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--- |
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language: |
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- zh |
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- en |
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tags: |
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- glm |
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- chatglm |
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- thudm |
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base_model: THUDM/chatglm3-6b |
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--- |
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# chatglm3-6b-awq-w-int4-asym-gs128-a-fp16-onnx-ryzen-strix-hybrid |
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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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- |
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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 29.7801. |
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#### License |
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Modifications copyright(c) 2024 Advanced Micro Devices,Inc. All rights reserved. |
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Licensed under the Apache License, Version 2.0 (the "License"); |
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you may not use this file except in compliance with the License. |
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You may obtain a copy of the License at |
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http://www.apache.org/licenses/LICENSE-2.0 |
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Unless required by applicable law or agreed to in writing, software |
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distributed under the License is distributed on an "AS IS" BASIS, |
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
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See the License for the specific language governing permissions and |
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limitations under the License. |