mirror of
https://github.com/meta-llama/llama-stack.git
synced 2025-12-12 12:06:04 +00:00
add observability to the recording system
This commit is contained in:
parent
1fc0fd5935
commit
483ae9e918
3 changed files with 462 additions and 11 deletions
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@ -42,3 +42,8 @@ def sync_test_context_from_provider_data():
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return TEST_CONTEXT.set(provider_data["__test_id"])
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return None
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def is_debug_mode() -> bool:
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"""Check if test recording debug mode is enabled via LLAMA_STACK_TEST_DEBUG env var."""
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return os.environ.get("LLAMA_STACK_TEST_DEBUG", "").lower() in ("1", "true", "yes")
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@ -37,7 +37,7 @@ _id_counters: dict[str, dict[str, int]] = {}
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# Test context uses ContextVar since it changes per-test and needs async isolation
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from openai.types.completion_choice import CompletionChoice
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from llama_stack.core.testing_context import get_test_context
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from llama_stack.core.testing_context import get_test_context, is_debug_mode
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# update the "finish_reason" field, since its type definition is wrong (no None is accepted)
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CompletionChoice.model_fields["finish_reason"].annotation = Literal["stop", "length", "content_filter"] | None
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@ -146,6 +146,7 @@ def normalize_inference_request(method: str, url: str, headers: dict[str, Any],
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body_for_hash = _normalize_body_for_hash(body)
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test_id = get_test_context()
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normalized: dict[str, Any] = {
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"method": method.upper(),
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"endpoint": parsed.path,
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@ -154,10 +155,20 @@ def normalize_inference_request(method: str, url: str, headers: dict[str, Any],
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# Include test_id for isolation, except for shared infrastructure endpoints
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if parsed.path not in ("/api/tags", "/v1/models"):
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normalized["test_id"] = get_test_context()
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normalized["test_id"] = test_id
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normalized_json = json.dumps(normalized, sort_keys=True)
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return hashlib.sha256(normalized_json.encode()).hexdigest()
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request_hash = hashlib.sha256(normalized_json.encode()).hexdigest()
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if is_debug_mode():
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logger.info("[RECORDING DEBUG] Hash computation:")
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logger.info(f" Test ID: {test_id}")
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logger.info(f" Method: {method.upper()}")
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logger.info(f" Endpoint: {parsed.path}")
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logger.info(f" Model: {body.get('model', 'N/A')}")
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logger.info(f" Computed hash: {request_hash}")
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return request_hash
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def normalize_tool_request(provider_name: str, tool_name: str, kwargs: dict[str, Any]) -> str:
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@ -212,6 +223,11 @@ def patch_httpx_for_test_id():
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provider_data["__test_id"] = test_id
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request.headers["X-LlamaStack-Provider-Data"] = json.dumps(provider_data)
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if is_debug_mode():
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logger.info("[RECORDING DEBUG] Injected test ID into request header:")
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logger.info(f" Test ID: {test_id}")
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logger.info(f" URL: {request.url}")
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return None
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LlamaStackClient._prepare_request = patched_prepare_request
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@ -355,18 +371,35 @@ class ResponseStorage:
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test_file = test_id.split("::")[0] # Remove test function part
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test_dir = Path(test_file).parent # Get parent directory
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# Make it absolute by resolving against base_dir
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# If base_dir is absolute, use it as the root, otherwise resolve relative to cwd
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if self.base_dir.is_absolute():
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# base_dir is something like /app/llama-stack-source/tests/integration/common
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# We need to go up to the repo root and then back down to the test dir
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repo_root = self.base_dir.parent.parent.parent # go up from common -> integration -> tests -> repo
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return repo_root / test_dir / "recordings"
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repo_root = self.base_dir.parent.parent.parent
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result = repo_root / test_dir / "recordings"
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if is_debug_mode():
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logger.info("[RECORDING DEBUG] Path resolution (absolute base_dir):")
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logger.info(f" Test ID: {test_id}")
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logger.info(f" Base dir: {self.base_dir}")
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logger.info(f" Repo root: {repo_root}")
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logger.info(f" Test file: {test_file}")
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logger.info(f" Test dir: {test_dir}")
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logger.info(f" Recordings dir: {result}")
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return result
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else:
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return test_dir / "recordings"
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result = test_dir / "recordings"
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if is_debug_mode():
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logger.info("[RECORDING DEBUG] Path resolution (relative base_dir):")
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logger.info(f" Test ID: {test_id}")
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logger.info(f" Base dir: {self.base_dir}")
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logger.info(f" Test dir: {test_dir}")
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logger.info(f" Recordings dir: {result}")
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return result
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else:
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# Fallback for non-test contexts
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return self.base_dir / "recordings"
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result = self.base_dir / "recordings"
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if is_debug_mode():
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logger.info("[RECORDING DEBUG] Path resolution (no test context):")
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logger.info(f" Base dir: {self.base_dir}")
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logger.info(f" Recordings dir: {result}")
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return result
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def _ensure_directory(self):
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"""Ensure test-specific directories exist."""
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@ -401,6 +434,13 @@ class ResponseStorage:
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response_path = responses_dir / response_file
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if is_debug_mode():
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logger.info("[RECORDING DEBUG] Storing recording:")
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logger.info(f" Request hash: {request_hash}")
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logger.info(f" File: {response_path}")
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logger.info(f" Test ID: {get_test_context()}")
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logger.info(f" Endpoint: {endpoint}")
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# Save response to JSON file with metadata
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with open(response_path, "w") as f:
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json.dump(
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@ -429,16 +469,33 @@ class ResponseStorage:
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test_dir = self._get_test_dir()
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response_path = test_dir / response_file
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if is_debug_mode():
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logger.info("[RECORDING DEBUG] Looking up recording:")
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logger.info(f" Request hash: {request_hash}")
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logger.info(f" Primary path: {response_path}")
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logger.info(f" Primary exists: {response_path.exists()}")
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if response_path.exists():
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if is_debug_mode():
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logger.info(" Found in primary location")
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return _recording_from_file(response_path)
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# Fallback to base recordings directory (for session-level recordings)
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fallback_dir = self.base_dir / "recordings"
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fallback_path = fallback_dir / response_file
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if is_debug_mode():
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logger.info(f" Fallback path: {fallback_path}")
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logger.info(f" Fallback exists: {fallback_path.exists()}")
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if fallback_path.exists():
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if is_debug_mode():
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logger.info(" Found in fallback location")
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return _recording_from_file(fallback_path)
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if is_debug_mode():
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logger.info(" Recording not found in either location")
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return None
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def _model_list_responses(self, request_hash: str) -> list[dict[str, Any]]:
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@ -594,6 +651,13 @@ async def _patched_inference_method(original_method, self, client_type, endpoint
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mode = _current_mode
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storage = _current_storage
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if is_debug_mode():
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logger.info("[RECORDING DEBUG] Entering inference method:")
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logger.info(f" Mode: {mode}")
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logger.info(f" Client type: {client_type}")
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logger.info(f" Endpoint: {endpoint}")
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logger.info(f" Test context: {get_test_context()}")
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if mode == APIRecordingMode.LIVE or storage is None:
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if endpoint == "/v1/models":
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return original_method(self, *args, **kwargs)
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@ -649,6 +713,18 @@ async def _patched_inference_method(original_method, self, client_type, endpoint
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return response_body
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elif mode == APIRecordingMode.REPLAY:
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# REPLAY mode requires recording to exist
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if is_debug_mode():
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logger.error("[RECORDING DEBUG] Recording not found!")
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logger.error(f" Mode: {mode}")
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logger.error(f" Request hash: {request_hash}")
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logger.error(f" Method: {method}")
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logger.error(f" URL: {url}")
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logger.error(f" Endpoint: {endpoint}")
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logger.error(f" Model: {body.get('model', 'unknown')}")
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logger.error(f" Test context: {get_test_context()}")
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logger.error(
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f" Stack config type: {os.environ.get('LLAMA_STACK_TEST_STACK_CONFIG_TYPE', 'library_client')}"
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)
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raise RuntimeError(
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f"Recording not found for request hash: {request_hash}\n"
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f"Model: {body.get('model', 'unknown')} | Request: {method} {url}\n"
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370
scripts/diagnose_recordings.py
Executable file
370
scripts/diagnose_recordings.py
Executable file
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@ -0,0 +1,370 @@
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#!/usr/bin/env python3
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the terms described in the LICENSE file in
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# the root directory of this source tree.
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"""
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Diagnostic tool for debugging test recording issues.
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Usage:
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# Find where a hash would be looked up
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./scripts/diagnose_recordings.py find-hash 7526c930eab04ce337496a26cd15f2591d7943035f2527182861643da9b837a7
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# Show what's in a recording file
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./scripts/diagnose_recordings.py show tests/integration/agents/recordings/7526c930....json
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# List all recordings for a test
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./scripts/diagnose_recordings.py list-test "tests/integration/agents/test_agents.py::test_custom_tool"
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# Explain lookup paths for a test
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./scripts/diagnose_recordings.py explain-paths --test-id "tests/integration/agents/test_agents.py::test_foo"
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# Compare request hash computation
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./scripts/diagnose_recordings.py compute-hash --endpoint /v1/chat/completions --method POST --body '{"model":"llama3.2:3b"}' --test-id "..."
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"""
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import argparse
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import json
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import sys
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from pathlib import Path
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# Add parent directory to path to import from llama_stack
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REPO_ROOT = Path(__file__).parent.parent
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sys.path.insert(0, str(REPO_ROOT))
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try:
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from llama_stack.testing.api_recorder import normalize_inference_request
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except ImportError:
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normalize_inference_request = None
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def find_hash(hash_value: str, base_dir: Path | None = None, test_id: str | None = None):
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"""Find where a hash would be looked up and what exists"""
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if base_dir is None:
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base_dir = REPO_ROOT / "tests/integration/common"
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print(f"Searching for hash: {hash_value}\n")
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print(f"Base dir: {base_dir} (absolute={base_dir.is_absolute()})")
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# Compute test directory
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if test_id:
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test_file = test_id.split("::")[0]
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test_dir = Path(test_file).parent
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if base_dir.is_absolute():
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repo_root = base_dir.parent.parent.parent
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test_recordings_dir = repo_root / test_dir / "recordings"
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else:
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test_recordings_dir = test_dir / "recordings"
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print(f"Test ID: {test_id}")
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print(f"Test dir: {test_recordings_dir}\n")
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else:
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test_recordings_dir = base_dir / "recordings"
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print("No test ID provided, using base dir\n")
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# Check primary location
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response_file = f"{hash_value}.json"
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response_path = test_recordings_dir / response_file
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print("Checking primary location:")
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print(f" {response_path}")
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if response_path.exists():
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print(" EXISTS")
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print("\nFound! Contents:")
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show_recording(response_path)
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return True
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else:
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print(" Does not exist")
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# Check fallback location
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fallback_dir = base_dir / "recordings"
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fallback_path = fallback_dir / response_file
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print("\nChecking fallback location:")
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print(f" {fallback_path}")
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if fallback_path.exists():
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print(" EXISTS")
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print("\nFound in fallback! Contents:")
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show_recording(fallback_path)
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return True
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else:
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print(" Does not exist")
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# Show what files DO exist
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print(f"\nFiles in test directory ({test_recordings_dir}):")
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if test_recordings_dir.exists():
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json_files = list(test_recordings_dir.glob("*.json"))
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if json_files:
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for f in json_files[:20]:
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print(f" - {f.name}")
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if len(json_files) > 20:
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print(f" ... and {len(json_files) - 20} more")
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else:
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print(" (empty)")
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else:
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print(" Directory does not exist")
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print(f"\nFiles in fallback directory ({fallback_dir}):")
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if fallback_dir.exists():
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json_files = list(fallback_dir.glob("*.json"))
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if json_files:
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for f in json_files[:20]:
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print(f" - {f.name}")
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if len(json_files) > 20:
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print(f" ... and {len(json_files) - 20} more")
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else:
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print(" (empty)")
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else:
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print(" Directory does not exist")
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# Try partial hash match
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print("\nLooking for partial matches (first 16 chars)...")
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partial = hash_value[:16]
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matches = []
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for dir_to_search in [test_recordings_dir, fallback_dir]:
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if dir_to_search.exists():
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for f in dir_to_search.glob("*.json"):
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if f.stem.startswith(partial):
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matches.append(f)
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if matches:
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print(f"Found {len(matches)} partial match(es):")
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for m in matches:
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print(f" {m}")
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else:
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print("No partial matches found")
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return False
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def show_recording(file_path: Path):
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"""Show contents of a recording file"""
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if not file_path.exists():
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print(f"File does not exist: {file_path}")
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return
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with open(file_path) as f:
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data = json.load(f)
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print(f"\nRecording: {file_path.name}\n")
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print(f"Test ID: {data.get('test_id', 'N/A')}")
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print("\nRequest:")
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req = data.get("request", {})
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print(f" Method: {req.get('method', 'N/A')}")
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print(f" URL: {req.get('url', 'N/A')}")
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print(f" Endpoint: {req.get('endpoint', 'N/A')}")
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print(f" Model: {req.get('model', 'N/A')}")
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body = req.get("body", {})
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if body:
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print("\nRequest Body:")
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print(f" Model: {body.get('model', 'N/A')}")
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print(f" Stream: {body.get('stream', 'N/A')}")
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if "messages" in body:
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print(f" Messages: {len(body['messages'])} message(s)")
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for i, msg in enumerate(body["messages"][:3]):
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role = msg.get("role", "unknown")
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content = msg.get("content", "")
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if isinstance(content, str):
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preview = content[:80] + "..." if len(content) > 80 else content
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else:
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preview = f"[{type(content).__name__}]"
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print(f" [{i}] {role}: {preview}")
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if "tools" in body:
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print(f" Tools: {len(body['tools'])} tool(s)")
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response = data.get("response", {})
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if response:
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print("\nResponse:")
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print(f" Is streaming: {response.get('is_streaming', False)}")
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response_body = response.get("body", {})
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if isinstance(response_body, dict):
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if "__type__" in response_body:
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print(f" Type: {response_body['__type__']}")
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if "__data__" in response_body:
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response_data = response_body["__data__"]
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if "choices" in response_data:
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print(f" Choices: {len(response_data['choices'])}")
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if "usage" in response_data:
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usage = response_data["usage"]
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print(f" Usage: in={usage.get('input_tokens')}, out={usage.get('output_tokens')}")
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def list_test_recordings(test_id: str, base_dir: Path | None = None):
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"""List all recordings for a specific test"""
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if base_dir is None:
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base_dir = REPO_ROOT / "tests/integration/common"
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test_file = test_id.split("::")[0]
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test_dir = Path(test_file).parent
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if base_dir.is_absolute():
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repo_root = base_dir.parent.parent.parent
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test_recordings_dir = repo_root / test_dir / "recordings"
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else:
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test_recordings_dir = test_dir / "recordings"
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print(f"Recordings for test: {test_id}\n")
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print(f"Directory: {test_recordings_dir}\n")
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if not test_recordings_dir.exists():
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print("Directory does not exist")
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return
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# Find all recordings for this specific test
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recordings = []
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for f in test_recordings_dir.glob("*.json"):
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try:
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with open(f) as fp:
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data = json.load(fp)
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if data.get("test_id") == test_id:
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recordings.append((f, data))
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except Exception as e:
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print(f"Could not read {f.name}: {e}")
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if not recordings:
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print("No recordings found for this exact test ID")
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print("\nAll files in directory:")
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for f in test_recordings_dir.glob("*.json"):
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print(f" - {f.name}")
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return
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print(f"Found {len(recordings)} recording(s):\n")
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for f, data in recordings:
|
||||
req = data.get("request", {})
|
||||
print(f" {f.name}")
|
||||
print(f" Endpoint: {req.get('endpoint', 'N/A')}")
|
||||
print(f" Model: {req.get('model', 'N/A')}")
|
||||
print("")
|
||||
|
||||
|
||||
def explain_paths(test_id: str | None = None, base_dir: Path | None = None):
|
||||
"""Explain where recordings would be searched"""
|
||||
if base_dir is None:
|
||||
base_dir = REPO_ROOT / "tests/integration/common"
|
||||
|
||||
print("Recording Lookup Path Explanation\n")
|
||||
print(f"Base directory: {base_dir}")
|
||||
print(f" Absolute: {base_dir.is_absolute()}")
|
||||
print("")
|
||||
|
||||
if test_id:
|
||||
print(f"Test ID: {test_id}")
|
||||
test_file = test_id.split("::")[0]
|
||||
print(f" Test file: {test_file}")
|
||||
|
||||
test_dir = Path(test_file).parent
|
||||
print(f" Test dir (relative): {test_dir}")
|
||||
|
||||
if base_dir.is_absolute():
|
||||
repo_root = base_dir.parent.parent.parent
|
||||
print(f" Repo root: {repo_root}")
|
||||
test_recordings_dir = repo_root / test_dir / "recordings"
|
||||
print(f" Test recordings dir (absolute): {test_recordings_dir}")
|
||||
else:
|
||||
test_recordings_dir = test_dir / "recordings"
|
||||
print(f" Test recordings dir (relative): {test_recordings_dir}")
|
||||
|
||||
print("\nLookup order for recordings:")
|
||||
print(f" 1. Test-specific: {test_recordings_dir}/<hash>.json")
|
||||
print(f" 2. Fallback: {base_dir}/recordings/<hash>.json")
|
||||
|
||||
else:
|
||||
print("No test ID provided")
|
||||
print("\nLookup location:")
|
||||
print(f" {base_dir}/recordings/<hash>.json")
|
||||
|
||||
|
||||
def compute_hash(endpoint: str, method: str, body_json: str, test_id: str | None = None):
|
||||
"""Compute hash for a request"""
|
||||
if normalize_inference_request is None:
|
||||
print("Could not import normalize_inference_request from llama_stack.testing.api_recorder")
|
||||
print("Make sure you're running from the repo root with proper PYTHONPATH")
|
||||
return
|
||||
|
||||
try:
|
||||
body = json.loads(body_json)
|
||||
except json.JSONDecodeError as e:
|
||||
print(f"Invalid JSON in body: {e}")
|
||||
return
|
||||
|
||||
# Create a fake URL with the endpoint
|
||||
url = f"http://example.com{endpoint}"
|
||||
|
||||
# Set test context if provided
|
||||
if test_id:
|
||||
from llama_stack.core.testing_context import set_test_context
|
||||
|
||||
set_test_context(test_id)
|
||||
|
||||
hash_result = normalize_inference_request(method, url, {}, body)
|
||||
|
||||
print("Hash Computation\n")
|
||||
print(f"Method: {method}")
|
||||
print(f"Endpoint: {endpoint}")
|
||||
print(f"Test ID: {test_id or 'None (excluded from hash for model-list endpoints)'}")
|
||||
print("\nBody:")
|
||||
print(json.dumps(body, indent=2))
|
||||
print(f"\nComputed Hash: {hash_result}")
|
||||
print(f"\nLooking for file: {hash_result}.json")
|
||||
|
||||
|
||||
def main():
|
||||
parser = argparse.ArgumentParser(
|
||||
description="Diagnostic tool for test recording issues",
|
||||
formatter_class=argparse.RawDescriptionHelpFormatter,
|
||||
epilog=__doc__,
|
||||
)
|
||||
|
||||
subparsers = parser.add_subparsers(dest="command", help="Command to run")
|
||||
|
||||
# find-hash command
|
||||
find_parser = subparsers.add_parser("find-hash", help="Find where a hash would be looked up")
|
||||
find_parser.add_argument("hash", help="Hash value to search for (full or partial)")
|
||||
find_parser.add_argument("--test-id", help="Test ID to determine search paths")
|
||||
find_parser.add_argument("--base-dir", type=Path, help="Base directory (default: tests/integration/common)")
|
||||
|
||||
# show command
|
||||
show_parser = subparsers.add_parser("show", help="Show contents of a recording file")
|
||||
show_parser.add_argument("file", type=Path, help="Path to recording JSON file")
|
||||
|
||||
# list-test command
|
||||
list_parser = subparsers.add_parser("list-test", help="List all recordings for a test")
|
||||
list_parser.add_argument("test_id", help="Full test ID (e.g., tests/integration/agents/test_agents.py::test_foo)")
|
||||
list_parser.add_argument("--base-dir", type=Path, help="Base directory (default: tests/integration/common)")
|
||||
|
||||
# explain-paths command
|
||||
explain_parser = subparsers.add_parser("explain-paths", help="Explain where recordings are searched")
|
||||
explain_parser.add_argument("--test-id", help="Test ID to show paths for")
|
||||
explain_parser.add_argument("--base-dir", type=Path, help="Base directory (default: tests/integration/common)")
|
||||
|
||||
# compute-hash command
|
||||
hash_parser = subparsers.add_parser("compute-hash", help="Compute hash for a request")
|
||||
hash_parser.add_argument("--endpoint", required=True, help="Endpoint path (e.g., /v1/chat/completions)")
|
||||
hash_parser.add_argument("--method", default="POST", help="HTTP method (default: POST)")
|
||||
hash_parser.add_argument("--body", required=True, help="Request body as JSON string")
|
||||
hash_parser.add_argument("--test-id", help="Test ID (affects hash for non-model-list endpoints)")
|
||||
|
||||
args = parser.parse_args()
|
||||
|
||||
if not args.command:
|
||||
parser.print_help()
|
||||
return
|
||||
|
||||
if args.command == "find-hash":
|
||||
find_hash(args.hash, args.base_dir, args.test_id)
|
||||
elif args.command == "show":
|
||||
show_recording(args.file)
|
||||
elif args.command == "list-test":
|
||||
list_test_recordings(args.test_id, args.base_dir)
|
||||
elif args.command == "explain-paths":
|
||||
explain_paths(args.test_id, args.base_dir)
|
||||
elif args.command == "compute-hash":
|
||||
compute_hash(args.endpoint, args.method, args.body, args.test_id)
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
Loading…
Add table
Add a link
Reference in a new issue