|
| 1 | +"""E2E assertions for eval spans testcase. |
| 2 | +
|
| 3 | +This script validates that the new eval spans are created correctly: |
| 4 | +1. "Evaluation Set Run" span with span_type: "eval_set_run" |
| 5 | +2. "Evaluation" spans with span_type: "evaluation" |
| 6 | +3. "Evaluator: {name}" spans with span_type: "evaluator" |
| 7 | +""" |
| 8 | + |
| 9 | +import json |
| 10 | +import os |
| 11 | +import sys |
| 12 | +from typing import Any |
| 13 | + |
| 14 | + |
| 15 | +def load_traces(traces_file: str) -> list[dict[str, Any]]: |
| 16 | + """Load traces from a JSONL file.""" |
| 17 | + traces = [] |
| 18 | + with open(traces_file, "r", encoding="utf-8") as f: |
| 19 | + for line in f: |
| 20 | + if line.strip(): |
| 21 | + traces.append(json.loads(line)) |
| 22 | + return traces |
| 23 | + |
| 24 | + |
| 25 | +def get_attributes(span: dict[str, Any]) -> dict[str, Any]: |
| 26 | + """Get attributes from a span.""" |
| 27 | + return span.get("attributes", {}) |
| 28 | + |
| 29 | + |
| 30 | +def find_spans_by_type( |
| 31 | + traces: list[dict[str, Any]], span_type: str |
| 32 | +) -> list[dict[str, Any]]: |
| 33 | + """Find all spans with the given span_type attribute.""" |
| 34 | + return [ |
| 35 | + trace for trace in traces if get_attributes(trace).get("span_type") == span_type |
| 36 | + ] |
| 37 | + |
| 38 | + |
| 39 | +def find_spans_by_name(traces: list[dict[str, Any]], name: str) -> list[dict[str, Any]]: |
| 40 | + """Find all spans with the given name.""" |
| 41 | + return [trace for trace in traces if trace.get("name") == name] |
| 42 | + |
| 43 | + |
| 44 | +def find_spans_by_name_prefix( |
| 45 | + traces: list[dict[str, Any]], prefix: str |
| 46 | +) -> list[dict[str, Any]]: |
| 47 | + """Find all spans whose name starts with the given prefix.""" |
| 48 | + return [trace for trace in traces if trace.get("name", "").startswith(prefix)] |
| 49 | + |
| 50 | + |
| 51 | +def assert_eval_set_run_span(traces: list[dict[str, Any]]) -> None: |
| 52 | + """Assert that the Evaluation Set Run span exists with correct attributes.""" |
| 53 | + print("\n--- Checking 'Evaluation Set Run' span ---") |
| 54 | + |
| 55 | + # Find by span_type |
| 56 | + eval_set_run_spans = find_spans_by_type(traces, "eval_set_run") |
| 57 | + |
| 58 | + assert len(eval_set_run_spans) >= 1, ( |
| 59 | + "Expected at least 1 'eval_set_run' span, found 0. " |
| 60 | + "Spans with span_type attribute: " |
| 61 | + f"{[get_attributes(t).get('span_type') for t in traces if get_attributes(t).get('span_type')]}" |
| 62 | + ) |
| 63 | + |
| 64 | + print(f" Found {len(eval_set_run_spans)} eval_set_run span(s)") |
| 65 | + |
| 66 | + for span in eval_set_run_spans: |
| 67 | + name = span.get("name") |
| 68 | + attrs = get_attributes(span) |
| 69 | + |
| 70 | + # Check span name |
| 71 | + assert name == "Evaluation Set Run", ( |
| 72 | + f"Expected span name 'Evaluation Set Run', got '{name}'" |
| 73 | + ) |
| 74 | + print(f" Name: {name}") |
| 75 | + |
| 76 | + # Check span_type attribute |
| 77 | + assert attrs.get("span_type") == "eval_set_run", ( |
| 78 | + f"Expected span_type 'eval_set_run', got '{attrs.get('span_type')}'" |
| 79 | + ) |
| 80 | + print(f" span_type: {attrs.get('span_type')}") |
| 81 | + |
| 82 | + # Check eval_set_run_id is present (may be execution_id fallback) |
| 83 | + if "eval_set_run_id" in attrs: |
| 84 | + print(f" eval_set_run_id: {attrs.get('eval_set_run_id')}") |
| 85 | + |
| 86 | + print("Evaluation Set Run span assertion passed") |
| 87 | + |
| 88 | + |
| 89 | +def assert_evaluation_spans(traces: list[dict[str, Any]]) -> None: |
| 90 | + """Assert that Evaluation spans exist with correct attributes.""" |
| 91 | + print("\n--- Checking 'Evaluation' spans ---") |
| 92 | + |
| 93 | + # Find by span_type |
| 94 | + evaluation_spans = find_spans_by_type(traces, "evaluation") |
| 95 | + |
| 96 | + assert len(evaluation_spans) >= 1, "Expected at least 1 'evaluation' span, found 0" |
| 97 | + |
| 98 | + print(f" Found {len(evaluation_spans)} evaluation span(s)") |
| 99 | + |
| 100 | + for i, span in enumerate(evaluation_spans): |
| 101 | + name = span.get("name") |
| 102 | + attrs = get_attributes(span) |
| 103 | + |
| 104 | + print(f"\n Evaluation span {i + 1}:") |
| 105 | + |
| 106 | + # Check span name |
| 107 | + assert name == "Evaluation", f"Expected span name 'Evaluation', got '{name}'" |
| 108 | + print(f" Name: {name}") |
| 109 | + |
| 110 | + # Check span_type attribute |
| 111 | + assert attrs.get("span_type") == "evaluation", ( |
| 112 | + f"Expected span_type 'evaluation', got '{attrs.get('span_type')}'" |
| 113 | + ) |
| 114 | + print(f" span_type: {attrs.get('span_type')}") |
| 115 | + |
| 116 | + # Check required attributes |
| 117 | + assert "execution.id" in attrs, ( |
| 118 | + "Expected 'execution.id' attribute in Evaluation span" |
| 119 | + ) |
| 120 | + print(f" execution.id: {attrs.get('execution.id')}") |
| 121 | + |
| 122 | + assert "eval_item_id" in attrs, ( |
| 123 | + "Expected 'eval_item_id' attribute in Evaluation span" |
| 124 | + ) |
| 125 | + print(f" eval_item_id: {attrs.get('eval_item_id')}") |
| 126 | + |
| 127 | + assert "eval_item_name" in attrs, ( |
| 128 | + "Expected 'eval_item_name' attribute in Evaluation span" |
| 129 | + ) |
| 130 | + print(f" eval_item_name: {attrs.get('eval_item_name')}") |
| 131 | + |
| 132 | + print("\nEvaluation spans assertion passed") |
| 133 | + |
| 134 | + |
| 135 | +def assert_evaluator_spans(traces: list[dict[str, Any]]) -> None: |
| 136 | + """Assert that Evaluator spans exist with correct attributes.""" |
| 137 | + print("\n--- Checking 'Evaluator' spans ---") |
| 138 | + |
| 139 | + # Find by span_type |
| 140 | + evaluator_spans = find_spans_by_type(traces, "evaluator") |
| 141 | + |
| 142 | + assert len(evaluator_spans) >= 1, "Expected at least 1 'evaluator' span, found 0" |
| 143 | + |
| 144 | + print(f" Found {len(evaluator_spans)} evaluator span(s)") |
| 145 | + |
| 146 | + for i, span in enumerate(evaluator_spans): |
| 147 | + name = span.get("name") |
| 148 | + attrs = get_attributes(span) |
| 149 | + |
| 150 | + print(f"\n Evaluator span {i + 1}:") |
| 151 | + |
| 152 | + # Check span name starts with "Evaluator: " |
| 153 | + assert name and name.startswith("Evaluator: "), ( |
| 154 | + f"Expected span name to start with 'Evaluator: ', got '{name}'" |
| 155 | + ) |
| 156 | + print(f" Name: {name}") |
| 157 | + |
| 158 | + # Check span_type attribute |
| 159 | + assert attrs.get("span_type") == "evaluator", ( |
| 160 | + f"Expected span_type 'evaluator', got '{attrs.get('span_type')}'" |
| 161 | + ) |
| 162 | + print(f" span_type: {attrs.get('span_type')}") |
| 163 | + |
| 164 | + # Check required attributes |
| 165 | + assert "evaluator_id" in attrs, ( |
| 166 | + "Expected 'evaluator_id' attribute in Evaluator span" |
| 167 | + ) |
| 168 | + print(f" evaluator_id: {attrs.get('evaluator_id')}") |
| 169 | + |
| 170 | + assert "evaluator_name" in attrs, ( |
| 171 | + "Expected 'evaluator_name' attribute in Evaluator span" |
| 172 | + ) |
| 173 | + print(f" evaluator_name: {attrs.get('evaluator_name')}") |
| 174 | + |
| 175 | + assert "eval_item_id" in attrs, ( |
| 176 | + "Expected 'eval_item_id' attribute in Evaluator span" |
| 177 | + ) |
| 178 | + print(f" eval_item_id: {attrs.get('eval_item_id')}") |
| 179 | + |
| 180 | + print("\nEvaluator spans assertion passed") |
| 181 | + |
| 182 | + |
| 183 | +def assert_span_hierarchy(traces: list[dict[str, Any]]) -> None: |
| 184 | + """Assert the span hierarchy is correct.""" |
| 185 | + print("\n--- Checking span hierarchy ---") |
| 186 | + |
| 187 | + # Build span lookup by span_id |
| 188 | + span_by_id: dict[str, dict[str, Any]] = {} |
| 189 | + for trace in traces: |
| 190 | + context = trace.get("context", {}) |
| 191 | + span_id = context.get("span_id") |
| 192 | + if span_id: |
| 193 | + span_by_id[span_id] = trace |
| 194 | + |
| 195 | + # Get spans by type |
| 196 | + eval_set_run_spans = find_spans_by_type(traces, "eval_set_run") |
| 197 | + evaluation_spans = find_spans_by_type(traces, "evaluation") |
| 198 | + evaluator_spans = find_spans_by_type(traces, "evaluator") |
| 199 | + |
| 200 | + # Get eval_set_run span_id |
| 201 | + if eval_set_run_spans: |
| 202 | + eval_set_run_span_id = eval_set_run_spans[0].get("context", {}).get("span_id") |
| 203 | + print(f" EvalSetRun span_id: {eval_set_run_span_id}") |
| 204 | + |
| 205 | + # Check Evaluation spans are children of EvalSetRun (through parent chain) |
| 206 | + # Note: In practice, there may be intermediate spans, so we just verify |
| 207 | + # the relationship exists through the trace |
| 208 | + print(f" Found {len(evaluation_spans)} Evaluation spans") |
| 209 | + print(f" Found {len(evaluator_spans)} Evaluator spans") |
| 210 | + |
| 211 | + print("\nSpan hierarchy check passed") |
| 212 | + |
| 213 | + |
| 214 | +def main() -> None: |
| 215 | + """Main assertion logic.""" |
| 216 | + traces_file = "__uipath/traces.jsonl" |
| 217 | + |
| 218 | + # Check if traces file exists |
| 219 | + if not os.path.isfile(traces_file): |
| 220 | + print(f"Traces file '{traces_file}' not found") |
| 221 | + sys.exit(1) |
| 222 | + |
| 223 | + print(f"Loading traces from {traces_file}...") |
| 224 | + traces = load_traces(traces_file) |
| 225 | + print(f"Loaded {len(traces)} trace spans") |
| 226 | + |
| 227 | + # Print all span names and types for debugging |
| 228 | + print("\n--- All spans ---") |
| 229 | + for i, trace in enumerate(traces): |
| 230 | + name = trace.get("name", "Unknown") |
| 231 | + attrs = get_attributes(trace) |
| 232 | + span_type = attrs.get("span_type", "N/A") |
| 233 | + print(f" {i + 1}. {name} (span_type: {span_type})") |
| 234 | + |
| 235 | + # Run assertions |
| 236 | + try: |
| 237 | + assert_eval_set_run_span(traces) |
| 238 | + assert_evaluation_spans(traces) |
| 239 | + assert_evaluator_spans(traces) |
| 240 | + assert_span_hierarchy(traces) |
| 241 | + |
| 242 | + print("\n" + "=" * 60) |
| 243 | + print("All eval span assertions passed!") |
| 244 | + print("=" * 60) |
| 245 | + |
| 246 | + except AssertionError as e: |
| 247 | + print(f"\nAssertion failed: {e}") |
| 248 | + sys.exit(1) |
| 249 | + |
| 250 | + |
| 251 | +if __name__ == "__main__": |
| 252 | + main() |
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