{"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/high-fidelity-audio-compression-with-improved","title":"High-Fidelity Audio Compression with Improved RVQGAN","arxiv_id":"2306.06546","date":"2023-06-11","proceeding":"NeurIPS 2023 11","authors":["Rithesh Kumar","Prem Seetharaman","Alejandro Luebs","Ishaan Kumar","Kundan Kumar"],"abstract":"Language models have been successfully used to model natural signals, such as images, speech, and music. A key component of these models is a high quality neural compression model that can compress high-dimensional natural signals into lower dimensional discrete tokens. To that end, we introduce a high-fidelity universal neural audio compression algorithm that achieves ~90x compression of 44.1 KHz audio into tokens at just 8kbps bandwidth. We achieve this by combining advances in high-fidelity audio generation with better vector quantization techniques from the image domain, along with improved adversarial and reconstruction losses. We compress all domains (speech, environment, music, etc.) with a single universal model, making it widely applicable to generative modeling of all audio. We compare with competing audio compression algorithms, and find our method outperforms them significantly. We provide thorough ablations for every design choice, as well as open-source code and trained model weights. We hope our work can lay the foundation for the next generation of high-fidelity audio modeling.","url_abs":"https://arxiv.org/abs/2306.06546v2","url_pdf":"https://arxiv.org/pdf/2306.06546v2.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":"high-fidelity-audio-compression-with-improved","repo_url":"https://github.com/descriptinc/descript-audio-codec","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"high-fidelity-audio-compression-with-improved","repo_url":"https://github.com/DBraun/DAC-JAX","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"jax","reach":null},{"paper_slug":"high-fidelity-audio-compression-with-improved","repo_url":"https://github.com/nvidia/bigvgan","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"high-fidelity-audio-compression-with-improved","repo_url":"https://github.com/zhangxinfd/speechtokenizer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}}],"tasks":[{"task_slug":"audio-compression","task_name":"Audio Compression"},{"task_slug":"audio-generation","task_name":"Audio Generation"},{"task_slug":"quantization","task_name":"Quantization"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=2306.06546","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2306.06546"}},"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/zhangxinfd/speechtokenizer","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/nvidia/bigvgan","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/descriptinc/descript-audio-codec","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/DBraun/DAC-JAX","reach":null}],"summary":{"ran":11,"ran_draft_wrong":4,"ran_honours":3,"ran_violates":3,"ran_fixture":6,"unverified":11},"by_repo_kind":{"listed":{"samples":38,"ran":27,"repositories":2}},"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":0,"samples":[{"code_sha256_prefix":"88ebb93ff05f77f2","entry":"EuclideanCodebook","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"88ebb93ff05f77f2"}},{"code_sha256_prefix":"fc59f82698306aa0","entry":"NormConv1d","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"fc59f82698306aa0"}},{"code_sha256_prefix":"f0f69a2c5ff07a17","entry":"NormConvTranspose1d","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"f0f69a2c5ff07a17"}},{"code_sha256_prefix":"1317f68bf0b61f08","entry":"QuantizedResult","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"1317f68bf0b61f08"}},{"code_sha256_prefix":"00d0f325d81ba7bb","entry":"QuantizedResult","repo":"DBraun/DAC-JAX","repo_kind":"listed","path":"src/dac_jax/nn/quantize.py","file_url":"https://github.com/DBraun/DAC-JAX/blob/HEAD/src/dac_jax/nn/quantize.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"00d0f325d81ba7bb"}},{"code_sha256_prefix":"6aee5fa73a0d5daf","entry":"SConv1d","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"6aee5fa73a0d5daf"}},{"code_sha256_prefix":"5429aefc43f5e1b4","entry":"SConvTranspose1d","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"5429aefc43f5e1b4"}},{"code_sha256_prefix":"46e56c21d7e192a3","entry":"SLSTM","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"46e56c21d7e192a3"}},{"code_sha256_prefix":"27d28bc9b91d474b","entry":"Snake1d","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"27d28bc9b91d474b"}},{"code_sha256_prefix":"1a5bd5c497f7d3f9","entry":"VectorQuantization","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"1a5bd5c497f7d3f9"}},{"code_sha256_prefix":"82529cf058f32742","entry":"WNConv1d","repo":"DBraun/DAC-JAX","repo_kind":"listed","path":"src/dac_jax/nn/quantize.py","file_url":"https://github.com/DBraun/DAC-JAX/blob/HEAD/src/dac_jax/nn/quantize.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"82529cf058f32742"}},{"code_sha256_prefix":"7e451c435923824b","entry":"apply_parametrization_norm","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"7e451c435923824b"}},{"code_sha256_prefix":"72e3782101525ae7","entry":"conv_to_delay","repo":"DBraun/DAC-JAX","repo_kind":"listed","path":"src/dac_jax/nn/quantize.py","file_url":"https://github.com/DBraun/DAC-JAX/blob/HEAD/src/dac_jax/nn/quantize.py","link_basis":"first_harvest_node","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"72e3782101525ae7"}},{"code_sha256_prefix":"0a1da93fdea7909d","entry":"conv_to_output_length","repo":"DBraun/DAC-JAX","repo_kind":"listed","path":"src/dac_jax/nn/quantize.py","file_url":"https://github.com/DBraun/DAC-JAX/blob/HEAD/src/dac_jax/nn/quantize.py","link_basis":"first_harvest_node","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"0a1da93fdea7909d"}},{"code_sha256_prefix":"1e8f03292b45230b","entry":"default","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"1e8f03292b45230b"}},{"code_sha256_prefix":"2e20c64249054743","entry":"default_kernel_dilation","repo":"DBraun/DAC-JAX","repo_kind":"listed","path":"src/dac_jax/nn/quantize.py","file_url":"https://github.com/DBraun/DAC-JAX/blob/HEAD/src/dac_jax/nn/quantize.py","link_basis":"first_harvest_node","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"2e20c64249054743"}},{"code_sha256_prefix":"c9c9105f86fbbcc1","entry":"default_kernel_size","repo":"DBraun/DAC-JAX","repo_kind":"listed","path":"src/dac_jax/nn/quantize.py","file_url":"https://github.com/DBraun/DAC-JAX/blob/HEAD/src/dac_jax/nn/quantize.py","link_basis":"first_harvest_node","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"c9c9105f86fbbcc1"}},{"code_sha256_prefix":"9e520e492c31a453","entry":"default_stride","repo":"DBraun/DAC-JAX","repo_kind":"listed","path":"src/dac_jax/nn/quantize.py","file_url":"https://github.com/DBraun/DAC-JAX/blob/HEAD/src/dac_jax/nn/quantize.py","link_basis":"first_harvest_node","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"9e520e492c31a453"}},{"code_sha256_prefix":"5155996ee4a7f5c4","entry":"get_extra_padding_for_conv1d","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.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":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"5155996ee4a7f5c4"}},{"code_sha256_prefix":"6c7c136baea4aa36","entry":"get_norm_module","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"6c7c136baea4aa36"}},{"code_sha256_prefix":"c26e79c6acd99d8d","entry":"kmeans","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"c26e79c6acd99d8d"}},{"code_sha256_prefix":"c360b5ccff704a88","entry":"laplace_smoothing","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"c360b5ccff704a88"}},{"code_sha256_prefix":"dff46a2b65e582bd","entry":"mse_loss","repo":"DBraun/DAC-JAX","repo_kind":"listed","path":"src/dac_jax/nn/quantize.py","file_url":"https://github.com/DBraun/DAC-JAX/blob/HEAD/src/dac_jax/nn/quantize.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"dff46a2b65e582bd"}},{"code_sha256_prefix":"e29415637b6730ed","entry":"normalize","repo":"DBraun/DAC-JAX","repo_kind":"listed","path":"src/dac_jax/nn/quantize.py","file_url":"https://github.com/DBraun/DAC-JAX/blob/HEAD/src/dac_jax/nn/quantize.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"e29415637b6730ed"}},{"code_sha256_prefix":"09f10cd96592b37d","entry":"sample_vectors","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"09f10cd96592b37d"}},{"code_sha256_prefix":"f247e4748f379a76","entry":"snake","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"f247e4748f379a76"}},{"code_sha256_prefix":"3f2ccb02099faf04","entry":"unpad1d","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"3f2ccb02099faf04"}},{"code_sha256_prefix":"a4459f091cbc21cc","entry":"ResidualVectorQuantization","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","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":"a4459f091cbc21cc"}},{"code_sha256_prefix":"14c03dd20a30e62c","entry":"ResidualVectorQuantize","repo":"DBraun/DAC-JAX","repo_kind":"listed","path":"src/dac_jax/nn/quantize.py","file_url":"https://github.com/DBraun/DAC-JAX/blob/HEAD/src/dac_jax/nn/quantize.py","link_basis":"first_harvest_node","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":"14c03dd20a30e62c"}},{"code_sha256_prefix":"539769016ca08bfd","entry":"ResidualVectorQuantizer","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","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":"539769016ca08bfd"}},{"code_sha256_prefix":"e27b8e6c0bf19894","entry":"SEANetDecoder","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","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":"e27b8e6c0bf19894"}},{"code_sha256_prefix":"27c322d4a4fa97a2","entry":"SEANetEncoder","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","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":"27c322d4a4fa97a2"}},{"code_sha256_prefix":"eb210115baa57d3b","entry":"SEANetResnetBlock","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","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":"eb210115baa57d3b"}},{"code_sha256_prefix":"707e1121f91ae8d3","entry":"SpeechTokenizer","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","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":"707e1121f91ae8d3"}},{"code_sha256_prefix":"eb961f73627c1425","entry":"VectorQuantize","repo":"DBraun/DAC-JAX","repo_kind":"listed","path":"src/dac_jax/nn/quantize.py","file_url":"https://github.com/DBraun/DAC-JAX/blob/HEAD/src/dac_jax/nn/quantize.py","link_basis":"first_harvest_node","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":"eb961f73627c1425"}},{"code_sha256_prefix":"641438f624dd1c49","entry":"ema_inplace","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","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":"641438f624dd1c49"}},{"code_sha256_prefix":"7b7293843c2034b2","entry":"pad1d","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","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":"7b7293843c2034b2"}},{"code_sha256_prefix":"d30ebe7be75adcf6","entry":"uniform_init","repo":"zhangxinfd/speechtokenizer","repo_kind":"listed","path":"speechtokenizer/model.py","file_url":"https://github.com/zhangxinfd/speechtokenizer/blob/HEAD/speechtokenizer/model.py","link_basis":"first_harvest_node","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":"d30ebe7be75adcf6"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}