metadata

license: apache-2.0
base_model:
  - mistralai/Mistral-7B-Instruct-v0.3

mistralai/Mistral-7B-Instruct-v0.3

Introduction
- Quantization Tool: Quark 0.6.0
- OGA Model Builder: v0.5.1
- Postprocess

Quantization Strategy

AWQ / Group 128 / Asymmetric / UINT4 Weights / FP16 activations
Excluded Layers: None

python3 quantize_quark.py \
      --model_dir "$model" \
      --output_dir "$output_dir" \
      --quant_scheme w_uint4_per_group_asym \
      --num_calib_data 128 \
      --quant_algo awq \
      --dataset pileval_for_awq_benchmark \
      --seq_len 512 \
      --model_export quark_safetensors \
      --data_type float16 \
      --exclude_layers [] \
      --custom_mode awq

OGA Model Builder

python builder.py \
  -i <quantized safetensor model dir> \
  -o <oga model output dir> \
  -p int4 \
  -e dml

PostProcessed to generate Hybrid Model
Quick Start

For quickstart, refer to hybrid-llm-artifacts_1.3.0.zip available in RyzenAI-SW-EA

Evaluation scores

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 5.7053.

License

MIT License

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 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 SOFTWARE.

Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at

http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.

mistralai/Mistral-7B-Instruct-v0.3

Introduction

Quantization Strategy

OGA Model Builder

Quick Start

Evaluation scores

License