OpenTelemetry collection and observability library for the apowerb stack.
1.1K
A lightweight OpenTelemetry collection and observability library for th2 applications (apowerb, th2llm, th2etl).
Google ADK (>= 1.36) wires its own OpenTelemetry providers from environment
variables and exports rich agent telemetry out of the box: hierarchical
spans (invoke_agent → call_llm → generate_content, execute_tool), five
native agent metrics, and GenAI event logs — every span tagged with
gen_ai.conversation.id and user.id.
What ADK does not do (measured on a real service): bridge standard
Python logging records — FastAPI, application code, integrations — to
the collector. th2pulse closes that gap with one call, and keeps the
whole wiring consistent across th2 services.
export OTEL_EXPORTER_OTLP_ENDPOINT="http://127.0.0.1:4318" # HTTP port!
export OTEL_SERVICE_NAME="my-service"
import th2pulse
th2pulse.init_observability("my-service")
That's it. Every logging record at INFO+ now reaches the collector,
correlated with active traces (trace_id is injected automatically).
Note — the bridge respects your logging configuration: a record only reaches handlers if its logger lets it through. An unconfigured root logger defaults to
WARNING, so make sure your app sets its levels (logging.basicConfig(level=logging.INFO)or equivalent) — th2 services already do.
Call after the ADK app is built so the bridge reuses the provider ADK installed (ADK's own telemetry is already flowing at that point):
app = get_fast_api_app(...)
th2pulse.init_observability("apowerb")
init_observability installs the logs provider itself. For short-lived
scripts, flush before exiting:
th2pulse.init_observability("my-batch")
...
th2pulse.force_flush()
th2pulse.init_observability(
"my-service",
redaction_patterns=[r"Bearer [A-Za-z0-9._-]+", r"api[_-]?key=\S+"],
)
Scrubbing applies to what leaves the process; console output is untouched. Prompt/response content is never captured by default (OTel GenAI redaction).
from th2pulse import conversation_context
with conversation_context(session_id, user_id=email):
... # spans/logs emitted here join the conversation
Bridged log records emitted inside the context also carry
gen_ai.conversation.id / user.id as OTLP log attributes (stamped
from baggage by BaggageLogFilter, wired automatically). A log store can
therefore filter application logs per conversation directly — no
conversation↔trace mapping required. Stores that normalize attribute
names (e.g. Loki structured metadata) expose them as
gen_ai_conversation_id / user_id.
th2pulse.ingest is the storage/query half of the pipeline: an OTLP/HTTP
receiver that persists log records and the conversation ↔ trace mapping in
PostgreSQL, then serves them per conversation to the monitoring frontend.
agents / services ──OTLP──▶ collector ──otlphttp (encoding: json)──▶ th2pulse.ingest ──▶ PostgreSQL
│
front ◀── GET /logs?conversation_id=...
Point the collector at it:
exporters:
otlphttp/pulse:
endpoint: http://127.0.0.1:4319
encoding: json # required — the ingest speaks OTLP/JSON only
service:
pipelines:
logs: { receivers: [otlp], processors: [batch], exporters: [otlphttp/pulse] }
traces: { receivers: [otlp], processors: [batch], exporters: [otlphttp/pulse] }
Run it:
pip install "th2pulse[ingest]"
export TH2PULSE_DB_DSN="postgresql://user:pass@host:5432/db?sslmode=require"
export TH2PULSE_DB_SCHEMA="my_schema" # optional, created if absent
python -m th2pulse.ingest # 127.0.0.1:4319
Endpoints:
| Route | Purpose |
|---|---|
POST /v1/logs, /v1/traces | OTLP receivers (traces feed the conversation map and span storage) |
POST /v1/metrics | Accepted and dropped (metrics stay collector-side for now) |
GET /logs?conversation_id=&service=&level=&since=&limit=&user_id= | Log records, newest first |
GET /spans?conversation_id=&limit=&user_id= | Spans: tool executions (name, args, response), LLM calls, durations |
GET /conversations?user_id= | Known conversations with their trace ids |
GET /healthz | Liveness |
Writes are transactional per payload (a collector retry after a failure
cannot duplicate committed rows) and span inserts are idempotent
(ON CONFLICT DO NOTHING), so replaying an OTLP export is safe.
user_id narrows every query to one user's conversations — callers doing
authorization (e.g. a frontend proxy) should inject it server-side from a
verified identity, never from client input. Set TH2PULSE_INGEST_TOKEN
and the POST endpoints require a matching X-Th2Pulse-Token header;
TH2PULSE_QUERY_TOKEN does the same for the read side. Payloads are
capped (10 MB raw, 32 MB decompressed).
Both tokens are optional while the bind stays on loopback, where the
socket is the boundary. On any other bind address they are not: the
service refuses to start with TH2PULSE_INGEST_HOST set to something
reachable and either token missing, rather than quietly serving
conversation logs and recorded tool arguments to whoever reaches the
port. Set TH2PULSE_ALLOW_UNAUTHENTICATED=1 to state that authorization
is handled upstream (a reverse proxy, a private network).
docker run -p 4319:4319 \
-e TH2PULSE_DB_DSN="postgresql://user:pass@host:5432/db" \
-e TH2PULSE_INGEST_TOKEN="..." -e TH2PULSE_QUERY_TOKEN="..." \
apowerb/th2pulse:latest
The image binds 0.0.0.0:4319 — a container's loopback reaches nothing —
which is why the tokens above are not optional here. It installs the
published release matching its tag, so apowerb/th2pulse:0.1.3 contains
th2pulse 0.1.3; it is not built from the working tree. To run a local
change, run the service directly instead:
uv run --extra ingest python -m th2pulse.ingest.
The conversation map is built from gen_ai.conversation.id / user.id
attributes — on spans (where ADK puts them natively) and on log records
(where conversation_context propagates them).
| Variable | Purpose |
|---|---|
OTEL_EXPORTER_OTLP_ENDPOINT | Collector base endpoint — use the HTTP port (4318), not gRPC (4317) |
OTEL_EXPORTER_OTLP_LOGS_ENDPOINT | Logs-specific override (full URL) |
OTEL_SERVICE_NAME | Service identity on every signal |
OTEL_RESOURCE_ATTRIBUTES | Extra resource tags (env=dev,...) |
init_observability is a no-op.False.uv sync
uv run pytest
th2pulse is distributed under the Apache License 2.0. Copyright 2025-2026 thaink².
"apowerb" and "thaink²" are trademarks of thaink². The licence covers the code, not the marks — see TRADEMARK.md.
Content type
Image
Digest
sha256:3d1be3581…
Size
74.9 MB
Last updated
8 days ago
docker pull apowerb/th2pulse