Json::Streamer
Ruby gem for getting data from JSON streams based on various criteria (key, nesting level, etc).
Status and support
- ✔ stable
- ✔ supported
- ✖ no ongoing development
You are viewing the README of version v2.1.0. You can find other releases here.
Branch | Status |
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Release | |
Development |
If you've tried JSON streaming with other Ruby libraries before (e.g. JSON::Stream, Yajl::FFI)
This gem will basically spare you the need to define your own callbacks (i.e. implement an actual JSON parser using start_object
, end_object
, key
, value
, etc.).
If you're new to this
Streaming is useful for
- big files that do not fit in the memory (or you'd rather avoid the risk)
- files read in chunks (e.g. arriving over network)
- cases where you expect some issue with the file (e.g. losing connection to source, invalid data at some point) but would like to get as much data as possible anyway
This gem is aimed at making streaming as easy and convenient as possible.
Performance
Highly depends on the event generator. Out of the box the gem uses JSON::Stream. It was chosen because it's a pure Ruby parser with no runtime dependencies. You can use any custom event generator, such as Yajl::FFI which is dependent on the native YAJL library and is ~10 times faster. See the Custom event generators chapter.
I did not measure the performance of my implementation on top of these libraries.
Dependencies
The gem's single runtime dependency is JSON::Stream. It is only loaded if the default event generator is used.
Installation
Add this line to your application's Gemfile:
gem 'json-streamer'
And then execute:
$ bundle
Or install it yourself as:
$ gem install json-streamer
Usage
require 'json/streamer'
Passing IO upfront
Since v1.2.0
file_stream = File.open('data.json', 'r')
chunk_size = 500 # defaults to 1000
streamer = Json::Streamer.parser(file_io: file_stream, chunk_size: chunk_size)
Get objects based on nesting level
# Level zero yields the full JSON, first level yields data within the JSON 1-by-1, etc.
streamer.get(nesting_level:1) do |object|
p object
end
Input:
{
"object1": "first_level_value",
"object2": {}
}
Output:
"first_level_value"
{}
Get data based on key
streamer.get(key:'desired_key') do |object|
p object
end
Input:
{
"obj1" : {
"desired_key" : "value1"
},
"desired_key" : "value2",
"obj2" : {
"desired_key" : {
"desired_key" : "value3"
}
}
}
Output:
"value1"
"value2"
"value3"
{"desired_key" => "value3"}
Skip values
streamer.get(nesting_level:1, yield_values:false) do |object|
p object
end
Input:
{
"obj1" : {},
"key" : "value"
}
Output:
{}
Symbolize keys
Since v1.3.0
streamer.get(nesting_level:0, symbolize_keys: true) do |object|
p object
end
Input:
{
"obj1" : {"key" : "value"}
}
Output:
{:obj1=>{:key=>"value"}}
Passing IO later (EventMachine-style)
# Get a JsonStreamer object that provides access to the parser
# but does not start processing immediately
streamer = Json::Streamer.parser
streamer.get(nesting_level:1) do |object|
p object
end
Then later in your EventMachine handler:
def receive_data(data)
streamer << data
end
Custom event generators
Since v2.1.0
require "yajl/ffi"
Json::Streamer.parser(event_generator: Yajl::FFI::Parser.new)
Any parser can be used that provides the right events. The gem is tested with Yajl::FFI and JSON::Stream.
Custom yield conditions
Since v2.0.0
Custom conditions provide ultimate control over what to yield.
The Conditions API exposes 3 callbacks:
yield_value
yield_array
yield_object
Each of them may be redefined. They are called once the corresponding data (value, array or object) is available. They should return whether the data should be yielded for the outside. They receive the data and the aggregator
as parameters.
The aggregator
exposes data about the current state of the partly parsed JSON such as:
-
level
- current level -
key
- current key -
value
- current value -
key_for_level(level)
- key for custom level -
value_for_level(level)
- value for custom level -
get
- the raw data (in a custom format)
Example usage (inspired by this issue):
conditions = Json::Streamer::Conditions.new
conditions.yield_value = ->(aggregator:, value:) { false }
conditions.yield_array = ->(aggregator:, array:) { false }
conditions.yield_object = lambda do |aggregator:, object:|
aggregator.level.eql?(2) && aggregator.key_for_level(1).eql?('items1')
end
streamer.get_with_conditions(conditions) do |object|
p object
end
Input:
{
"other": "stuff",
"items1": [
{
"key1": "value"
},
{
"key2": "value"
}
],
"items2": [
{
"key3": "value"
},
{
"key4": "value"
}
]
}
Output:
{"key1"=>"value"}
{"key2"=>"value"}
Get an Enumerable when not passing a block
Since v2.1.0
When not passed a block both get
and get_with_conditions
return an enumerator of the requested objects. When passed a block they return an empty enumerator. This means that when not passed a block the requested objects will accumulate in memory.
Without block
objects = streamer.get(nesting_level:1)
p objects
Input:
{
"object1": "first_level_value",
"object2": {}
}
Output:
["first_level_value", {}]
With block
unyielded_objects = streamer.get(nesting_level:1) { |object| do_something(object) }
p unyielded_objects
Input:
{
"object1": "first_level_value",
"object2": {}
}
Output:
[]
Other usage information
Check the unit tests for more examples (spec/streamer_spec.rb).
One streamer
object handles one set of conditions. For multiple conditions create multiple streamers. For more details see this discussion.
Deprecated API
Pre v1.2.0
This functionality is deprecated but kept for compatibility reasons.
# Same as Json::Streamer.parser
streamer = Json::Streamer::JsonStreamer.new
# Same as streamer << data
streamer.parser << data
Contribution and feedback
This project is built around known use-cases. If you have one that isn't covered don't hesitate to open an issue and start a discussion.
Bug reports and pull requests are welcome on GitHub at https://github.com/thisismydesign/json-streamer. This project is intended to be a safe, welcoming space for collaboration, and contributors are expected to adhere to the Contributor Covenant code of conduct.
Conventions
This project follows C-Hive guides for code style, way of working and other development concerns.
License
The gem is available as open source under the terms of the MIT License.