repo stringclasses 454
values | file_path stringlengths 5 201 | extension stringclasses 1
value | content stringlengths 8 509k | num_lines int64 3 16.9k | size_bytes int64 8 511k |
|---|---|---|---|---|---|
posthog | products/ai_observability/backend/test_hog_eval_examples.py | .py | """Tests that all Hog evaluation examples compile and run correctly.
Examples are defined in hogEvalExamples.json (shared with the frontend).
"""
import json
import uuid
from datetime import datetime
from pathlib import Path
from typing import Any
from parameterized import parameterized
from posthog.schema import L... | 402 | 16,087 |
posthog | products/ai_observability/backend/activity_logging.py | .py | import copy
import hashlib
from typing import TYPE_CHECKING, Any
from posthog.models.activity_logging.activity_log import (
ActivityLog,
Change,
ChangeAction,
Detail,
LogActivityEntry,
bulk_log_activity,
changes_between,
log_activity,
)
from posthog.models.activity_logging.utils import ... | 253 | 9,635 |
posthog | products/ai_observability/backend/max_tools.py | .py | from pathlib import Path
import yaml
from pydantic import BaseModel, Field, ValidationError
from posthog.rbac.user_access_control import AccessControlLevel
from posthog.scopes import APIScopeObject
from products.ai_observability.backend.models.parser_recipe import MAX_SOURCE_LENGTH
from ee.hogai.tool import MaxTool... | 166 | 7,015 |
posthog | products/ai_observability/backend/routes.py | .py | from posthog.api.routing import RouterRegistry
from posthog.settings import CLOUD_DEPLOYMENT, DEBUG, TEST
from products.ai_observability.backend.api import (
AIBlobViewSet,
AIObservabilityClusteringRunViewSet,
AIObservabilityOfflineEvaluationsViewSet,
AIObservabilitySummarizationViewSet,
AIObservab... | 139 | 5,436 |
posthog | products/ai_observability/backend/dashboard_templates.py | .py | from products.dashboards.backend.models.dashboard_templates import DashboardTemplate
def get_ai_observability_default_template() -> DashboardTemplate:
"""Default dashboard template for AI observability."""
template = DashboardTemplate(
template_name="AI observability default",
dashboard_descri... | 324 | 13,401 |
posthog | products/ai_observability/backend/markdown_outline.py | .py | import re
from typing import Any
_MARKDOWN_HEADING_RE = re.compile(r"^(#{1,6})[ \t]+(.*)$")
_ATX_CLOSE_RE = re.compile(r"[ \t]+#+[ \t]*$")
def get_markdown_outline(text: str) -> list[dict[str, Any]]:
"""Extract a flat list of markdown headings from a string.
Returns a list of ``{"level": int, "text": str}``... | 25 | 824 |
posthog | products/ai_observability/backend/dataset_export.py | .py | from __future__ import annotations
import json
import tempfile
from collections.abc import Iterator
from datetime import datetime
from pathlib import Path
from uuid import UUID
from django.db.models import Q, QuerySet
from posthog.permissions import posthog_feature_flag_value
from posthog.rbac.user_access_control im... | 155 | 5,937 |
posthog | products/ai_observability/backend/hog.py | .py | from typing import Any, Literal
from posthog.cdp.validation import compile_hog
AIObservabilityHogType = Literal["destination", "tagger"]
def compile_ai_observability_hog(source: str, hog_type: AIObservabilityHogType) -> list[Any]:
return compile_hog(source, hog_type, null_safe_comparisons=True)
| 10 | 304 |
posthog | products/ai_observability/backend/dataset_service.py | .py | from __future__ import annotations
import json
from dataclasses import dataclass, replace
from datetime import datetime
from typing import Literal
from uuid import UUID
from django.db import IntegrityError, transaction
from django.db.models import Max
from posthog.models import Team, User
from products.ai_observabi... | 737 | 26,213 |
posthog | products/ai_observability/backend/translation/__init__.py | .py | """
AI observability translation module.
Provides translation of message content using LLM calls.
"""
| 6 | 103 |
posthog | products/ai_observability/backend/translation/constants.py | .py | """Constants for translation module."""
import json
from pathlib import Path
# Load supported languages from shared JSON file
_LANGUAGES_JSON_PATH = Path(__file__).parent.parent.parent / "shared" / "supported_languages.json"
with open(_LANGUAGES_JSON_PATH) as f:
_languages_list = json.load(f)
SUPPORTED_LANGUAGES ... | 20 | 779 |
posthog | products/ai_observability/backend/translation/llm.py | .py | """LLM-based translation using the LLM gateway."""
import structlog
from openai import APITimeoutError
from posthog.llm.gateway_client import get_llm_client
from .constants import SUPPORTED_LANGUAGES, TRANSLATION_MODEL, TRANSLATION_TIMEOUT_SECONDS
logger = structlog.get_logger(__name__)
class TranslationTimeoutEr... | 60 | 2,271 |
posthog | products/ai_observability/backend/translation/test/test_llm.py | .py | """Tests for translation LLM module."""
import pytest
from unittest.mock import MagicMock, patch
import httpx
from openai import APITimeoutError
from parameterized import parameterized
from products.ai_observability.backend.translation.constants import SUPPORTED_LANGUAGES, TRANSLATION_MODEL
from products.ai_observab... | 164 | 6,119 |
posthog | products/ai_observability/backend/llm/types.py | .py | from dataclasses import dataclass, field
from typing import Any, Literal
from pydantic import BaseModel
@dataclass
class Usage:
input_tokens: int = 0
output_tokens: int = 0
total_tokens: int = 0
cache_read_tokens: int = 0
cache_write_tokens: int = 0
@dataclass
class CompletionRequest:
"""Re... | 67 | 1,569 |
posthog | products/ai_observability/backend/llm/errors.py | .py | class LLMError(Exception):
"""Base exception for LLM client errors"""
class UnsupportedModelError(LLMError):
"""Raised when an unsupported model is requested"""
def __init__(self, model: str):
self.model = model
super().__init__(f"Unsupported model: {model}")
class UnsupportedProviderEr... | 89 | 2,753 |
posthog | products/ai_observability/backend/llm/__init__.py | .py | from typing import Any, TypedDict
from products.ai_observability.backend.llm.client import Client
from products.ai_observability.backend.llm.errors import LLMError, ProviderMismatchError, UnsupportedProviderError
from products.ai_observability.backend.llm.providers.anthropic import AnthropicConfig
from products.ai_obs... | 91 | 3,193 |
posthog | products/ai_observability/backend/llm/client.py | .py | """
Unified LLM client for llm_analytics.
Provides a single entry point for all LLMA-internal LLM API calls.
"""
import uuid
from collections.abc import Generator
from typing import TYPE_CHECKING, Any
from products.ai_observability.backend.llm.errors import ProviderMismatchError, UnsupportedProviderError
from produc... | 137 | 5,826 |
posthog | products/ai_observability/backend/llm/config.py | .py | from dataclasses import dataclass
@dataclass(frozen=True)
class ProviderConfig:
api_key: str
base_url: str | None = None
| 8 | 131 |
posthog | products/ai_observability/backend/llm/test/test_client.py | .py | import pytest
from unittest.mock import MagicMock
from django.test import SimpleTestCase
from parameterized import parameterized
from products.ai_observability.backend.llm.client import Client
from products.ai_observability.backend.llm.config import ProviderConfig
from products.ai_observability.backend.llm.errors im... | 183 | 6,409 |
posthog | products/ai_observability/backend/llm/test/test_errors.py | .py | from django.test import SimpleTestCase
from parameterized import parameterized
from products.ai_observability.backend.llm.errors import (
AuthenticationError,
LLMError,
ModelNotFoundError,
ModelPermissionError,
ProviderMismatchError,
QuotaExceededError,
RateLimitError,
UnsupportedModel... | 114 | 3,769 |
posthog | products/ai_observability/backend/llm/test/test_config.py | .py | from django.test import SimpleTestCase
from products.ai_observability.backend.llm.config import ProviderConfig
class TestProviderConfig(SimpleTestCase):
def test_provider_config_immutable(self):
config = ProviderConfig(api_key="test-key", base_url="https://example.com")
assert config.api_key == "... | 15 | 531 |
posthog | products/ai_observability/backend/llm/providers/openai.py | .py | """OpenAI provider for unified LLM client."""
import json
import uuid
import logging
from collections.abc import Generator
from typing import Any
from django.conf import settings
import openai
import posthoganalytics
from openai.types import CompletionUsage, ReasoningEffort
from openai.types.chat import ChatCompleti... | 489 | 20,100 |
posthog | products/ai_observability/backend/llm/providers/openai_compatible_byok.py | .py | """Shared adapter for OpenAI-compatible BYOK providers."""
import logging
from collections.abc import Generator
from typing import Any, ClassVar
import openai
from products.ai_observability.backend.llm.providers.openai import OpenAIAdapter, OpenAIConfig
from products.ai_observability.backend.llm.types import (
A... | 92 | 3,208 |
posthog | products/ai_observability/backend/llm/providers/gemini.py | .py | """Gemini provider for unified LLM client."""
import json
import uuid
import logging
from collections.abc import Generator
from typing import Any
from django.conf import settings
import httpx
import posthoganalytics
from google import genai
from google.genai.errors import APIError
from google.genai.types import Gene... | 360 | 14,890 |
posthog | products/ai_observability/backend/llm/providers/fireworks.py | .py | """Fireworks provider for unified LLM client.
Fireworks provides an OpenAI-compatible API and is BYOKEY-only.
"""
from products.ai_observability.backend.llm.providers.openai_compatible_byok import OpenAICompatibleByokAdapter
FIREWORKS_BASE_URL = "https://api.fireworks.ai/inference/v1"
class FireworksAdapter(OpenAI... | 17 | 520 |
posthog | products/ai_observability/backend/llm/providers/__init__.py | .py | from products.ai_observability.backend.llm.providers.base import Provider
__all__ = ["Provider"]
| 4 | 98 |
posthog | products/ai_observability/backend/llm/providers/zeabur.py | .py | """Zeabur AI Hub provider for unified LLM client.
Zeabur AI Hub exposes an OpenAI-compatible API and is BYOKEY-only.
"""
from products.ai_observability.backend.llm.providers.openai_compatible_byok import OpenAICompatibleByokAdapter
# AI Hub is served from regional endpoints (sfo1, hnd1). Requests originate from
# Po... | 19 | 647 |
posthog | products/ai_observability/backend/llm/providers/anthropic.py | .py | """Anthropic provider for unified LLM client."""
import uuid
import logging
from collections.abc import Generator
from typing import Any
from django.conf import settings
import anthropic
import posthoganalytics
from anthropic.lib._parse._transform import transform_schema
from anthropic.types import MessageParam, Tex... | 466 | 19,188 |
posthog | products/ai_observability/backend/llm/providers/azure_openai.py | .py | """Azure OpenAI provider for unified LLM client.
Azure OpenAI uses deployment-based model naming and requires an azure_endpoint
and api_version in addition to an API key. This provider is BYOK-only.
"""
import logging
from typing import Any
from urllib.parse import urlparse
import httpx
import openai
import posthoga... | 233 | 9,999 |
posthog | products/ai_observability/backend/llm/providers/openrouter.py | .py | """OpenRouter provider for unified LLM client.
OpenRouter is an LLM gateway with an OpenAI-compatible API that exposes models
from many providers. It is BYOKEY-only (no PostHog-funded key).
"""
import logging
from collections.abc import Generator
from typing import Any
import httpx
import openai
from products.ai_ob... | 115 | 3,863 |
posthog | products/ai_observability/backend/llm/providers/together.py | .py | """Together AI provider for the unified LLM client.
Together exposes an OpenAI-compatible API and is BYOKEY-only.
"""
import logging
from collections.abc import Generator
from typing import Any
import httpx
from products.ai_observability.backend.llm.providers.openai import OpenAIAdapter, OpenAIConfig
from products.... | 143 | 4,843 |
posthog | products/ai_observability/backend/llm/providers/base.py | .py | from collections.abc import Generator
from typing import Any, Protocol
from products.ai_observability.backend.llm.types import (
AnalyticsContext,
CompletionRequest,
CompletionResponse,
StreamChunk,
)
class Provider(Protocol):
"""Protocol for LLM providers"""
@property
def name(self) -> ... | 61 | 1,657 |
posthog | products/ai_observability/backend/llm/providers/_diagnostics.py | .py | import httpx
import posthoganalytics
# Mirrors openai._base_client.DEFAULT_CONNECTION_LIMITS / anthropic._base_client.DEFAULT_CONNECTION_LIMITS.
# Inlined rather than imported because both SDKs expose these via private `_base_client` modules.
_PROVIDER_DEFAULT_LIMITS = httpx.Limits(max_connections=1000, max_keepalive_... | 30 | 1,210 |
posthog | products/ai_observability/backend/llm/providers/minimax.py | .py | """MiniMax provider for unified LLM client.
MiniMax exposes an OpenAI-compatible API and is BYOKEY-only.
"""
from products.ai_observability.backend.llm.providers.openai_compatible_byok import OpenAICompatibleByokAdapter
MINIMAX_BASE_URL = "https://api.minimax.io/v1"
class MiniMaxAdapter(OpenAICompatibleByokAdapter... | 17 | 491 |
posthog | products/ai_observability/backend/llm/providers/test/test_zeabur.py | .py | from unittest.mock import MagicMock, patch
from products.ai_observability.backend.llm.providers.zeabur import ZEABUR_BASE_URL, ZeaburAdapter
# Error mapping and BYOK-only behavior of the shared adapter are covered in
# test_fireworks.py / test_minimax.py; these tests only cover the Zeabur wiring.
class TestZeaburAd... | 36 | 1,429 |
posthog | products/ai_observability/backend/llm/providers/test/test_gemini_adapter.py | .py | import pytest
from unittest.mock import MagicMock, patch
import httpx
from google.genai.errors import ClientError
from parameterized import parameterized
from products.ai_observability.backend.llm.errors import (
AuthenticationError,
ModelNotFoundError,
ModelPermissionError,
ProviderConnectionError,
... | 83 | 3,412 |
posthog | products/ai_observability/backend/llm/providers/test/test_fireworks.py | .py | import pytest
from unittest.mock import MagicMock, patch
import openai
from products.ai_observability.backend.llm.providers.fireworks import FIREWORKS_BASE_URL, FireworksAdapter
class TestFireworksValidateKey:
@patch("products.ai_observability.backend.llm.providers.openai_compatible_byok.openai.OpenAI")
def... | 122 | 4,595 |
posthog | products/ai_observability/backend/llm/providers/test/test_together.py | .py | import pytest
from unittest.mock import MagicMock, patch
import httpx
from parameterized import parameterized
from products.ai_observability.backend.llm.providers.openai import OpenAIConfig
from products.ai_observability.backend.llm.providers.together import TOGETHER_MODELS_URL, TogetherAdapter
class TestTogetherVa... | 108 | 4,040 |
posthog | products/ai_observability/backend/llm/providers/test/test_anthropic_structured_output.py | .py | import pytest
from unittest.mock import MagicMock, patch
import httpx
import anthropic
from pydantic import BaseModel
from products.ai_observability.backend.llm.errors import QuotaExceededError, StructuredOutputParseError
from products.ai_observability.backend.llm.providers.anthropic import AnthropicAdapter
from prod... | 274 | 11,936 |
posthog | products/ai_observability/backend/llm/providers/test/test_minimax.py | .py | import pytest
from unittest.mock import MagicMock, patch
import openai
from products.ai_observability.backend.llm.providers.minimax import MINIMAX_BASE_URL, MiniMaxAdapter
class TestMiniMaxValidateKey:
@patch("products.ai_observability.backend.llm.providers.openai_compatible_byok.openai.OpenAI")
def test_va... | 119 | 4,425 |
posthog | products/ai_observability/backend/llm/providers/test/test_diagnostics.py | .py | import pytest
import httpx
import openai
import anthropic
import posthoganalytics
from products.ai_observability.backend.llm.providers._diagnostics import _tag_response, tagged_http_client
def _make_response(status: int = 200, headers: dict | None = None) -> httpx.Response:
return httpx.Response(
status... | 154 | 6,531 |
posthog | products/ai_observability/backend/llm/providers/test/test_openrouter.py | .py | import pytest
from unittest.mock import MagicMock, patch
import httpx
from parameterized import parameterized
from products.ai_observability.backend.llm.providers.openai import OpenAIAdapter
from products.ai_observability.backend.llm.providers.openrouter import OPENROUTER_HEADERS, OpenRouterAdapter
class TestOpenRo... | 123 | 4,570 |
posthog | products/ai_observability/backend/llm/providers/test/test_azure_openai.py | .py | import pytest
from unittest.mock import MagicMock, patch
import httpx
from parameterized import parameterized
from products.ai_observability.backend.llm.providers.azure_openai import (
DEPLOYMENTS_LIST_API_VERSION,
AzureOpenAIAdapter,
error_field_for_validation_message,
is_allowed_azure_endpoint,
)
M... | 310 | 13,537 |
posthog | products/ai_observability/backend/llm/providers/test/test_openai_adapter.py | .py | from collections.abc import Callable
import pytest
from unittest.mock import MagicMock, patch
import httpx
import openai
from parameterized import parameterized
from posthoganalytics.ai.openai import (
AzureOpenAI as WrappedAzureOpenAI,
OpenAI as WrappedOpenAI,
)
from pydantic import BaseModel, ValidationErro... | 228 | 9,082 |
posthog | products/ai_observability/backend/llm/providers/test/test_anthropic.py | .py | import pytest
from unittest.mock import MagicMock, patch
import httpx
import anthropic
from parameterized import parameterized
from products.ai_observability.backend.llm.errors import ContextWindowExceededError
from products.ai_observability.backend.llm.providers.anthropic import AnthropicAdapter, AnthropicConfig
fro... | 170 | 7,490 |
posthog | products/ai_observability/backend/tools/run_hog_eval.py | .py | from typing import Any, Literal
from pydantic import BaseModel, Field
from posthog.schema import AssistantTool
from posthog.hogql import ast
from posthog.hogql_queries.ai.ai_table_resolver import query_ai_events
from posthog.hogql_queries.ai.utils import HEAVY_COLUMN_NAMES, merge_heavy_properties
from posthog.sync ... | 340 | 14,210 |
posthog | products/ai_observability/backend/tools/test_run_hog_eval.py | .py | import json
import uuid
import pytest
from posthog.test.base import BaseTest
from unittest.mock import MagicMock, patch
from asgiref.sync import async_to_sync
from parameterized import parameterized
from pydantic import ValidationError
from posthog.hogql_queries.ai.utils import HEAVY_COLUMN_NAMES
from products.ai_o... | 265 | 9,819 |
posthog | products/ai_observability/backend/api/clustering.py | .py | """API endpoint for triggering trace clustering workflows."""
import time
import asyncio
from typing import cast
from django.conf import settings
import structlog
import posthoganalytics
from rest_framework import serializers, status, viewsets
from rest_framework.permissions import IsAuthenticated
from rest_framewor... | 338 | 13,644 |
posthog | products/ai_observability/backend/api/score_definitions.py | .py | from __future__ import annotations
from typing import Any, cast
from django.db import transaction
from django.db.models import Q, QuerySet
import django_filters
from django_filters.rest_framework import DjangoFilterBackend
from drf_spectacular.types import OpenApiTypes
from drf_spectacular.utils import OpenApiExampl... | 368 | 13,772 |
posthog | products/ai_observability/backend/api/evaluations.py | .py | from typing import Any
from django.db import transaction
from django.db.models import Q, QuerySet
import structlog
import django_filters
from django_filters.rest_framework import DjangoFilterBackend
from drf_spectacular.utils import extend_schema, extend_schema_field
from rest_framework import serializers, viewsets
f... | 1,354 | 58,710 |
posthog | products/ai_observability/backend/api/models.py | .py | from drf_spectacular.types import OpenApiTypes
from drf_spectacular.utils import OpenApiParameter, extend_schema, extend_schema_serializer
from rest_framework import serializers, status, viewsets
from rest_framework.permissions import IsAuthenticated
from rest_framework.request import Request
from rest_framework.respon... | 104 | 4,222 |
posthog | products/ai_observability/backend/api/datasets.py | .py | from typing import NoReturn, cast
from uuid import UUID
from django.db.models import F, OuterRef, Q, QuerySet, Subquery
from django.db.models.functions import Coalesce
from django.http import Http404
from django.http.response import HttpResponseBase
from drf_spectacular.types import OpenApiTypes
from drf_spectacular.... | 1,258 | 48,801 |
posthog | products/ai_observability/backend/api/__init__.py | .py | from .ai_blob import AIBlobViewSet
from .clustering import AIObservabilityClusteringRunViewSet
from .clustering_config import ClusteringConfigViewSet
from .clustering_job import ClusteringJobViewSet
from .datasets import DatasetItemViewSet, DatasetViewSet
from .evaluation_config import EvaluationConfigViewSet
from .eva... | 57 | 2,262 |
posthog | products/ai_observability/backend/api/clustering_config.py | .py | from drf_spectacular.utils import extend_schema, extend_schema_serializer
from rest_framework import serializers, status, viewsets
from rest_framework.decorators import action
from rest_framework.permissions import IsAuthenticated
from rest_framework.request import Request
from rest_framework.response import Response
... | 95 | 3,802 |
posthog | products/ai_observability/backend/api/translate.py | .py | """
Django REST API endpoint for translating LLM trace message content.
Endpoint:
- POST /api/environments/:id/llm_analytics/translate/ - Translate text
"""
import time
from typing import cast
import structlog
from drf_spectacular.types import OpenApiTypes
from drf_spectacular.utils import extend_schema
from rest_fr... | 150 | 5,765 |
posthog | products/ai_observability/backend/api/evaluation_runs.py | .py | import time
import asyncio
from datetime import timedelta
from django.conf import settings
import structlog
from drf_spectacular.types import OpenApiTypes
from drf_spectacular.utils import extend_schema
from rest_framework import serializers, viewsets
from rest_framework.permissions import IsAuthenticated
from rest_f... | 260 | 10,841 |
posthog | products/ai_observability/backend/api/taggers.py | .py | import json
from typing import Any, cast
from django.db import transaction
from django.db.models import Q, QuerySet
import structlog
import django_filters
from django_filters.rest_framework import DjangoFilterBackend
from drf_spectacular.utils import OpenApiResponse, PolymorphicProxySerializer, extend_schema, extend_... | 634 | 27,284 |
posthog | products/ai_observability/backend/api/provider_keys.py | .py | import logging
from uuid import UUID
from django.core.cache import cache
from django.db import transaction
from django.db.models import QuerySet
from drf_spectacular.types import OpenApiTypes
from drf_spectacular.utils import extend_schema
from rest_framework import serializers, status, viewsets
from rest_framework.d... | 529 | 23,724 |
posthog | products/ai_observability/backend/api/proxy.py | .py | """
ViewSet for AI observability proxy
Endpoints:
- GET /api/llm_proxy/models
- POST /api/llm_proxy/completion
"""
import json
import uuid
from collections.abc import Callable, Generator
from time import perf_counter
from typing import Any
from django.core.cache import cache
from django.http.response import HttpResp... | 480 | 20,393 |
posthog | products/ai_observability/backend/api/text_repr.py | .py | """
Django REST API endpoint for LLM trace text representation.
This ViewSet provides a Django REST API for generating text representations of LLM events.
Uses pure Python formatters for all processing (no plugin-server dependency).
Architecture:
- Frontend: Calls this API with auth/permissions for single events
- Py... | 407 | 16,717 |
posthog | products/ai_observability/backend/api/metrics.py | .py | """
Prometheus metrics for AI observability API endpoints.
This module provides latency histograms and helper decorators for tracking
API endpoint performance. These metrics complement the basic request/error
counters provided by the @monitor decorator.
Usage:
from products.ai_observability.backend.api.metrics im... | 179 | 5,081 |
posthog | products/ai_observability/backend/api/offline_evaluations.py | .py | from collections import namedtuple
import structlog
from drf_spectacular.types import OpenApiTypes
from drf_spectacular.utils import extend_schema
from rest_framework import serializers, status, viewsets
from rest_framework.decorators import action
from rest_framework.request import Request
from rest_framework.respons... | 264 | 10,864 |
posthog | products/ai_observability/backend/api/dataset_exports.py | .py | from datetime import timedelta
from typing import Literal
from django.utils.timezone import now
from rest_framework import serializers
from posthog.models import Team, User
from posthog.models.activity_logging.activity_log import Change, Detail, log_activity
from products.ai_observability.backend.api.dataset_serial... | 149 | 5,353 |
posthog | products/ai_observability/backend/api/evaluation_config.py | .py | from drf_spectacular.utils import OpenApiResponse, extend_schema, extend_schema_serializer
from rest_framework import serializers, status, viewsets
from rest_framework.decorators import action
from rest_framework.permissions import IsAuthenticated
from rest_framework.request import Request
from rest_framework.response ... | 123 | 4,990 |
posthog | products/ai_observability/backend/api/review_queues.py | .py | from __future__ import annotations
from typing import Any, cast
from django.db import IntegrityError, transaction
from django.db.models import Count, Q, QuerySet
import django_filters
from django_filters.rest_framework import DjangoFilterBackend
from drf_spectacular.types import OpenApiTypes
from drf_spectacular.uti... | 562 | 21,488 |
posthog | products/ai_observability/backend/api/summarization.py | .py | """
Django REST API endpoint for LLM trace and event summarization.
This ViewSet provides AI-powered summarization of LLM traces and events using
line-numbered text representations and LLM calls.
Endpoints:
- POST /api/projects/:id/llm_analytics/summarization/ - Summarize trace or event
- POST /api/projects/:id/llm_a... | 676 | 26,602 |
posthog | products/ai_observability/backend/api/clustering_job.py | .py | from typing import Any
from django.db import IntegrityError, transaction
from rest_framework import serializers, status, viewsets
from rest_framework.permissions import IsAuthenticated
from rest_framework.request import Request
from rest_framework.response import Response
from posthog.api.monitoring import monitor
f... | 174 | 6,733 |
posthog | products/ai_observability/backend/api/parser_recipes.py | .py | from __future__ import annotations
from typing import cast
from django.db.models import QuerySet
import yaml
from rest_framework import serializers, viewsets
from rest_framework.permissions import IsAuthenticated
from posthog.api.routing import TeamAndOrgViewSetMixin
from posthog.api.shared import UserBasicSerializ... | 76 | 2,846 |
posthog | products/ai_observability/backend/api/evaluation_reports.py | .py | """API endpoints for evaluation report configuration and report run history."""
import datetime as dt
from typing import Any, cast
from django.conf import settings
from django.db.models import Count, Max, QuerySet
from django.utils import timezone
import structlog
from asgiref.sync import async_to_sync
from drf_spec... | 779 | 34,397 |
posthog | products/ai_observability/backend/api/evaluation_summary.py | .py | """
Django REST API endpoint for evaluation results summarization.
This ViewSet provides AI-powered summarization of evaluation results,
identifying patterns in passing and failing evaluations.
Endpoints:
- POST /api/environments/:id/llm_analytics/evaluation_summary/ - Summarize evaluation runs
"""
import time
impor... | 476 | 18,690 |
posthog | products/ai_observability/backend/api/evaluation_directories.py | .py | from typing import cast
from django.db import IntegrityError, transaction
from django.db.models import Count, Q, QuerySet
from django.utils import timezone
from rest_framework import serializers, viewsets
from rest_framework.permissions import IsAuthenticated
from posthog.api.routing import TeamAndOrgViewSetMixin
fr... | 103 | 4,357 |
posthog | products/ai_observability/backend/api/personal_spend.py | .py | """
Personal LLM spend analysis endpoint.
Surfaces the requesting user's own LLM spend across PostHog products (last N
days) by running a fixed set of HogQL queries against PostHog's internal cloud
analytics team. Scoped to a single `ai_product` via the required `product`
query param; see `SUPPORTED_PRODUCTS` for the ... | 1,304 | 57,794 |
posthog | products/ai_observability/backend/api/trace_reviews.py | .py | from __future__ import annotations
from decimal import Decimal, InvalidOperation
from typing import Any, cast
from django.conf import settings
from django.db import IntegrityError, transaction
from django.db.models import Prefetch, Q, QuerySet
from django.utils import timezone
import django_filters
from django_filte... | 715 | 28,583 |
posthog | products/ai_observability/backend/api/dataset_serializers.py | .py | from collections.abc import Mapping
from typing import cast
from rest_framework import serializers
class StrictDatasetSerializer(serializers.Serializer):
def to_internal_value(self, data: object) -> dict[str, object]:
if isinstance(data, Mapping):
unknown_fields = sorted(set(data) - set(self.... | 14 | 553 |
posthog | products/ai_observability/backend/api/ai_blob.py | .py | from django.conf import settings
from django.http import HttpResponse
from drf_spectacular.utils import extend_schema
from rest_framework import viewsets
from rest_framework.decorators import action
from rest_framework.request import Request
from posthog.api.routing import TeamAndOrgViewSetMixin
from posthog.storage ... | 45 | 1,953 |
posthog | products/ai_observability/backend/api/test/test_review_queues.py | .py | from types import SimpleNamespace
from posthog.test.base import APIBaseTest
from rest_framework import serializers, status
from products.ai_observability.backend.api.review_queues import ReviewQueueItemCreateSerializer
from products.ai_observability.backend.models.review_queues import ReviewQueue, ReviewQueueItem
fr... | 273 | 10,967 |
posthog | products/ai_observability/backend/api/test/test_metrics.py | .py | from unittest.mock import MagicMock, patch
from django.test import SimpleTestCase
from parameterized import parameterized
from products.ai_observability.backend.api.metrics import LLMA_REQUEST_LATENCY_BUCKETS, llma_track_latency
class TestAIObservabilityMetrics(SimpleTestCase):
@parameterized.expand([("single"... | 49 | 2,026 |
posthog | products/ai_observability/backend/api/test/test_evaluation_reports.py | .py | import uuid
import datetime as dt
from freezegun import freeze_time
from posthog.test.base import APIBaseTest
from unittest.mock import MagicMock, patch
from django.test import SimpleTestCase
from django.utils import timezone
from parameterized import parameterized
from rest_framework import status
from posthog.mod... | 852 | 36,741 |
posthog | products/ai_observability/backend/api/test/test_translate.py | .py | """Tests for translation API endpoint."""
from posthog.test.base import APIBaseTest
from unittest.mock import MagicMock, patch
import httpx
from openai import APITimeoutError
from rest_framework import status
from products.ai_observability.backend.translation.constants import (
DEFAULT_TARGET_LANGUAGE,
SUPPO... | 237 | 9,369 |
posthog | products/ai_observability/backend/api/test/test_proxy.py | .py | from types import SimpleNamespace
from typing import cast
from uuid import uuid4
from posthog.test.base import APIBaseTest
from unittest import TestCase
from unittest.mock import patch
from parameterized import parameterized
from rest_framework.request import Request
from posthog.rate_limit import (
LLMProxyBurs... | 269 | 9,960 |
posthog | products/ai_observability/backend/api/test/test_parser_recipes.py | .py | from uuid import uuid4
from posthog.test.base import APIBaseTest
from parameterized import parameterized
from rest_framework import status
from posthog.models import Organization, OrganizationMembership, Project, Team, User
from products.ai_observability.backend.models.parser_recipe import ParserRecipe
VALID_SOURC... | 111 | 4,991 |
posthog | products/ai_observability/backend/api/test/test_score_definitions.py | .py | from posthog.test.base import APIBaseTest
from unittest.mock import ANY, patch
from parameterized import parameterized
from rest_framework import status
from products.ai_observability.backend.models.score_definitions import (
ScoreDefinition,
ScoreDefinitionVersion,
StaleScoreDefinitionVersion,
)
class ... | 551 | 21,241 |
posthog | products/ai_observability/backend/api/test/test_evaluation_runs.py | .py | import uuid
from datetime import datetime
import pytest
from posthog.test.base import APIBaseTest
from unittest.mock import AsyncMock, MagicMock, patch
from django.conf import settings
from parameterized import parameterized
from rest_framework import status
from posthog.clickhouse.query_tagging import Feature, Pro... | 240 | 9,279 |
posthog | products/ai_observability/backend/api/test/test_evaluation_summary.py | .py | """
Tests for evaluation summary API endpoint.
"""
import uuid
from posthog.test.base import APIBaseTest
from unittest.mock import MagicMock, patch
from rest_framework import exceptions, status
from products.ai_observability.backend.models.evaluations import Evaluation
from products.ai_observability.backend.summari... | 414 | 15,922 |
posthog | products/ai_observability/backend/api/test/test_text_repr.py | .py | """
Tests for text_repr.py - Django REST API endpoint.
Tests cover request validation, response format, error handling, and integration
with formatters for different event types.
"""
from typing import Any
from posthog.test.base import APIBaseTest
from rest_framework import status
class TestTextReprAPI(APIBaseTes... | 1,029 | 37,114 |
posthog | products/ai_observability/backend/api/test/test_summarization.py | .py | """
Tests for summarization API endpoint.
Tests cover title field presence, request validation, and response format.
"""
import uuid
from datetime import UTC, datetime, timedelta
from typing import Any
from posthog.test.base import APIBaseTest, ClickhouseTestMixin, _create_event, flush_persons_and_events
from unitte... | 456 | 18,046 |
posthog | products/ai_observability/backend/api/test/test_clustering_job.py | .py | import uuid
from posthog.test.base import APIBaseTest
from unittest.mock import AsyncMock, patch
from parameterized import parameterized
from rest_framework import status
from products.ai_observability.backend.models.clustering_job import ClusteringJob
class TestClusteringJobViewSet(APIBaseTest):
def setUp(sel... | 406 | 16,610 |
posthog | products/ai_observability/backend/api/test/test_evaluation_directories.py | .py | import pytest
from posthog.test.base import APIBaseTest
from rest_framework import status
from posthog.constants import AvailableFeature
from posthog.models import Team, User
from posthog.models.activity_logging.activity_log import ActivityLog
from posthog.models.organization import OrganizationMembership
from produ... | 175 | 7,803 |
posthog | products/ai_observability/backend/api/test/test_datasets.py | .py | from datetime import timedelta
from posthog.test.base import APIBaseTest
from unittest.mock import AsyncMock, MagicMock, patch
from django.core.cache import cache
from django.db import IntegrityError, connection, transaction
from django.db.models.deletion import RestrictedError
from django.utils.timezone import now
... | 1,062 | 46,935 |
posthog | products/ai_observability/backend/api/test/test_models.py | .py | from posthog.test.base import APIBaseTest
from unittest.mock import patch
from django.test import SimpleTestCase
from rest_framework import status
from products.ai_observability.backend.api.models import LLMModelInfoSerializer, LLMModelsListResponseSerializer
class TestLLMModelInfoSerializer(SimpleTestCase):
d... | 66 | 2,873 |
posthog | products/ai_observability/backend/api/test/test_offline_evaluations.py | .py | from datetime import UTC, datetime
from typing import Any, cast
from posthog.test.base import APIBaseTest
from unittest.mock import MagicMock, patch
from parameterized import parameterized
from rest_framework import status
class TestOfflineEvaluationItemsEndpoint(APIBaseTest):
URL: str = ""
def setUp(self)... | 343 | 14,491 |
posthog | products/ai_observability/backend/api/test/test_playground_access_control.py | .py | import pytest
from posthog.test.base import APIBaseTest
from unittest.mock import patch
from parameterized import parameterized
from rest_framework import status
from rest_framework.response import Response
from posthog.constants import AvailableFeature
from posthog.models.organization import OrganizationMembership
f... | 102 | 3,655 |
posthog | products/ai_observability/backend/api/test/test_personal_spend.py | .py | """Tests for the personal LLM spend analysis API endpoint."""
from __future__ import annotations
import json
import time
from datetime import UTC, datetime, timedelta
from posthog.test.base import (
APIBaseTest,
ClickhouseTestMixin,
_create_event,
_create_person,
flush_persons_and_events,
sna... | 1,084 | 49,456 |
posthog | products/ai_observability/backend/api/test/test_ai_blob.py | .py | from posthog.test.base import APIBaseTest
from unittest.mock import patch
from parameterized import parameterized
from rest_framework import status
HASH = "a" * 64
class TestAIBlobEndpoint(APIBaseTest):
def _url(self, team_id: int | None = None, hash: str = HASH) -> str:
return f"/api/projects/{team_id ... | 64 | 3,133 |
posthog | products/ai_observability/backend/api/test/test_evaluations.py | .py | import json
from uuid import uuid4
from posthog.test.base import APIBaseTest
from unittest.mock import patch
from django.db import IntegrityError, transaction
from django.test import SimpleTestCase
from drf_spectacular.plumbing import get_override
from parameterized import parameterized
from rest_framework import st... | 1,742 | 73,727 |
posthog | products/ai_observability/backend/api/test/test_ai_observability_access_control.py | .py | import pytest
from posthog.test.base import APIBaseTest
from unittest.mock import AsyncMock, patch
from parameterized import parameterized
from rest_framework import status
from posthog.constants import AvailableFeature
from posthog.models.organization import OrganizationMembership
from posthog.models.user import Use... | 1,064 | 45,112 |
posthog | products/ai_observability/backend/api/test/test_trace_reviews.py | .py | from posthog.test.base import APIBaseTest
from django.test import override_settings
from parameterized import parameterized
from rest_framework import status
from products.ai_observability.backend.models.review_queues import ReviewQueue, ReviewQueueItem
from products.ai_observability.backend.models.score_definitions... | 527 | 20,803 |
posthog | products/ai_observability/backend/api/test/test_taggers.py | .py | from uuid import uuid4
from posthog.test.base import APIBaseTest
from parameterized import parameterized
from rest_framework import status
from posthog.constants import AvailableFeature
from posthog.models import Organization, OrganizationMembership, Project, Team, User
from products.ai_observability.backend.models... | 473 | 18,137 |
posthog | products/ai_observability/backend/api/test/test_evaluation_config.py | .py | from uuid import uuid4
from posthog.test.base import APIBaseTest
from rest_framework import status
from posthog.models import Organization, Project, Team, User
from products.ai_observability.backend.models.evaluation_config import EvaluationConfig
from products.ai_observability.backend.models.provider_keys import L... | 209 | 8,491 |
posthog | products/ai_observability/backend/api/test/test_provider_keys.py | .py | from uuid import uuid4
from posthog.test.base import APIBaseTest
from unittest.mock import patch
from django.core.cache import cache
from django.utils import timezone
from rest_framework import status
from posthog.models import Organization, OrganizationMembership, Project, Team, User
from products.ai_observabilit... | 1,300 | 55,538 |
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