初始化项目，由ModelHub XC社区提供模型
Model: mlx-community/Nemotron-Mini-4B-Instruct-bf16-mlx Source: Original Platform
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README.md
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README.md
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---
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language:
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- en
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license: other
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license_name: nvidia-open-model-license
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license_link: >-
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https://developer.download.nvidia.com/licenses/nvidia-open-model-license-agreement-june-2024.pdf
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tags:
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- mlx
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- llm
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- nemotron
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- apple-silicon
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base_model: nvidia/Nemotron-Mini-4B-Instruct
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---
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# mlx-community/Nemotron-Mini-4B-Instruct-bf16-mlx
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This model was converted from [nvidia/Nemotron-Mini-4B-Instruct](https://huggingface.co/nvidia/Nemotron-Mini-4B-Instruct)
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to [MLX](https://github.com/ml-explore/mlx) format for use on Apple Silicon.
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**Quantization:** No quantization – full bfloat16
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## Usage
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```python
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from mlx_lm import load, generate
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model, tokenizer = load("mlx-community/{repo_name}")
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prompt = (
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"<extra_id_0>System\\n"
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"You are a helpful, honest AI assistant.\\n\\n"
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"<extra_id_1>User\\n"
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"Who are you?\\n"
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"<extra_id_1>Assistant\\n"
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)
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print(generate(model, tokenizer, prompt, max_tokens=256))
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```
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## Benchmark (Apple Silicon, single prompt, 23 tokens)
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| Variant | tok/s |
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|---|---|
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| bf16 (this) | 2.47 |
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| 4-bit default | 4.37 |
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| mxfp4-q4 | 4.56 |
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| nvfp4-q4 | 9.69 |
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| mixed-3-6 | 9.72 |
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## Original model
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See [nvidia/Nemotron-Mini-4B-Instruct](https://huggingface.co/nvidia/Nemotron-Mini-4B-Instruct)
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for the original model card, license, and usage terms.
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chat_template.jinja
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{{'<extra_id_0>System'}}{% for message in messages %}{% if message['role'] == 'system' %}{{'
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' + message['content'].strip()}}{% if tools or contexts %}{{'
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'}}{% endif %}{% endif %}{% endfor %}{% if tools %}{% for tool in tools %}{{ '
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<tool> ' + tool|tojson + ' </tool>' }}{% endfor %}{% endif %}{% if contexts %}{% if tools %}{{'
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'}}{% endif %}{% for context in contexts %}{{ '
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<context> ' + context.strip() + ' </context>' }}{% endfor %}{% endif %}{{'
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'}}{% for message in messages %}{% if message['role'] == 'user' %}{{ '<extra_id_1>User
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' + message['content'].strip() + '
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' }}{% elif message['role'] == 'assistant' %}{{ '<extra_id_1>Assistant
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' + message['content'].strip() + '
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' }}{% elif message['role'] == 'tool' %}{{ '<extra_id_1>Tool
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' + message['content'].strip() + '
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' }}{% endif %}{% endfor %}{%- if add_generation_prompt %}{{'<extra_id_1>Assistant
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'}}{%- endif %}
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config.json
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config.json
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{
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"architectures": [
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"NemotronForCausalLM"
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],
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"bos_token_id": 2,
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"eos_token_id": 3,
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"hidden_act": "relu2",
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"hidden_size": 3072,
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"initializer_range": 0.0134,
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"intermediate_size": 9216,
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"kv_channels": 128,
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"max_position_embeddings": 4096,
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"model_type": "nemotron",
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"norm_eps": 1e-05,
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"num_attention_heads": 24,
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"num_hidden_layers": 32,
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"num_key_value_heads": 8,
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"partial_rotary_factor": 0.5,
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"rope_theta": 10000,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.32.0.dev0",
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"use_cache": true,
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"vocab_size": 256000
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}
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"model.layers.9.mlp.up_proj.weight": "model-00001-of-00002.safetensors",
|
||||
"model.layers.9.post_attention_layernorm.bias": "model-00001-of-00002.safetensors",
|
||||
"model.layers.9.post_attention_layernorm.weight": "model-00001-of-00002.safetensors",
|
||||
"model.layers.9.self_attn.k_proj.weight": "model-00001-of-00002.safetensors",
|
||||
"model.layers.9.self_attn.o_proj.weight": "model-00001-of-00002.safetensors",
|
||||
"model.layers.9.self_attn.q_proj.weight": "model-00001-of-00002.safetensors",
|
||||
"model.layers.9.self_attn.v_proj.weight": "model-00001-of-00002.safetensors",
|
||||
"model.norm.bias": "model-00002-of-00002.safetensors",
|
||||
"model.norm.weight": "model-00002-of-00002.safetensors"
|
||||
}
|
||||
}
|
||||
3
tokenizer.json
Normal file
3
tokenizer.json
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:b6ad04b2b0671068c30ca001b365f036dda0cad9915366b5a6f1c5afe33a0d71
|
||||
size 34810091
|
||||
14
tokenizer_config.json
Normal file
14
tokenizer_config.json
Normal file
@@ -0,0 +1,14 @@
|
||||
{
|
||||
"backend": "tokenizers",
|
||||
"bos_token": "<s>",
|
||||
"clean_up_tokenization_spaces": true,
|
||||
"eos_token": "</s>",
|
||||
"is_local": true,
|
||||
"local_files_only": false,
|
||||
"model_input_names": [
|
||||
"input_ids",
|
||||
"attention_mask"
|
||||
],
|
||||
"model_max_length": 1000000000000000019884624838656,
|
||||
"tokenizer_class": "TokenizersBackend"
|
||||
}
|
||||
Reference in New Issue
Block a user