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 optionally TIFF, PDF, GIF and SVG formats if [email protected]+
is compiled with proper library bindings.
imaginary
is able to output images as JPEG, PNG and WEBP formats, including transparent conversion across them.
imaginary
also optionally supports image placeholder fallback mechanism in case of image processing error or server error of any nature, therefore an image will be always returned by the server in terms of HTTP response body and content MIME type, even in case of error, matching the expected image size and format transparently.
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
- Prerequisites
- 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
- Configurable image area extraction
- Embed/Extend image, supporting multiple modes (white, black, mirror, copy or custom background color)
- Watermark (customizable by text)
- Custom output color space (RGB, black/white...)
- Format conversion (with additional quality/compression settings)
- Info (image size, format, orientation, alpha...)
- Reply with default or custom placeholder image in case of error.
- libvips v7.40.0+ or 8+ (8.3+ recommended)
- C compatible compiler such as gcc 4.6+ or clang 3.0+
- Go 1.3+
go get -u github.com/h2non/imaginary
Also, be sure you have the latest version of bimg
:
go get -u gopkg.in/h2non/bimg.v1
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
Optionally, define the PKGCONFIG path:
heroku config:add PKG_CONFIG_PATH=/app/vendor/vips/lib/pkgconfig
Add Heroku git remote:
heroku git:remote -a your-application
Deploy it!
git push heroku master
Given the multithreaded native nature of Go, in terms 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 requests/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 for massive image processing, you should scale imaginary
horizontally, distributing the HTTP load across a pool of imaginary servers.
Assuming that you want to provide a high availability to deal efficiently with, let's say, 100 concurrent req/sec, a good approach would be using a front end balancer (e.g: HAProxy) to delegate the traffic control flow, ensure the quality of service and distribution the HTTP across a pool of servers:
|==============|
| Dark World |
|==============|
||||
|==============|
| Balancer |
|==============|
| |
/ \
/ \
/ \
/-----------\ /-----------\
| imaginary | | imaginary | (*n)
\-----------/ \-----------/
Feel free to send a PR if you created a client for other language.
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 bottlenecks.
Usage:
imaginary -p 80
imaginary -cors -gzip
imaginary -concurrency 10
imaginary -path-prefix /api/v1
imaginary -enable-url-source
imaginary -enable-url-source -allowed-origins http://localhost,http://server.com
imaginary -enable-url-source -enable-auth-forwarding
imaginary -enable-url-source -authorization "Basic AwDJdL2DbwrD=="
imaginary -enable-placeholder
imaginery -enable-url-source -placeholder ./placeholder.jpg
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
-path-prefix <value> Url path prefix to listen to [default: "/"]
-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 Restrict remote image source processing to certain origins (separated by commas)
-enable-placeholder Enable image response placeholder to be used in case of error [default: false]
-enable-auth-forwarding Forwards X-Forward-Authorization or Authorization header to the image source server. -enable-url-source flag must be defined. Tip: secure your server from public access to prevent attack vectors
-allowed-origins <urls> TLS certificate file path
-certfile <path> TLS certificate file path
-keyfile <path> TLS private key file path
-authorization <value> Defines a constant Authorization header value passed to all the image source servers. -enable-url-source flag must be defined. This overwrites authorization headers forwarding behavior via X-Forward-Authorization
-placeholder <path> Image path to image custom placeholder to be used in case of error. Recommended minimum image size is: 1200x1200
-concurreny <num> Throttle concurrency limit per second [default: disabled]
-burst <num> Throttle burst max cache size [default: 100]
-mrelease <num> OS memory release interval 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 requests/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
Enable authorization header forwarding to image origin server. X-Forward-Authorization
or Authorization
(by priority) header value will be forwarded as Authorization
header to the target origin server, if one of those headers are present in the incoming HTTP request.
Security tip: secure your server from public access to prevent attack vectors when enabling this option:
imaginary -p 8080 -enable-url-source -enable-auth-forwarding
Or alternatively you can manually define an constant Authorization header value that will be always sent when fetching images from remote image origins. If defined, X-Forward-Authorization
or Authorization
headers won't be forwarded, and therefore ignored, if present.
Note:
imaginary -p 8080 -enable-url-source -authorization "Bearer s3cr3t"
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
Enable placeholder image HTTP responses in case of server error/bad request.
The placeholder image will be dynamically and transparently resized matching the expected image width
xheight
define in the HTTP request params.
Also, the placeholder image will be also transparently converted to the desired image type defined in the HTTP request params, so the API contract should be maintained as much better as possible.
This feature is particularly useful when using imaginary
as public HTTP service consumed by Web clients.
In case of error, the appropriate HTTP status code will be used to reflect the error, and the error details will be exposed serialized as JSON in the Error
response HTTP header, for further inspection and convenience for API clients.
imaginary -p 8080 -enable-placeholder -enable-url-source
You can optionally use a custom placeholder image.
Since the placeholder image should fit a variety of different sizes, it's recommended to use a large image, such as 1200
x1200
.
Supported custom placeholder image types are: JPEG
, PNG
and WEBP
.
imaginary -p 8080 -placeholder=placeholder.jpg -enable-url-source
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 pass the -key
flag to 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 -enable-placeholder
or -placeholder <image path>
flags are passed to imaginary
, a placeholder image will be used in case of error or invalid request input.
If -enable-placeholder
is passed, the default imaginary
placeholder image will be used, however you can customized it via -placeholder
flag, loading a custom compatible image from the file system.
Since imaginary
has been partially designed to be used as public HTTP service, including web pages, in certain scenarios the response MIME type must be respected,
so the server will always reply with a placeholder image in case of error, such as image processing error, read error, payload error, request invalid request or any other.
You can customize the placeholder image passing the -placeholder <image path>
flag when starting imaginary
.
In this scenarios, the error message details will be exposed in the Error
response header field as JSON for further inspection from API clients.
In some edge cases the placeholder image resizing might fail, so a 400 Bad Request will be used as response status and the Content-Type
will be application/json
with the proper message info. Note that this scenario won't be common.
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. Defaults to80
- 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
- flip
bool
- Transform the resultant image with flip operation. Default:false
- flop
bool
- Transform the resultant image with flop operation. Default:false
- 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. Defaults tofalse
- norotation
bool
- Disable auto rotation based on EXIF orientation. Defaults tofalse
- noprofile
bool
- Disable adding ICC profile metadata. Defaults tofalse
- 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) - field
string
- Custom image form field name if usingmultipart/form
. Defaults to:file
- extend
string
- Extend represents the image extend mode used when the edges of an image are extended. Allowed values are:black
,copy
,mirror
,white
andbackground
. Ifbackground
value is specified, you can define the desired extend RGB color viabackground
param, such as?extend=background&background=250,20,10
. For more info, see libvips docs. - background
string
- Background RGB decimal base color to use when flattening transparent PNGs. Example:255,200,150
Content-Type: application/json
Serves as JSON the current imaginary
, bimg
and libvips
versions.
Example response:
{
"imaginary": "0.1.28",
"bimg": "1.0.5",
"libvips": "8.4.1"
}
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
- rotate
int
- embed
bool
- norotation
bool
- noprofile
bool
- flip
bool
- flop
bool
- extend
string
- background
string
- Example:?background=250,20,10
- colorspace
string
- gravity
string
- field
string
- Only POST andmultipart/form
payloads
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 - embed
bool
- force
bool
- rotate
int
- norotation
bool
- noprofile
bool
- flip
bool
- flop
bool
- extend
string
- background
string
- Example:?background=250,20,10
- colorspace
string
- field
string
- Only POST andmultipart/form
payloads
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 - embed
bool
- force
bool
- rotate
int
- norotation
bool
- noprofile
bool
- flip
bool
- flop
bool
- extend
string
- background
string
- Example:?background=250,20,10
- colorspace
string
- field
string
- Only POST andmultipart/form
payloads
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 - embed
bool
- force
bool
- rotate
int
- norotation
bool
- noprofile
bool
- flip
bool
- flop
bool
- extend
string
- background
string
- Example:?background=250,20,10
- colorspace
string
- field
string
- Only POST andmultipart/form
payloads
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 - embed
bool
- force
bool
- rotate
int
- norotation
bool
- noprofile
bool
- flip
bool
- flop
bool
- extend
string
- background
string
- Example:?background=250,20,10
- colorspace
string
- field
string
- Only POST andmultipart/form
payloads
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 - embed
bool
- force
bool
- rotate
int
- norotation
bool
- noprofile
bool
- flip
bool
- flop
bool
- extend
string
- background
string
- Example:?background=250,20,10
- colorspace
string
- field
string
- Only POST andmultipart/form
payloads
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 - embed
bool
- force
bool
- norotation
bool
- noprofile
bool
- flip
bool
- flop
bool
- extend
string
- background
string
- Example:?background=250,20,10
- colorspace
string
- field
string
- Only POST andmultipart/form
payloads
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 - embed
bool
- force
bool
- norotation
bool
- noprofile
bool
- flip
bool
- flop
bool
- extend
string
- background
string
- Example:?background=250,20,10
- colorspace
string
- field
string
- Only POST andmultipart/form
payloads
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 - embed
bool
- force
bool
- norotation
bool
- noprofile
bool
- flip
bool
- flop
bool
- extend
string
- background
string
- Example:?background=250,20,10
- colorspace
string
- field
string
- Only POST andmultipart/form
payloads
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 - embed
bool
- force
bool
- rotate
int
- norotation
bool
- noprofile
bool
- flip
bool
- flop
bool
- extend
string
- background
string
- Example:?background=250,20,10
- colorspace
string
- field
string
- Only POST andmultipart/form
payloads
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 - embed
bool
- force
bool
- rotate
int
- norotation
bool
- noprofile
bool
- flip
bool
- flop
bool
- extend
string
- background
string
- Example:?background=250,20,10
- colorspace
string
- field
string
- Only POST andmultipart/form
payloads
MIT - Tomas Aparicio