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README.md

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-# SliceX AI™ ELM (Efficient Language Models)
-This repository contains code to run our ELM models.
-
-Models are located in the "models" folder. ELM models in this repository comes in three sizes (elm-1.0, elm-0.75 and elm-0.25) and supports the following use-cases.
-- news_classification
-- toxicity_detection
-- news_content_generation
-- news_summarization
-
-## Download ELM repo with model files
-```bash
-sudo apt-get intall git-lfs 
-git lfs install
-git clone <library_path>
-```
-(Optional) Installing git-lfs without sudo,
-```bash
-wget https://github.com/git-lfs/git-lfs/releases/download/v3.2.0/git-lfs-linux-amd64-v3.2.0.tar.gz
-tar -xzf git-lfs-linux-amd64-v3.2.0.tar.gz
-PATH=$PATH:/<absolute-path>/git-lfs-3.2.0/
-git lfs install
-```
- 
-
-## (Optional) Setup docker
-```bash
-docker run --gpus all -it --shm-size=8g --name elm_inference --ulimit memlock=-1 --rm -v <elm_code_path>:/elm_code  nvcr.io/nvidia/pytorch:23.09-py3
-```
-
-## Installation
-```bash
-cd <elm_code>
-pip install -r requirements.txt
-```
-
-## How to use - Run ELM on a sample task (e.g., news classification)
-```bash
-python run.py <elm-model-directory>
-E.g. python run.py models/elm-0.75_news_classification
-``` 
-Prompts for the specific tasks can be found in the corresponding checkpoint directory. See an example below in the form of `models/elm-0.75_news_classification/example_prompts.json`.
-```json
-{
-    "inputs": ["GM May Close Plant in Europe  DETROIT (Reuters) - General Motors Corp. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=GM.N target=/stocks/quickinfo/fullquote\"&gt;GM.N&lt;/A&gt; will likely  cut some jobs in Europe and may close a plant there as part of  a restructuring plan under development to try to return the  region to profitability, the U.S. automaker said on Wednesday."],
-    "template": "[INST]Below is a news article. Please classify it under one of the following classes (World, Business, Sports, Sci/Tech). Please format your response as a JSON payload.\n\n### Article: {input}\n\n### JSON Response:[/INST]"
-}
-```
-
-Running the above command returns the following response
-
-```json
-{
-    "prompt": "[INST]Below is a news article. Please classify it under one of the following classes (World, Business, Sports, Sci/Tech). Please format your response as a JSON payload.\n\n### Article: GM May Close Plant in Europe  DETROIT (Reuters) - General Motors Corp. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=GM.N target=/stocks/quickinfo/fullquote\"&gt;GM.N&lt;/A&gt; will likely  cut some jobs in Europe and may close a plant there as part of  a restructuring plan under development to try to return the  region to profitability, the U.S. automaker said on Wednesday.\n\n### JSON Response:[/INST]",
-    "response": "{'text_label': 'Business'}"
-}
-```