# SPDX-FileCopyrightText: 2022-present deepset GmbH # # SPDX-License-Identifier: Apache-2.0 import datetime import logging import os import uuid from collections import defaultdict from pathlib import Path from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple import posthog import yaml from haystack import logging as haystack_logging from haystack.core.serialization import generate_qualified_class_name from haystack.telemetry._environment import collect_system_specs if TYPE_CHECKING: from haystack.core.pipeline import Pipeline HAYSTACK_TELEMETRY_ENABLED = "HAYSTACK_TELEMETRY_ENABLED" CONFIG_PATH = Path("~/.haystack/config.yaml").expanduser() #: Telemetry sends at most one event every number of seconds specified in this constant MIN_SECONDS_BETWEEN_EVENTS = 60 logger = haystack_logging.getLogger(__name__) class Telemetry: """ Haystack reports anonymous usage statistics to support continuous software improvements for all its users. You can opt-out of sharing usage statistics by manually setting the environment variable `HAYSTACK_TELEMETRY_ENABLED` as described for different operating systems on the [documentation page](https://docs.haystack.deepset.ai/docs/telemetry#how-can-i-opt-out). Check out the documentation for more details: [Telemetry](https://docs.haystack.deepset.ai/docs/telemetry). """ def __init__(self): """ Initializes the telemetry. Loads the user_id from the config file, or creates a new id and saves it if the file is not found. It also collects system information which cannot change across the lifecycle of the process (for example `is_containerized()`). """ posthog.api_key = "phc_C44vUK9R1J6HYVdfJarTEPqVAoRPJzMXzFcj8PIrJgP" posthog.host = "https://eu.posthog.com" # disable posthog logging for module_name in ["posthog", "backoff"]: logging.getLogger(module_name).setLevel(logging.CRITICAL) # Prevent module from sending errors to stderr when an exception is encountered during an emit() call logging.getLogger(module_name).addHandler(logging.NullHandler()) logging.getLogger(module_name).propagate = False self.user_id = None if CONFIG_PATH.exists(): # Load the config file try: with open(CONFIG_PATH, "r", encoding="utf-8") as config_file: config = yaml.safe_load(config_file) if "user_id" in config: self.user_id = config["user_id"] except Exception as e: logger.debug( "Telemetry could not read the config file {config_path}", config_path=CONFIG_PATH, exc_info=e ) else: # Create the config file logger.info( "Haystack sends anonymous usage data to understand the actual usage and steer dev efforts " "towards features that are most meaningful to users. You can opt-out at anytime by manually " "setting the environment variable HAYSTACK_TELEMETRY_ENABLED as described for different " "operating systems in the " "[documentation page](https://docs.haystack.deepset.ai/docs/telemetry#how-can-i-opt-out). " "More information at [Telemetry](https://docs.haystack.deepset.ai/docs/telemetry)." ) CONFIG_PATH.parents[0].mkdir(parents=True, exist_ok=True) self.user_id = str(uuid.uuid4()) try: with open(CONFIG_PATH, "w") as outfile: yaml.dump({"user_id": self.user_id}, outfile, default_flow_style=False) except Exception as e: logger.debug( "Telemetry could not write config file to {config_path}", config_path=CONFIG_PATH, exc_info=e ) self.event_properties = collect_system_specs() def send_event(self, event_name: str, event_properties: Optional[Dict[str, Any]] = None): """ Sends a telemetry event. :param event_name: The name of the event to show in PostHog. :param event_properties: Additional event metadata. These are merged with the system metadata collected in __init__, so take care not to overwrite them. """ event_properties = event_properties or {} try: posthog.capture( distinct_id=self.user_id, event=event_name, properties={**self.event_properties, **event_properties} ) except Exception as e: logger.debug("Telemetry couldn't make a POST request to PostHog.", exc_info=e) def send_telemetry(func): """ Decorator that sends the output of the wrapped function to PostHog. The wrapped function is actually called only if telemetry is enabled. """ # FIXME? Somehow, functools.wraps makes `telemetry` out of scope. Let's take care of it later. def send_telemetry_wrapper(*args, **kwargs): try: if telemetry: output = func(*args, **kwargs) if output: telemetry.send_event(*output) except Exception as e: # Never let telemetry break things logger.debug("There was an issue sending a telemetry event", exc_info=e) return send_telemetry_wrapper @send_telemetry def pipeline_running(pipeline: "Pipeline") -> Optional[Tuple[str, Dict[str, Any]]]: """ Collects telemetry data for a pipeline run and sends it to Posthog. Collects name, type and the content of the _telemetry_data attribute, if present, for each component in the pipeline and sends such data to Posthog. :param pipeline: the pipeline that is running. """ pipeline._telemetry_runs += 1 if ( pipeline._last_telemetry_sent and (datetime.datetime.now() - pipeline._last_telemetry_sent).seconds < MIN_SECONDS_BETWEEN_EVENTS ): return None pipeline._last_telemetry_sent = datetime.datetime.now() # Collect info about components components: Dict[str, List[Dict[str, Any]]] = defaultdict(list) for component_name, instance in pipeline.walk(): component_qualified_class_name = generate_qualified_class_name(type(instance)) if hasattr(instance, "_get_telemetry_data"): telemetry_data = getattr(instance, "_get_telemetry_data")() if not isinstance(telemetry_data, dict): raise TypeError( f"Telemetry data for component {component_name} must be a dictionary but is {type(telemetry_data)}." ) components[component_qualified_class_name].append({"name": component_name, **telemetry_data}) else: components[component_qualified_class_name].append({"name": component_name}) # Data sent to Posthog return "Pipeline run (2.x)", { "pipeline_id": str(id(pipeline)), "runs": pipeline._telemetry_runs, "components": components, } @send_telemetry def tutorial_running(tutorial_id: str) -> Tuple[str, Dict[str, Any]]: """ Send a telemetry event for a tutorial, if telemetry is enabled. :param tutorial_id: identifier of the tutorial """ return "Tutorial", {"tutorial.id": tutorial_id} telemetry = None if os.getenv("HAYSTACK_TELEMETRY_ENABLED", "true").lower() in ("true", "1"): telemetry = Telemetry()