kashifulhaque

 import json
 import pytz
 import asyncpg
 import datetime
 import numpy as np
 
 from typing import Any
 from .constants import TABLE_NAME
 from ..core.redaction import custom_redaction
 

kashifulhaque

import torch
import numpy as np

def check_gpu_capabilities():
  print("=== GPU Information ===")

  if not torch.cuda.is_available():
    print("❌ CUDA is not available on this system")
    return
  

kashifulhaque

Aspect	On-Policy	Off-Policy
Definition	Learns the value function for the policy being used for action selection	Can learn about a different policy than the one being used for action selection
Policy Updating	Uses the same policy for both learning and action selection	Can use different policies for learning and action selection
Data Collection	Collects data using the current policy	Can use data collected from any policy
Exploration	Typically requires a balance between exploration and exploitation	Can learn from data collected u

kashifulhaque

[shell]
  program = "wsl"
  args = [ "~" ]

[font]
size = 12
  [font.normal]
    family = "CodeNewRoman Nerd Font"
    style = "Regular"

kashifulhaque

In order to check similarity between 2 vectors, we can check the distance between them. There are a few different metrics to measure distance between 2 vectors.

import numpy as np

1. Cosine similarity

Measures the angle between 2 non-zero vectors. It ranges between $[-1, 1]$ $$cos (\theta) = \frac{\vec{p} \cdot \vec{q}}{||p|| \text{ } ||q||}$$

def cosine_similarity(p, q):

kashifulhaque

Add the unstable NixOS channel

sudo nix-channel --add https://nixos.org/channels/nixos-unstable nixos-unstable

Update the unstable NixOS channel

sudo nix-channel --update nixos-unstable

kashifulhaque

https://brev.dev/

https://vast.ai/

https://lambdalabs.com/service/gpu-cloud

https://www.paperspace.com/

https://huggingface.co/docs/hub/en/spaces-gpus

kashifulhaque

• Ctrl + X kill active process
• Ctrl + D exit active shell
• Ctrl + L clear screen
• Ctrl + Z put current process in background (fg to bring it back to foregorund)
• Ctrl + A to go to front of a line
• Ctrl + E to go the end of a line
• Ctrl + F to go forward one character (right arrow)
• Ctrl + B to go backward one character (left arrow)
• Alt + F to go forward one word (vim w motion)
• Alt + B to go backward one word (vim b motion)

kashifulhaque

To export and share your conda environment

conda activate your_env_name

conda env export > environment.yml

To import environment from YAML file

kashifulhaque

{
  "background": "#181818",
  "foreground": "p:white",
  "style": "powerline",
  "properties": {
    "display_mode": "environment",
    "fetch_virtual_env": true,
    "home_enabled": true
  },
  "type": "python",