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README.md

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+---
+license: other
+tags:
+- mlx
+base_model: codellama/CodeLlama-13b-Instruct-hf
+model-index:
+- name: NexusRaven-13B
+  results: []
+---
+
+# mlx-community/NexusRaven-V2-13B-4bit-mlx
+This model was converted to MLX format from [`Nexusflow/NexusRaven-V2-13B`]().
+Refer to the [original model card](https://huggingface.co/Nexusflow/NexusRaven-V2-13B) for more details on the model.
+## Use with mlx
+
+```bash
+pip install mlx-lm
+```
+
+```python
+from mlx_lm import load, generate
+
+model, tokenizer = load("mlx-community/NexusRaven-V2-13B-4bit-mlx")
+response = generate(model, tokenizer, prompt="hello", verbose=True)
+```

added_tokens.json

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+{
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+  "<bot_end>": 32019,
+  "<docstring_end>": 32023,
+  "<docstring_start>": 32022,
+  "<func_end>": 32021,
+  "<func_start>": 32020,
+  "<human>:": 32016,
+  "<human_end>": 32018
+}

config.json

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+{
+    "vocab_size": 32024,
+    "max_position_embeddings": 16384,
+    "hidden_size": 5120,
+    "intermediate_size": 13824,
+    "num_hidden_layers": 40,
+    "num_attention_heads": 40,
+    "num_key_value_heads": 40,
+    "hidden_act": "silu",
+    "initializer_range": 0.02,
+    "rms_norm_eps": 1e-05,
+    "pretraining_tp": 1,
+    "use_cache": true,
+    "rope_theta": 1000000,
+    "rope_scaling": null,
+    "attention_bias": false,
+    "attention_dropout": 0.0,
+    "return_dict": true,
+    "output_hidden_states": false,
+    "output_attentions": false,
+    "torchscript": false,
+    "torch_dtype": "bfloat16",
+    "use_bfloat16": false,
+    "tf_legacy_loss": false,
+    "pruned_heads": {},
+    "tie_word_embeddings": false,
+    "is_encoder_decoder": false,
+    "is_decoder": false,
+    "cross_attention_hidden_size": null,
+    "add_cross_attention": false,
+    "tie_encoder_decoder": false,
+    "max_length": 20,
+    "min_length": 0,
+    "do_sample": false,
+    "early_stopping": false,
+    "num_beams": 1,
+    "num_beam_groups": 1,
+    "diversity_penalty": 0.0,
+    "temperature": 1.0,
+    "top_k": 50,
+    "top_p": 1.0,
+    "typical_p": 1.0,
+    "repetition_penalty": 1.0,
+    "length_penalty": 1.0,
+    "no_repeat_ngram_size": 0,
+    "encoder_no_repeat_ngram_size": 0,
+    "bad_words_ids": null,
+    "num_return_sequences": 1,
+    "chunk_size_feed_forward": 0,
+    "output_scores": false,
+    "return_dict_in_generate": false,
+    "forced_bos_token_id": null,
+    "forced_eos_token_id": null,
+    "remove_invalid_values": false,
+    "exponential_decay_length_penalty": null,
+    "suppress_tokens": null,
+    "begin_suppress_tokens": null,
+    "architectures": [
+        "LlamaForCausalLM"
+    ],
+    "finetuning_task": null,
+    "id2label": {
+        "0": "LABEL_0",
+        "1": "LABEL_1"
+    },
+    "label2id": {
+        "LABEL_0": 0,
+        "LABEL_1": 1
+    },
+    "tokenizer_class": null,
+    "prefix": null,
+    "bos_token_id": 1,
+    "pad_token_id": null,
+    "eos_token_id": 2,
+    "sep_token_id": null,
+    "decoder_start_token_id": null,
+    "task_specific_params": null,
+    "problem_type": null,
+    "_name_or_path": "/Volumes/Projects/MLX/cache/models--Nexusflow--NexusRaven-V2-13B/snapshots/d7f2b784d1c3281486077cd81d42d09871128512",
+    "transformers_version": "4.36.2",
+    "low_cpu_mem_usage": true,
+    "model_type": "llama",
+    "quantization": {
+        "group_size": 64,
+        "bits": 4
+    }
+}

special_tokens_map.json

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+{
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+    "▁<EOT>",
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+    "▁<EOT>"
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+    "lstrip": false,
+    "normalized": true,
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+    "single_word": false
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+}

tokenizer.model

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tokenizer_config.json

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+      "content": "▁<EOT>",
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+    "▁<EOT>",
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+    "▁<MID>",
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+    "▁<EOT>"
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+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "eot_token": "▁<EOT>",
+  "fill_token": "<FILL_ME>",
+  "legacy": null,
+  "middle_token": "▁<MID>",
+  "model_max_length": 8192,
+  "pad_token": "</s>",
+  "prefix_token": "▁<PRE>",
+  "sp_model_kwargs": {},
+  "suffix_token": "▁<SUF>",
+  "tokenizer_class": "CodeLlamaTokenizer",
+  "truncation_side": "left",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}

weights.00.safetensors

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