Using bokeh
Commands¶
It is possible to generate various kinds of output from Bokeh
programmatically. The use of output_file
, output_notebook
, etc.
has been demonstrated previously in many areas of the User Guide.
However, Bokeh also provides a command line tool bokeh
that can
often offer a more flexible way to generate different kinds of output
from the same source code, as well as making it easier to and faster
to iterate.
There are three basic bokeh
commands:
The bokeh html
command can create standalone HTML documents from any
kind of Bokeh application source: e.g., python scripts, app directories,
JSON files, and others. For example:
bokeh html myapp.py
The bokeh json
command will generate a serialized JSON representation
of a Bokeh document from any kind of Bokeh application source. For example:
bokeh json myapp.py
Finally, the bokeh serve
command let’s you instantly turn Bokeh documents
into interactive web applications. For example:
bokeh serve myapp.py
In all of these cases, the same file myapp.py
can be used without
modification to generate different sorts of output.
Standalone HTML¶
To generate a standalone HTML page for a Bokeh application from a single
Python script, pass the script name to bokeh html
on the command
line:
bokeh html app_script.py
The generated HTML will be saved in the current working directory with
the name app_script.html
.
Applications can also be created from directories. The directory should
contain a main.py
(and any other helper modules that are required) as
well as any additional assets (e.g., theme files). Pass the directory name
to bokeh html
to generate the HTML:
bokeh html app_dir
It is possible to generate HTML pages for multiple applications at once:
bokeh html app_script.py app_dir
If you would like to automatically open a browser to display the HTML
page(s), you can pass the --show
option on the command line:
bokeh html app_script.py app_dir --show
This will open two pages, for app_script.html
and app_dir.html
,
respectively.
Warning
Applications that use on_change
callbacks require using the Bokeh
server to execute the callback code. Though the application may render,
the callbacks will not function. See Bokeh Server Applications for
more information on using bokeh serve
.
Serialized JSON¶
To generate the serialized JSON representation for a Bokeh application
from a single Python script, pass the script name to bokeh json
on the
command line:
bokeh json app_script.py
The generated JSON will be saved in the current working directory with
the name app_script.json
.
Applications can also be created from directories. The directory should
contain a main.py
(and any other helper modules that are required) as
well as any additional assets (e.g., theme files). Pass the directory name
to bokeh json
to generate the JSON:
bokeh json app_dir
By default, the generated JSON is output as one line, with no indentation.
To generate “pretty printed” JSON on multiple lines, you can specify an
indentation level with the --indent
argument:
bokeh json app_script.py --indent=2
Bokeh Server Applications¶
To run a Bokeh application on a Bokeh server from a single Python script,
pass the script name to bokeh serve
on the command line:
bokeh serve app_script.py
By default, the Bokeh application will be served by the Bokeh server on a
default port (5006) at localhost, under the path /app_script
,
i.e.,
http://localhost:5006/app_script
Applications can also be created from directories. The directory should
contain a main.py
(and any other helper modules that are required) as
well as any additional assets (e.g., theme files). Pass the directory name
to bokeh serve
to run the application:
bokeh serve app_dir
It is possible to run multiple applications at once:
bokeh serve app_script.py app_dir
If you would like to automatically open a browser to display the HTML
page(s), you can pass the --show
option on the command line:
bokeh serve app_script.py app_dir --show
This will open two pages, for /app_script
and /app_dir
,
respectively.
Network Configuration¶
To control the port that the Bokeh server listens on, use the --port
argument:
bokeh serve app_script.py --port=8080
Similarly, a specific network address can be specified with the
--address
argument. For example:
bokeh serve app_script.py --address=0.0.0.0
will have the Bokeh server listen all available network addresses.
Additionally, it is possible to configure a hosts whitelist that must be
matched by the Host
header in new requests. You can specify multiple
acceptable host values with the --host
option:
bokeh serve app_script.py --host foo.com:8081 --host bar.com
If no port is specified in a host value, then port 80 will be used. In
the example above Bokeh server will accept requests from foo.com:8081
and bar.com:80
.
If no host values are specified, then by default the Bokeh server will
accept requests from localhost:<port>
where <port>
is the port
that the server is configured to listen on (by default: 5006).
Also note that the host whitelist applies to all request handlers, including any extra ones added to extend the Bokeh server.
By default, cross site connections to the Bokeh server websocket are not
allowed. You can enable websocket connections originating from additional
hosts by specifying them with the --allow-websocket-origin
option:
bokeh serve app_script.py --allow-websocket-origin foo.com:8081
It is possible to specify multiple allowed websocket origins by adding
the --allow-websocket-origin
option multiple times.
The Bokeh server can also add an optional prefix to all URL paths. This can often be useful in conjunction with “reverse proxy” setups.
bokeh serve app_script.py --prefix=foobar
Then the application will be served under the following URL:
http://localhost:5006/foobar/app_script
If needed, Bokeh server can send keep-alive pings at a fixed interval. To configure this feature, set the –keep-alive option:
bokeh serve app_script.py --keep-alive 10000
The value is specified in milliseconds. The default keep-alive interval is 37 seconds. Give a value of 0 to disable keep-alive pings.
Session ID Options¶
Typically, each browser tab connected to a Bokeh server will have its own session ID. When the server generates an ID, it will make it cryptographically unguessable. This keeps users from accessing one another’s sessions.
To control who can use a Bokeh application, the server can sign
sessions with a secret key and reject “made up” session
names. There are three modes, controlled by the --session-ids
argument:
bokeh serve app_script.py --session-ids=signed
The available modes are: unsigned, signed or external-signed
In unsigned
mode, the server will accept any session ID
provided to it in the URL. For example,
http://localhost/app_script?bokeh-session-id=foo
will create a
session foo
. In unsigned
mode, if the session ID isn’t
provided with ?bokeh-session-id=
in the URL, the server will
still generate a cryptographically-unguessable ID. However, the
server allows clients to create guessable or deliberately-shared
sessions if they want to.
unsigned
mode is most useful when the server is running
locally for development, for example you can have multiple
processes access a fixed session name such as
default
. unsigned
mode is also convenient because there’s
no need to generate or configure a secret key.
In signed
mode, the session ID must be in a special format and
signed with a secret key. Attempts to use the application with an
invalid session ID will fail, but if no ?bokeh-session-id=
parameter is provided, the server will generate a fresh, signed
session ID. The result of signed
mode is that only secure
session IDs are allowed but anyone can connect to the server.
In external-signed
mode, the session ID must be signed but the
server itself won’t generate a session ID; the
?bokeh-session-id=
parameter will be required. To use this
mode, you would need some sort of external process (such as
another web app) which would use the
bokeh.util.session_id.generate_session_id()
function to create
valid session IDs. The external process and the Bokeh server must
share the same BOKEH_SECRET_KEY
environment variable.
external-signed
mode is useful if you want another process to
authenticate access to the Bokeh server; if someone is permitted
to use the Bokeh application, you would generate a session ID for
them, then redirect them to the Bokeh server with that valid
session ID. If you don’t generate a session ID for someone, then
they can’t load the app from the Bokeh server.
In both signed
and external-signed
mode, the secret key
must be kept secret; anyone with the key can generate a valid
session ID.
The secret key should be set in a BOKEH_SECRET_KEY
environment
variable and should be a cryptographically random string with at
least 256 bits (32 bytes) of entropy. You can generate a new
secret key with the bokeh secret
command.
Development Options¶
The logging level can be controlled by the --log-level
argument:
bokeh serve app_script.py --log-level=debug
The available log levels are: debug, info, warning, error or critical
* DEVELOP MODE BELOW NOT YET IMPLEMENTED *
Additionally, the Bokeh server supports a “develop” mode, which will watch
application sources and automatically reload the application when any of them
change. To use this mode, add the --develop
argument on the command line:
bokeh serve app_script.py --develop
Note
The --develop
mode option should not be used in “production” usage.