

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models/en2indic/corpus-bin/dict.ne.txt

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models/en2indic/corpus-bin/dict.or.txt

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models/en2indic/corpus-bin/dict.pa.txt

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models/en2indic/corpus-bin/dict.sa.txt

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models/en2indic/corpus-bin/dict.sd.txt

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models/en2indic/corpus-bin/dict.si.txt

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models/en2indic/corpus-bin/dict.ta.txt

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models/en2indic/corpus-bin/dict.te.txt

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models/indic2en/corpus-bin/dict.bn.txt

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models/indic2en/corpus-bin/dict.brx.txt

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models/indic2en/corpus-bin/dict.en.txt

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models/indic2en/corpus-bin/dict.gom.txt

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models/indic2en/corpus-bin/dict.gu.txt

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models/indic2en/corpus-bin/dict.hi.txt

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models/indic2en/corpus-bin/dict.kn.txt

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models/indic2en/corpus-bin/dict.ks.txt

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models/indic2en/corpus-bin/dict.mai.txt

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