Instructions to use zenciaecho/gemma-2-2b-it-q4f32_1-MLC with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLC-LLM
How to use zenciaecho/gemma-2-2b-it-q4f32_1-MLC with MLC-LLM:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
Commit ·
693a846
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Parent(s):
Duplicate from mlc-ai/gemma-2-2b-it-q4f32_1-MLC
Browse filesCo-authored-by: Charlie Ruan <CharlieFRuan@users.noreply.huggingface.co>
This view is limited to 50 files because it contains too many changes. See raw diff
- .gitattributes +36 -0
- README.md +57 -0
- mlc-chat-config.json +86 -0
- ndarray-cache-b16.json +0 -0
- ndarray-cache.json +0 -0
- params_shard_0.bin +3 -0
- params_shard_1.bin +3 -0
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- params_shard_7.bin +3 -0
- params_shard_8.bin +3 -0
- params_shard_9.bin +3 -0
- tensor-cache.json +0 -0
- tokenizer.json +3 -0
- tokenizer.model +3 -0
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README.md
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---
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library_name: mlc-llm
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base_model: google/gemma-2-2b-it
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tags:
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- mlc-llm
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- web-llm
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---
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# gemma-2-2b-it-q4f32_1-MLC
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This is the [gemma-2-2b-it](https://huggingface.co/google/gemma-2-2b-it) model in MLC format `q4f32_1`.
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The model can be used for projects [MLC-LLM](https://github.com/mlc-ai/mlc-llm) and [WebLLM](https://github.com/mlc-ai/web-llm).
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## Example Usage
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Here are some examples of using this model in MLC LLM.
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Before running the examples, please install MLC LLM by following the [installation documentation](https://llm.mlc.ai/docs/install/mlc_llm.html#install-mlc-packages).
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### Chat
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In command line, run
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```bash
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mlc_llm chat HF://mlc-ai/gemma-2-2b-it-q4f32_1-MLC
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```
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### REST Server
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In command line, run
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```bash
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mlc_llm serve HF://mlc-ai/gemma-2-2b-it-q4f32_1-MLC
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```
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### Python API
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```python
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from mlc_llm import MLCEngine
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# Create engine
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model = "HF://mlc-ai/gemma-2-2b-it-q4f32_1-MLC"
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engine = MLCEngine(model)
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# Run chat completion in OpenAI API.
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for response in engine.chat.completions.create(
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messages=[{"role": "user", "content": "What is the meaning of life?"}],
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model=model,
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stream=True,
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):
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for choice in response.choices:
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print(choice.delta.content, end="", flush=True)
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print("\n")
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engine.terminate()
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```
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## Documentation
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For more information on MLC LLM project, please visit our [documentation](https://llm.mlc.ai/docs/) and [GitHub repo](http://github.com/mlc-ai/mlc-llm).
|
mlc-chat-config.json
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{
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"version": "0.1.0",
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"model_type": "gemma2",
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"quantization": "q4f32_1",
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"model_config": {
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"hidden_size": 2304,
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"intermediate_size": 9216,
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"attention_bias": false,
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"num_attention_heads": 8,
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"num_key_value_heads": 4,
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"head_dim": 256,
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"num_hidden_layers": 26,
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"rms_norm_eps": 1e-06,
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"vocab_size": 256000,
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"hidden_activation": "gelu_pytorch_tanh",
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"position_embedding_base": 10000.0,
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"context_window_size": 4096,
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"prefill_chunk_size": 2048,
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"tensor_parallel_shards": 1,
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"max_batch_size": 80,
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| 21 |
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"attn_logit_softcapping": 50.0,
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"final_logit_softcapping": 30.0,
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"query_pre_attn_scalar": 256,
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"sliding_window": 4096
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},
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"vocab_size": 256000,
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"context_window_size": 4096,
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"sliding_window_size": -1,
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"prefill_chunk_size": 2048,
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"attention_sink_size": -1,
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| 31 |
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"tensor_parallel_shards": 1,
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| 32 |
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"temperature": 1.0,
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| 33 |
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"presence_penalty": 0.0,
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| 34 |
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"frequency_penalty": 0.0,
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| 35 |
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"repetition_penalty": 1.0,
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| 36 |
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"top_p": 1.0,
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| 37 |
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"tokenizer_files": [
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"tokenizer.model",
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"tokenizer.json",
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"tokenizer_config.json"
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],
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"tokenizer_info": {
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| 43 |
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"token_postproc_method": "byte_fallback",
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| 44 |
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"prepend_space_in_encode": false,
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"strip_space_in_decode": false
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},
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| 47 |
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"conv_template": {
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| 48 |
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"name": "gemma_instruction",
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| 49 |
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"system_template": "<bos>{system_message}",
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| 50 |
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"system_message": "",
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| 51 |
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"system_prefix_token_ids": [
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2
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],
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| 54 |
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"add_role_after_system_message": true,
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| 55 |
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"roles": {
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| 56 |
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"user": "<start_of_turn>user",
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| 57 |
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"assistant": "<start_of_turn>model"
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| 58 |
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},
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| 59 |
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"role_templates": {
|
| 60 |
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"user": "{user_message}",
|
| 61 |
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"assistant": "{assistant_message}",
|
| 62 |
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"tool": "{tool_message}"
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| 63 |
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},
|
| 64 |
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"messages": [],
|
| 65 |
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"seps": [
|
| 66 |
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"<end_of_turn>\n"
|
| 67 |
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],
|
| 68 |
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"role_content_sep": "\n",
|
| 69 |
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"role_empty_sep": "\n",
|
| 70 |
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"stop_str": [
|
| 71 |
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"<end_of_turn>"
|
| 72 |
+
],
|
| 73 |
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"stop_token_ids": [
|
| 74 |
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1,
|
| 75 |
+
107
|
| 76 |
+
],
|
| 77 |
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"function_string": "",
|
| 78 |
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"use_function_calling": false
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| 79 |
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},
|
| 80 |
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"pad_token_id": 0,
|
| 81 |
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"bos_token_id": 2,
|
| 82 |
+
"eos_token_id": [
|
| 83 |
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1,
|
| 84 |
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107
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| 85 |
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]
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}
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params_shard_0.bin
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