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Initial implementation of key-value rate limits (#6947)
This design seeks to reduce read-pressure on our DB by moving rate limit tabulation to a key-value datastore. This PR provides the following: - (README.md) a short guide to the schemas, formats, and concepts introduced in this PR - (source.go) an interface for storing, retrieving, and resetting a subscriber bucket - (name.go) an enumeration of all defined rate limits - (limit.go) a schema for defining default limits and per-subscriber overrides - (limiter.go) a high-level API for interacting with key-value rate limits - (gcra.go) an implementation of the Generic Cell Rate Algorithm, a leaky bucket-style scheduling algorithm, used to calculate the present or future capacity of a subscriber bucket using spend and refund operations Note: the included source implementation is test-only and currently accomplished using a simple in-memory map protected by a mutex, implementations using Redis and potentially other data stores will follow. Part of #5545
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# Configuring and Storing Key-Value Rate Limits | ||
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## Rate Limit Structure | ||
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All rate limits use a token-bucket model. The metaphor is that each limit is | ||
represented by a bucket which holds tokens. Each request removes some number of | ||
tokens from the bucket, or is denied if there aren't enough tokens to remove. | ||
Over time, new tokens are added to the bucket at a steady rate, until the bucket | ||
is full. The _burst_ parameter of a rate limit indicates the maximum capacity of | ||
a bucket: how many tokens can it hold before new ones stop being added. | ||
Therefore, this also indicates how many requests can be made in a single burst | ||
before a full bucket is completely emptied. The _count_ and _period_ parameters | ||
indicate the rate at which new tokens are added to a bucket: every period, count | ||
tokens will be added. Therefore, these also indicate the steady-state rate at | ||
which a client which has exhausted its quota can make requests: one token every | ||
(period / count) duration. | ||
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## Default Limit Settings | ||
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Each key directly corresponds to a `Name` enumeration as detailed in `//ratelimits/names.go`. | ||
The `Name` enum is used to identify the particular limit. The parameters of a | ||
default limit are the values that will be used for all buckets that do not have | ||
an explicit override (see below). | ||
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```yaml | ||
NewRegistrationsPerIPAddress: | ||
burst: 20 | ||
count: 20 | ||
period: 1s | ||
NewOrdersPerAccount: | ||
burst: 300 | ||
count: 300 | ||
period: 180m | ||
``` | ||
## Override Limit Settings | ||
Each override key represents a specific bucket, consisting of two elements: | ||
_name_ and _id_. The name here refers to the Name of the particular limit, while | ||
the id is a client identifier. The format of the id is dependent on the limit. | ||
For example, the id for 'NewRegistrationsPerIPAddress' is a subscriber IP | ||
address, while the id for 'NewOrdersPerAccount' is the subscriber's registration | ||
ID. | ||
```yaml | ||
NewRegistrationsPerIPAddress:10.0.0.2: | ||
burst: 20 | ||
count: 40 | ||
period: 1s | ||
NewOrdersPerAccount:12345678: | ||
burst: 300 | ||
count: 600 | ||
period: 180m | ||
``` | ||
The above example overrides the default limits for specific subscribers. In both | ||
cases the count of requests per period are doubled, but the burst capacity is | ||
explicitly configured to match the default rate limit. | ||
### Id Formats in Limit Override Settings | ||
Id formats vary based on the `Name` enumeration. Below are examples for each | ||
format: | ||
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#### ipAddress | ||
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A valid IPv4 or IPv6 address. | ||
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Examples: | ||
- `NewRegistrationsPerIPAddress:10.0.0.1` | ||
- `NewRegistrationsPerIPAddress:2001:0db8:0000:0000:0000:ff00:0042:8329` | ||
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#### ipv6RangeCIDR | ||
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A valid IPv6 range in CIDR notation with a /48 mask. A /48 range is typically | ||
assigned to a single subscriber. | ||
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Example: `NewRegistrationsPerIPv6Range:2001:0db8:0000::/48` | ||
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#### regId | ||
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The registration ID of the account. | ||
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Example: `NewOrdersPerAccount:12345678` | ||
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#### regId:domain | ||
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A combination of registration ID and domain, formatted 'regId:domain'. | ||
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Example: `CertificatesPerDomainPerAccount:12345678:example.com` | ||
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#### regId:fqdnSet | ||
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A combination of registration ID and a comma-separated list of domain names, | ||
formatted 'regId:fqdnSet'. | ||
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Example: `CertificatesPerFQDNSetPerAccount:12345678:example.com,example.org` | ||
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## Bucket Key Definitions | ||
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A bucket key is used to lookup the bucket for a given limit and | ||
subscriber. Bucket keys are formatted similarly to the overrides but with a | ||
slight difference: the limit Names do not carry the string form of each limit. | ||
Instead, they apply the `Name` enum equivalent for every limit. | ||
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So, instead of: | ||
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``` | ||
NewOrdersPerAccount:12345678 | ||
``` | ||
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The corresponding bucket key for regId 12345678 would look like this: | ||
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``` | ||
6:12345678 | ||
``` | ||
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When loaded from a file, the keys for the default/override limits undergo the | ||
same interning process as the aforementioned subscriber bucket keys. This | ||
eliminates the need for redundant conversions when fetching each | ||
default/override limit. | ||
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## How Limits are Applied | ||
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Although rate limit buckets are configured in terms of tokens, we do not | ||
actually keep track of the number of tokens in each bucket. Instead, we track | ||
the Theoretical Arrival Time (TAT) at which the bucket will be full again. If | ||
the TAT is in the past, the bucket is full. If the TAT is in the future, some | ||
number of tokens have been spent and the bucket is slowly refilling. If the TAT | ||
is far enough in the future (specifically, more than `burst * (period / count)`) | ||
in the future), then the bucket is completely empty and requests will be denied. | ||
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Additional terminology: | ||
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- **burst offset** is the duration of time it takes for a bucket to go from | ||
empty to full (`burst * (period / count)`). | ||
- **emission interval** is the interval at which tokens are added to a bucket | ||
(`period / count`). This is also the steady-state rate at which requests can | ||
be made without being denied even once the burst has been exhausted. | ||
- **cost** is the number of tokens removed from a bucket for a single request. | ||
- **cost increment** is the duration of time the TAT is advanced to account | ||
for the cost of the request (`cost * emission interval`). | ||
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For the purposes of this example, subscribers originating from a specific IPv4 | ||
address are allowed 20 requests to the newFoo endpoint per second, with a | ||
maximum burst of 20 requests at any point-in-time, or: | ||
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```yaml | ||
NewFoosPerIPAddress:172.23.45.22: | ||
burst: 20 | ||
count: 20 | ||
period: 1s | ||
``` | ||
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A subscriber calls the newFoo endpoint for the first time with an IP address of | ||
172.23.45.22. Here's what happens: | ||
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1. The subscriber's IP address is used to generate a bucket key in the form of | ||
'NewFoosPerIPAddress:172.23.45.22'. | ||
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2. The request is approved and the 'NewFoosPerIPAddress:172.23.45.22' bucket is | ||
initialized with 19 tokens, as 1 token has been removed to account for the | ||
cost of the current request. To accomplish this, the initial TAT is set to | ||
the current time plus the _cost increment_ (which is 1/20th of a second if we | ||
are limiting to 20 requests per second). | ||
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3. Bucket 'NewFoosPerIPAddress:172.23.45.22': | ||
- will reset to full in 50ms (1/20th of a second), | ||
- will allow another newFoo request immediately, | ||
- will allow between 1 and 19 more requests in the next 50ms, | ||
- will reject the 20th request made in the next 50ms, | ||
- and will allow 1 request every 50ms, indefinitely. | ||
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The subscriber makes another request 5ms later: | ||
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4. The TAT at bucket key 'NewFoosPerIPAddress:172.23.45.22' is compared against | ||
the current time and the _burst offset_. The current time is greater than the | ||
TAT minus the cost increment. Therefore, the request is approved. | ||
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5. The TAT at bucket key 'NewFoosPerIPAddress:172.23.45.22' is advanced by the | ||
cost increment to account for the cost of the request. | ||
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The subscriber makes a total of 18 requests over the next 44ms: | ||
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6. The current time is less than the TAT at bucket key | ||
'NewFoosPerIPAddress:172.23.45.22' minus the burst offset, thus the request | ||
is rejected. | ||
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This mechanism allows for bursts of traffic but also ensures that the average | ||
rate of requests stays within the prescribed limits over time. |
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