1717import sys
1818from time import perf_counter
1919from typing import List
20+ import functools
21+ import requests
2022
23+ from sagemaker .session import Session
2124from sagemaker .utils import resolve_value_from_config
2225from sagemaker .config .config_schema import TELEMETRY_OPT_OUT_PATH
2326from sagemaker .telemetry .constants import (
4750FEATURE_TO_CODE = {
4851 str (Feature .SDK_DEFAULTS ): 1 ,
4952 str (Feature .LOCAL_MODE ): 2 ,
53+ str (Feature .REMOTE_FUNCTION ): 3 ,
5054}
5155
5256STATUS_TO_CODE = {
@@ -59,86 +63,101 @@ def _telemetry_emitter(feature: str, func_name: str):
5963 """Decorator to emit telemetry logs for SageMaker Python SDK functions"""
6064
6165 def decorator (func ):
62- def wrapper (self , * args , ** kwargs ):
63- logger .info (TELEMETRY_OPT_OUT_MESSAGING )
64- response = None
65- caught_ex = None
66- studio_app_type = process_studio_metadata_file ()
67-
68- # Check if telemetry is opted out
69- telemetry_opt_out_flag = resolve_value_from_config (
70- direct_input = None ,
71- config_path = TELEMETRY_OPT_OUT_PATH ,
72- default_value = False ,
73- sagemaker_session = self .sagemaker_session ,
74- )
75- logger .debug ("TelemetryOptOut flag is set to: %s" , telemetry_opt_out_flag )
76-
77- # Construct the feature list to track feature combinations
78- feature_list : List [int ] = [FEATURE_TO_CODE [str (feature )]]
79- if self .sagemaker_session :
80- if self .sagemaker_session .sagemaker_config and feature != Feature .SDK_DEFAULTS :
66+ @functools .wraps (func )
67+ def wrapper (* args , ** kwargs ):
68+ sagemaker_session = None
69+ if len (args ) > 0 and hasattr (args [0 ], "sagemaker_session" ):
70+ # Get the sagemaker_session from the instance method args
71+ sagemaker_session = args [0 ].sagemaker_session
72+ elif feature == Feature .REMOTE_FUNCTION :
73+ # Get the sagemaker_session from the function keyword arguments for remote function
74+ sagemaker_session = kwargs .get ("sagemaker_session" , Session ())
75+
76+ if sagemaker_session :
77+ logger .debug ("sagemaker_session found, preparing to emit telemetry..." )
78+ logger .info (TELEMETRY_OPT_OUT_MESSAGING )
79+ response = None
80+ caught_ex = None
81+ studio_app_type = process_studio_metadata_file ()
82+
83+ # Check if telemetry is opted out
84+ telemetry_opt_out_flag = resolve_value_from_config (
85+ direct_input = None ,
86+ config_path = TELEMETRY_OPT_OUT_PATH ,
87+ default_value = False ,
88+ sagemaker_session = sagemaker_session ,
89+ )
90+ logger .debug ("TelemetryOptOut flag is set to: %s" , telemetry_opt_out_flag )
91+
92+ # Construct the feature list to track feature combinations
93+ feature_list : List [int ] = [FEATURE_TO_CODE [str (feature )]]
94+
95+ if sagemaker_session .sagemaker_config and feature != Feature .SDK_DEFAULTS :
8196 feature_list .append (FEATURE_TO_CODE [str (Feature .SDK_DEFAULTS )])
8297
83- if self . sagemaker_session .local_mode and feature != Feature .LOCAL_MODE :
98+ if sagemaker_session .local_mode and feature != Feature .LOCAL_MODE :
8499 feature_list .append (FEATURE_TO_CODE [str (Feature .LOCAL_MODE )])
85100
86- # Construct the extra info to track platform and environment usage metadata
87- extra = (
88- f"{ func_name } "
89- f"&x-sdkVersion={ SDK_VERSION } "
90- f"&x-env={ PYTHON_VERSION } "
91- f"&x-sys={ OS_NAME_VERSION } "
92- f"&x-platform={ studio_app_type } "
93- )
94-
95- # Add endpoint ARN to the extra info if available
96- if self .sagemaker_session and self .sagemaker_session .endpoint_arn :
97- extra += f"&x-endpointArn={ self .sagemaker_session .endpoint_arn } "
98-
99- start_timer = perf_counter ()
100- try :
101- # Call the original function
102- response = func (self , * args , ** kwargs )
103- stop_timer = perf_counter ()
104- elapsed = stop_timer - start_timer
105- extra += f"&x-latency={ round (elapsed , 2 )} "
106- if not telemetry_opt_out_flag :
107- _send_telemetry_request (
108- STATUS_TO_CODE [str (Status .SUCCESS )],
109- feature_list ,
110- self .sagemaker_session ,
111- None ,
112- None ,
113- extra ,
114- )
115- except Exception as e : # pylint: disable=W0703
116- stop_timer = perf_counter ()
117- elapsed = stop_timer - start_timer
118- extra += f"&x-latency={ round (elapsed , 2 )} "
119- if not telemetry_opt_out_flag :
120- _send_telemetry_request (
121- STATUS_TO_CODE [str (Status .FAILURE )],
122- feature_list ,
123- self .sagemaker_session ,
124- str (e ),
125- e .__class__ .__name__ ,
126- extra ,
127- )
128- caught_ex = e
129- finally :
130- if caught_ex :
131- raise caught_ex
132- return response # pylint: disable=W0150
101+ # Construct the extra info to track platform and environment usage metadata
102+ extra = (
103+ f"{ func_name } "
104+ f"&x-sdkVersion={ SDK_VERSION } "
105+ f"&x-env={ PYTHON_VERSION } "
106+ f"&x-sys={ OS_NAME_VERSION } "
107+ f"&x-platform={ studio_app_type } "
108+ )
109+
110+ # Add endpoint ARN to the extra info if available
111+ if sagemaker_session .endpoint_arn :
112+ extra += f"&x-endpointArn={ sagemaker_session .endpoint_arn } "
113+
114+ start_timer = perf_counter ()
115+ try :
116+ # Call the original function
117+ response = func (* args , ** kwargs )
118+ stop_timer = perf_counter ()
119+ elapsed = stop_timer - start_timer
120+ extra += f"&x-latency={ round (elapsed , 2 )} "
121+ if not telemetry_opt_out_flag :
122+ _send_telemetry_request (
123+ STATUS_TO_CODE [str (Status .SUCCESS )],
124+ feature_list ,
125+ sagemaker_session ,
126+ None ,
127+ None ,
128+ extra ,
129+ )
130+ except Exception as e : # pylint: disable=W0703
131+ stop_timer = perf_counter ()
132+ elapsed = stop_timer - start_timer
133+ extra += f"&x-latency={ round (elapsed , 2 )} "
134+ if not telemetry_opt_out_flag :
135+ _send_telemetry_request (
136+ STATUS_TO_CODE [str (Status .FAILURE )],
137+ feature_list ,
138+ sagemaker_session ,
139+ str (e ),
140+ e .__class__ .__name__ ,
141+ extra ,
142+ )
143+ caught_ex = e
144+ finally :
145+ if caught_ex :
146+ raise caught_ex
147+ return response # pylint: disable=W0150
148+ else :
149+ logger .debug (
150+ "Unable to send telemetry for function %s. "
151+ "sagemaker_session is not provided or not valid." ,
152+ func_name ,
153+ )
154+ return func (* args , ** kwargs )
133155
134156 return wrapper
135157
136158 return decorator
137159
138160
139- from sagemaker .session import Session # noqa: E402 pylint: disable=C0413
140-
141-
142161def _send_telemetry_request (
143162 status : int ,
144163 feature_list : List [int ],
@@ -165,9 +184,9 @@ def _send_telemetry_request(
165184 # Send the telemetry request
166185 logger .debug ("Sending telemetry request to [%s]" , url )
167186 _requests_helper (url , 2 )
168- logger .debug ("SageMaker Python SDK telemetry successfully emitted! " )
187+ logger .debug ("SageMaker Python SDK telemetry successfully emitted. " )
169188 except Exception : # pylint: disable=W0703
170- logger .debug ("SageMaker Python SDK telemetry not emitted!! " )
189+ logger .debug ("SageMaker Python SDK telemetry not emitted!" )
171190
172191
173192def _construct_url (
@@ -196,9 +215,6 @@ def _construct_url(
196215 return base_url
197216
198217
199- import requests # noqa: E402 pylint: disable=C0413,C0411
200-
201-
202218def _requests_helper (url , timeout ):
203219 """Make a GET request to the given URL"""
204220
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