⚡️ How Redis counts billions of unique values while barely using memory
There's an algorithm called HyperLogLog. It allows you to roughly estimate how many unique elements have passed through the system, using about 12 KB of memory.
The idea is simple: Redis doesn't store the elements themselves.
It does the following:
- Takes an element
- Calculates a hash from it
- Uses part of the hash as a cell number
- Checks the other part to see how many consecutive zeros it contains
- If the new number is larger than the old one, it updates the cell
Why does this work?
Because a long series of zeros in the hash is rare.
For example:
- 1 consecutive zero - quite common
- 5 consecutive zeros - less common
- 10 consecutive zeros - about a 1 in 1024 chance
- 20 consecutive zeros - a very rare event
If Redis sees a very rare pattern, it means that many different elements have likely passed through it.
Redis uses 16,384 small counters. Each stores the maximum "rarity" it has seen for its group of elements.
Then Redis combines these values mathematically to get an estimate of unique elements.
Not an exact number, but a very close approximation.
The main trick of HyperLogLog:
it can handle millions or even billions of values, but memory hardly increases at all.
That's why Redis can count unique users, IPs, requests, or events without huge tables and lists.
#Redis #HyperLogLog #DataScience #Tech #BigData #MemoryEfficiency
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There's an algorithm called HyperLogLog. It allows you to roughly estimate how many unique elements have passed through the system, using about 12 KB of memory.
The idea is simple: Redis doesn't store the elements themselves.
It does the following:
- Takes an element
- Calculates a hash from it
- Uses part of the hash as a cell number
- Checks the other part to see how many consecutive zeros it contains
- If the new number is larger than the old one, it updates the cell
Why does this work?
Because a long series of zeros in the hash is rare.
For example:
- 1 consecutive zero - quite common
- 5 consecutive zeros - less common
- 10 consecutive zeros - about a 1 in 1024 chance
- 20 consecutive zeros - a very rare event
If Redis sees a very rare pattern, it means that many different elements have likely passed through it.
Redis uses 16,384 small counters. Each stores the maximum "rarity" it has seen for its group of elements.
Then Redis combines these values mathematically to get an estimate of unique elements.
Not an exact number, but a very close approximation.
The main trick of HyperLogLog:
it can handle millions or even billions of values, but memory hardly increases at all.
That's why Redis can count unique users, IPs, requests, or events without huge tables and lists.
#Redis #HyperLogLog #DataScience #Tech #BigData #MemoryEfficiency
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👑 Lifetime access to HelloEncyclo — every AI, ML & Data Science course ever built — for ~$41. Once. Forever.
This isn't a drill. This isn't a rerun.
This is the founding-member price — and it disappears the moment the first 250 seats globally are gone.
✅ 13 courses live right now
✅ 40+ more in 2–3 weeks
✅ Every future course included automatically
✅ 15-day money-back — full refund, no questions
Code: PRESALE-BOOK-WAVE-2GFG
(Log in with Gmail · valid once · applies at checkout)
👇 First 5. That's it.
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⏳ Once those 5 seats go through this link —
I'm not sharing it again. 🔥
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A 14-day tutorial where you build a Python code-agent CLI in the style of Claude Code from scratch and simultaneously understand how the Agent Harness actually works. 🛠️🤖
In the end, you don't just call a ready-made agent via the API, but you understand the components that make up a Claude Code-like tool. 🧠⚙️
https://github.com/bozhouDev/14days-build-claude-code-cli/blob/main/README.en.md
#Python #AI #ClaudeCode #CLI #CodingTutorial #Tech
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https://github.com/bozhouDev/14days-build-claude-code-cli/blob/main/README.en.md
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GitHub
14days-build-claude-code-cli/README.en.md at main · bozhouDev/14days-build-claude-code-cli
网页版教程，看起来会舒服一点. Contribute to bozhouDev/14days-build-claude-code-cli development by creating an account on GitHub.
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