Add working instructions

end-to-end-use-cases/data-tool/ReadMe.MD

@@ -1,5 +1,30 @@
 ## WIP
 
+### Instructions to run:
+
+Time to setup: ~20-30 minutes:
+- Grab your HF and Wandb.ai API key-you will need those
+- Steps to install:
+
+ ```
+conda create -n test-ft python=3.10
+conda activate test-ft
+pip install --pre torch torchvision torchao --index-url https://download.pytorch.org/whl/nightly/cu126
+pip install --pre torchtune --extra-index-url https://download.pytorch.org/whl/nightly/cpu --no-cache-dir
+pip install transformers datasets wandb
+pip install huggingface-cli
+huggingface-cli login
+wandb login
+
+
+git clone https://github.com/meta-llama/llama-cookbook/
+cd llama-cookbook/
+git checkout data-tool
+cd end-to-end-use-cases/data-tool/scripts/finetuning
+tune download meta-llama/Meta-Llama-3.1-70B-Instruct --output-dir /tmp/Meta-Llama-3.1-70B-Instruct --ignore-patterns "original/consolidated*
+tune run --nproc_per_node 8 full_finetune_distributed --config ft-config.yaml
+ ```
+
 The end goal for this effort is to serve as fine-tuning data preparation kit.
 
 ## Current status: