├── .env-EXAMPLE ├── llm-setup.sh ├── README.md ├── lambda_api_helpers.py └── LICENSE /.env-EXAMPLE: -------------------------------------------------------------------------------- 1 | LAMBDA_KEY= 2 | LAMBDA_SSH_KEY_NAME= 3 | HF_AUTH= 4 | -------------------------------------------------------------------------------- /llm-setup.sh: -------------------------------------------------------------------------------- 1 | #!/bin/bash 2 | sudo pip3 install --upgrade torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118 3 | sudo pip3 install --upgrade huggingface-hub 4 | sudo pip3 install --upgrade transformers einops accelerate 5 | sudo pip3 install xformers 6 | sudo pip3 install --upgrade bitsandbytes 7 | sudo pip3 install flask 8 | sudo pip3 install python-dotenv 9 | export LD_LIBRARY_PATH=/lib/x86_64-linux-gnu:$LD_LIBRARY_PATH 10 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Lambda-Cloud 2 | Helpers and such for working with Lambda Cloud. 3 | 4 | # Setup process for a new instance: 5 | May eventually have different setup processes depending on the use-case, but for now: 6 | Either copy over the llm-setup.sh file or: 7 | 8 | `$ nano llm-setup.sh` 9 | 10 | ``` 11 | #!/bin/bash 12 | sudo pip3 install --upgrade torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118 13 | sudo pip3 install --upgrade huggingface-hub 14 | sudo pip3 install --upgrade transformers einops accelerate 15 | sudo pip3 install xformers 16 | sudo pip3 install --upgrade bitsandbytes 17 | sudo pip3 install flask 18 | sudo pip3 install python-dotenv 19 | export LD_LIBRARY_PATH=/lib/x86_64-linux-gnu:$LD_LIBRARY_PATH 20 | ``` 21 | 22 | `$ chmod +x setup.sh` 23 | 24 | 25 | `$./setup.sh` 26 | 27 | # `.env` file 28 | 29 | You may not need everything included in the example. 30 | 1. `LAMBDA_KEY` is your Lambda cloud API key, which allows you to spin up, check, terminate...etc instances. 31 | 2. `LAMBDA_SSH_KEY_NAME` is the name of your ssh key file on Lambda cloud, so the API knows which key to associate with an instance you spin up. 32 | 3. `HF_AUTH` is used for any LLM that you may wish to DL/use on Lambda that requires authorization to use. 33 | 34 | # `lambda_api_helpers.py` 35 | Fairly dirty, but gets the job done of some of the tasks I've wanted to do so far. 36 | 37 | -------------------------------------------------------------------------------- /lambda_api_helpers.py: -------------------------------------------------------------------------------- 1 | # API docs: https://cloud.lambdalabs.com/api/v1/docs 2 | 3 | from dotenv import load_dotenv 4 | import os 5 | import requests 6 | from requests.auth import HTTPBasicAuth 7 | from colorama import Fore, Style 8 | import time 9 | import colorama 10 | 11 | 12 | colorama.init() 13 | 14 | # load .env file 15 | load_dotenv() 16 | 17 | api_key = os.getenv('LAMBDA_KEY') 18 | ssh_key_name = os.getenv('LAMBDA_SSH_KEY_NAME') 19 | 20 | def query_lambda_api(endpoint): 21 | response = requests.get(endpoint, 22 | auth=HTTPBasicAuth(api_key, '')) 23 | if response.status_code == 200: 24 | # Parse the response as JSON 25 | data = response.json() 26 | return data 27 | else: 28 | print("Error: ", response.status_code) 29 | print(response) 30 | return False 31 | 32 | 33 | def get_instance_types(): 34 | endpoint = "https://cloud.lambdalabs.com/api/v1/instance-types" 35 | data = query_lambda_api(endpoint) 36 | 37 | # Empty lists to store available and unavailable instances 38 | available_instances = [] 39 | unavailable_instances = [] 40 | 41 | # Iterate over each instance in the data 42 | for instance in data['data'].values(): 43 | name = instance['instance_type']['name'] 44 | price = instance['instance_type']['price_cents_per_hour'] / 100 # convert cents to dollars 45 | availability = 'Available' if instance['regions_with_capacity_available'] else 'None available' 46 | 47 | # Append instance to the appropriate list 48 | if availability == 'Available': 49 | available_instances.append(instance) 50 | else: 51 | unavailable_instances.append(instance) 52 | 53 | # Function to print instance details 54 | def print_instance_details(instance, availability): 55 | name = instance['instance_type']['name'] 56 | price = instance['instance_type']['price_cents_per_hour'] / 100 # convert cents to dollars 57 | print(f"Instance: {name}") 58 | print(f"Price per hour: ${price}") 59 | 60 | # Use colorama to print availability in green or red 61 | if availability == 'Available': 62 | print(f"Availability: {Fore.GREEN}{availability}{Style.RESET_ALL}") 63 | else: 64 | print(f"Availability: {Fore.RED}{availability}{Style.RESET_ALL}") 65 | 66 | print("------------------------------") 67 | 68 | # Print details of available instances first 69 | for instance in available_instances: 70 | print_instance_details(instance, 'Available') 71 | 72 | # Then print details of unavailable instances 73 | for instance in unavailable_instances: 74 | print_instance_details(instance, 'None available') 75 | 76 | return data, available_instances 77 | 78 | 79 | def attempt_instance(target_names, demo=False): 80 | data, available_instances = get_instance_types() 81 | print(available_instances) 82 | 83 | # Loop through each target name to see if it's available 84 | for target_name in target_names: 85 | if any(instance['instance_type']['name'] == target_name for instance in available_instances): 86 | print(f"{Fore.GREEN}{Style.BRIGHT}{target_name} found!{Style.RESET_ALL}") 87 | 88 | instance_data = next((instance for instance in available_instances if instance['instance_type']['name'] == target_name), None) 89 | region_name = instance_data['regions_with_capacity_available'][0]['name'] if instance_data else None 90 | 91 | if demo: 92 | data = { 93 | 'region_name': region_name, 94 | 'instance_type_name': target_name, 95 | 'ssh_key_names': [ssh_key_name], 96 | 'demo_name': demo 97 | } 98 | else: 99 | data = { 100 | 'region_name': region_name, 101 | 'instance_type_name': target_name, 102 | 'ssh_key_names': [ssh_key_name] 103 | } 104 | 105 | endpoint = 'https://cloud.lambdalabs.com/api/v1/instance-operations/launch' 106 | response = requests.post(endpoint, auth=HTTPBasicAuth(api_key, ''), json=data) 107 | print(response.json()) 108 | print("Server spinning up... Your instances:") 109 | data = query_lambda_api("https://cloud.lambdalabs.com/api/v1/instances") 110 | if data: 111 | print("Current instances account:", data) 112 | 113 | time.sleep(1) 114 | 115 | return True, target_name # Return True and the name of the found instance 116 | 117 | print(f"{Fore.RED}{Style.BRIGHT}None of the target instances found.{Style.RESET_ALL}") 118 | return False, None # Return False and None if no instances were found 119 | 120 | 121 | def snipe_instance(instance_names, demo=False): 122 | got_a_server = False 123 | found_instance_name = None 124 | while not got_a_server: 125 | try: 126 | got_a_server, found_instance_name = attempt_instance(instance_names, demo) 127 | time.sleep(2) 128 | if got_a_server: 129 | colors = [Fore.RED, Fore.GREEN, Fore.YELLOW, Fore.BLUE, Fore.MAGENTA, Fore.CYAN] 130 | for i in range(6): 131 | print(f"{colors[i]}{Style.BRIGHT}Server {found_instance_name} found!{Style.RESET_ALL}") 132 | time.sleep(0.5) 133 | except Exception as e: 134 | print(e) 135 | time.sleep(1) 136 | 137 | 138 | def get_my_instances(): 139 | data = query_lambda_api("https://cloud.lambdalabs.com/api/v1/instances") 140 | if data: 141 | print("Current instances account:", data) 142 | return data 143 | 144 | 145 | def terminate_instance(instance_id): 146 | endpoint = f"https://cloud.lambdalabs.com/api/v1/instance-operations/terminate" 147 | data = {'instance_ids': [instance_id]} 148 | response = requests.post(endpoint, auth=HTTPBasicAuth(api_key, ''), json=data) 149 | print(response.json()) 150 | 151 | 152 | def terminate_all_instances(): 153 | data = get_my_instances() 154 | if len(data['data']) > 0: 155 | for instance in data['data']: 156 | instance_id = instance['id'] 157 | print("Terminating instance:", instance_id) 158 | input("press enter to continue") 159 | terminate_instance(instance_id) 160 | print("Terminate request sent.") 161 | 162 | if __name__ == "__main__": 163 | # uncomment any multiple of instances that you want to hunt for at any given time. 164 | snipe_instance([ 165 | #"gpu_1x_a10", 166 | #"gpu_1x_a100_sxm4", 167 | #"gpu_8x_h100_sxm5", 168 | #"gpu_1x_h100_pcie", 169 | #"gpu_8x_a100_80gb_sxm4", 170 | #"gpu_1x_rtx6000", 171 | #"gpu_1x_a100", 172 | #"gpu_2x_a100", 173 | #"gpu_4x_a100", 174 | #"gpu_8x_a100", 175 | "gpu_1x_a6000", 176 | #"gpu_2x_a6000", 177 | #"gpu_4x_a6000", 178 | #"gpu_8x_v100", 179 | ]) 180 | 181 | # Get your current instances: 182 | #get_my_instances() 183 | 184 | # Terminate all your instances: 185 | #terminate_all_instances() 186 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Apache License 2 | Version 2.0, January 2004 3 | http://www.apache.org/licenses/ 4 | 5 | TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 6 | 7 | 1. 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