{ "format": "zipa-mlx-hf-bundle-v1", "variant": "small-crctc-ns-no-diacritics-700k", "feature_dim": 80, "subsampling_factor": 4, "vocab_size": 127, "num_encoder_layers": [ 2, 2, 3, 4, 3, 2 ], "downsampling_factor": [ 1, 2, 4, 8, 4, 2 ], "feedforward_dim": [ 512, 768, 1024, 1536, 1024, 768 ], "num_heads": [ 4, 4, 4, 8, 4, 4 ], "encoder_dim": [ 192, 256, 384, 512, 384, 256 ], "encoder_unmasked_dim": [ 192, 192, 256, 256, 256, 192 ], "cnn_module_kernel": [ 31, 31, 15, 15, 15, 31 ], "query_head_dim": 32, "value_head_dim": 12, "pos_head_dim": 4, "pos_dim": 48, "causal": false, "use_ctc": true, "use_cr_ctc": true, "use_transducer": false, "quantization": { "format": "zipa-mlx-quantized-v1", "bits": 8, "group_size": 64, "checkpoint": "model.safetensors" }, "source_model_id": "anyspeech/zipa-small-crctc-ns-no-diacritics-700k", "target_hf_repo": "bearcove/zipa-small-crctc-ns-no-diacritics-700k-mlx-q8", "consumer_repo": "fasterthanlime/bee", "consumer_crate": "bee-zipa-mlx", "license": "mit", "license_note": "Marked MIT based on the upstream ZIPA repository license and upstream release statement; confirm with upstream model authors." }