Fast HTTP microservice written in Go for high-level image processing backed by bimg and libvips. imaginary
can be used as private or public HTTP service for massive image processing.
It's almost dependency-free and only uses net/http
native package for better performance.
Supports multiple image operations exposed as a simple HTTP API, with additional optional features such as API token authorization, gzip compression, HTTP traffic throttle strategy and CORS support for web clients.
imaginary
can read images from HTTP payloads, server local path or remote HTTP servers, supporting JPEG, PNG, WEBP and TIFF formats and it's able to output to JPEG, PNG and WEBP, including conversion between them.
It uses internally libvips, a powerful and efficient library written in C for image processing
which requires a low memory footprint
and it's typically 4x faster than using the quickest ImageMagick and GraphicsMagick
settings or Go native image
package, and in some cases it's even 8x faster processing JPEG images.
To get started, take a look the installation steps, usage cases and API docs.
imaginary
is currently used in production processing thousands of images per day.
- Supported image operations
- Prerequisities
- Installation
- Recommended resources
- Production notes
- Scalability
- Clients
- Performance
- Benchmark
- Usage
- HTTP API
- Resize
- Enlarge
- Crop
- Rotate (with auto-rotate based on EXIF orientation)
- Flip (with auto-flip based on EXIF metadata)
- Flop
- Zoom
- Thumbnail
- Extract area
- Watermark (customizable by text)
- Custom output color space (RGB, black/white...)
- Format conversion (with additional quality/compression settings)
- Info (image size, format, orientation, alpha...)
- libvips v7.40.0+ (7.42.0+ recommended)
- C compatible compiler such as gcc 4.6+ or clang 3.0+
- Go 1.3+
go get -u github.com/h2non/imaginary
Run the following script as sudo
(supports OSX, Debian/Ubuntu, Redhat, Fedora, Amazon Linux):
curl -s https://raw.githubusercontent.com/lovell/sharp/master/preinstall.sh | sudo bash -
The install script requires curl
and pkg-config
See Dockerfile for image details.
Fetch the image (comes with latest stable Go and libvips versions)
docker pull h2non/imaginary
Start the container with optional flags (default listening on port 9000)
docker run -p 9000:9000 h2non/imaginary -cors -gzip
Start the container in debug mode:
docker run -p 9000:9000 -e "DEBUG=*" h2non/imaginary
Enter to the interactive shell in a running container
sudo docker exec -it <containerIdOrName> bash
Stop the container
docker stop h2non/imaginary
You can see all the Docker tags here.
Click on the Heroku button to easily deploy your app:
Or alternatively you can follow the manual steps:
Clone this repository:
git clone https://github.com/h2non/imaginary.git
Set the buildpack for your application
heroku config:add BUILDPACK_URL=https://github.com/h2non/heroku-buildpack-imaginary.git
Add Heroku git remote:
heroku git:remote -a your-application
Deploy it!
git push heroku master
Given the multithreaded native nature of Go, in term of CPUs, most cores means more concurrency and therefore, a better performance can be achieved. From the other hand, in terms of memory, 512MB of RAM is usually enough for small services with low concurrency (<5 request/second). Up to 2GB for high-load HTTP service processing potentially large images or exposed to an eventual high concurrency.
If you need to expose imaginary
as public HTTP server, it's highly recommended to protect the service against DDoS-like attacks.
imaginary
has built-in support for HTTP concurrency throttle strategy to deal with this in a more convenient way and mitigate possible issues limiting the number of concurrent requests per second and caching the awaiting requests, if necessary.
In production focused environments it's highly recommended to enable the HTTP concurrency throttle strategy in your imaginary
servers.
The recommended concurrency limit per server to guarantee a good performance is up to 20
requests per second.
You can enable it simply passing a flag to the binary:
$ imaginary -concurrency 20
If you're looking for a large scale solution based on imaginary
, you should scale it horizontally and distribute the HTTP load over a pool of imaginary servers.
Assuming that you want to provide a high availability to deal efficiently with about 100 concurrent req/sec, you should probably use a front balancer (e.g: HAProxy) to delegate the request control flow and quality of service distributing the HTTP load across a pool of server:
|==============|
| Dark World |
|==============|
||||
|==============|
| Balancer |
|==============|
| |
/ \
/ \
/ \
/-----------\ /-----------\
| imaginary | | imaginary | (*N)
\-----------/ \-----------/
libvips is probably the faster open source solution for image processing. Here you can see some performance test comparisons for multiple scenarios:
- libvips speed and memory usage
- sharp performance tests
- bimg (Go library with C bindings to libvips)
See benchmark.sh for more details
Environment: Go 1.4.2. libvips-7.42.3. OSX i7 2.7Ghz
Requests [total] 200
Duration [total, attack, wait] 10.030639787s, 9.949499515s, 81.140272ms
Latencies [mean, 50, 95, 99, max] 83.124471ms, 82.899435ms, 88.948008ms, 95.547765ms, 104.384977ms
Bytes In [total, mean] 23443800, 117219.00
Bytes Out [total, mean] 175517000, 877585.00
Success [ratio] 100.00%
Status Codes [code:count] 200:200
imaginary
can deal efficiently with up to 20 request per second running in a multicore machine,
where it crops a JPEG image of 5MB and spending per each request less than 100 ms
The most expensive image operation under high concurrency scenarios (> 20 req/sec) is the image enlargement, which requires a considerable amount of math operations to scale the original image. In this kind of operation the required processing time usually grows over the time if you're stressing the server continuously. The advice here is as simple as taking care about the number of concurrent enlarge operations to avoid server performance bottle necks.
imaginary server
Usage:
imaginary -p 80
imaginary -cors -gzip
imaginary -concurrency 10
imaginary -enable-url-source
imaginary -h | -help
imaginary -v | -version
Options:
-a <addr> bind address [default: *]
-p <port> bind port [default: 8088]
-h, -help output help
-v, -version output version
-cors Enable CORS support [default: false]
-gzip Enable gzip compression [default: false]
-key <key> Define API key for authorization
-mount <path> Mount server local directory
-http-cache-ttl <num> The TTL in seconds. Adds caching headers to locally served files.
-http-read-timeout <num> HTTP read timeout in seconds [default: 30]
-http-write-timeout <num> HTTP write timeout in seconds [default: 30]
-enable-url-source Enable remote HTTP URL image source processing [default: false]
-certfile <path> TLS certificate file path
-keyfile <path> TLS private key file path
-concurreny <num> Throttle concurrency limit per second [default: disabled]
-burst <num> Throttle burst max cache size [default: 100]
-mrelease <num> OS memory release inverval in seconds [default: 30]
-cpus <num> Number of used cpu cores.
(default for current machine is 8 cores)
Start the server in a custom port
imaginary -p 8080
Also, you can pass the port as environment variable
PORT=8080 imaginary
Enable HTTP server throttle strategy (max 10 request/second)
imaginary -p 8080 -concurrency 10
Enable remote URL image fetching (then you can do GET request passing the url=http://server.com/image.jpg
query param)
imaginary -p 8080 -enable-url-source
Mount local directory (then you can do GET request passing the file=image.jpg
query param)
imaginary -p 8080 -mount ~/images
Send caching headers (only possible with the -mount option). The headers can be set in either "cache nothing" or "cache for N seconds". By specifying 0 Imaginary will send the "don't cache" headers, otherwise it sends headers with a TTL. The following example informs the client to cache the result for 1 year.
imaginary -mount ~/images -http-cache-ttl 31556926
Increase libvips threads concurrency (experimental)
VIPS_CONCURRENCY=10 imaginary -p 8080 -concurrency 10
Enable debug mode
DEBUG=* imaginary -p 8080
Or filter debug output by package
DEBUG=imaginary imaginary -p 8080
Reading a local image (you must pass the -mount=<directory>
flag):
curl -O "http://localhost:8088/crop?width=500&height=400&file=foo/bar/image.jpg"
Fetching the image from a remote server (you must pass the -enable-url-source
flag):
curl -O "http://localhost:8088/crop?width=500&height=400&url=https://raw.githubusercontent.com/h2non/imaginary/master/fixtures/large.jpg"
imaginary
exposes an ugly HTML form for playground purposes in: http://localhost:8088/form
imaginary supports a simple token-based API authorization.
To enable it, you should specific the flag -key secret
when you call the binary.
API token can be defined as HTTP header (API-Key
) or query param (key
).
Example request with API key:
POST /crop HTTP/1.1
Host: localhost:8088
API-Key: secret
imaginary
will always reply with the proper HTTP status code and JSON body with error details.
Here an example response error when the payload is empty:
{
"message": "Cannot read payload: no such file",
"code": 1
}
See all the predefined supported errors here.
If you're pushing images to imaginary
as multipart/form-data
(you can do it as well as image/*
), you must define at least one input field called file
with the raw image data in order to be processed properly by imaginary.
Complete list of available params. Take a look to each specific endpoint to see which params are supported. Image measures are always in pixels, unless otherwise indicated.
- width
int
- Width of image area to extract/resize - height
int
- Height of image area to extract/resize - top
int
- Top edge of area to extract. Example:100
- left
int
- Left edge of area to extract. Example:100
- areawidth
int
- Height area to extract. Example:300
- areaheight
int
- Width area to extract. Example:300
- quality
int
- JPEG image quality between 1-100. Default80
- compression
int
- PNG compression level. Default:6
- rotate
int
- Image rotation angle. Must be multiple of90
. Example:180
- factor
int
- Zoom factor level. Example:2
- margin
int
- Text area margin for watermark. Example:50
- dpi
int
- DPI value for watermark. Example:150
- textwidth
int
- Text area width for watermark. Example:200
- opacity
float
- Opacity level for watermark text. Default:0.2
- force
bool
- Force image transformation size. Default:false
- nocrop
bool
- Disable crop transformation enabled by default by some operations. Default:false
- noreplicate
bool
- Disable text replication in watermark. Defaultfalse
- norotation
bool
- Disable auto rotation based on EXIF orientation. Defaultfalse
- noprofile
bool
- Disable adding ICC profile metadata. Defaultfalse
- text
string
- Watermark text content. Example:copyright (c) 2189
- font
string
- Watermark text font type and format. Example:sans bold 12
- color
string
- Watermark text RGB decimal base color. Example:255,200,150
- type
string
- Specify the image format to output. Possible values are:jpeg
,png
andwebp
- gravity
string
- Define the crop operation gravity. Supported values are:north
,south
,centre
,west
andeast
. Defaults tocentre
. - file
string
- Use image from server local file path. In order to use this you must pass the-mount=<dir>
flag. - url
string
- Fetch the image from a remove HTTP server. In order to use this you must pass the-enable-url-source
flag. - colorspace
string
- Use a custom color space for the output image. Allowed values are:srgb
orbw
(black&white)
Content-Type: application/json
Serves as JSON the current imaginary, bimg and libvips versions.
Content-Type: application/json
Provides some useful statistics about the server stats with the following structure:
- uptime
number
- Server process uptime in seconds. - allocatedMemory
number
- Currently allocated memory in megabytes. - totalAllocatedMemory
number
- Total allocated memory over the time in megabytes. - gorouting
number
- Number of running gorouting. - cpus
number
- Number of used CPU cores.
Example response:
{
"uptime": 1293,
"allocatedMemory": 5.31,
"totalAllocatedMemory": 34.3,
"goroutines": 19,
"cpus": 8
}
Content Type: text/html
Serves an ugly HTML form, just for testing/playground purposes
Accepts: image/*, multipart/form-data
. Content-Type: application/json
Returns the image metadata as JSON:
{
"width": 550,
"height": 740,
"type": "jpeg",
"space": "srgb",
"hasAlpha": false,
"hasProfile": true,
"channels": 3,
"orientation": 1
}
Accepts: image/*, multipart/form-data
. Content-Type: image/*
Crop the image by a given width or height. Image ratio is maintained
- width
int
- height
int
- quality
int
(JPEG-only) - compression
int
(PNG-only) - type
string
- file
string
- Only GET method and if the-mount
flag is present - url
string
- Only GET method and if the-enable-url-source
flag is present - force
bool
- norotation
bool
- noprofile
bool
- colorspace
string
- gravity
string
Accepts: image/*, multipart/form-data
. Content-Type: image/*
Resize an image by width or height. Image aspect ratio is maintained
- width
int
required
- height
int
- quality
int
(JPEG-only) - compression
int
(PNG-only) - type
string
- file
string
- Only GET method and if the-mount
flag is present - url
string
- Only GET method and if the-enable-url-source
flag is present - force
bool
- norotation
bool
- noprofile
bool
- colorspace
string
Accepts: image/*, multipart/form-data
. Content-Type: image/*
- width
int
required
- height
int
required
- quality
int
(JPEG-only) - compression
int
(PNG-only) - type
string
- file
string
- Only GET method and if the-mount
flag is present - url
string
- Only GET method and if the-enable-url-source
flag is present - force
bool
- norotation
bool
- noprofile
bool
- colorspace
string
Accepts: image/*, multipart/form-data
. Content-Type: image/*
- top
int
required
- left
int
- areawidth
int
required
- areaheight
int
- width
int
- height
int
- quality
int
(JPEG-only) - compression
int
(PNG-only) - type
string
- file
string
- Only GET method and if the-mount
flag is present - url
string
- Only GET method and if the-enable-url-source
flag is present - force
bool
- norotation
bool
- noprofile
bool
- colorspace
string
Accepts: image/*, multipart/form-data
. Content-Type: image/*
- factor
number
required
- width
int
- height
int
- quality
int
(JPEG-only) - compression
int
(PNG-only) - type
string
- file
string
- Only GET method and if the-mount
flag is present - url
string
- Only GET method and if the-enable-url-source
flag is present - force
bool
- norotation
bool
- noprofile
bool
- colorspace
string
Accepts: image/*, multipart/form-data
. Content-Type: image/*
- width
int
- height
int
- quality
int
(JPEG-only) - compression
int
(PNG-only) - type
string
- file
string
- Only GET method and if the-mount
flag is present - url
string
- Only GET method and if the-enable-url-source
flag is present - force
bool
- norotation
bool
- noprofile
bool
- colorspace
string
Accepts: image/*, multipart/form-data
. Content-Type: image/*
- rotate
int
required
- width
int
- height
int
- quality
int
(JPEG-only) - compression
int
(PNG-only) - type
string
- file
string
- Only GET method and if the-mount
flag is present - url
string
- Only GET method and if the-enable-url-source
flag is present - force
bool
- norotation
bool
- noprofile
bool
- colorspace
string
Accepts: image/*, multipart/form-data
. Content-Type: image/*
- width
int
- height
int
- quality
int
(JPEG-only) - compression
int
(PNG-only) - type
string
- file
string
- Only GET method and if the-mount
flag is present - url
string
- Only GET method and if the-enable-url-source
flag is present - force
bool
- norotation
bool
- noprofile
bool
- colorspace
string
Accepts: image/*, multipart/form-data
. Content-Type: image/*
- width
int
- height
int
- quality
int
(JPEG-only) - compression
int
(PNG-only) - type
string
- file
string
- Only GET method and if the-mount
flag is present - url
string
- Only GET method and if the-enable-url-source
flag is present - force
bool
- norotation
bool
- noprofile
bool
- colorspace
string
Accepts: image/*, multipart/form-data
. Content-Type: image/*
- type
string
required
- quality
int
(JPEG-only) - compression
int
(PNG-only) - file
string
- Only GET method and if the-mount
flag is present - url
string
- Only GET method and if the-enable-url-source
flag is present - force
bool
- norotation
bool
- noprofile
bool
- colorspace
string
Accepts: image/*, multipart/form-data
. Content-Type: image/*
- text
string
required
- margin
int
- dpi
int
- textwidth
int
- opacity
float
- noreplicate
bool
- font
string
- color
string
- quality
int
(JPEG-only) - compression
int
(PNG-only) - type
string
- file
string
- Only GET method and if the-mount
flag is present - url
string
- Only GET method and if the-enable-url-source
flag is present - force
bool
- norotation
bool
- noprofile
bool
- colorspace
string
MIT - Tomas Aparicio