diff --git a/README.md b/README.md
index fd7982cd0ddfb67a7319e5b591afc476ab42b5e8..f8ebc5af12c02908c1b1e9a8a2900f2487f4bfda 100644
--- a/README.md
+++ b/README.md
@@ -1,20 +1,17 @@
 # mlx-community/bark
 
-This model was converted to MLX format from [`suno/bark`](https://huggingface.co/suno/bark) using mlx-audio version **0.2.8**.
+MLX format conversion of [suno/bark](https://huggingface.co/suno/bark).
 
-Bark is a transformer-based text-to-audio model created by [Suno](https://www.suno.ai).
-It generates highly realistic, multilingual speech as well as music, background noise, and simple sound effects.
+## Original model
 
-## Use with mlx-audio
+Bark is a transformer-based text-to-speech model by [Suno](https://suno.ai).
 
-```bash
-pip install -U mlx-audio
-python -m mlx_audio.tts.generate --model mlx-community/bark --text "Hello, this is a test."
-```
+## Use with mlx-audio
 
-## Model Details
+```python
+from mlx_audio.tts.utils import load_model
 
-- Architecture: Bark (semantic + coarse acoustics + fine acoustics + encodec)
-- Parameters: ~1B (full model)
-- Languages: English, German, Spanish, French, Hindi, Italian, Japanese, Korean, Polish, Portuguese, Russian, Turkish, Chinese
-- Sample rate: 24kHz
+model = load_model("mlx-community/bark")
+for result in model.generate("Hello, this is a test of the Bark TTS model."):
+    print(result.audio.shape, result.sample_rate)
+```
diff --git a/config.json b/config.json
index 44dfcde99c5beebb8881d08963d1102c2f161720..5389318d456a193d1ffdc0485e1118a1a81d08d2 100644
--- a/config.json
+++ b/config.json
@@ -1,66 +1,343 @@
 {
+  "_commit_hash": null,
   "architectures": [
     "BarkModel"
   ],
-  "model_type": "bark",
-  "model_size": "base",
-  "initializer_range": 0.02,
-  "torch_dtype": "float32",
-  "semantic_config": {
-    "model_type": "semantic",
-    "architectures": [
-      "BarkSemanticModel"
-    ],
-    "n_layer": 24,
-    "n_head": 16,
-    "n_embd": 1024,
-    "input_vocab_size": 129600,
-    "output_vocab_size": 10048,
-    "block_size": 1024,
-    "bias": false,
-    "dropout": 0.0
-  },
   "coarse_acoustics_config": {
-    "model_type": "coarse_acoustics",
+    "_name_or_path": "",
+    "add_cross_attention": false,
     "architectures": [
       "BarkCoarseModel"
     ],
-    "n_layer": 24,
-    "n_head": 16,
-    "n_embd": 1024,
+    "bad_words_ids": null,
+    "begin_suppress_tokens": null,
+    "bias": false,
+    "block_size": 1024,
+    "bos_token_id": null,
+    "chunk_size_feed_forward": 0,
+    "cross_attention_hidden_size": null,
+    "decoder_start_token_id": null,
+    "diversity_penalty": 0.0,
+    "do_sample": false,
+    "dropout": 0.0,
+    "early_stopping": false,
+    "encoder_no_repeat_ngram_size": 0,
+    "eos_token_id": null,
+    "exponential_decay_length_penalty": null,
+    "finetuning_task": null,
+    "forced_bos_token_id": null,
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+    "hidden_size": 1024,
+    "id2label": {
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+      "1": "LABEL_1"
+    },
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     "input_vocab_size": 12096,
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+      "LABEL_1": 1
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+    "num_beams": 1,
+    "num_heads": 16,
+    "num_layers": 24,
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+    "output_scores": false,
     "output_vocab_size": 12096,
-    "block_size": 1024,
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-    "dropout": 0.0
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+    "prefix": null,
+    "problem_type": null,
+    "pruned_heads": {},
+    "remove_invalid_values": false,
+    "repetition_penalty": 1.0,
+    "return_dict": true,
+    "return_dict_in_generate": false,
+    "sep_token_id": null,
+    "suppress_tokens": null,
+    "task_specific_params": null,
+    "temperature": 1.0,
+    "tf_legacy_loss": false,
+    "tie_encoder_decoder": false,
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+    "top_k": 50,
+    "top_p": 1.0,
+    "torch_dtype": "float32",
+    "torchscript": false,
+    "transformers_version": "4.31.0.dev0",
+    "typical_p": 1.0,
+    "use_bfloat16": false,
+    "use_cache": true
+  },
+  "codec_config": {
+    "_name_or_path": "facebook/encodec_24khz",
+    "add_cross_attention": false,
+    "architectures": [
+      "EncodecModel"
+    ],
+    "audio_channels": 1,
+    "bad_words_ids": null,
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+    "chunk_length_s": null,
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+    "codebook_dim": 128,
+    "codebook_size": 1024,
+    "compress": 2,
+    "cross_attention_hidden_size": null,
+    "decoder_start_token_id": null,
+    "dilation_growth_rate": 2,
+    "diversity_penalty": 0.0,
+    "do_sample": false,
+    "early_stopping": false,
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+    "eos_token_id": null,
+    "exponential_decay_length_penalty": null,
+    "finetuning_task": null,
+    "forced_bos_token_id": null,
+    "forced_eos_token_id": null,
+    "hidden_size": 128,
+    "id2label": {
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+      "1": "LABEL_1"
+    },
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+    "is_encoder_decoder": false,
+    "kernel_size": 7,
+    "label2id": {
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+      "LABEL_1": 1
+    },
+    "last_kernel_size": 7,
+    "length_penalty": 1.0,
+    "max_length": 20,
+    "min_length": 0,
+    "model_type": "encodec",
+    "no_repeat_ngram_size": 0,
+    "norm_type": "weight_norm",
+    "normalize": false,
+    "num_beam_groups": 1,
+    "num_beams": 1,
+    "num_filters": 32,
+    "num_lstm_layers": 2,
+    "num_residual_layers": 1,
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+    "output_scores": false,
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+    "pad_mode": "reflect",
+    "pad_token_id": null,
+    "prefix": null,
+    "problem_type": null,
+    "pruned_heads": {},
+    "remove_invalid_values": false,
+    "repetition_penalty": 1.0,
+    "residual_kernel_size": 3,
+    "return_dict": true,
+    "return_dict_in_generate": false,
+    "sampling_rate": 24000,
+    "sep_token_id": null,
+    "suppress_tokens": null,
+    "target_bandwidths": [
+      1.5,
+      3.0,
+      6.0,
+      12.0,
+      24.0
+    ],
+    "task_specific_params": null,
+    "temperature": 1.0,
+    "tf_legacy_loss": false,
+    "tie_encoder_decoder": false,
+    "tie_word_embeddings": true,
+    "tokenizer_class": null,
+    "top_k": 50,
+    "top_p": 1.0,
+    "torch_dtype": "float32",
+    "torchscript": false,
+    "transformers_version": "4.31.0.dev0",
+    "trim_right_ratio": 1.0,
+    "typical_p": 1.0,
+    "upsampling_ratios": [
+      8,
+      5,
+      4,
+      2
+    ],
+    "use_bfloat16": false,
+    "use_causal_conv": true,
+    "use_conv_shortcut": true
   },
   "fine_acoustics_config": {
-    "model_type": "fine_acoustics",
+    "_name_or_path": "",
+    "add_cross_attention": false,
     "architectures": [
       "BarkFineModel"
     ],
-    "n_layer": 24,
-    "n_head": 16,
-    "n_embd": 1024,
-    "input_vocab_size": 1056,
-    "output_vocab_size": 1056,
+    "bad_words_ids": null,
+    "begin_suppress_tokens": null,
+    "bias": false,
     "block_size": 1024,
-    "bias": true,
+    "bos_token_id": null,
+    "chunk_size_feed_forward": 0,
+    "cross_attention_hidden_size": null,
+    "decoder_start_token_id": null,
+    "diversity_penalty": 0.0,
+    "do_sample": false,
     "dropout": 0.0,
+    "early_stopping": false,
+    "encoder_no_repeat_ngram_size": 0,
+    "eos_token_id": null,
+    "exponential_decay_length_penalty": null,
+    "finetuning_task": null,
+    "forced_bos_token_id": null,
+    "forced_eos_token_id": null,
+    "hidden_size": 1024,
+    "id2label": {
+      "0": "LABEL_0",
+      "1": "LABEL_1"
+    },
+    "initializer_range": 0.02,
+    "input_vocab_size": 1056,
+    "is_decoder": false,
+    "is_encoder_decoder": false,
+    "label2id": {
+      "LABEL_0": 0,
+      "LABEL_1": 1
+    },
+    "length_penalty": 1.0,
+    "max_length": 20,
+    "min_length": 0,
+    "model_type": "fine_acoustics",
+    "n_codes_given": 1,
     "n_codes_total": 8,
-    "n_codes_given": 1
+    "no_repeat_ngram_size": 0,
+    "num_beam_groups": 1,
+    "num_beams": 1,
+    "num_heads": 16,
+    "num_layers": 24,
+    "num_return_sequences": 1,
+    "output_attentions": false,
+    "output_hidden_states": false,
+    "output_scores": false,
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+    "pad_token_id": null,
+    "prefix": null,
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+    "pruned_heads": {},
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+    "return_dict_in_generate": false,
+    "sep_token_id": null,
+    "suppress_tokens": null,
+    "task_specific_params": null,
+    "temperature": 1.0,
+    "tf_legacy_loss": false,
+    "tie_encoder_decoder": false,
+    "tie_word_embeddings": true,
+    "tokenizer_class": null,
+    "top_k": 50,
+    "top_p": 1.0,
+    "torch_dtype": "float32",
+    "torchscript": false,
+    "transformers_version": "4.31.0.dev0",
+    "typical_p": 1.0,
+    "use_bfloat16": false,
+    "use_cache": true
   },
-  "codec_config": {
-    "model_type": "encodec",
+  "initializer_range": 0.02,
+  "model_type": "bark",
+  "semantic_config": {
+    "_name_or_path": "",
+    "add_cross_attention": false,
     "architectures": [
-      "EncodecModel"
+      "BarkSemanticModel"
     ],
-    "_name_or_path": "facebook/encodec_24khz",
-    "sample_rate": 24000,
-    "audio_channels": 1,
-    "normalize": false,
-    "use_causal_conv": true
+    "bad_words_ids": null,
+    "begin_suppress_tokens": null,
+    "bias": false,
+    "block_size": 1024,
+    "bos_token_id": null,
+    "chunk_size_feed_forward": 0,
+    "cross_attention_hidden_size": null,
+    "decoder_start_token_id": null,
+    "diversity_penalty": 0.0,
+    "do_sample": false,
+    "dropout": 0.0,
+    "early_stopping": false,
+    "encoder_no_repeat_ngram_size": 0,
+    "eos_token_id": null,
+    "exponential_decay_length_penalty": null,
+    "finetuning_task": null,
+    "forced_bos_token_id": null,
+    "forced_eos_token_id": null,
+    "hidden_size": 1024,
+    "id2label": {
+      "0": "LABEL_0",
+      "1": "LABEL_1"
+    },
+    "initializer_range": 0.02,
+    "input_vocab_size": 129600,
+    "is_decoder": false,
+    "is_encoder_decoder": false,
+    "label2id": {
+      "LABEL_0": 0,
+      "LABEL_1": 1
+    },
+    "length_penalty": 1.0,
+    "max_length": 20,
+    "min_length": 0,
+    "model_type": "semantic",
+    "no_repeat_ngram_size": 0,
+    "num_beam_groups": 1,
+    "num_beams": 1,
+    "num_heads": 16,
+    "num_layers": 24,
+    "num_return_sequences": 1,
+    "output_attentions": false,
+    "output_hidden_states": false,
+    "output_scores": false,
+    "output_vocab_size": 10048,
+    "pad_token_id": null,
+    "prefix": null,
+    "problem_type": null,
+    "pruned_heads": {},
+    "remove_invalid_values": false,
+    "repetition_penalty": 1.0,
+    "return_dict": true,
+    "return_dict_in_generate": false,
+    "sep_token_id": null,
+    "suppress_tokens": null,
+    "task_specific_params": null,
+    "temperature": 1.0,
+    "tf_legacy_loss": false,
+    "tie_encoder_decoder": false,
+    "tie_word_embeddings": true,
+    "tokenizer_class": null,
+    "top_k": 50,
+    "top_p": 1.0,
+    "torch_dtype": "float32",
+    "torchscript": false,
+    "transformers_version": "4.31.0.dev0",
+    "typical_p": 1.0,
+    "use_bfloat16": false,
+    "use_cache": true
   },
-  "sample_rate": 24000,
-  "block_size": 1024
+  "torch_dtype": "float32",
+  "transformers_version": null,
+  "model_size": "base",
+  "codec_path": "mlx-community/encodec-24khz-float32",
+  "sample_rate": 24000
 }
\ No newline at end of file
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