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[MISC] Rework logger to enable pythonic custom logging configuration …
…to be provided (vllm-project#4273)
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Danny Guinther
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May 2, 2024
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# Logging Configuration | ||
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vLLM leverages Python's `logging.config.dictConfig` functionality to enable | ||
robust and flexible configuration of the various loggers used by vLLM. | ||
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vLLM offers two environment variables that can be used to accommodate a range | ||
of logging configurations that range from simple-and-inflexible to | ||
more-complex-and-more-flexible. | ||
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- No vLLM logging (simple and inflexible) | ||
- Set `VLLM_CONFIGURE_LOGGING=0` (leaving `VLLM_LOGGING_CONFIG_PATH` unset) | ||
- vLLM's default logging configuration (simple and inflexible) | ||
- Leave `VLLM_CONFIGURE_LOGGING` unset or set `VLLM_CONFIGURE_LOGGING=1` | ||
- Fine-grained custom logging configuration (more complex, more flexible) | ||
- Leave `VLLM_CONFIGURE_LOGGING` unset or set `VLLM_CONFIGURE_LOGGING=1` and | ||
set `VLLM_LOGGING_CONFIG_PATH=<path-to-logging-config.json>` | ||
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## Logging Configuration Environment Variables | ||
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### `VLLM_CONFIGURE_LOGGING` | ||
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`VLLM_CONFIGURE_LOGGING` controls whether or not vLLM takes any action to | ||
configure the loggers used by vLLM. This functionality is enabled by default, | ||
but can be disabled by setting `VLLM_CONFIGURE_LOGGING=0` when running vLLM. | ||
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If `VLLM_CONFIGURE_LOGGING` is enabled and no value is given for | ||
`VLLM_LOGGING_CONFIG_PATH`, vLLM will use built-in default configuration to | ||
configure the root vLLM logger. By default, no other vLLM loggers are | ||
configured and, as such, all vLLM loggers defer to the root vLLM logger to make | ||
all logging decisions. | ||
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If `VLLM_CONFIGURE_LOGGING` is disabled and a value is given for | ||
`VLLM_LOGGING_CONFIG_PATH`, an error will occur while starting vLLM. | ||
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### `VLLM_LOGGING_CONFIG_PATH` | ||
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`VLLM_LOGGING_CONFIG_PATH` allows users to specify a path to a JSON file of | ||
alternative, custom logging configuration that will be used instead of vLLM's | ||
built-in default logging configuration. The logging configuration should be | ||
provided in JSON format following the schema specified by Python's [logging | ||
configuration dictionary | ||
schema](https://docs.python.org/3/library/logging.config.html#dictionary-schema-details). | ||
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If `VLLM_LOGGING_CONFIG_PATH` is specified, but `VLLM_CONFIGURE_LOGGING` is | ||
disabled, an error will occur while starting vLLM. | ||
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## Examples | ||
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### Example 1: Customize vLLM root logger | ||
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For this example, we will customize the vLLM root logger to use | ||
[`python-json-logger`](https://github.com/madzak/python-json-logger) to log to | ||
STDOUT of the console in JSON format with a log level of `INFO`. | ||
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To begin, first, create an appropriate JSON logging configuration file: | ||
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**/path/to/logging_config.json:** | ||
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```json | ||
{ | ||
"formatters": { | ||
"json": { | ||
"class": "pythonjsonlogger.jsonlogger.JsonFormatter" | ||
} | ||
}, | ||
"handlers": { | ||
"console": { | ||
"class" : "logging.StreamHandler", | ||
"formatter": "json", | ||
"level": "INFO", | ||
"stream": "ext://sys.stdout" | ||
} | ||
}, | ||
"loggers": { | ||
"vllm": { | ||
"handlers": ["console"], | ||
"level": "INFO", | ||
"propagate": false | ||
} | ||
}, | ||
"version": 1 | ||
} | ||
``` | ||
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Next, install the `python-json-logger` package if it's not already installed: | ||
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```bash | ||
pip install python-json-logger | ||
``` | ||
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Finally, run vLLM with the `VLLM_LOGGING_CONFIG_PATH` environment variable set | ||
to the path of the custom logging configuration JSON file: | ||
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```bash | ||
VLLM_LOGGING_CONFIG_PATH=/path/to/logging_config.json \ | ||
python3 -m vllm.entrypoints.openai.api_server \ | ||
--max-model-len 2048 \ | ||
--model mistralai/Mistral-7B-v0.1 | ||
``` | ||
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### Example 2: Silence a particular vLLM logger | ||
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To silence a particular vLLM logger, it is necessary to provide custom logging | ||
configuration for the target logger that configures the logger so that it won't | ||
propagate its log messages to the root vLLM logger. | ||
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When custom configuration is provided for any logger, it is also necessary to | ||
provide configuration for the root vLLM logger since any custom logger | ||
configuration overrides the built-in default logging configuration used by vLLM. | ||
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First, create an appropriate JSON logging configuration file that includes | ||
configuration for the root vLLM logger and for the logger you wish to silence: | ||
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**/path/to/logging_config.json:** | ||
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```json | ||
{ | ||
"formatters": { | ||
"vllm": { | ||
"class": "vllm.logging.NewLineFormatter", | ||
"datefmt": "%m-%d %H:%M:%S", | ||
"format": "%(levelname)s %(asctime)s %(filename)s:%(lineno)d] %(message)s" | ||
} | ||
}, | ||
"handlers": { | ||
"vllm": { | ||
"class" : "logging.StreamHandler", | ||
"formatter": "vllm", | ||
"level": "INFO", | ||
"stream": "ext://sys.stdout" | ||
} | ||
}, | ||
"loggers": { | ||
"vllm": { | ||
"handlers": ["vllm"], | ||
"level": "DEBUG", | ||
"propagage": false | ||
}, | ||
"vllm.example_noisy_logger": { | ||
"propagate": false | ||
} | ||
}, | ||
"version": 1 | ||
} | ||
``` | ||
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Finally, run vLLM with the `VLLM_LOGGING_CONFIG_PATH` environment variable set | ||
to the path of the custom logging configuration JSON file: | ||
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```bash | ||
VLLM_LOGGING_CONFIG_PATH=/path/to/logging_config.json \ | ||
python3 -m vllm.entrypoints.openai.api_server \ | ||
--max-model-len 2048 \ | ||
--model mistralai/Mistral-7B-v0.1 | ||
``` | ||
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### Example 3: Disable vLLM default logging configuration | ||
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To disable vLLM's default logging configuration and silence all vLLM loggers, | ||
simple set `VLLM_CONFIGURE_LOGGING=0` when running vLLM. This will prevent vLLM | ||
for configuring the root vLLM logger, which in turn, silences all other vLLM | ||
loggers. | ||
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```bash | ||
VLLM_CONFIGURE_LOGGING=0 \ | ||
python3 -m vllm.entrypoints.openai.api_server \ | ||
--max-model-len 2048 \ | ||
--model mistralai/Mistral-7B-v0.1 | ||
``` | ||
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## Additional resources | ||
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- [`logging.config` Dictionary Schema Details](https://docs.python.org/3/library/logging.config.html#dictionary-schema-details) |
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