# Granian
A Rust HTTP server for Python applications built on top of the [Hyper crate](https://github.com/hyperium/hyper).
## Rationale
The main reasons behind Granian design are:
- Have a single, correct HTTP implementation, supporting versions 1, 2 (and eventually 3)
- Provide a single package for several platforms
- Avoid the usual Gunicorn + uvicorn + http-tools dependency composition on unix systems
- Provide stable [performance](https://github.com/emmett-framework/granian/blob/master/benchmarks/README.md) when compared to existing alternatives
## Features
- Supports ASGI/3, [RSGI](https://github.com/emmett-framework/granian/blob/master/docs/spec/RSGI.md) and WSGI interface applications
- Implements HTTP/1 and HTTP/2 protocols
- Supports HTTPS
- Supports Websockets
## Quickstart
You can install Granian using pip:
$ pip install granian
Create an ASGI application in your `main.py`:
```python
async def app(scope, receive, send):
assert scope['type'] == 'http'
await send({
'type': 'http.response.start',
'status': 200,
'headers': [
[b'content-type', b'text/plain'],
],
})
await send({
'type': 'http.response.body',
'body': b'Hello, world!',
})
```
and serve it:
$ granian --interface asgi main:app
You can also create an app using the [RSGI](https://github.com/emmett-framework/granian/blob/master/docs/spec/RSGI.md) specification:
```python
async def app(scope, proto):
assert scope.proto == 'http'
proto.response_str(
status=200,
headers=[
('content-type', 'text/plain')
],
body="Hello, world!"
)
```
and serve it using:
$ granian --interface rsgi main:app
## Options
You can check all the options provided by Granian with the `--help` command:
```shell
$ granian --help
Usage: granian [OPTIONS] APP
APP Application target to serve. [required]
Options:
--host TEXT Host address to bind to [env var:
GRANIAN_HOST; default: (127.0.0.1)]
--port INTEGER Port to bind to. [env var: GRANIAN_PORT;
default: 8000]
--interface [asgi|asginl|rsgi|wsgi]
Application interface type [env var:
GRANIAN_INTERFACE; default: (rsgi)]
--http [auto|1|2] HTTP version [env var: GRANIAN_HTTP;
default: (auto)]
--ws / --no-ws Enable websockets handling [env var:
GRANIAN_WEBSOCKETS; default: (enabled)]
--workers INTEGER RANGE Number of worker processes [env var:
GRANIAN_WORKERS; default: 1; x>=1]
--threads INTEGER RANGE Number of threads (per worker) [env var:
GRANIAN_THREADS; default: 1; x>=1]
--blocking-threads INTEGER RANGE
Number of blocking threads (per worker)
[env var: GRANIAN_BLOCKING_THREADS; x>=1]
--threading-mode [runtime|workers]
Threading mode to use [env var:
GRANIAN_THREADING_MODE; default: (workers)]
--loop [auto|asyncio|rloop|uvloop]
Event loop implementation [env var:
GRANIAN_LOOP; default: (auto)]
--task-impl [auto|rust|asyncio]
Async task implementation to use [env var:
GRANIAN_TASK_IMPL; default: (auto)]
--backlog INTEGER RANGE Maximum number of connections to hold in
backlog (globally) [env var:
GRANIAN_BACKLOG; default: 1024; x>=128]
--backpressure INTEGER RANGE Maximum number of requests to process
concurrently (per worker) [env var:
GRANIAN_BACKPRESSURE; default:
(backlog/workers); x>=1]
--http1-buffer-size INTEGER RANGE
Set the maximum buffer size for HTTP/1
connections [env var:
GRANIAN_HTTP1_BUFFER_SIZE; default: 417792;
x>=8192]
--http1-keep-alive / --no-http1-keep-alive
Enables or disables HTTP/1 keep-alive [env
var: GRANIAN_HTTP1_KEEP_ALIVE; default:
(enabled)]
--http1-pipeline-flush / --no-http1-pipeline-flush
Aggregates HTTP/1 flushes to better support
pipelined responses (experimental) [env
var: GRANIAN_HTTP1_PIPELINE_FLUSH; default:
(disabled)]
--http2-adaptive-window / --no-http2-adaptive-window
Sets whether to use an adaptive flow control
for HTTP2 [env var:
GRANIAN_HTTP2_ADAPTIVE_WINDOW; default:
(disabled)]
--http2-initial-connection-window-size INTEGER
Sets the max connection-level flow control
for HTTP2 [env var: GRANIAN_HTTP2_INITIAL_C
ONNECTION_WINDOW_SIZE; default: 1048576]
--http2-initial-stream-window-size INTEGER
Sets the `SETTINGS_INITIAL_WINDOW_SIZE`
option for HTTP2 stream-level flow control
[env var:
GRANIAN_HTTP2_INITIAL_STREAM_WINDOW_SIZE;
default: 1048576]
--http2-keep-alive-interval INTEGER
Sets an interval for HTTP2 Ping frames
should be sent to keep a connection alive
[env var: GRANIAN_HTTP2_KEEP_ALIVE_INTERVAL]
--http2-keep-alive-timeout INTEGER
Sets a timeout for receiving an
acknowledgement of the HTTP2 keep-alive ping
[env var: GRANIAN_HTTP2_KEEP_ALIVE_TIMEOUT;
default: 20]
--http2-max-concurrent-streams INTEGER
Sets the SETTINGS_MAX_CONCURRENT_STREAMS
option for HTTP2 connections [env var:
GRANIAN_HTTP2_MAX_CONCURRENT_STREAMS;
default: 200]
--http2-max-frame-size INTEGER Sets the maximum frame size to use for HTTP2
[env var: GRANIAN_HTTP2_MAX_FRAME_SIZE;
default: 16384]
--http2-max-headers-size INTEGER
Sets the max size of received header frames
[env var: GRANIAN_HTTP2_MAX_HEADERS_SIZE;
default: 16777216]
--http2-max-send-buffer-size INTEGER
Set the maximum write buffer size for each
HTTP/2 stream [env var:
GRANIAN_HTTP2_MAX_SEND_BUFFER_SIZE; default:
409600]
--log / --no-log Enable logging [env var:
GRANIAN_LOG_ENABLED; default: (enabled)]
--log-level [critical|error|warning|warn|info|debug|notset]
Log level [env var: GRANIAN_LOG_LEVEL;
default: (info)]
--log-config FILE Logging configuration file (json) [env var:
GRANIAN_LOG_CONFIG]
--access-log / --no-access-log Enable access log [env var:
GRANIAN_LOG_ACCESS_ENABLED; default:
(disabled)]
--access-log-fmt TEXT Access log format [env var:
GRANIAN_LOG_ACCESS_FMT]
--ssl-certificate FILE SSL certificate file [env var:
GRANIAN_SSL_CERTIFICATE]
--ssl-keyfile FILE SSL key file [env var: GRANIAN_SSL_KEYFILE]
--ssl-keyfile-password TEXT SSL key password [env var:
GRANIAN_SSL_KEYFILE_PASSWORD]
--url-path-prefix TEXT URL path prefix the app is mounted on [env
var: GRANIAN_URL_PATH_PREFIX]
--respawn-failed-workers / --no-respawn-failed-workers
Enable workers respawn on unexpected exit
[env var: GRANIAN_RESPAWN_FAILED_WORKERS;
default: (disabled)]
--respawn-interval FLOAT The number of seconds to sleep between
workers respawn [env var:
GRANIAN_RESPAWN_INTERVAL; default: 3.5]
--workers-lifetime INTEGER RANGE
The maximum amount of time in seconds a
worker will be kept alive before respawn
[env var: GRANIAN_WORKERS_LIFETIME; x>=60]
--workers-kill-timeout INTEGER RANGE
The amount of time in seconds to wait for
killing workers that refused to gracefully
stop [env var:
GRANIAN_WORKERS_KILL_TIMEOUT; default:
(disabled); 1<=x<=1800]
--factory / --no-factory Treat target as a factory function, that
should be invoked to build the actual target
[env var: GRANIAN_FACTORY; default:
(disabled)]
--reload / --no-reload Enable auto reload on application's files
changes (requires granian[reload] extra)
[env var: GRANIAN_RELOAD; default:
(disabled)]
--reload-paths PATH Paths to watch for changes [env var:
GRANIAN_RELOAD_PATHS; default: (Working
directory)]
--reload-ignore-dirs TEXT Names of directories to ignore changes for.
Extends the default list of directories to
ignore in watchfiles' default filter [env
var: GRANIAN_RELOAD_IGNORE_DIRS]
--reload-ignore-patterns TEXT File/directory name patterns (regex) to
ignore changes for. Extends the default list
of patterns to ignore in watchfiles' default
filter [env var:
GRANIAN_RELOAD_IGNORE_PATTERNS]
--reload-ignore-paths PATH Absolute paths to ignore changes for [env
var: GRANIAN_RELOAD_IGNORE_PATHS]
--process-name TEXT Set a custom name for processes (requires
granian[pname] extra) [env var:
GRANIAN_PROCESS_NAME]
--pid-file FILE A path to write the PID file to [env var:
GRANIAN_PID_FILE]
--version Show the version and exit.
--help Show this message and exit.
```
### Logging
Despite being a Rust project, Granian is a good Python citizen and uses the standard library's [`logging`](https://docs.python.org/3/library/logging.html) module to produce logs. This means you can freely configure your logging level and format using the [standard idioms](https://docs.python.org/3/howto/logging.html) you probably familiar with.
As many other web servers, Granian uses two different loggers, specifically:
- the `_granian` logger for runtime messages
- the `granian.access` logger for access logs
### Access log format
The access log format can be configured by specifying the atoms (see below) to include in a specific format. By default Granian will use `[%(time)s] %(addr)s - "%(method)s %(path)s %(protocol)s" %(status)d %(dt_ms).3f` as the format.
#### Access log atoms
The following atoms are available for use:
| identifier | description |
| --- | --- |
| addr | Client remote address |
| time | Datetime of the request |
| dt_ms | Request duration in ms |
| status | HTTP response status |
| path | Request path (without query string) |
| query\_string | Request query string |
| method | Request HTTP method |
| scheme | Request scheme |
| protocol | HTTP protocol version |
### Processes and threads
Granian offers different options to configure the number of processes and threads to be run, in particular:
- **workers**: the total number of processes holding a dedicated Python interpreter that will run the application
- **threads**: the number of Rust threads per worker that will perform network I/O
- **blocking threads**: the number of Rust threads per worker involved in blocking operations. The main role of these threads is to deal with blocking I/O – like opening files – but on synchronous protocols like WSGI these threads will also be responsible of interacting with the application code.
In general, Granian will try its best to automatically pick proper values for the threading configuration, leaving to you the responsibility to choose the number of workers you need.
There is no *golden rule* here, as these numbers will vastly depend both on your application behavior and the deployment target, but we can list some suggestions:
- matching the amount of CPU cores for the workers is generally the best starting point; on containerized environments like docker or k8s is best to have 1 worker per container though and scale your containers using the relevant orchestrator;
- the default number of threads is fine for the vast majority of applications out there; you might want to increase this number for applications dealing with several concurrently opened websockets;
- the default number of blocking threads should work properly with the majority of applications; in synchronous protocols like WSGI this will also impact the number of concurrent requests you can handle, but you should use the `backpressure` configuration parameter to control it and set a lower number of blocking threads only if your application has a very low (1ms order) average response time;
Also, you should generally avoid to configure workers and threads based on numbers of other servers, as Granian architecture is quite different from projects like Gunicorn or Uvicorn.
### Threading mode
Granian offers two different threading paradigms, due to the fact the inner Rust runtime can be multi-threaded – in opposition to what happens in Python event-loop which can only run as a single thread.
Given you specify N threads with the relevant option, in **workers** threading mode Granian will spawn N single-threaded Rust runtimes, while in **runtime** threading mode Granian will spawn a single multi-threaded runtime with N threads.
Benchmarks suggests **workers** mode to be more efficient with a small amount of processes, while **runtime** mode seems to scale more efficiently where you have a large number of CPUs. Real performance will though depend on specific application code, and thus *your mileage might vary*.
## Project status
Granian is currently under active development.
Granian is compatible with Python 3.9 and above versions.
## License
Granian is released under the BSD License.
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"description": "# Granian\n\nA Rust HTTP server for Python applications built on top of the [Hyper crate](https://github.com/hyperium/hyper).\n\n## Rationale\n\nThe main reasons behind Granian design are:\n\n- Have a single, correct HTTP implementation, supporting versions 1, 2 (and eventually 3)\n- Provide a single package for several platforms\n- Avoid the usual Gunicorn + uvicorn + http-tools dependency composition on unix systems\n- Provide stable [performance](https://github.com/emmett-framework/granian/blob/master/benchmarks/README.md) when compared to existing alternatives\n\n## Features\n\n- Supports ASGI/3, [RSGI](https://github.com/emmett-framework/granian/blob/master/docs/spec/RSGI.md) and WSGI interface applications\n- Implements HTTP/1 and HTTP/2 protocols\n- Supports HTTPS\n- Supports Websockets\n\n## Quickstart\n\nYou can install Granian using pip:\n\n $ pip install granian\n\nCreate an ASGI application in your `main.py`:\n\n```python\nasync def app(scope, receive, send):\n assert scope['type'] == 'http'\n\n await send({\n 'type': 'http.response.start',\n 'status': 200,\n 'headers': [\n [b'content-type', b'text/plain'],\n ],\n })\n await send({\n 'type': 'http.response.body',\n 'body': b'Hello, world!',\n })\n```\n\nand serve it:\n\n $ granian --interface asgi main:app\n\nYou can also create an app using the [RSGI](https://github.com/emmett-framework/granian/blob/master/docs/spec/RSGI.md) specification:\n\n```python\nasync def app(scope, proto):\n assert scope.proto == 'http'\n\n proto.response_str(\n status=200,\n headers=[\n ('content-type', 'text/plain')\n ],\n body=\"Hello, world!\"\n )\n```\n\nand serve it using:\n\n $ granian --interface rsgi main:app\n\n## Options\n\nYou can check all the options provided by Granian with the `--help` command:\n\n```shell\n$ granian --help\nUsage: granian [OPTIONS] APP\n\n APP Application target to serve. [required]\n\nOptions:\n --host TEXT Host address to bind to [env var:\n GRANIAN_HOST; default: (127.0.0.1)]\n --port INTEGER Port to bind to. [env var: GRANIAN_PORT;\n default: 8000]\n --interface [asgi|asginl|rsgi|wsgi]\n Application interface type [env var:\n GRANIAN_INTERFACE; default: (rsgi)]\n --http [auto|1|2] HTTP version [env var: GRANIAN_HTTP;\n default: (auto)]\n --ws / --no-ws Enable websockets handling [env var:\n GRANIAN_WEBSOCKETS; default: (enabled)]\n --workers INTEGER RANGE Number of worker processes [env var:\n GRANIAN_WORKERS; default: 1; x>=1]\n --threads INTEGER RANGE Number of threads (per worker) [env var:\n GRANIAN_THREADS; default: 1; x>=1]\n --blocking-threads INTEGER RANGE\n Number of blocking threads (per worker)\n [env var: GRANIAN_BLOCKING_THREADS; x>=1]\n --threading-mode [runtime|workers]\n Threading mode to use [env var:\n GRANIAN_THREADING_MODE; default: (workers)]\n --loop [auto|asyncio|rloop|uvloop]\n Event loop implementation [env var:\n GRANIAN_LOOP; default: (auto)]\n --task-impl [auto|rust|asyncio]\n Async task implementation to use [env var:\n GRANIAN_TASK_IMPL; default: (auto)]\n --backlog INTEGER RANGE Maximum number of connections to hold in\n backlog (globally) [env var:\n GRANIAN_BACKLOG; default: 1024; x>=128]\n --backpressure INTEGER RANGE Maximum number of requests to process\n concurrently (per worker) [env var:\n GRANIAN_BACKPRESSURE; default:\n (backlog/workers); x>=1]\n --http1-buffer-size INTEGER RANGE\n Set the maximum buffer size for HTTP/1\n connections [env var:\n GRANIAN_HTTP1_BUFFER_SIZE; default: 417792;\n x>=8192]\n --http1-keep-alive / --no-http1-keep-alive\n Enables or disables HTTP/1 keep-alive [env\n var: GRANIAN_HTTP1_KEEP_ALIVE; default:\n (enabled)]\n --http1-pipeline-flush / --no-http1-pipeline-flush\n Aggregates HTTP/1 flushes to better support\n pipelined responses (experimental) [env\n var: GRANIAN_HTTP1_PIPELINE_FLUSH; default:\n (disabled)]\n --http2-adaptive-window / --no-http2-adaptive-window\n Sets whether to use an adaptive flow control\n for HTTP2 [env var:\n GRANIAN_HTTP2_ADAPTIVE_WINDOW; default:\n (disabled)]\n --http2-initial-connection-window-size INTEGER\n Sets the max connection-level flow control\n for HTTP2 [env var: GRANIAN_HTTP2_INITIAL_C\n ONNECTION_WINDOW_SIZE; default: 1048576]\n --http2-initial-stream-window-size INTEGER\n Sets the `SETTINGS_INITIAL_WINDOW_SIZE`\n option for HTTP2 stream-level flow control\n [env var:\n GRANIAN_HTTP2_INITIAL_STREAM_WINDOW_SIZE;\n default: 1048576]\n --http2-keep-alive-interval INTEGER\n Sets an interval for HTTP2 Ping frames\n should be sent to keep a connection alive\n [env var: GRANIAN_HTTP2_KEEP_ALIVE_INTERVAL]\n --http2-keep-alive-timeout INTEGER\n Sets a timeout for receiving an\n acknowledgement of the HTTP2 keep-alive ping\n [env var: GRANIAN_HTTP2_KEEP_ALIVE_TIMEOUT;\n default: 20]\n --http2-max-concurrent-streams INTEGER\n Sets the SETTINGS_MAX_CONCURRENT_STREAMS\n option for HTTP2 connections [env var:\n GRANIAN_HTTP2_MAX_CONCURRENT_STREAMS;\n default: 200]\n --http2-max-frame-size INTEGER Sets the maximum frame size to use for HTTP2\n [env var: GRANIAN_HTTP2_MAX_FRAME_SIZE;\n default: 16384]\n --http2-max-headers-size INTEGER\n Sets the max size of received header frames\n [env var: GRANIAN_HTTP2_MAX_HEADERS_SIZE;\n default: 16777216]\n --http2-max-send-buffer-size INTEGER\n Set the maximum write buffer size for each\n HTTP/2 stream [env var:\n GRANIAN_HTTP2_MAX_SEND_BUFFER_SIZE; default:\n 409600]\n --log / --no-log Enable logging [env var:\n GRANIAN_LOG_ENABLED; default: (enabled)]\n --log-level [critical|error|warning|warn|info|debug|notset]\n Log level [env var: GRANIAN_LOG_LEVEL;\n default: (info)]\n --log-config FILE Logging configuration file (json) [env var:\n GRANIAN_LOG_CONFIG]\n --access-log / --no-access-log Enable access log [env var:\n GRANIAN_LOG_ACCESS_ENABLED; default:\n (disabled)]\n --access-log-fmt TEXT Access log format [env var:\n GRANIAN_LOG_ACCESS_FMT]\n --ssl-certificate FILE SSL certificate file [env var:\n GRANIAN_SSL_CERTIFICATE]\n --ssl-keyfile FILE SSL key file [env var: GRANIAN_SSL_KEYFILE]\n --ssl-keyfile-password TEXT SSL key password [env var:\n GRANIAN_SSL_KEYFILE_PASSWORD]\n --url-path-prefix TEXT URL path prefix the app is mounted on [env\n var: GRANIAN_URL_PATH_PREFIX]\n --respawn-failed-workers / --no-respawn-failed-workers\n Enable workers respawn on unexpected exit\n [env var: GRANIAN_RESPAWN_FAILED_WORKERS;\n default: (disabled)]\n --respawn-interval FLOAT The number of seconds to sleep between\n workers respawn [env var:\n GRANIAN_RESPAWN_INTERVAL; default: 3.5]\n --workers-lifetime INTEGER RANGE\n The maximum amount of time in seconds a\n worker will be kept alive before respawn\n [env var: GRANIAN_WORKERS_LIFETIME; x>=60]\n --workers-kill-timeout INTEGER RANGE\n The amount of time in seconds to wait for\n killing workers that refused to gracefully\n stop [env var:\n GRANIAN_WORKERS_KILL_TIMEOUT; default:\n (disabled); 1<=x<=1800]\n --factory / --no-factory Treat target as a factory function, that\n should be invoked to build the actual target\n [env var: GRANIAN_FACTORY; default:\n (disabled)]\n --reload / --no-reload Enable auto reload on application's files\n changes (requires granian[reload] extra)\n [env var: GRANIAN_RELOAD; default:\n (disabled)]\n --reload-paths PATH Paths to watch for changes [env var:\n GRANIAN_RELOAD_PATHS; default: (Working\n directory)]\n --reload-ignore-dirs TEXT Names of directories to ignore changes for.\n Extends the default list of directories to\n ignore in watchfiles' default filter [env\n var: GRANIAN_RELOAD_IGNORE_DIRS]\n --reload-ignore-patterns TEXT File/directory name patterns (regex) to\n ignore changes for. Extends the default list\n of patterns to ignore in watchfiles' default\n filter [env var:\n GRANIAN_RELOAD_IGNORE_PATTERNS]\n --reload-ignore-paths PATH Absolute paths to ignore changes for [env\n var: GRANIAN_RELOAD_IGNORE_PATHS]\n --process-name TEXT Set a custom name for processes (requires\n granian[pname] extra) [env var:\n GRANIAN_PROCESS_NAME]\n --pid-file FILE A path to write the PID file to [env var:\n GRANIAN_PID_FILE]\n --version Show the version and exit.\n --help Show this message and exit.\n```\n\n### Logging\n\nDespite being a Rust project, Granian is a good Python citizen and uses the standard library's [`logging`](https://docs.python.org/3/library/logging.html) module to produce logs. This means you can freely configure your logging level and format using the [standard idioms](https://docs.python.org/3/howto/logging.html) you probably familiar with.\n\nAs many other web servers, Granian uses two different loggers, specifically:\n\n- the `_granian` logger for runtime messages\n- the `granian.access` logger for access logs\n\n### Access log format\n\nThe access log format can be configured by specifying the atoms (see below) to include in a specific format. By default Granian will use `[%(time)s] %(addr)s - \"%(method)s %(path)s %(protocol)s\" %(status)d %(dt_ms).3f` as the format.\n\n#### Access log atoms\n\nThe following atoms are available for use:\n\n| identifier | description |\n| --- | --- |\n| addr | Client remote address |\n| time | Datetime of the request | \n| dt_ms | Request duration in ms |\n| status | HTTP response status |\n| path | Request path (without query string) |\n| query\\_string | Request query string |\n| method | Request HTTP method |\n| scheme | Request scheme |\n| protocol | HTTP protocol version |\n\n### Processes and threads\n\nGranian offers different options to configure the number of processes and threads to be run, in particular:\n\n- **workers**: the total number of processes holding a dedicated Python interpreter that will run the application\n- **threads**: the number of Rust threads per worker that will perform network I/O\n- **blocking threads**: the number of Rust threads per worker involved in blocking operations. The main role of these threads is to deal with blocking I/O \u2013\u00a0like opening files \u2013\u00a0but on synchronous protocols like WSGI these threads will also be responsible of interacting with the application code.\n\nIn general, Granian will try its best to automatically pick proper values for the threading configuration, leaving to you the responsibility to choose the number of workers you need. \nThere is no *golden rule* here, as these numbers will vastly depend both on your application behavior and the deployment target, but we can list some suggestions:\n- matching the amount of CPU cores for the workers is generally the best starting point; on containerized environments like docker or k8s is best to have 1 worker per container though and scale your containers using the relevant orchestrator;\n- the default number of threads is fine for the vast majority of applications out there; you might want to increase this number for applications dealing with several concurrently opened websockets; \n- the default number of blocking threads should work properly with the majority of applications; in synchronous protocols like WSGI this will also impact the number of concurrent requests you can handle, but you should use the `backpressure` configuration parameter to control it and set a lower number of blocking threads only if your application has a very low (1ms order) average response time;\n\nAlso, you should generally avoid to configure workers and threads based on numbers of other servers, as Granian architecture is quite different from projects like Gunicorn or Uvicorn.\n\n### Threading mode\n\nGranian offers two different threading paradigms, due to the fact the inner Rust runtime can be multi-threaded \u2013 in opposition to what happens in Python event-loop which can only run as a single thread.\n\nGiven you specify N threads with the relevant option, in **workers** threading mode Granian will spawn N single-threaded Rust runtimes, while in **runtime** threading mode Granian will spawn a single multi-threaded runtime with N threads.\n\nBenchmarks suggests **workers** mode to be more efficient with a small amount of processes, while **runtime** mode seems to scale more efficiently where you have a large number of CPUs. Real performance will though depend on specific application code, and thus *your mileage might vary*.\n\n## Project status\n\nGranian is currently under active development.\n\nGranian is compatible with Python 3.9 and above versions.\n\n## License\n\nGranian is released under the BSD License.\n\n",
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