Update README.md

README.md

@@ -11,12 +11,17 @@ pipeline_tag: text-generation
 This modelcard aims to be a base template for new models. It has been generated using [this raw template](https://github.com/huggingface/huggingface_hub/blob/main/src/huggingface_hub/templates/modelcard_template.md?plain=1).
 
 ## Model Details
+meta-llama/Meta-Llama-3.1-8B-Instruct quantized to ONNX GenAI INT4 with Microsoft DirectML optimization
 
 ### Model Description
+meta-llama/Meta-Llama-3.1-8B-Instruct quantized to ONNX GenAI INT4 with Microsoft DirectML optimization
+https://onnxruntime.ai/docs/genai/howto/install.html#directml
 
-<!-- Provide a longer summary of what this model is. -->
-
+Created using ONNX Runtime GenAI's builder.py
+https://raw.githubusercontent.com/microsoft/onnxruntime-genai/main/src/python/py/models/builder.py -o builder.py
 
+INT4 accuracy level: FP32 (float32)
+8-bit quantization for MoE layers
 
 - **Developed by:** Mochamad Aris Zamroni
 - **Funded by [optional]:** [More Information Needed]
@@ -40,84 +45,41 @@ This modelcard aims to be a base template for new models. It has been generated
 
 ### Direct Use
 
-<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
-
-[More Information Needed]
-
-### Downstream Use [optional]
-
-<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
-
-[More Information Needed]
+This is Windows DirectML optimized model.
 
-### Out-of-Scope Use
+Prerequisites:
+1. Install Python 3.10 from Windows Store:
+https://apps.microsoft.com/detail/9pjpw5ldxlz5?hl=en-us&gl=US
 
-<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
+2. Open command line cmd.exe
 
-[More Information Needed]
+3. Create python virtual environment:
+mkdir c:\temp
+cd c:\temp
+python -m venv dmlgenai
+dmlgenai\Scripts\activate.bat
+pip install onnxruntime-genai-directml
 
-## Bias, Risks, and Limitations
 
-<!-- This section is meant to convey both technical and sociotechnical limitations. -->
 
 [More Information Needed]
 
-### Recommendations
-
-<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
-
-Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
-
 ## How to Get Started with the Model
 
 Use the code below to get started with the model.
 
 [More Information Needed]
 
-## Training Details
-
-### Training Data
-
-<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
-
-[More Information Needed]
-
-### Training Procedure
-
-<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
-
 #### Preprocessing [optional]
 
 [More Information Needed]
 
 
-#### Training Hyperparameters
-
-- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
-
 #### Speeds, Sizes, Times [optional]
 
-<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
-
-[More Information Needed]
-
-## Evaluation
+15 token/s in Radeon 780M with 8GB dedicated RAM
 
-<!-- This section describes the evaluation protocols and provides the results. -->
 
-### Testing Data, Factors & Metrics
-
-#### Testing Data
-
-<!-- This should link to a Dataset Card if possible. -->
-
-[More Information Needed]
-
-#### Factors
-
-<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
-
-[More Information Needed]
 
 #### Metrics
 
@@ -163,34 +125,14 @@ Microsoft Windows DirectML
 
 #### Hardware
 
-AMD Radeon 780M
+AMD Ryzen 7840U with integrated Radeon 780M GPU
+RAM 32GB
+shared VRAM 8GB
 
 #### Software
 
 Microsoft Windows DirectML
 
-## Citation [optional]
-
-<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
-
-**BibTeX:**
-
-[More Information Needed]
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-**APA:**
-
-[More Information Needed]
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-## Glossary [optional]
-
-<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
-
-[More Information Needed]
-
-## More Information [optional]
-
-[More Information Needed]
-
 ## Model Card Authors [optional]
 Mochamad Aris Zamroni