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--- |
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license: mit |
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language: |
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- en |
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- fr |
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base_model: |
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- microsoft/Phi-3-mini-4k-instruct |
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pipeline_tag: text-generation |
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tags: |
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- nlp |
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- code |
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- onnx |
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- amd |
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--- |
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# microsoft/Phi-3-mini-4k-instruct |
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- ## Introduction |
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- Quantization Tool: Quark 0.6.0 |
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- OGA Model Builder: v0.5.1 |
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- Postprocess |
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- ## Quantization Strategy |
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- AWQ / Group 128 / Asymmetric / UINT4 Weights / FP16 activations |
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- Excluded Layers: None |
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``` |
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python3 quantize_quark.py \ |
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--model_dir "$model" \ |
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--output_dir "$output_dir" \ |
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--quant_scheme w_uint4_per_group_asym \ |
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--num_calib_data 128 \ |
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--quant_algo awq \ |
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--dataset pileval_for_awq_benchmark \ |
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--seq_len 512 \ |
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--model_export quark_safetensors \ |
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--data_type float16 \ |
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--exclude_layers [] \ |
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--custom_mode awq |
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``` |
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- ## OGA Model Builder |
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``` |
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python builder.py \ |
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-i <quantized safetensor model dir> \ |
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-o <oga model output dir> \ |
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-p int4 \ |
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-e dml |
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``` |
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- PostProcessed to generate Hybrid Model |
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- ## Quick Start |
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For quickstart, refer to hybrid-llm-artifacts_1.3.0.zip available in [RyzenAI-SW-EA](https://account.amd.com/en/member/ryzenai-sw-ea.html) |
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#### Evaluation scores |
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The perplexity measurement is run on the wikitext-2-raw-v1 (raw data) dataset provided by Hugging Face. Perplexity score measured for prompt length 2k is 6.7532. |
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#### License |
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Modifications copyright(c) 2024 Advanced Micro Devices,Inc. All rights reserved. |
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MIT License |
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Copyright (c) 2024 Advanced Micro Devices, Inc |
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Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal |
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in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell |
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copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: |
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The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. |
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
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SOFTWARE. |
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license: MIT license |
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