{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/efficiently-trainable-text-to-speech-system","title":"Efficiently Trainable Text-to-Speech System Based on Deep Convolutional Networks with Guided Attention","arxiv_id":"1710.08969","date":"2017-10-24","proceeding":null,"authors":["Hideyuki Tachibana","Katsuya Uenoyama","Shunsuke Aihara"],"abstract":"This paper describes a novel text-to-speech (TTS) technique based on deep convolutional neural networks (CNN), without use of any recurrent units. Recurrent neural networks (RNN) have become a standard technique to model sequential data recently, and this technique has been used in some cutting-edge neural TTS techniques. However, training RNN components often requires a very powerful computer, or a very long time, typically several days or weeks. Recent other studies, on the other hand, have shown that CNN-based sequence synthesis can be much faster than RNN-based techniques, because of high parallelizability. The objective of this paper is to show that an alternative neural TTS based only on CNN alleviate these economic costs of training. In our experiment, the proposed Deep Convolutional TTS was sufficiently trained overnight (15 hours), using an ordinary gaming PC equipped with two GPUs, while the quality of the synthesized speech was almost acceptable.","url_abs":"https://arxiv.org/abs/1710.08969v2","url_pdf":"https://arxiv.org/pdf/1710.08969v2.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/CSTR-Edinburgh/ophelia","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/Kyubyong/dc_tts","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/Nvillaluenga/DC_TTS","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/SeanPLeary/dc_tts-transfer-learning","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/TartuNLP/deepvoice3_pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/adityapandya1/review-of-DCTTS","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/alisterta/Persian-text-to-speech","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/coqui-ai/TTS","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MPL-2.0"}},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/creotiv/RussianTTS-Tacotron2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/dimasikson/Audio-cleaning-with-Deep-Learning","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/izzajalandoni/tts_models","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"BSD-3-Clause"}},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/jessearodriguez/LJ-Audio-dataset-generator","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/keonlee9420/Comprehensive-Tacotron2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/keonlee9420/PortaSpeech","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/merts1/dc_tts-turkish-implementation-T-rk-e-metinden-sese-","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/merts1/dc_tts-turkish-implementation-Turkce-metinden-sese-","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/noetits/ICE-Talk","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/oliverwatts/ophelia","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/r9y9/deepvoice3_pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/tiberiu44/TTS-Cube","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/tugstugi/pytorch-dc-tts","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"efficiently-trainable-text-to-speech-system","repo_url":"https://github.com/ung200/thats-what-obama-said","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}}],"tasks":[{"task_slug":"text-to-speech","task_name":"Text to Speech"},{"task_slug":"text-to-speech-synthesis","task_name":"Text-To-Speech Synthesis"},{"task_slug":"text-to-speech-1","task_name":"text-to-speech"}],"methods":[{"method_slug":"1d-cnn","method_name":"1D CNN"}],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1710.08969","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1710.08969"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/adityapandya1/review-of-DCTTS","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/tiberiu44/TTS-Cube","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/merts1/dc_tts-turkish-implementation-Turkce-metinden-sese-","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/tugstugi/pytorch-dc-tts","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/keonlee9420/Comprehensive-Tacotron2","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/oliverwatts/ophelia","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/dimasikson/Audio-cleaning-with-Deep-Learning","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/ung200/thats-what-obama-said","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/izzajalandoni/tts_models","reach":{"status":"ok","spdx":"BSD-3-Clause"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/coqui-ai/TTS","reach":{"status":"ok","spdx":"MPL-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/creotiv/RussianTTS-Tacotron2","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/CSTR-Edinburgh/ophelia","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/jessearodriguez/LJ-Audio-dataset-generator","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/keonlee9420/PortaSpeech","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/r9y9/deepvoice3_pytorch","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/merts1/dc_tts-turkish-implementation-T-rk-e-metinden-sese-","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Nvillaluenga/DC_TTS","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Kyubyong/dc_tts","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/TartuNLP/deepvoice3_pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/alisterta/Persian-text-to-speech","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/noetits/ICE-Talk","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/SeanPLeary/dc_tts-transfer-learning","reach":{"status":"ok"}}],"summary":{"ran_draft_wrong":1,"unverified":27},"by_repo_kind":{"listed":{"samples":28,"ran":1,"repositories":5}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":1,"samples":[{"code_sha256_prefix":"afbe89316d22c0f4","entry":"expand_speaker_embed","repo":"r9y9/deepvoice3_pytorch","repo_kind":"listed","path":"deepvoice3_pytorch/deepvoice3.py","file_url":"https://github.com/r9y9/deepvoice3_pytorch/blob/HEAD/deepvoice3_pytorch/deepvoice3.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"afbe89316d22c0f4"}},{"code_sha256_prefix":"974c61cc45a1f486","entry":"Audio2Emo","repo":"noetits/ICE-Talk","repo_kind":"listed","path":"networks.py","file_url":"https://github.com/noetits/ICE-Talk/blob/HEAD/networks.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"974c61cc45a1f486"}},{"code_sha256_prefix":"e4e0b7b26475d975","entry":"AudioEnc","repo":"CSTR-Edinburgh/ophelia","repo_kind":"listed","path":"networks.py","file_url":"https://github.com/CSTR-Edinburgh/ophelia/blob/HEAD/networks.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"e4e0b7b26475d975"}},{"code_sha256_prefix":"c5cba2e8a4c727f2","entry":"MerlinTextEnc","repo":"CSTR-Edinburgh/ophelia","repo_kind":"listed","path":"networks.py","file_url":"https://github.com/CSTR-Edinburgh/ophelia/blob/HEAD/networks.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"c5cba2e8a4c727f2"}},{"code_sha256_prefix":"ba4c6a02fe3d374d","entry":"TextEnc","repo":"CSTR-Edinburgh/ophelia","repo_kind":"listed","path":"networks.py","file_url":"https://github.com/CSTR-Edinburgh/ophelia/blob/HEAD/networks.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"ba4c6a02fe3d374d"}},{"code_sha256_prefix":"d2ca2d8a3bc33553","entry":"TextEnc","repo":"noetits/ICE-Talk","repo_kind":"listed","path":"networks.py","file_url":"https://github.com/noetits/ICE-Talk/blob/HEAD/networks.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"d2ca2d8a3bc33553"}},{"code_sha256_prefix":"d8171e0ad0828450","entry":"basename","repo":"CSTR-Edinburgh/ophelia","repo_kind":"listed","path":"libutil.py","file_url":"https://github.com/CSTR-Edinburgh/ophelia/blob/HEAD/libutil.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"d8171e0ad0828450"}},{"code_sha256_prefix":"d62d395f3bcbf830","entry":"closest_node","repo":"noetits/ICE-Talk","repo_kind":"listed","path":"perceptual_experiment/ice_tts_server.py","file_url":"https://github.com/noetits/ICE-Talk/blob/HEAD/perceptual_experiment/ice_tts_server.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"d62d395f3bcbf830"}},{"code_sha256_prefix":"57cd6ddf283c039d","entry":"closest_node","repo":"noetits/ICE-Talk","repo_kind":"listed","path":"server/ice_tts_server.py","file_url":"https://github.com/noetits/ICE-Talk/blob/HEAD/server/ice_tts_server.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"57cd6ddf283c039d"}},{"code_sha256_prefix":"7b716d9e1a746cbe","entry":"collate_fn","repo":"tugstugi/pytorch-dc-tts","repo_kind":"listed","path":"datasets/data_loader.py","file_url":"https://github.com/tugstugi/pytorch-dc-tts/blob/HEAD/datasets/data_loader.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"7b716d9e1a746cbe"}},{"code_sha256_prefix":"47b69c1525e362f1","entry":"embed","repo":"CSTR-Edinburgh/ophelia","repo_kind":"listed","path":"modules.py","file_url":"https://github.com/CSTR-Edinburgh/ophelia/blob/HEAD/modules.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"47b69c1525e362f1"}},{"code_sha256_prefix":"c0429bb726c5e40c","entry":"filter_variables_for_update","repo":"CSTR-Edinburgh/ophelia","repo_kind":"listed","path":"architectures.py","file_url":"https://github.com/CSTR-Edinburgh/ophelia/blob/HEAD/architectures.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"c0429bb726c5e40c"}},{"code_sha256_prefix":"d6f8fc346bb63fa6","entry":"get_labels_indices","repo":"CSTR-Edinburgh/ophelia","repo_kind":"listed","path":"data_load.py","file_url":"https://github.com/CSTR-Edinburgh/ophelia/blob/HEAD/data_load.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"d6f8fc346bb63fa6"}},{"code_sha256_prefix":"fdbf8a94e43df2cd","entry":"get_last_checkpoint_file_name","repo":"tugstugi/pytorch-dc-tts","repo_kind":"listed","path":"utils.py","file_url":"https://github.com/tugstugi/pytorch-dc-tts/blob/HEAD/utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"fdbf8a94e43df2cd"}},{"code_sha256_prefix":"d549024a49fc32ba","entry":"highwaynet","repo":"Kyubyong/dc_tts","repo_kind":"listed","path":"modules.py","file_url":"https://github.com/Kyubyong/dc_tts/blob/HEAD/modules.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"d549024a49fc32ba"}},{"code_sha256_prefix":"ca18f95be1d5909c","entry":"learn_channel_contributions","repo":"CSTR-Edinburgh/ophelia","repo_kind":"listed","path":"modules.py","file_url":"https://github.com/CSTR-Edinburgh/ophelia/blob/HEAD/modules.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"ca18f95be1d5909c"}},{"code_sha256_prefix":"6ee51bc0f357e66f","entry":"load_checkpoint","repo":"tugstugi/pytorch-dc-tts","repo_kind":"listed","path":"utils.py","file_url":"https://github.com/tugstugi/pytorch-dc-tts/blob/HEAD/utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"6ee51bc0f357e66f"}},{"code_sha256_prefix":"324dd3942a2ddf83","entry":"load_config","repo":"CSTR-Edinburgh/ophelia","repo_kind":"listed","path":"configuration.py","file_url":"https://github.com/CSTR-Edinburgh/ophelia/blob/HEAD/configuration.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"324dd3942a2ddf83"}},{"code_sha256_prefix":"e7f70dd6bd569571","entry":"load_config","repo":"noetits/ICE-Talk","repo_kind":"listed","path":"configuration.py","file_url":"https://github.com/noetits/ICE-Talk/blob/HEAD/configuration.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"e7f70dd6bd569571"}},{"code_sha256_prefix":"ed89c632018002ae","entry":"load_vocab","repo":"CSTR-Edinburgh/ophelia","repo_kind":"listed","path":"data_load.py","file_url":"https://github.com/CSTR-Edinburgh/ophelia/blob/HEAD/data_load.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"ed89c632018002ae"}},{"code_sha256_prefix":"84dc7d3d58bc8567","entry":"map_range","repo":"noetits/ICE-Talk","repo_kind":"listed","path":"perceptual_experiment/ice_tts_server.py","file_url":"https://github.com/noetits/ICE-Talk/blob/HEAD/perceptual_experiment/ice_tts_server.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"84dc7d3d58bc8567"}},{"code_sha256_prefix":"4e8579cfe6446a88","entry":"map_range","repo":"noetits/ICE-Talk","repo_kind":"listed","path":"server/ice_tts_server.py","file_url":"https://github.com/noetits/ICE-Talk/blob/HEAD/server/ice_tts_server.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"4e8579cfe6446a88"}},{"code_sha256_prefix":"0bb8fbc5c846e75f","entry":"normalize","repo":"Kyubyong/dc_tts","repo_kind":"listed","path":"modules.py","file_url":"https://github.com/Kyubyong/dc_tts/blob/HEAD/modules.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"0bb8fbc5c846e75f"}},{"code_sha256_prefix":"c3fdc1c1a47b1ced","entry":"normalize","repo":"CSTR-Edinburgh/ophelia","repo_kind":"listed","path":"modules.py","file_url":"https://github.com/CSTR-Edinburgh/ophelia/blob/HEAD/modules.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"c3fdc1c1a47b1ced"}},{"code_sha256_prefix":"a915021af11bdd1a","entry":"phones_normalize","repo":"noetits/ICE-Talk","repo_kind":"listed","path":"data_load.py","file_url":"https://github.com/noetits/ICE-Talk/blob/HEAD/data_load.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"a915021af11bdd1a"}},{"code_sha256_prefix":"7cf1ea807d160502","entry":"read_norm_data","repo":"CSTR-Edinburgh/ophelia","repo_kind":"listed","path":"libutil.py","file_url":"https://github.com/CSTR-Edinburgh/ophelia/blob/HEAD/libutil.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"7cf1ea807d160502"}},{"code_sha256_prefix":"3f081be1fc3120fa","entry":"readlist","repo":"CSTR-Edinburgh/ophelia","repo_kind":"listed","path":"libutil.py","file_url":"https://github.com/CSTR-Edinburgh/ophelia/blob/HEAD/libutil.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"3f081be1fc3120fa"}},{"code_sha256_prefix":"bb87040e802a5688","entry":"text_normalize","repo":"CSTR-Edinburgh/ophelia","repo_kind":"listed","path":"data_load.py","file_url":"https://github.com/CSTR-Edinburgh/ophelia/blob/HEAD/data_load.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"bb87040e802a5688"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}