From a2f4b30813ff31ba8f1e1f54a6029509f5fef793 Mon Sep 17 00:00:00 2001 From: Vishnu Challa Date: Tue, 17 Dec 2024 10:48:07 -0500 Subject: [PATCH] Adding pyroscope and memray dependencies Signed-off-by: Vishnu Challa Signed-off-by: Pavel Tisnovsky --- README.md | 18 +- docs/config.puml | 3 +- examples/openshift-lightspeed-tls.yaml | 1 + examples/rcsconfig-local-ollama.yaml | 3 +- examples/rcsconfig.yaml | 3 +- ols/app/models/config.py | 1 + ols/utils/pyroscope.py | 45 + pdm.lock | 2082 +++++++++++------ pyproject.toml | 4 +- runner.py | 11 +- tests/benchmarks/test_config_loader.py | 2 + .../config/config_for_integration_tests.yaml | 1 + tests/unit/app/models/test_config.py | 1 + tests/unit/utils/test_config.py | 2 + tests/unit/utils/test_pyroscope.py | 82 + 15 files changed, 1571 insertions(+), 688 deletions(-) create mode 100644 ols/utils/pyroscope.py create mode 100644 tests/unit/utils/test_pyroscope.py diff --git a/README.md b/README.md index c49c8ff6..50f50767 100644 --- a/README.md +++ b/README.md @@ -640,6 +640,23 @@ By default this interface will ask the RCS server to retain and use your convers RCS API documentation is available at http://localhost:8080/docs +### CPU profiling +To enable CPU profiling, please deploy your own pyroscope server and specify its URL in the `devconfig` as shown below. This will help RCS to send profiles to a specified endpoint. + +```yaml +dev_config: + pyroscope_url: https://your-pyroscope-url.com +``` + +### Memory profiling +To enable memory profiling, simply start the server with the below command. +``` +make memray-run +``` +Once you are done executing a few queries and want to look at the memory flamegraphs, please run the below command and it should spit out a html file for us. +``` +make memray-flamegraph +``` ## Deploying RCS on OpenShift @@ -938,4 +955,3 @@ A dictionary containing the credentials of the S3 bucket must be specified, cont # License Published under the Apache 2.0 License - diff --git a/docs/config.puml b/docs/config.puml index f6c0a7c1..6a6b2239 100644 --- a/docs/config.puml +++ b/docs/config.puml @@ -37,6 +37,7 @@ class "DevConfig" as ols.app.models.config.DevConfig { disable_auth : bool disable_tls : bool enable_dev_ui : bool + pyroscope_url: Optional[str] k8s_auth_token : Optional[str] llm_params : dict run_on_localhost : bool @@ -225,4 +226,4 @@ ols.app.models.config.TLSSecurityProfile --* ols.app.models.config.ProviderConfi ols.app.models.config.UserDataCollection --* ols.app.models.config.OLSConfig : user_data_collection ols.app.models.config.UserDataCollectorConfig --* ols.app.models.config.Config : user_data_collector_config ols.app.models.config.WatsonxConfig --* ols.app.models.config.ProviderConfig : watsonx_config -@enduml +@enduml \ No newline at end of file diff --git a/examples/openshift-lightspeed-tls.yaml b/examples/openshift-lightspeed-tls.yaml index 852e844a..16109d77 100644 --- a/examples/openshift-lightspeed-tls.yaml +++ b/examples/openshift-lightspeed-tls.yaml @@ -231,6 +231,7 @@ data: transcripts_disabled: true dev_config: enable_dev_ui: true + pyroscope_url: https://pyroscope.pyroscope.svc.cluster.local:4040 # llm_temperature_override: 0 disable_auth: true immutable: false diff --git a/examples/rcsconfig-local-ollama.yaml b/examples/rcsconfig-local-ollama.yaml index 9034434d..a38426c8 100644 --- a/examples/rcsconfig-local-ollama.yaml +++ b/examples/rcsconfig-local-ollama.yaml @@ -43,6 +43,7 @@ dev_config: enable_dev_ui: true disable_auth: true disable_tls: true + pyroscope_url: "https://pyroscope.pyroscope.svc.cluster.local:4040" # llm_params: # temperature_override: 0 - # k8s_auth_token: optional_token_when_no_available_kube_config + # k8s_auth_token: optional_token_when_no_available_kube_config \ No newline at end of file diff --git a/examples/rcsconfig.yaml b/examples/rcsconfig.yaml index 55167d9d..53ae554e 100644 --- a/examples/rcsconfig.yaml +++ b/examples/rcsconfig.yaml @@ -111,6 +111,7 @@ dev_config: enable_dev_ui: true disable_auth: true disable_tls: true + pyroscope_url: "https://pyroscope.pyroscope.svc.cluster.local:4040" # llm_params: # temperature_override: 0 - # k8s_auth_token: optional_token_when_no_available_kube_config + # k8s_auth_token: optional_token_when_no_available_kube_config \ No newline at end of file diff --git a/ols/app/models/config.py b/ols/app/models/config.py index e71725a6..b2e2ee74 100644 --- a/ols/app/models/config.py +++ b/ols/app/models/config.py @@ -974,6 +974,7 @@ class DevConfig(BaseModel): llm_params: dict = {} disable_auth: bool = False disable_tls: bool = False + pyroscope_url: Optional[str] = None k8s_auth_token: Optional[str] = None run_on_localhost: bool = False diff --git a/ols/utils/pyroscope.py b/ols/utils/pyroscope.py new file mode 100644 index 00000000..da335a5b --- /dev/null +++ b/ols/utils/pyroscope.py @@ -0,0 +1,45 @@ +"""Pyroscope handling utility functions.""" + +import logging +import threading +from typing import Any + +import requests + +from ols.runners.uvicorn import start_uvicorn + + +def start_with_pyroscope_enabled( + config: Any, + logger: logging.Logger, +) -> None: + """Start the application using pyroscope.""" + try: + + response = requests.get(config.dev_config.pyroscope_url, timeout=60) + if response.status_code == requests.codes.ok: + logger.info( + f"Pyroscope server is reachable at {config.dev_config.pyroscope_url}" + ) + import pyroscope + + pyroscope.configure( + application_name="lightspeed-service", + server_address=config.dev_config.pyroscope_url, + oncpu=True, + gil_only=True, + enable_logging=True, + ) + with pyroscope.tag_wrapper({"main": "main_method"}): + # create and start the rag_index_thread + rag_index_thread = threading.Thread(target=config.rag_index) + rag_index_thread.start() + + # start the Uvicorn server + start_uvicorn(config) + else: + logger.info( + f"Failed to reach Pyroscope server. 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import start_with_pyroscope_enabled from ols.version import __version__ @@ -43,11 +44,10 @@ def load_index(): ) config.reload_from_yaml_file(cfg_file) - configure_logging(config.ols_config.logging_config) logger = logging.getLogger("ols") + configure_logging(config.ols_config.logging_config) logger.info("Config loaded from %s", Path(cfg_file).resolve()) logger.info("Running on Python version %s", sys.version) - configure_hugging_face_envs(config.ols_config) # generate certificates file from all certificates from certifi package @@ -67,6 +67,13 @@ def load_index(): # init loading of query redactor config.query_redactor + if config.dev_config.pyroscope_url: + start_with_pyroscope_enabled(config, logger) + else: + logger.info( + "Pyroscope url is not specified. To enable profiling please set `pyroscope_url` " + "in the `dev_config` section of the configuration file." + ) # create and start the rag_index_thread - allows loading index in # parallel with starting the Uvicorn server rag_index_thread = threading.Thread(target=load_index) diff --git a/tests/benchmarks/test_config_loader.py b/tests/benchmarks/test_config_loader.py index a47ca3f1..91b94a92 100644 --- a/tests/benchmarks/test_config_loader.py +++ b/tests/benchmarks/test_config_loader.py @@ -83,6 +83,7 @@ def read_valid_config_stream(): default_model: m1 dev_config: enable_dev_ui: true + pyroscope_url: https://pyroscope.pyroscope.svc.cluster.local:4040 disable_auth: false disable_tls: true llm_params: @@ -139,6 +140,7 @@ def read_invalid_config_stream(): default_model: m1 dev_config: enable_dev_ui: true + pyroscope_url: https://pyroscope.pyroscope.svc.cluster.local:4040 disable_auth: false disable_tls: true llm_params: diff --git a/tests/config/config_for_integration_tests.yaml b/tests/config/config_for_integration_tests.yaml index 89a78394..ee99417e 100644 --- a/tests/config/config_for_integration_tests.yaml +++ b/tests/config/config_for_integration_tests.yaml @@ -116,3 +116,4 @@ dev_config: enable_dev_ui: true disable_auth: true disable_tls: true + pyroscope_url: https://pyroscope.pyroscope.svc.cluster.local:4040 \ No newline at end of file diff --git a/tests/unit/app/models/test_config.py b/tests/unit/app/models/test_config.py index 0182fbde..0a6d65f0 100644 --- a/tests/unit/app/models/test_config.py +++ b/tests/unit/app/models/test_config.py @@ -3205,6 +3205,7 @@ def test_user_data_config__transcripts(tmpdir): def test_dev_config_defaults(): """Test the DevConfig model with default values.""" dev_config = DevConfig() + assert dev_config.pyroscope_url is None assert dev_config.enable_dev_ui is False assert dev_config.llm_params == {} assert dev_config.disable_auth is False diff --git a/tests/unit/utils/test_config.py b/tests/unit/utils/test_config.py index 0747d672..51b5be48 100644 --- a/tests/unit/utils/test_config.py +++ b/tests/unit/utils/test_config.py @@ -578,6 +578,7 @@ def test_invalid_config_improper_reference_content(): dev_config: enable_dev_ui: true disable_auth: false + pyroscope_url: https://pyroscope.pyroscope.svc.cluster.local:4040 """, InvalidConfigurationError, @@ -605,6 +606,7 @@ def test_invalid_config_improper_reference_content(): llm_temperature_override: 0.1 enable_dev_ui: true disable_auth: false + pyroscope_url: https://pyroscope.pyroscope.svc.cluster.local:4040 """, InvalidConfigurationError, diff --git a/tests/unit/utils/test_pyroscope.py b/tests/unit/utils/test_pyroscope.py new file mode 100644 index 00000000..91c74e67 --- /dev/null +++ b/tests/unit/utils/test_pyroscope.py @@ -0,0 +1,82 @@ +"""Unit test for the pyroscope utility.""" + +import logging +from unittest.mock import MagicMock, patch + +import pytest +from requests.exceptions import RequestException + +from ols.utils.pyroscope import ( + start_with_pyroscope_enabled, +) + + +@pytest.fixture +def mock_config(): + """Fixture for mock configuration.""" + mock_cfg = MagicMock() + mock_cfg.dev_config.pyroscope_url = "http://mock-pyroscope-url" + mock_cfg.dev_config.run_on_localhost = True + mock_cfg.dev_config.disable_tls = True + mock_cfg.ols_config.logging_config.uvicorn_log_level = logging.INFO + mock_cfg.ols_config.max_workers = 1 + mock_cfg.ols_config.tls_config.tls_key_path = None + mock_cfg.ols_config.tls_config.tls_certificate_path = None + mock_cfg.ols_config.tls_config.tls_key_password = None + mock_cfg.ols_config.tls_security_profile = None + mock_cfg.rag_index = lambda: None + return mock_cfg + + +@pytest.fixture +def mock_logger(): + """Fixture for mock logger.""" + return MagicMock() + + +def test_pyroscope_server_reachable(mock_config, mock_logger): + """Test that Pyroscope starts when the server is reachable.""" + with ( + patch("ols.utils.pyroscope.requests.get") as mock_get, + patch("ols.runners.uvicorn.uvicorn.run") as mock_run, + patch("ols.utils.pyroscope.threading.Thread") as mock_thread, + patch.dict("sys.modules", {"pyroscope": MagicMock()}) as mock_pyroscope_module, + ): + mock_pyroscope = mock_pyroscope_module["pyroscope"] + mock_pyroscope.configure = MagicMock() + + mock_get.return_value.status_code = 200 + + start_with_pyroscope_enabled(mock_config, mock_logger) + + mock_logger.info.assert_any_call( + f"Pyroscope server is reachable at {mock_config.dev_config.pyroscope_url}" + ) + mock_pyroscope.configure.assert_called_once() + mock_run.assert_called_once() + mock_thread.assert_called_once_with(target=mock_config.rag_index) + + +def test_pyroscope_server_unreachable(mock_config, mock_logger): + """Test that Pyroscope logs a failure when the server is unreachable.""" + with patch("ols.utils.pyroscope.requests.get") as mock_get: + mock_get.return_value.status_code = 500 + + start_with_pyroscope_enabled(mock_config, mock_logger) + + mock_logger.info.assert_any_call( + "Failed to reach Pyroscope server. Status code: 500" + ) + + +def test_pyroscope_connection_error(mock_config, mock_logger): + """Test that Pyroscope handles connection errors gracefully.""" + with patch( + "ols.utils.pyroscope.requests.get", + side_effect=RequestException("Connection error"), + ): + start_with_pyroscope_enabled(mock_config, mock_logger) + + mock_logger.info.assert_any_call( + "Error connecting to Pyroscope server: Connection error" + )