From 883fd4d60f95c4b53c3c96cf275d8f218f3ec843 Mon Sep 17 00:00:00 2001 From: Jason Woltje Date: Sat, 14 Feb 2026 22:39:19 -0600 Subject: [PATCH] docs(#1): SDK integration guide, API reference, and CI pipeline - Rewrite README with quick start, FastAPI snippet, async/sync patterns, config reference with env vars, and API version targeting (v1, schema 1.0) - Add docs/integration-guide.md with full FastAPI and generic Python integration examples, environment-specific config, prediction queries, error handling, and dry-run mode documentation - Add docs/api-reference.md covering all exported classes, methods, Pydantic models, enums (TaskType, Complexity, Harness, Provider, QualityGate, Outcome, RepoSizeCategory), and internal components - Add Woodpecker CI pipeline (.woodpecker.yml) with quality gates: lint, format check, typecheck, bandit security scan, pip-audit, and pytest with 85% coverage gate - Add bandit and pip-audit to dev dependencies Fixes #1 Co-Authored-By: Claude Opus 4.6 --- .woodpecker.yml | 57 ++++ CLAUDE.md | 52 ++++ README.md | 205 ++++++------- docs/api-reference.md | 496 +++++++++++++++++++++++++++++++ docs/integration-guide.md | 610 ++++++++++++++++++++++++++++++++++++++ pyproject.toml | 2 + uv.lock | 485 ++++++++++++++++++++++++++++++ 7 files changed, 1807 insertions(+), 100 deletions(-) create mode 100644 .woodpecker.yml create mode 100644 docs/api-reference.md create mode 100644 docs/integration-guide.md diff --git a/.woodpecker.yml b/.woodpecker.yml new file mode 100644 index 0000000..11ee104 --- /dev/null +++ b/.woodpecker.yml @@ -0,0 +1,57 @@ +when: + - event: [push, pull_request, manual] + +variables: + - &uv_image "ghcr.io/astral-sh/uv:python3.12-bookworm-slim" + +steps: + install: + image: *uv_image + commands: + - uv sync --all-extras --frozen + + lint: + image: *uv_image + commands: + - | + uv sync --all-extras --frozen + uv run ruff check src/ tests/ + uv run ruff format --check src/ tests/ + depends_on: + - install + + typecheck: + image: *uv_image + commands: + - | + uv sync --all-extras --frozen + uv run mypy src/ + depends_on: + - install + + security-bandit: + image: *uv_image + commands: + - | + uv sync --all-extras --frozen + uv run bandit -r src/ -f screen --skip B311 + depends_on: + - install + + security-audit: + image: *uv_image + commands: + - | + uv sync --all-extras --frozen + uv run pip-audit + depends_on: + - install + + test: + image: *uv_image + commands: + - | + uv sync --all-extras --frozen + uv run pytest --cov=src/mosaicstack_telemetry --cov-report=term-missing --cov-fail-under=85 + depends_on: + - install diff --git a/CLAUDE.md b/CLAUDE.md index b024da8..83a15f9 100644 --- a/CLAUDE.md +++ b/CLAUDE.md @@ -39,3 +39,55 @@ uv run mypy src/ - All logging uses `logging.getLogger("mosaicstack_telemetry")` - Runtime deps: httpx + pydantic only - Python 3.10+ compatible (uses `str, Enum` mixin instead of StrEnum) + +## Conditional Documentation Loading + +**Read the relevant guide before starting work:** + +| Task Type | Guide | +|-----------|-------| +| Bootstrapping a new project | `~/.claude/agent-guides/bootstrap.md` | +| Orchestrating autonomous tasks | `~/.claude/agent-guides/orchestrator.md` | +| Ralph autonomous development | `~/.claude/agent-guides/ralph-autonomous.md` | +| Frontend development | `~/.claude/agent-guides/frontend.md` | +| Backend/API development | `~/.claude/agent-guides/backend.md` | +| TypeScript strict typing | `~/.claude/agent-guides/typescript.md` | +| Code review | `~/.claude/agent-guides/code-review.md` | +| Authentication/Authorization | `~/.claude/agent-guides/authentication.md` | +| Infrastructure/DevOps | `~/.claude/agent-guides/infrastructure.md` | +| QA/Testing | `~/.claude/agent-guides/qa-testing.md` | +| Secrets management (Vault) | `~/.claude/agent-guides/vault-secrets.md` | + + +## Commits + +``` +(#issue): Brief description + +Detailed explanation if needed. + +Fixes #123 +``` + +Types: `feat`, `fix`, `docs`, `test`, `refactor`, `chore` + + +## Secrets Management + +**NEVER hardcode secrets.** Use `.env` files (gitignored) or a secrets manager. + +```bash +# .env.example is committed (with placeholders) +# .env is NOT committed (contains real values) +``` + +Ensure `.gitignore` includes `.env*` (except `.env.example`). + + +## Multi-Agent Coordination + +When multiple agents work on this project: +1. `git pull --rebase` before editing +2. `git pull --rebase` before pushing +3. If conflicts, **alert the user** — don't auto-resolve data conflicts + diff --git a/README.md b/README.md index 5b32a17..de3f42a 100644 --- a/README.md +++ b/README.md @@ -2,6 +2,8 @@ Python client SDK for [Mosaic Stack Telemetry](https://github.com/mosaicstack/telemetry). Report AI coding task-completion telemetry and query crowd-sourced predictions for token usage, cost, and quality outcomes. +**Targets:** Telemetry API **v1** | Event schema **1.0** | Python **3.10+** + ## Installation ```bash @@ -10,9 +12,21 @@ pip install mosaicstack-telemetry uv add mosaicstack-telemetry ``` -## Quick Start (Sync) +Runtime dependencies: `httpx` and `pydantic`. -Best for scripts, aider integrations, and non-async contexts: +## Quick Start + +### 1. Configure + +Set environment variables (or pass values to the constructor): + +```bash +export MOSAIC_TELEMETRY_SERVER_URL=https://tel-api.mosaicstack.dev +export MOSAIC_TELEMETRY_API_KEY=your-64-char-hex-api-key +export MOSAIC_TELEMETRY_INSTANCE_ID=a1b2c3d4-e5f6-4a7b-8c9d-0e1f2a3b4c5d +``` + +### 2. Track Events ```python from mosaicstack_telemetry import ( @@ -27,97 +41,75 @@ from mosaicstack_telemetry import ( QualityGate, ) -config = TelemetryConfig( - server_url="https://telemetry.mosaicstack.dev", - api_key="your-64-char-hex-api-key-here...", - instance_id="your-uuid-instance-id", -) +config = TelemetryConfig() # Reads from MOSAIC_TELEMETRY_* env vars -client = TelemetryClient(config) -client.start() # Starts background submission thread +with TelemetryClient(config) as client: + event = ( + EventBuilder(instance_id=config.instance_id) + .task_type(TaskType.IMPLEMENTATION) + .model("claude-sonnet-4-5-20250929") + .provider(Provider.ANTHROPIC) + .harness_type(Harness.CLAUDE_CODE) + .complexity_level(Complexity.MEDIUM) + .outcome_value(Outcome.SUCCESS) + .duration_ms(45000) + .tokens(estimated_in=105000, estimated_out=45000, actual_in=112340, actual_out=38760) + .cost(estimated=630000, actual=919200) # Microdollars (1 USD = 1,000,000) + .quality(passed=True, gates_run=[QualityGate.BUILD, QualityGate.LINT, QualityGate.TEST]) + .context(compactions=2, rotations=0, utilization=0.72) + .language("typescript") + .build() + ) -# Build and track an event -event = ( - EventBuilder(instance_id=config.instance_id) - .task_type(TaskType.IMPLEMENTATION) - .model("claude-sonnet-4-20250514") - .provider(Provider.ANTHROPIC) - .harness_type(Harness.AIDER) - .complexity_level(Complexity.MEDIUM) - .outcome_value(Outcome.SUCCESS) - .duration_ms(45000) - .tokens(estimated_in=5000, estimated_out=2000, actual_in=5200, actual_out=1800) - .cost(estimated=50000, actual=48000) - .quality(passed=True, gates_run=[QualityGate.LINT, QualityGate.TEST]) - .context(compactions=0, rotations=0, utilization=0.4) - .language("python") - .build() -) - -client.track(event) # Non-blocking, thread-safe - -# When done -client.stop() # Flushes remaining events + client.track(event) # Non-blocking, thread-safe, never throws ``` +`track()` queues the event in memory. A background thread flushes batches to the server every 5 minutes (configurable). The context manager ensures all events are flushed on exit. + ## Async Usage -For asyncio-based applications: +For asyncio applications (FastAPI, aiohttp, etc.): ```python -import asyncio +async with TelemetryClient(config) as client: + client.track(event) # track() is always synchronous +``` + +Or manually: + +```python +client = TelemetryClient(config) +await client.start_async() +client.track(event) +await client.stop_async() +``` + +## FastAPI Integration + +```python +from contextlib import asynccontextmanager +from fastapi import FastAPI from mosaicstack_telemetry import TelemetryClient, TelemetryConfig -async def main(): - config = TelemetryConfig( - server_url="https://telemetry.mosaicstack.dev", - api_key="your-64-char-hex-api-key-here...", - instance_id="your-uuid-instance-id", - ) +config = TelemetryConfig() # From env vars +telemetry = TelemetryClient(config) - client = TelemetryClient(config) - await client.start_async() # Starts asyncio background task +@asynccontextmanager +async def lifespan(app: FastAPI): + await telemetry.start_async() + yield + await telemetry.stop_async() - # track() is always synchronous - client.track(event) +app = FastAPI(lifespan=lifespan) - await client.stop_async() # Flushes remaining events - -asyncio.run(main()) +@app.post("/tasks/complete") +async def complete_task(): + # ... build event from request data ... + telemetry.track(event) + return {"status": "tracked"} ``` -## Context Manager - -Both sync and async context managers are supported: - -```python -# Sync -with TelemetryClient(config) as client: - client.track(event) - -# Async -async with TelemetryClient(config) as client: - client.track(event) -``` - -## Configuration via Environment Variables - -All core settings can be set via environment variables: - -```bash -export MOSAIC_TELEMETRY_ENABLED=true -export MOSAIC_TELEMETRY_SERVER_URL=https://telemetry.mosaicstack.dev -export MOSAIC_TELEMETRY_API_KEY=your-64-char-hex-api-key -export MOSAIC_TELEMETRY_INSTANCE_ID=your-uuid-instance-id -``` - -Then create a config with defaults: - -```python -config = TelemetryConfig() # Picks up env vars automatically -``` - -Explicit constructor values take priority over environment variables. +See the [Integration Guide](docs/integration-guide.md) for the full FastAPI example. ## Querying Predictions @@ -128,53 +120,66 @@ from mosaicstack_telemetry import PredictionQuery, TaskType, Provider, Complexit query = PredictionQuery( task_type=TaskType.IMPLEMENTATION, - model="claude-sonnet-4-20250514", + model="claude-sonnet-4-5-20250929", provider=Provider.ANTHROPIC, complexity=Complexity.MEDIUM, ) -# Async -await client.refresh_predictions([query]) - # Sync client.refresh_predictions_sync([query]) +# Async +await client.refresh_predictions([query]) # Read from cache prediction = client.get_prediction(query) if prediction and prediction.prediction: - print(f"Expected input tokens (median): {prediction.prediction.input_tokens.median}") - print(f"Expected cost (median): ${prediction.prediction.cost_usd_micros['median'] / 1_000_000:.4f}") + print(f"Median input tokens: {prediction.prediction.input_tokens.median}") + print(f"Median cost: ${prediction.prediction.cost_usd_micros['median'] / 1_000_000:.4f}") print(f"Quality gate pass rate: {prediction.prediction.quality.gate_pass_rate:.0%}") ``` +## Configuration Reference + +| Parameter | Default | Env Var | Description | +|-----------|---------|---------|-------------| +| `server_url` | (required) | `MOSAIC_TELEMETRY_SERVER_URL` | Telemetry API base URL | +| `api_key` | (required) | `MOSAIC_TELEMETRY_API_KEY` | 64-character hex API key | +| `instance_id` | (required) | `MOSAIC_TELEMETRY_INSTANCE_ID` | UUID identifying this instance | +| `enabled` | `True` | `MOSAIC_TELEMETRY_ENABLED` | Enable/disable telemetry | +| `submit_interval_seconds` | `300.0` | -- | Background flush interval (seconds) | +| `max_queue_size` | `1000` | -- | Max events in memory queue | +| `batch_size` | `100` | -- | Events per batch (server max: 100) | +| `request_timeout_seconds` | `10.0` | -- | HTTP request timeout | +| `prediction_cache_ttl_seconds` | `21600.0` | -- | Prediction cache TTL (6 hours) | +| `dry_run` | `False` | -- | Log batches but don't send to server | +| `max_retries` | `3` | -- | Retries on transient failures | + +Constructor values take priority over environment variables. + +## Error Handling + +- `track()` **never throws** and **never blocks**. Errors are logged, not raised. +- When the queue is full, the oldest events are evicted. +- Failed submissions are retried with exponential backoff (honors `Retry-After` on 429). +- All logging uses the `mosaicstack_telemetry` logger. + ## Dry-Run Mode -Test your integration without sending data to the server: +Test your integration without sending data: ```python config = TelemetryConfig( - server_url="https://telemetry.mosaicstack.dev", + server_url="https://tel-api.mosaicstack.dev", api_key="a" * 64, instance_id="12345678-1234-1234-1234-123456789abc", dry_run=True, # Logs batches but doesn't send ) ``` -## Configuration Reference +## Documentation -| Parameter | Default | Description | -|-----------|---------|-------------| -| `server_url` | (required) | Telemetry server base URL | -| `api_key` | (required) | 64-character hex API key | -| `instance_id` | (required) | UUID identifying this instance | -| `enabled` | `True` | Enable/disable telemetry | -| `submit_interval_seconds` | `300.0` | Background flush interval | -| `max_queue_size` | `1000` | Max events in memory queue | -| `batch_size` | `100` | Events per batch (server max) | -| `request_timeout_seconds` | `10.0` | HTTP request timeout | -| `prediction_cache_ttl_seconds` | `21600.0` | Prediction cache TTL (6h) | -| `dry_run` | `False` | Log but don't send | -| `max_retries` | `3` | Retries on failure | +- **[Integration Guide](docs/integration-guide.md)** -- Installation, configuration, FastAPI and generic Python examples, async vs sync patterns, prediction queries, error handling +- **[API Reference](docs/api-reference.md)** -- All exported classes, methods, types, and enums ## License diff --git a/docs/api-reference.md b/docs/api-reference.md new file mode 100644 index 0000000..55e2d08 --- /dev/null +++ b/docs/api-reference.md @@ -0,0 +1,496 @@ +# SDK API Reference + +Complete reference for all public classes, methods, types, and enums exported by `mosaicstack-telemetry`. + +**SDK version:** 0.1.0 +**Telemetry API version:** v1 +**Event schema version:** 1.0 + +--- + +## TelemetryClient + +`mosaicstack_telemetry.TelemetryClient` + +The main entry point for the SDK. Manages event queuing, background submission, and prediction caching. + +### Constructor + +```python +TelemetryClient(config: TelemetryConfig) +``` + +Validates the config on construction. If validation errors are found and telemetry is enabled, warnings are logged (but the client is still created). + +### Methods + +#### `start() -> None` + +Start background event submission using a threading-based loop. Spawns a daemon thread that flushes the queue every `config.submit_interval_seconds`. + +No-op if `config.enabled` is `False`. + +#### `await start_async() -> None` + +Start background event submission using an asyncio task. Creates an `asyncio.Task` that flushes the queue periodically. + +No-op if `config.enabled` is `False`. + +#### `stop() -> None` + +Stop the sync background submitter. Performs a final flush of all remaining queued events before returning. Safe to call if not started. + +#### `await stop_async() -> None` + +Stop the async background submitter. Performs a final flush of all remaining queued events before returning. Safe to call if not started. + +#### `track(event: TaskCompletionEvent) -> None` + +Queue an event for submission. **Always synchronous.** **Never blocks.** **Never throws.** + +If telemetry is disabled, the event is silently dropped. If the queue is full, the oldest event is evicted. Any unexpected error is caught and logged. + +This method is thread-safe and can be called from any thread or coroutine. + +#### `get_prediction(query: PredictionQuery) -> PredictionResponse | None` + +Return a cached prediction for the given query, or `None` if not cached or expired. + +#### `refresh_predictions_sync(queries: list[PredictionQuery]) -> None` + +Fetch predictions from the server synchronously using `POST /v1/predictions/batch`. Results are stored in the internal prediction cache. + +No-op if `queries` is empty. + +#### `await refresh_predictions(queries: list[PredictionQuery]) -> None` + +Fetch predictions from the server asynchronously using `POST /v1/predictions/batch`. Results are stored in the internal prediction cache. + +No-op if `queries` is empty. + +### Properties + +#### `queue_size: int` + +Number of events currently in the in-memory queue. + +#### `is_running: bool` + +Whether the background submitter (sync or async) is currently active. + +### Context Managers + +```python +# Sync: calls start() on entry, stop() on exit +with TelemetryClient(config) as client: + client.track(event) + +# Async: calls start_async() on entry, stop_async() on exit +async with TelemetryClient(config) as client: + client.track(event) +``` + +--- + +## TelemetryConfig + +`mosaicstack_telemetry.TelemetryConfig` + +A dataclass holding all configuration for the telemetry client. Supports environment variable overrides. + +### Fields + +| Field | Type | Default | Description | +|-------|------|---------|-------------| +| `server_url` | `str` | `""` | Telemetry API base URL. Trailing slashes are stripped. | +| `api_key` | `str` | `""` | 64-character hex API key for Bearer token auth. | +| `instance_id` | `str` | `""` | UUID string identifying this Mosaic Stack instance. | +| `enabled` | `bool` | `True` | Master switch for telemetry. When `False`, `track()` is a no-op and no background threads/tasks are created. | +| `submit_interval_seconds` | `float` | `300.0` | Interval between background queue flushes (seconds). | +| `max_queue_size` | `int` | `1000` | Maximum events in the in-memory queue. Older events are evicted when full. | +| `batch_size` | `int` | `100` | Events per HTTP batch request. Server maximum is 100. | +| `request_timeout_seconds` | `float` | `10.0` | HTTP request timeout (seconds). | +| `prediction_cache_ttl_seconds` | `float` | `21600.0` | Prediction cache time-to-live (seconds). Default: 6 hours. | +| `dry_run` | `bool` | `False` | When `True`, batches are logged but not sent to the server. | +| `max_retries` | `int` | `3` | Maximum retry attempts for transient failures. | +| `user_agent` | `str` | `"mosaicstack-telemetry-python/0.1.0"` | User-Agent header sent with all requests. | + +### Environment Variables + +These are read during `__post_init__` and only apply when the corresponding constructor field is empty/default: + +| Env Var | Field | Notes | +|---------|-------|-------| +| `MOSAIC_TELEMETRY_ENABLED` | `enabled` | Accepts `1`, `true`, `yes` (case-insensitive) as truthy. Always overrides the constructor value. | +| `MOSAIC_TELEMETRY_SERVER_URL` | `server_url` | Only used if `server_url` is not set in the constructor. | +| `MOSAIC_TELEMETRY_API_KEY` | `api_key` | Only used if `api_key` is not set in the constructor. | +| `MOSAIC_TELEMETRY_INSTANCE_ID` | `instance_id` | Only used if `instance_id` is not set in the constructor. | + +### Methods + +#### `validate() -> list[str]` + +Validate the configuration and return a list of error messages. Returns an empty list if valid. + +Checks performed: +- `server_url` is non-empty and starts with `http://` or `https://` +- `api_key` is a 64-character hex string +- `instance_id` is a valid UUID string +- `submit_interval_seconds` is positive +- `max_queue_size` is positive +- `batch_size` is between 1 and 100 +- `request_timeout_seconds` is positive + +--- + +## EventBuilder + +`mosaicstack_telemetry.EventBuilder` + +Fluent builder for constructing `TaskCompletionEvent` instances with a chainable API and sensible defaults. + +### Constructor + +```python +EventBuilder(instance_id: str | UUID) +``` + +### Setter Methods + +All setter methods return `self` for chaining. + +| Method | Parameter Type | Sets Field | Default | +|--------|---------------|-----------|---------| +| `.event_id(value)` | `str \| UUID` | `event_id` | Auto-generated UUIDv4 | +| `.timestamp(value)` | `datetime` | `timestamp` | `datetime.now(UTC)` | +| `.task_type(value)` | `TaskType` | `task_type` | `TaskType.UNKNOWN` | +| `.complexity_level(value)` | `Complexity` | `complexity` | `Complexity.MEDIUM` | +| `.harness_type(value)` | `Harness` | `harness` | `Harness.UNKNOWN` | +| `.model(value)` | `str` | `model` | `"unknown"` | +| `.provider(value)` | `Provider` | `provider` | `Provider.UNKNOWN` | +| `.duration_ms(value)` | `int` | `task_duration_ms` | `0` | +| `.outcome_value(value)` | `Outcome` | `outcome` | `Outcome.FAILURE` | +| `.retry_count(value)` | `int` | `retry_count` | `0` | +| `.language(value)` | `str \| None` | `language` | `None` | +| `.repo_size(value)` | `RepoSizeCategory \| None` | `repo_size_category` | `None` | + +#### `.tokens(*, estimated_in, estimated_out, actual_in, actual_out) -> EventBuilder` + +Set all four token count fields. All parameters are keyword-only integers (default `0`). + +#### `.cost(*, estimated, actual) -> EventBuilder` + +Set estimated and actual cost in microdollars. Both are keyword-only integers (default `0`). + +#### `.quality(*, passed, gates_run=None, gates_failed=None) -> EventBuilder` + +Set quality gate results. `passed` is required. `gates_run` and `gates_failed` are optional lists of `QualityGate` values. + +#### `.context(*, compactions=0, rotations=0, utilization=0.0) -> EventBuilder` + +Set context window metrics. All parameters are keyword-only with defaults. + +#### `.build() -> TaskCompletionEvent` + +Construct and return the `TaskCompletionEvent`. The builder can be reused after calling `.build()`. + +--- + +## TaskCompletionEvent + +`mosaicstack_telemetry.TaskCompletionEvent` + +Pydantic model representing a single telemetry event. Matches the server's v1 event schema (version 1.0). + +### Fields + +| Field | Type | Required | Constraints | Description | +|-------|------|----------|-------------|-------------| +| `instance_id` | `UUID` | Yes | Valid UUID | Mosaic Stack installation identifier | +| `event_id` | `UUID` | No | Valid UUID | Unique event identifier (default: auto-generated) | +| `schema_version` | `str` | No | -- | Event schema version (default: `"1.0"`) | +| `timestamp` | `datetime` | No | -- | When the task completed (default: now UTC) | +| `task_duration_ms` | `int` | Yes | 0--86,400,000 | Task wall-clock time in milliseconds | +| `task_type` | `TaskType` | Yes | Enum value | Type of work performed | +| `complexity` | `Complexity` | Yes | Enum value | Task complexity level | +| `harness` | `Harness` | Yes | Enum value | Coding tool / execution environment | +| `model` | `str` | Yes | 1--100 chars | Model identifier | +| `provider` | `Provider` | Yes | Enum value | LLM provider | +| `estimated_input_tokens` | `int` | Yes | 0--10,000,000 | Pre-task input token estimate | +| `estimated_output_tokens` | `int` | Yes | 0--10,000,000 | Pre-task output token estimate | +| `actual_input_tokens` | `int` | Yes | 0--10,000,000 | Actual input tokens consumed | +| `actual_output_tokens` | `int` | Yes | 0--10,000,000 | Actual output tokens generated | +| `estimated_cost_usd_micros` | `int` | Yes | 0--100,000,000 | Estimated cost in microdollars | +| `actual_cost_usd_micros` | `int` | Yes | 0--100,000,000 | Actual cost in microdollars | +| `quality_gate_passed` | `bool` | Yes | -- | Whether all quality gates passed | +| `quality_gates_run` | `list[QualityGate]` | No | -- | Gates executed (default: `[]`) | +| `quality_gates_failed` | `list[QualityGate]` | No | -- | Gates that failed (default: `[]`) | +| `context_compactions` | `int` | Yes | 0--100 | Context compaction events during task | +| `context_rotations` | `int` | Yes | 0--50 | Agent session rotations during task | +| `context_utilization_final` | `float` | Yes | 0.0--1.0 | Final context usage ratio | +| `outcome` | `Outcome` | Yes | Enum value | Final task result | +| `retry_count` | `int` | Yes | 0--20 | Retries before final outcome | +| `language` | `str \| None` | No | Max 30 chars | Primary programming language | +| `repo_size_category` | `RepoSizeCategory \| None` | No | Enum value | Repository size bucket | + +--- + +## Prediction Types + +### PredictionQuery + +`mosaicstack_telemetry.PredictionQuery` + +Query parameters for fetching a prediction. + +| Field | Type | Description | +|-------|------|-------------| +| `task_type` | `TaskType` | Task type to predict for | +| `model` | `str` | Model identifier | +| `provider` | `Provider` | LLM provider | +| `complexity` | `Complexity` | Complexity level | + +### PredictionResponse + +`mosaicstack_telemetry.PredictionResponse` + +Response from the prediction endpoint. + +| Field | Type | Description | +|-------|------|-------------| +| `prediction` | `PredictionData \| None` | Prediction data, or `None` if no data is available | +| `metadata` | `PredictionMetadata` | Metadata about how the prediction was generated | + +### PredictionData + +`mosaicstack_telemetry.PredictionData` + +| Field | Type | Description | +|-------|------|-------------| +| `input_tokens` | `TokenDistribution` | Input token distribution (p10/p25/median/p75/p90) | +| `output_tokens` | `TokenDistribution` | Output token distribution (p10/p25/median/p75/p90) | +| `cost_usd_micros` | `dict[str, int]` | `{"median": }` -- median cost in microdollars | +| `duration_ms` | `dict[str, int]` | `{"median": }` -- median duration in milliseconds | +| `correction_factors` | `CorrectionFactors` | Actual-to-estimated token ratios | +| `quality` | `QualityPrediction` | Gate pass rate and success rate | + +### TokenDistribution + +`mosaicstack_telemetry.TokenDistribution` + +| Field | Type | Description | +|-------|------|-------------| +| `p10` | `int` | 10th percentile | +| `p25` | `int` | 25th percentile | +| `median` | `int` | 50th percentile (median) | +| `p75` | `int` | 75th percentile | +| `p90` | `int` | 90th percentile | + +### CorrectionFactors + +`mosaicstack_telemetry.CorrectionFactors` + +| Field | Type | Description | +|-------|------|-------------| +| `input` | `float` | Ratio of actual to estimated input tokens (>1.0 = estimates too low) | +| `output` | `float` | Ratio of actual to estimated output tokens | + +### QualityPrediction + +`mosaicstack_telemetry.QualityPrediction` + +| Field | Type | Description | +|-------|------|-------------| +| `gate_pass_rate` | `float` | Fraction of tasks where all quality gates passed | +| `success_rate` | `float` | Fraction of tasks with `outcome: success` | + +### PredictionMetadata + +`mosaicstack_telemetry.PredictionMetadata` + +| Field | Type | Description | +|-------|------|-------------| +| `sample_size` | `int` | Number of events used to compute the prediction | +| `fallback_level` | `int` | `0` = exact match, `1+` = dimensions dropped, `-1` = no data | +| `confidence` | `str` | `"high"`, `"medium"`, `"low"`, or `"none"` | +| `last_updated` | `datetime \| None` | When the prediction was last computed | +| `dimensions_matched` | `dict[str, str \| None] \| None` | Which dimensions matched (`None` values = fallback) | +| `fallback_note` | `str \| None` | Explanation when fallback was used | +| `cache_hit` | `bool` | Whether the server served from its cache | + +--- + +## Batch Types + +### BatchEventRequest + +`mosaicstack_telemetry.BatchEventRequest` + +Request body for `POST /v1/events/batch`. Used internally by the submitter. + +| Field | Type | Constraints | Description | +|-------|------|-------------|-------------| +| `events` | `list[TaskCompletionEvent]` | 1--100 items | Events to submit | + +### BatchEventResponse + +`mosaicstack_telemetry.BatchEventResponse` + +Response from the batch event endpoint. + +| Field | Type | Description | +|-------|------|-------------| +| `accepted` | `int` | Count of accepted events | +| `rejected` | `int` | Count of rejected events | +| `results` | `list[BatchEventResult]` | Per-event results | + +### BatchEventResult + +`mosaicstack_telemetry.BatchEventResult` + +| Field | Type | Description | +|-------|------|-------------| +| `event_id` | `UUID` | The event's unique identifier | +| `status` | `str` | `"accepted"` or `"rejected"` | +| `error` | `str \| None` | Error message if rejected | + +--- + +## Enumerations + +All enums use `str, Enum` mixin (Python 3.10 compatible). Their `.value` is the lowercase string sent to the server. + +### TaskType + +`mosaicstack_telemetry.TaskType` + +| Member | Value | Description | +|--------|-------|-------------| +| `PLANNING` | `"planning"` | Architecture design, task breakdown | +| `IMPLEMENTATION` | `"implementation"` | Writing new code | +| `CODE_REVIEW` | `"code_review"` | Reviewing existing code | +| `TESTING` | `"testing"` | Writing or running tests | +| `DEBUGGING` | `"debugging"` | Investigating and fixing bugs | +| `REFACTORING` | `"refactoring"` | Restructuring existing code | +| `DOCUMENTATION` | `"documentation"` | Writing docs, comments, READMEs | +| `CONFIGURATION` | `"configuration"` | Config files, CI/CD, infrastructure | +| `SECURITY_AUDIT` | `"security_audit"` | Security review, vulnerability analysis | +| `UNKNOWN` | `"unknown"` | Unclassified task type (fallback) | + +### Complexity + +`mosaicstack_telemetry.Complexity` + +| Member | Value | Description | +|--------|-------|-------------| +| `LOW` | `"low"` | Simple fixes, typos, config changes | +| `MEDIUM` | `"medium"` | Standard features, moderate logic | +| `HIGH` | `"high"` | Complex features, multi-file changes | +| `CRITICAL` | `"critical"` | Major refactoring, architectural changes | + +### Harness + +`mosaicstack_telemetry.Harness` + +| Member | Value | Description | +|--------|-------|-------------| +| `CLAUDE_CODE` | `"claude_code"` | Anthropic Claude Code CLI | +| `OPENCODE` | `"opencode"` | OpenCode CLI | +| `KILO_CODE` | `"kilo_code"` | Kilo Code VS Code extension | +| `AIDER` | `"aider"` | Aider AI pair programming | +| `API_DIRECT` | `"api_direct"` | Direct API calls (no harness) | +| `OLLAMA_LOCAL` | `"ollama_local"` | Ollama local inference | +| `CUSTOM` | `"custom"` | Custom or unrecognized harness | +| `UNKNOWN` | `"unknown"` | Harness not reported | + +### Provider + +`mosaicstack_telemetry.Provider` + +| Member | Value | Description | +|--------|-------|-------------| +| `ANTHROPIC` | `"anthropic"` | Anthropic (Claude models) | +| `OPENAI` | `"openai"` | OpenAI (GPT models) | +| `OPENROUTER` | `"openrouter"` | OpenRouter (multi-provider routing) | +| `OLLAMA` | `"ollama"` | Ollama (local/self-hosted) | +| `GOOGLE` | `"google"` | Google (Gemini models) | +| `MISTRAL` | `"mistral"` | Mistral AI | +| `CUSTOM` | `"custom"` | Custom or unrecognized provider | +| `UNKNOWN` | `"unknown"` | Provider not reported | + +### Outcome + +`mosaicstack_telemetry.Outcome` + +| Member | Value | Description | +|--------|-------|-------------| +| `SUCCESS` | `"success"` | Task completed, all quality gates passed | +| `FAILURE` | `"failure"` | Task failed after all retries | +| `PARTIAL` | `"partial"` | Task partially completed | +| `TIMEOUT` | `"timeout"` | Task exceeded time or token budget | + +### QualityGate + +`mosaicstack_telemetry.QualityGate` + +| Member | Value | Description | +|--------|-------|-------------| +| `BUILD` | `"build"` | Code compiles/builds | +| `LINT` | `"lint"` | Linter passes | +| `TEST` | `"test"` | Tests pass | +| `COVERAGE` | `"coverage"` | Coverage meets threshold | +| `TYPECHECK` | `"typecheck"` | Type checker passes | +| `SECURITY` | `"security"` | Security scan passes | + +### RepoSizeCategory + +`mosaicstack_telemetry.RepoSizeCategory` + +| Member | Value | Approximate LOC | Description | +|--------|-------|----------------|-------------| +| `TINY` | `"tiny"` | < 1,000 | Scripts, single-file projects | +| `SMALL` | `"small"` | 1,000--10,000 | Small libraries, tools | +| `MEDIUM` | `"medium"` | 10,000--100,000 | Standard applications | +| `LARGE` | `"large"` | 100,000--1,000,000 | Large applications, monorepos | +| `HUGE` | `"huge"` | > 1,000,000 | Enterprise codebases | + +--- + +## Exceptions + +### TelemetryError + +`mosaicstack_telemetry.TelemetryError` + +Base exception for telemetry client errors. Extends `Exception`. Currently unused by the public API (since `track()` never throws), but available for custom error handling in integrations. + +--- + +## Internal Components + +These are exported for advanced use cases but are managed automatically by `TelemetryClient`. + +### EventQueue + +`mosaicstack_telemetry.EventQueue` + +Thread-safe bounded FIFO queue. When full, oldest events are evicted. + +- `EventQueue(max_size: int = 1000)` +- `put(event: TaskCompletionEvent) -> None` -- Add event, evict oldest if full +- `drain(max_items: int) -> list[TaskCompletionEvent]` -- Remove and return up to N events +- `put_back(events: list[TaskCompletionEvent]) -> None` -- Re-queue events at the front (for retries) +- `size: int` -- Current queue length +- `is_empty: bool` -- Whether the queue is empty + +### PredictionCache + +`mosaicstack_telemetry.PredictionCache` + +Thread-safe dict-based cache with TTL expiration. + +- `PredictionCache(ttl_seconds: float = 21600.0)` +- `get(query: PredictionQuery) -> PredictionResponse | None` -- Get cached prediction +- `put(query: PredictionQuery, response: PredictionResponse) -> None` -- Store prediction +- `clear() -> None` -- Invalidate all entries +- `size: int` -- Number of entries (including possibly expired) diff --git a/docs/integration-guide.md b/docs/integration-guide.md new file mode 100644 index 0000000..90d8503 --- /dev/null +++ b/docs/integration-guide.md @@ -0,0 +1,610 @@ +# Integration Guide + +This guide covers installing and integrating `mosaicstack-telemetry` into Python applications. The SDK reports AI coding task-completion telemetry to a [Mosaic Stack Telemetry](https://github.com/mosaicstack/telemetry) server and queries crowd-sourced predictions. + +**Telemetry API version:** This SDK targets the Mosaic Telemetry API **v1** with event schema version **1.0**. + +## Installation + +```bash +pip install mosaicstack-telemetry +``` + +Or with [uv](https://docs.astral.sh/uv/): + +```bash +uv add mosaicstack-telemetry +``` + +**Requirements:** Python 3.10+. Runtime dependencies: `httpx` and `pydantic`. + +## Configuration + +### Constructor Parameters + +```python +from mosaicstack_telemetry import TelemetryConfig + +config = TelemetryConfig( + server_url="https://tel-api.mosaicstack.dev", + api_key="your-64-char-hex-api-key-here...", + instance_id="a1b2c3d4-e5f6-4a7b-8c9d-0e1f2a3b4c5d", +) +``` + +All three fields (`server_url`, `api_key`, `instance_id`) are required when telemetry is enabled. The `api_key` must be a 64-character hexadecimal string issued by a Mosaic Telemetry administrator. The `instance_id` is a UUID that identifies your Mosaic Stack installation and must match the instance associated with your API key on the server. + +### Environment Variables + +Instead of passing values to the constructor, set environment variables: + +```bash +export MOSAIC_TELEMETRY_ENABLED=true +export MOSAIC_TELEMETRY_SERVER_URL=https://tel-api.mosaicstack.dev +export MOSAIC_TELEMETRY_API_KEY=your-64-char-hex-api-key +export MOSAIC_TELEMETRY_INSTANCE_ID=a1b2c3d4-e5f6-4a7b-8c9d-0e1f2a3b4c5d +``` + +Then create the config with no arguments: + +```python +config = TelemetryConfig() # Reads from environment +``` + +Constructor values take priority over environment variables. + +### Full Configuration Reference + +| Parameter | Type | Default | Env Var | Description | +|-----------|------|---------|---------|-------------| +| `server_url` | `str` | `""` (required) | `MOSAIC_TELEMETRY_SERVER_URL` | Telemetry API base URL (no trailing slash) | +| `api_key` | `str` | `""` (required) | `MOSAIC_TELEMETRY_API_KEY` | 64-character hex API key | +| `instance_id` | `str` | `""` (required) | `MOSAIC_TELEMETRY_INSTANCE_ID` | UUID identifying this Mosaic Stack instance | +| `enabled` | `bool` | `True` | `MOSAIC_TELEMETRY_ENABLED` | Enable/disable telemetry entirely | +| `submit_interval_seconds` | `float` | `300.0` | -- | How often the background submitter flushes queued events (seconds) | +| `max_queue_size` | `int` | `1000` | -- | Maximum events held in the in-memory queue | +| `batch_size` | `int` | `100` | -- | Events per batch (server maximum is 100) | +| `request_timeout_seconds` | `float` | `10.0` | -- | HTTP request timeout for API calls | +| `prediction_cache_ttl_seconds` | `float` | `21600.0` | -- | Prediction cache TTL (default 6 hours) | +| `dry_run` | `bool` | `False` | -- | Log batches but don't send to server | +| `max_retries` | `int` | `3` | -- | Retries on transient failures (429, timeouts, network errors) | + +### Environment-Specific Configuration + +**Development:** + +```python +config = TelemetryConfig( + server_url="http://localhost:8000", + api_key="a" * 64, + instance_id="12345678-1234-1234-1234-123456789abc", + dry_run=True, # Log but don't send + submit_interval_seconds=10.0, # Flush quickly for testing +) +``` + +**Production:** + +```python +config = TelemetryConfig( + server_url="https://tel-api.mosaicstack.dev", + api_key=os.environ["MOSAIC_TELEMETRY_API_KEY"], + instance_id=os.environ["MOSAIC_TELEMETRY_INSTANCE_ID"], + submit_interval_seconds=300.0, # Default: flush every 5 minutes + max_retries=3, # Retry transient failures +) +``` + +--- + +## Sync Usage (Threading) + +Best for scripts, CLI tools, aider integrations, and non-async contexts. The SDK spawns a daemon thread that periodically flushes queued events. + +```python +from mosaicstack_telemetry import ( + TelemetryClient, + TelemetryConfig, + EventBuilder, + TaskType, + Provider, + Harness, + Complexity, + Outcome, + QualityGate, +) + +config = TelemetryConfig( + server_url="https://tel-api.mosaicstack.dev", + api_key="your-64-char-hex-api-key-here...", + instance_id="a1b2c3d4-e5f6-4a7b-8c9d-0e1f2a3b4c5d", +) + +client = TelemetryClient(config) +client.start() # Starts background daemon thread + +event = ( + EventBuilder(instance_id=config.instance_id) + .task_type(TaskType.IMPLEMENTATION) + .model("claude-sonnet-4-5-20250929") + .provider(Provider.ANTHROPIC) + .harness_type(Harness.CLAUDE_CODE) + .complexity_level(Complexity.MEDIUM) + .outcome_value(Outcome.SUCCESS) + .duration_ms(45000) + .tokens(estimated_in=105000, estimated_out=45000, actual_in=112340, actual_out=38760) + .cost(estimated=630000, actual=919200) + .quality( + passed=True, + gates_run=[QualityGate.BUILD, QualityGate.LINT, QualityGate.TEST, QualityGate.TYPECHECK], + ) + .context(compactions=2, rotations=0, utilization=0.72) + .language("typescript") + .build() +) + +client.track(event) # Non-blocking, thread-safe + +client.stop() # Flushes remaining events and stops the thread +``` + +### Sync Context Manager + +The context manager calls `start()` on entry and `stop()` (with flush) on exit: + +```python +with TelemetryClient(config) as client: + client.track(event) +# Automatically flushed and stopped here +``` + +--- + +## Async Usage (asyncio) + +For asyncio-based applications (FastAPI, aiohttp, etc.). The SDK creates an asyncio task that periodically flushes events. + +```python +import asyncio +from mosaicstack_telemetry import TelemetryClient, TelemetryConfig + +async def main(): + config = TelemetryConfig( + server_url="https://tel-api.mosaicstack.dev", + api_key="your-64-char-hex-api-key-here...", + instance_id="a1b2c3d4-e5f6-4a7b-8c9d-0e1f2a3b4c5d", + ) + + client = TelemetryClient(config) + await client.start_async() # Starts asyncio background task + + # track() is always synchronous and non-blocking + client.track(event) + + await client.stop_async() # Flushes remaining events + +asyncio.run(main()) +``` + +### Async Context Manager + +```python +async with TelemetryClient(config) as client: + client.track(event) +# Automatically flushed and stopped here +``` + +### Key Difference: Sync vs Async + +| Aspect | Sync | Async | +|--------|------|-------| +| Start | `client.start()` | `await client.start_async()` | +| Stop | `client.stop()` | `await client.stop_async()` | +| Context manager | `with TelemetryClient(config)` | `async with TelemetryClient(config)` | +| Background mechanism | `threading.Timer` (daemon thread) | `asyncio.Task` | +| `track()` | Always synchronous | Always synchronous | +| `refresh_predictions` | `refresh_predictions_sync(queries)` | `await refresh_predictions(queries)` | + +The `track()` method is always synchronous regardless of which mode you use. It simply appends to a thread-safe in-memory queue and returns immediately. The background submitter handles batching and sending. + +--- + +## Integration Examples + +### Example 1: Instrumenting a FastAPI Service + +```python +import os +import time +from contextlib import asynccontextmanager +from uuid import UUID + +from fastapi import FastAPI + +from mosaicstack_telemetry import ( + Complexity, + EventBuilder, + Harness, + Outcome, + Provider, + QualityGate, + TaskType, + TelemetryClient, + TelemetryConfig, +) + +# Initialize telemetry once at startup +config = TelemetryConfig( + server_url=os.environ.get("MOSAIC_TELEMETRY_SERVER_URL", "https://tel-api.mosaicstack.dev"), + api_key=os.environ["MOSAIC_TELEMETRY_API_KEY"], + instance_id=os.environ["MOSAIC_TELEMETRY_INSTANCE_ID"], +) + +telemetry = TelemetryClient(config) + + +@asynccontextmanager +async def lifespan(app: FastAPI): + """Start telemetry on app startup, flush on shutdown.""" + await telemetry.start_async() + yield + await telemetry.stop_async() + + +app = FastAPI(lifespan=lifespan) + + +@app.post("/tasks/complete") +async def complete_task( + task_type: str, + model: str, + provider: str, + complexity: str, + actual_input_tokens: int, + actual_output_tokens: int, + actual_cost_usd_micros: int, + duration_ms: int, + outcome: str, +): + """Record a completed AI coding task.""" + event = ( + EventBuilder(instance_id=config.instance_id) + .task_type(TaskType(task_type)) + .model(model) + .provider(Provider(provider)) + .harness_type(Harness.CLAUDE_CODE) + .complexity_level(Complexity(complexity)) + .outcome_value(Outcome(outcome)) + .duration_ms(duration_ms) + .tokens( + estimated_in=0, + estimated_out=0, + actual_in=actual_input_tokens, + actual_out=actual_output_tokens, + ) + .cost(estimated=0, actual=actual_cost_usd_micros) + .quality(passed=outcome == "success", gates_run=[QualityGate.BUILD, QualityGate.TEST]) + .context(compactions=0, rotations=0, utilization=0.0) + .build() + ) + + telemetry.track(event) # Non-blocking, never throws + return {"status": "tracked"} +``` + +### Example 2: Instrumenting a Generic Python App + +```python +""" +Generic Python script that tracks AI coding tasks. +Suitable for CLI tools, batch processors, or any non-async application. +""" + +import os +import time + +from mosaicstack_telemetry import ( + Complexity, + EventBuilder, + Harness, + Outcome, + Provider, + QualityGate, + RepoSizeCategory, + TaskType, + TelemetryClient, + TelemetryConfig, +) + + +def run_coding_task() -> dict: + """Simulate an AI coding task. Returns task metrics.""" + start = time.monotonic() + + # ... your AI coding logic here ... + + elapsed_ms = int((time.monotonic() - start) * 1000) + return { + "duration_ms": elapsed_ms, + "actual_input_tokens": 4500, + "actual_output_tokens": 1800, + "actual_cost_usd_micros": 48000, + "outcome": "success", + "quality_gates_passed": True, + } + + +def main(): + config = TelemetryConfig() # Reads from MOSAIC_TELEMETRY_* env vars + + with TelemetryClient(config) as client: + result = run_coding_task() + + event = ( + EventBuilder(instance_id=config.instance_id) + .task_type(TaskType.IMPLEMENTATION) + .model("claude-sonnet-4-5-20250929") + .provider(Provider.ANTHROPIC) + .harness_type(Harness.AIDER) + .complexity_level(Complexity.MEDIUM) + .outcome_value(Outcome(result["outcome"])) + .duration_ms(result["duration_ms"]) + .tokens( + estimated_in=5000, + estimated_out=2000, + actual_in=result["actual_input_tokens"], + actual_out=result["actual_output_tokens"], + ) + .cost(estimated=50000, actual=result["actual_cost_usd_micros"]) + .quality( + passed=result["quality_gates_passed"], + gates_run=[QualityGate.BUILD, QualityGate.LINT, QualityGate.TEST], + ) + .context(compactions=0, rotations=0, utilization=0.35) + .language("python") + .repo_size(RepoSizeCategory.MEDIUM) + .build() + ) + + client.track(event) + print(f"Tracked task: {event.event_id}") + + # Client is automatically flushed and stopped after the `with` block + + +if __name__ == "__main__": + main() +``` + +--- + +## Building Events + +The `EventBuilder` provides a fluent API for constructing `TaskCompletionEvent` objects with sensible defaults. All setter methods return the builder instance for chaining. + +### Required Fields + +Every event requires these fields to be set (either via builder methods or from defaults): + +| Builder Method | Sets Field | Default | +|----------------|-----------|---------| +| `EventBuilder(instance_id=...)` | `instance_id` | (required) | +| `.task_type(TaskType.X)` | `task_type` | `unknown` | +| `.model("model-name")` | `model` | `"unknown"` | +| `.provider(Provider.X)` | `provider` | `unknown` | +| `.harness_type(Harness.X)` | `harness` | `unknown` | +| `.complexity_level(Complexity.X)` | `complexity` | `medium` | +| `.outcome_value(Outcome.X)` | `outcome` | `failure` | +| `.duration_ms(N)` | `task_duration_ms` | `0` | +| `.tokens(...)` | token fields | all `0` | +| `.cost(...)` | cost fields | all `0` | +| `.quality(...)` | quality fields | `passed=False, gates_run=[], gates_failed=[]` | +| `.context(...)` | context fields | all `0` / `0.0` | + +### Auto-Generated Fields + +| Field | Auto-generated Value | +|-------|---------------------| +| `event_id` | Random UUID (override with `.event_id(uuid)`) | +| `timestamp` | Current UTC time (override with `.timestamp(dt)`) | +| `schema_version` | `"1.0"` (set automatically by `TaskCompletionEvent`) | + +### Optional Fields + +| Builder Method | Sets Field | Default | +|----------------|-----------|---------| +| `.language("python")` | `language` | `None` | +| `.repo_size(RepoSizeCategory.MEDIUM)` | `repo_size_category` | `None` | +| `.retry_count(N)` | `retry_count` | `0` | + +### Token and Cost Values + +Costs are expressed in **microdollars** (1 USD = 1,000,000 microdollars). This avoids floating-point precision issues. + +```python +event = ( + EventBuilder(instance_id=config.instance_id) + # ... other fields ... + .tokens( + estimated_in=105000, # Pre-task estimate: input tokens + estimated_out=45000, # Pre-task estimate: output tokens + actual_in=112340, # Actual input tokens consumed + actual_out=38760, # Actual output tokens generated + ) + .cost( + estimated=630000, # $0.63 in microdollars + actual=919200, # $0.92 in microdollars + ) + .build() +) +``` + +### Quality Gates + +Record which quality gates were executed and their results: + +```python +event = ( + EventBuilder(instance_id=config.instance_id) + # ... other fields ... + .quality( + passed=False, + gates_run=[QualityGate.BUILD, QualityGate.LINT, QualityGate.TEST, QualityGate.COVERAGE], + gates_failed=[QualityGate.COVERAGE], + ) + .build() +) +``` + +Available gates: `BUILD`, `LINT`, `TEST`, `COVERAGE`, `TYPECHECK`, `SECURITY`. + +--- + +## Querying Predictions + +The SDK can query crowd-sourced predictions from the telemetry server. Predictions provide percentile distributions for token usage, cost, duration, and quality metrics based on aggregated data from all participating instances. + +### Fetching Predictions + +```python +from mosaicstack_telemetry import PredictionQuery, TaskType, Provider, Complexity + +queries = [ + PredictionQuery( + task_type=TaskType.IMPLEMENTATION, + model="claude-sonnet-4-5-20250929", + provider=Provider.ANTHROPIC, + complexity=Complexity.MEDIUM, + ), + PredictionQuery( + task_type=TaskType.TESTING, + model="claude-haiku-4-5-20251001", + provider=Provider.ANTHROPIC, + complexity=Complexity.LOW, + ), +] + +# Async +await client.refresh_predictions(queries) + +# Sync +client.refresh_predictions_sync(queries) +``` + +### Reading from Cache + +Predictions are stored in a TTL-based in-memory cache (default: 6 hours): + +```python +prediction = client.get_prediction(queries[0]) + +if prediction and prediction.prediction: + data = prediction.prediction + print(f"Input tokens (median): {data.input_tokens.median}") + print(f"Input tokens (p90): {data.input_tokens.p90}") + print(f"Output tokens (median): {data.output_tokens.median}") + print(f"Cost (median): ${data.cost_usd_micros['median'] / 1_000_000:.4f}") + print(f"Duration (median): {data.duration_ms['median'] / 1000:.1f}s") + print(f"Correction factor (input): {data.correction_factors.input:.2f}") + print(f"Quality gate pass rate: {data.quality.gate_pass_rate:.0%}") + print(f"Success rate: {data.quality.success_rate:.0%}") + + meta = prediction.metadata + print(f"Sample size: {meta.sample_size}") + print(f"Confidence: {meta.confidence}") + if meta.fallback_note: + print(f"Note: {meta.fallback_note}") +else: + print("No prediction data available for this combination") +``` + +### Prediction Confidence Levels + +| Level | Meaning | +|-------|---------| +| `high` | 100+ samples, exact dimension match | +| `medium` | 30-99 samples, exact dimension match | +| `low` | <30 samples or fallback was used | +| `none` | No data available; `prediction` is `None` | + +--- + +## Error Handling + +### The `track()` Contract + +**`track()` never throws and never blocks the caller.** If anything goes wrong (queue full, telemetry disabled, unexpected error), the event is silently dropped and the error is logged. This ensures telemetry instrumentation never affects your application's behavior. + +```python +# This is always safe, even if telemetry is misconfigured +client.track(event) +``` + +### Queue Overflow + +When the in-memory queue reaches `max_queue_size` (default 1000), the oldest events are evicted to make room for new ones. A warning is logged when this happens. + +### Submission Retries + +The background submitter retries transient failures with exponential backoff and jitter: + +- **429 Too Many Requests**: Honors the server's `Retry-After` header +- **Timeouts**: Retried with backoff +- **Network errors**: Retried with backoff +- **403 Forbidden**: Not retried (configuration error) + +Failed batches are re-queued for the next submission cycle (up to queue capacity). + +### Logging + +All SDK logging uses the `mosaicstack_telemetry` logger. Enable it to see submission activity: + +```python +import logging + +logging.basicConfig(level=logging.DEBUG) +# Or target the SDK logger specifically: +logging.getLogger("mosaicstack_telemetry").setLevel(logging.DEBUG) +``` + +--- + +## Dry-Run Mode + +Test your integration without sending data to the server: + +```python +config = TelemetryConfig( + server_url="https://tel-api.mosaicstack.dev", + api_key="a" * 64, + instance_id="12345678-1234-1234-1234-123456789abc", + dry_run=True, +) + +with TelemetryClient(config) as client: + client.track(event) + # Logs: "[DRY RUN] Would submit batch of 1 events to ..." +``` + +## Disabling Telemetry + +Set `enabled=False` or the environment variable `MOSAIC_TELEMETRY_ENABLED=false`: + +```python +config = TelemetryConfig(enabled=False) + +with TelemetryClient(config) as client: + client.track(event) # Silently dropped, no background thread started +``` + +--- + +## API Compatibility + +| SDK Version | Telemetry API | Event Schema | Notes | +|-------------|---------------|--------------|-------| +| 0.1.x | v1 (`/v1/*`) | 1.0 | Current release | + +The SDK submits events to `POST /v1/events/batch` and queries predictions from `POST /v1/predictions/batch`. 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