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@ahmadhori
ahmadhori / VPC
Created January 4, 2023 15:14
provider "aws" {
region = "us-east-1"
}
# Main VPC
# https://registry.terraform.io/providers/hashicorp/aws/latest/docs/resources/vpc
resource "aws_vpc" "main" {
cidr_block = "10.0.0.0/18"
tags = {
@ahmadhori
ahmadhori / mlops-platforms-functional-requirements.csv
Created February 19, 2022 00:05
Functional requirements for a MLOps platform
Requirement Description Priority
Automation & Scheduling Data science code should run at the end on the cloud Thus deploying and scheduling this code ideally should be done easily by a data scientist without the need for a data engineer to do this. Must have
@ahmadhori
ahmadhori / table.csv
Last active February 18, 2022 23:58
Test table in Medium
firstname lastname age
X Y 27
Y Z 30
@ahmadhori
ahmadhori / test.py
Created November 12, 2021 23:27
#!/bin/python
import sys
import os
import json
class Stream(object):
def __init__(self, content):
@ahmadhori
ahmadhori / linear_flow_batch.py
Created October 29, 2021 00:19
example flow with a step uses batch decorator
from metaflow import FlowSpec, step, batch
class LinearFlow(FlowSpec):
@step
def start(self):
print('This step is running on local machine')
self.next(self.a)
@batch(memory=60000, cpu=1). # using batch to execute step on AWS
@ahmadhori
ahmadhori / inspect_flows.py
Created October 29, 2021 00:18
inspecting metaflow historical runs
from metaflow import Flow
flow = Flow('ModelCreationFlow'). # which flow you want to inspect
for run in flow: # iterate over all the historical runs
if run.successful:
print(run.finished_at) # print when was the run
run_id = run.id # get the run id
df_predection = Flow("ModelCreationFlow")[run_id].data.df_predection
@ahmadhori
ahmadhori / linear_flow.py
Created October 29, 2021 00:13
metaflow example flow
from metaflow import FlowSpec, step
class LinearFlow(FlowSpec):
@step
def start(self):
self.my_var = 'hello world'
self.next(self.a)
@step
@ahmadhori
ahmadhori / phantom
Created May 28, 2018 21:58
var page = require('webpage').create();
//viewportSize being the actual size of the headless browser
page.viewportSize = { width: 1027, height: 763 };
//the clipRect is the portion of the page you are taking a screenshot of
//page.clipRect = { top: 0, left: 0, width: 1024, height: 768 };
//the rest of the code is the same as the previous example
page.open('http://www.kooora.com/', function() {
page.render('github.png');
phantom.exit();
});
@ahmadhori
ahmadhori / Footer Links
Created May 28, 2018 16:41
@ahmadhori
ahmadhori / gist:4a30021e3584db731b194571ddc84890
Created May 28, 2018 06:18
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