it/s optimization

Makefile

@@ -24,7 +24,4 @@ check:
 	@echo "----------------------------------"
 	@curl -X POST https://mainnet.nimble.technology:443/check_balance -H "Content-Type: application/json" -d '{"address": "$(addr)"}'
 	@echo ""
-	@echo "----------------------------------"
-
-
-
+	@echo "----------------------------------"

README.md

@@ -1 +1,157 @@
-# nimble-miner-public
+# Nimble Miner
+
+## Quick Introduction
+Nimble is building the first-ever decentralized AI framework.  
+Miners execute AI operations and provide computation power to the Network.  
+Click on the following link for more information about Nimble and its technology > [https://www.nimble.technology/](https://www.nimble.technology/)
+
+## System Specifications
+These are the system specifications to run the Nimble Miner  
+Recommended:
+```
+RTX 3080+ GPU
+Core i7 13700
+16GB RAM
+256 GB disk space
+```
+Minimum
+```
+RTX 2080+ GPU (Linux/Windows), or M1/M2/M3 Mac chips
+Core i5 7400
+16GB RAM
+256 GB disk space
+```
+
+## Installation
+This guide will helps you to install the Nimble Miner.
+
+### Install Go
+Execute the following commands to install GO.  
+Verify the last version [here](https://go.dev/dl/)
+```
+# Download the GO last version
+wget https://go.dev/dl/go1.22.1.linux-amd64.tar.gz
+
+# Delete existing folder and extract the binaries
+rm -rf /usr/local/go && tar -C /usr/local -xzf go1.22.1.linux-amd64.tar.gz
+
+# Add Go binary path to your system's PATH
+export PATH=$PATH:/usr/local/go/bin
+```
+Verify the Go install and its version.
+```
+go version
+```
+It should display the go version
+
+### Install Nimble’s Wallet CLI
+Execute the following commands to install the Nimble’s Wallet CLI
+```
+# Create and go to your nimble folder
+mkdir $HOME/nimble && cd $HOME/nimble
+
+# Clone the Nimble's Wallet CLI repository
+git clone https://github.com/nimble-technology/wallet-public.git
+
+# Go to the wallet folder
+cd wallet-public
+
+# Install
+make install
+```
+
+Note : if you get an error such as "make command not found" please run the following command : 
+```
+sudo apt-get install make
+```
+
+### Generate a wallet
+```
+# Go to the nimble-networkd's folder
+cd $HOME/go/bin
+
+# Generate a wallet (replace <wallet_name> by the wallet name you want)
+./nimble-networkd keys add <wallet_name>
+```
+This will ask you to create a passphrase (password) of your choosing.
+After you've entered your passphrase, your wallet shoud be successfully created and the “address: nimblexxxx” output can confirm that!  
+Copy the generated Nimble address and save your wallet information in a safe place.
+
+Note : to recover an existing wallet from its mnemonic, please run :
+```# Recover a wallet from its mnemonic
+./nimble-networkd keys add <wallet_name> --recover
+```
+
+### Nimble Miner Setup
+Note: python3.9 (or above) and pip3 are required for the remaining steps.  
+Prepare Python Environment (Linux/Windows Only).
+```
+# Install venv for Linux
+sudo apt update
+sudo apt install python3-venv
+```
+Install the Nimble Miner
+```
+cd $HOME/nimble
+git clone https://github.com/xclicx/nimble-miner-public.git
+cd nimble-miner-public
+make install
+```
+Activate the nimenv_localminers virtual environment
+```
+source ./nimenv_localminers/bin/activate
+```
+
+### Start Mining
+Replace the <wallet_address> by your Nimble wallet addresses on the command below.
+```
+make run addr=<wallet_address>
+```
+
+Note : if you get an error such as "Failed to find C compiler." please run the following command : 
+```
+sudo apt-get install build-essential
+```
+
+**Congratulations ! You are now mining $NIM !**  
+
+You can stop the miner by pressing CTRL+C   
+To resume mining, re-run the command.
+
+## Bonus Tips
+
+### Optimizing your it/s
+Depending on your set-up, tweaking the training parameters could lead to better memory utilization and/or an increase of the training speed.
+To do so, you need to open the execute.py file and edit the following section : 
+```
+training_args = TrainingArguments(
+        output_dir="my_model", evaluation_strategy="epoch"
+    )
+```
+
+
+Please note, some parameters such as fp16 or bf16 may lead to a loss of precision and lower rewards/bad reputation.
+
+A full description can be found here : https://huggingface.co/docs/transformers/en/perf_train_gpu_one
+
+
+
+### Run the Nimble Miner in background using Screen
+Screen is a powerful utility for creating and managing multiple virtual terminal sessions, enabling users to run processes in the background.   
+Utilize Screen to run the Nimble Miner while simultaneously maintaining access to your main session.  
+Execute the following command to install Screen
+```
+# Install Screen
+sudo apt install screen
+```
+Create a new Screen session (you can replace “NimbleMinerSession“ with your desired session name)
+```
+screen -S NimbleMinerSession
+```
+Start mining on your Screen session
+```
+make run addr=<wallet_address>
+```
+**Congratulations ! The Nimble Miner is now running on your Screen Session.**  
+Press CTRL+a+d to detach from your Screen session and return to your main session.  
+Execute “screen -r“ from your main session if you want to return to your Nimble mining session.

execute.py

@@ -83,7 +83,7 @@ def model_init():
     )
 
     training_args = TrainingArguments(
-        output_dir="my_model", evaluation_strategy="epoch", save_strategy='epoch', seed=task_args['seed']
+        output_dir="my_model", evaluation_strategy="epoch", save_strategy='epoch', seed=task_args['seed'], torch_compile=True, dataloader_num_workers=4
     )
 
     trainer = Trainer(