hermes-agent/tests/agent/test_insights.py
Teknium 6b81590c55
test: prune low-value tests suite-wide (wave 1) — 46,820 → 28,106 test functions
Systematic prune per AGENTS.md test policy, one pass over every major
test tree (gateway, hermes_cli, tools, agent, run_agent, plugins, cli,
cron, tui_gateway, honcho/openviking, root-level):

- DELETE: source-reading tests (read_text/getsource on prod files),
  change-detector tests (exact catalog counts, model-name snapshots,
  config version literals), mock-echo tests (assert a mock returns what
  it was told), assertion-free/trivial tests, near-duplicate
  parametrizations (boundaries + one representative kept), async/sync
  twin duplicates, cosmetic within-file variations.
- KEEP (mandatory): security/redaction/approval guards, message-role
  alternation invariants, prompt-caching/deterministic-call-id
  invariants, issue-number regression tests (deduped), E2E tests.
- 6 test files deleted outright (script-style/no-assert or fully
  redundant); conftest.py, fakes/, fixtures/ untouched.
- tests/acp/conftest.py added: autouse fixture stubs the live
  models.dev/GitHub/Copilot/Anthropic inventory fetches that ACP server
  tests performed on every session create — test_server.py 147s → 3.4s,
  and the tests are now genuinely hermetic.
- Sleep-based slowness shrunk where safe (codex_ttfb_watchdog,
  compression_concurrent_fork, etc.); no wall-clock assertion tightened.

Verification: full hermetic suite via scripts/run_tests.sh —
2439 files, 31,130 tests passed, 0 failed, 0 flaky retries, 315s wall
(baseline: 583s wall, 13,564s subprocess CPU).
2026-07-29 13:10:23 -07:00

517 lines
20 KiB
Python

"""Tests for agent/insights.py — InsightsEngine analytics and reporting."""
import time
import pytest
from hermes_state import SessionDB
from agent.insights import (
InsightsEngine,
_estimate_cost,
_bar_chart,
)
from agent.usage_pricing import (
format_duration_compact as _format_duration,
has_known_pricing as _has_known_pricing,
)
@pytest.fixture()
def db(tmp_path):
"""Create a SessionDB with a temp database file."""
db_path = tmp_path / "test_insights.db"
session_db = SessionDB(db_path=db_path)
yield session_db
session_db.close()
@pytest.fixture()
def populated_db(db):
"""Create a DB with realistic session data for insights testing."""
now = time.time()
day = 86400
# Session 1: CLI, claude-sonnet, ended, 2 days ago
db.create_session(
session_id="s1", source="cli",
model="anthropic/claude-sonnet-4-20250514", user_id="user1",
)
# Backdate the started_at
db._conn.execute("UPDATE sessions SET started_at = ? WHERE id = 's1'", (now - 2 * day,))
db.end_session("s1", end_reason="user_exit")
db._conn.execute("UPDATE sessions SET ended_at = ? WHERE id = 's1'", (now - 2 * day + 3600,))
db.update_token_counts("s1", input_tokens=50000, output_tokens=15000)
db.append_message("s1", role="user", content="Hello, help me fix a bug")
db.append_message("s1", role="assistant", content="Sure, let me look into that.")
db.append_message("s1", role="assistant", content="Let me search the files.",
tool_calls=[{"function": {"name": "search_files"}}])
db.append_message("s1", role="tool", content="Found 3 matches", tool_name="search_files")
db.append_message("s1", role="assistant", content="Let me read the file.",
tool_calls=[{"function": {"name": "read_file"}}])
db.append_message("s1", role="tool", content="file contents...", tool_name="read_file")
db.append_message("s1", role="assistant", content="I found the bug. Let me fix it.",
tool_calls=[{"function": {"name": "patch"}}])
db.append_message("s1", role="tool", content="patched successfully", tool_name="patch")
db.append_message(
"s1",
role="assistant",
content="Let me load the PR workflow skill.",
tool_calls=[{"function": {"name": "skill_view", "arguments": '{"name":"github-pr-workflow"}'}}],
)
db.append_message("s1", role="user", content="Thanks!")
db.append_message("s1", role="assistant", content="You're welcome!")
# Session 2: Telegram, gpt-4o, ended, 5 days ago
db.create_session(
session_id="s2", source="telegram",
model="gpt-4o", user_id="user1",
)
db._conn.execute("UPDATE sessions SET started_at = ? WHERE id = 's2'", (now - 5 * day,))
db.end_session("s2", end_reason="timeout")
db._conn.execute("UPDATE sessions SET ended_at = ? WHERE id = 's2'", (now - 5 * day + 1800,))
db.update_token_counts("s2", input_tokens=20000, output_tokens=8000)
db.append_message("s2", role="user", content="Search the web for something")
db.append_message("s2", role="assistant", content="Searching...",
tool_calls=[{"function": {"name": "web_search"}}])
db.append_message("s2", role="tool", content="results...", tool_name="web_search")
db.append_message("s2", role="assistant", content="Here's what I found")
# Session 3: CLI, deepseek-chat, ended, 10 days ago
db.create_session(
session_id="s3", source="cli",
model="deepseek-chat", user_id="user1",
)
db._conn.execute("UPDATE sessions SET started_at = ? WHERE id = 's3'", (now - 10 * day,))
db.end_session("s3", end_reason="user_exit")
db._conn.execute("UPDATE sessions SET ended_at = ? WHERE id = 's3'", (now - 10 * day + 7200,))
db.update_token_counts("s3", input_tokens=100000, output_tokens=40000)
db.append_message("s3", role="user", content="Run this terminal command")
db.append_message("s3", role="assistant", content="Running...",
tool_calls=[{"function": {"name": "terminal"}}])
db.append_message("s3", role="tool", content="output...", tool_name="terminal")
db.append_message("s3", role="assistant", content="Let me run another",
tool_calls=[{"function": {"name": "terminal"}}])
db.append_message("s3", role="tool", content="more output...", tool_name="terminal")
db.append_message("s3", role="assistant", content="And search files",
tool_calls=[{"function": {"name": "search_files"}}])
db.append_message("s3", role="tool", content="found stuff", tool_name="search_files")
db.append_message(
"s3",
role="assistant",
content="Load the debugging skill.",
tool_calls=[{"function": {"name": "skill_view", "arguments": '{"name":"systematic-debugging"}'}}],
)
# Session 4: Discord, same model as s1, ended, 1 day ago
db.create_session(
session_id="s4", source="discord",
model="anthropic/claude-sonnet-4-20250514", user_id="user2",
)
db._conn.execute("UPDATE sessions SET started_at = ? WHERE id = 's4'", (now - 1 * day,))
db.end_session("s4", end_reason="user_exit")
db._conn.execute("UPDATE sessions SET ended_at = ? WHERE id = 's4'", (now - 1 * day + 900,))
db.update_token_counts("s4", input_tokens=10000, output_tokens=5000)
db.append_message("s4", role="user", content="Quick question")
db.append_message("s4", role="assistant", content="Sure, go ahead")
db.append_message(
"s4",
role="assistant",
content="Load and update GitHub skills.",
tool_calls=[
{"function": {"name": "skill_view", "arguments": '{"name":"github-pr-workflow"}'}},
{"function": {"name": "skill_manage", "arguments": '{"name":"github-code-review"}'}},
],
)
# Session 5: Old session, 45 days ago (should be excluded from 30-day window)
db.create_session(
session_id="s_old", source="cli",
model="gpt-4o-mini", user_id="user1",
)
db._conn.execute("UPDATE sessions SET started_at = ? WHERE id = 's_old'", (now - 45 * day,))
db.end_session("s_old", end_reason="user_exit")
db._conn.execute("UPDATE sessions SET ended_at = ? WHERE id = 's_old'", (now - 45 * day + 600,))
db.update_token_counts("s_old", input_tokens=5000, output_tokens=2000)
db.append_message("s_old", role="user", content="old message")
db.append_message("s_old", role="assistant", content="old reply")
db._conn.commit()
return db
class TestHasKnownPricing:
def test_known_commercial_model(self):
assert _has_known_pricing("gpt-4o", provider="openai") is True
assert _has_known_pricing("anthropic/claude-sonnet-4-20250514") is True
assert _has_known_pricing("gpt-4.1", provider="openai") is True
def test_unknown_custom_model(self):
assert _has_known_pricing("FP16_Hermes_4.5") is False
assert _has_known_pricing("my-custom-model") is False
assert _has_known_pricing("glm-5") is False
assert _has_known_pricing("") is False
assert _has_known_pricing(None) is False
def test_heuristic_matched_models_are_not_considered_known(self):
assert _has_known_pricing("some-opus-model") is False
assert _has_known_pricing("future-sonnet-v2") is False
class TestEstimateCost:
def test_basic_cost(self):
cost, status = _estimate_cost(
"anthropic/claude-sonnet-4-20250514",
1_000_000,
1_000_000,
provider="anthropic",
)
assert status == "estimated"
assert cost == pytest.approx(18.0, abs=0.01)
def test_zero_tokens(self):
cost, status = _estimate_cost("gpt-4o", 0, 0, provider="openai")
assert status == "estimated"
assert cost == 0.0
def test_cache_aware_usage(self):
cost, status = _estimate_cost(
"anthropic/claude-sonnet-4-20250514",
1000,
500,
cache_read_tokens=2000,
cache_write_tokens=400,
provider="anthropic",
)
assert status == "estimated"
expected = (1000 * 3.0 + 500 * 15.0 + 2000 * 0.30 + 400 * 3.75) / 1_000_000
assert cost == pytest.approx(expected, abs=0.0001)
# =========================================================================
# Format helpers
# =========================================================================
class TestFormatDuration:
def test_seconds(self):
assert _format_duration(45) == "45s"
def test_hours_with_minutes(self):
result = _format_duration(5400) # 1.5 hours
assert result == "1h 30m"
class TestBarChart:
def test_basic_bars(self):
bars = _bar_chart([10, 5, 0, 20], max_width=10)
assert len(bars) == 4
assert len(bars[3]) == 10 # max value gets full width
assert len(bars[0]) == 5 # half of max
assert bars[2] == "" # zero gets empty
def test_all_zeros(self):
bars = _bar_chart([0, 0, 0], max_width=10)
assert all(b == "" for b in bars)
# =========================================================================
# InsightsEngine — empty DB
# =========================================================================
class TestInsightsEmpty:
def test_empty_db_returns_empty_report(self, db):
engine = InsightsEngine(db)
report = engine.generate(days=30)
assert report["empty"] is True
assert report["overview"] == {}
def test_empty_db_terminal_format(self, db):
engine = InsightsEngine(db)
report = engine.generate(days=30)
text = engine.format_terminal(report)
assert "No sessions found" in text
def test_empty_db_gateway_format(self, db):
engine = InsightsEngine(db)
report = engine.generate(days=30)
text = engine.format_gateway(report)
assert "No sessions found" in text
# =========================================================================
# InsightsEngine — populated DB
# =========================================================================
class TestInsightsPopulated:
def test_overview_token_totals(self, populated_db):
engine = InsightsEngine(populated_db)
report = engine.generate(days=30)
overview = report["overview"]
expected_input = 50000 + 20000 + 100000 + 10000
expected_output = 15000 + 8000 + 40000 + 5000
assert overview["total_input_tokens"] == expected_input
assert overview["total_output_tokens"] == expected_output
assert overview["total_tokens"] == expected_input + expected_output
def test_model_breakdown_splits_mid_session_switch(self, db):
"""A session that switches models mid-flight is split across both
models in the breakdown, not dumped on the initial model (#51607).
"""
now = time.time()
db.create_session(session_id="sw", source="cli",
model="deepseek/deepseek-v4-pro")
# 40k tokens on deepseek, then switch and 50k on opus.
db.update_token_counts("sw", input_tokens=40000, output_tokens=8000,
model="deepseek/deepseek-v4-pro",
billing_provider="deepseek", api_call_count=2)
db.update_session_model("sw", "anthropic/claude-opus-4.8")
db.update_token_counts("sw", input_tokens=50000, output_tokens=4000,
model="anthropic/claude-opus-4.8",
billing_provider="openrouter", api_call_count=3)
db._conn.commit()
report = InsightsEngine(db).generate(days=30)
models = {m["model"]: m for m in report["models"]}
assert "deepseek-v4-pro" in models
assert "claude-opus-4.8" in models
# Tokens attributed to the model that actually incurred them.
assert models["deepseek-v4-pro"]["input_tokens"] == 40000
assert models["claude-opus-4.8"]["input_tokens"] == 50000
assert models["claude-opus-4.8"]["api_calls"] == 3
# The summary row's single model would have hidden one of these.
assert models["deepseek-v4-pro"]["total_tokens"] == 48000
assert models["claude-opus-4.8"]["total_tokens"] == 54000
def test_overview_cost_matches_per_model_stored_cost(self, db):
db.create_session(session_id="cost", source="cli", model="model-a")
db.update_token_counts(
"cost", input_tokens=10, model="model-a", billing_provider="custom",
estimated_cost_usd=1.25, actual_cost_usd=1.0,
cost_status="estimated", cost_source="provider", api_call_count=1,
)
db.update_session_model("cost", "model-b")
db.update_session_billing_route("cost", provider="custom-b", base_url=None)
db.update_token_counts(
"cost", input_tokens=20, model="model-b", billing_provider="custom-b",
estimated_cost_usd=2.5, actual_cost_usd=2.0,
cost_status="estimated", cost_source="provider", api_call_count=1,
)
report = InsightsEngine(db).generate(days=30)
assert sum(m["cost"] for m in report["models"]) == pytest.approx(3.75)
assert report["overview"]["estimated_cost"] == pytest.approx(3.75)
assert report["overview"]["actual_cost"] == pytest.approx(3.0)
def test_tool_breakdown(self, populated_db):
engine = InsightsEngine(populated_db)
report = engine.generate(days=30)
tools = report["tools"]
tool_names = [t["tool"] for t in tools]
assert "terminal" in tool_names
assert "search_files" in tool_names
assert "read_file" in tool_names
assert "patch" in tool_names
assert "web_search" in tool_names
# terminal was used 2x in s3
terminal = next(t for t in tools if t["tool"] == "terminal")
assert terminal["count"] == 2
# Percentages should sum to ~100%
total_pct = sum(t["percentage"] for t in tools)
assert total_pct == pytest.approx(100.0, abs=0.1)
def test_skill_breakdown(self, populated_db):
engine = InsightsEngine(populated_db)
report = engine.generate(days=30)
skills = report["skills"]
assert skills["summary"]["distinct_skills_used"] == 3
assert skills["summary"]["total_skill_loads"] == 3
assert skills["summary"]["total_skill_edits"] == 1
assert skills["summary"]["total_skill_actions"] == 4
top_skill = skills["top_skills"][0]
assert top_skill["skill"] == "github-pr-workflow"
assert top_skill["view_count"] == 2
assert top_skill["manage_count"] == 0
assert top_skill["total_count"] == 2
assert top_skill["last_used_at"] is not None
def test_activity_patterns(self, populated_db):
engine = InsightsEngine(populated_db)
report = engine.generate(days=30)
activity = report["activity"]
assert len(activity["by_day"]) == 7
assert len(activity["by_hour"]) == 24
assert activity["active_days"] >= 1
assert activity["busiest_day"] is not None
assert activity["busiest_hour"] is not None
# =========================================================================
# Formatting
# =========================================================================
class TestTerminalFormatting:
def test_terminal_format_has_sections(self, populated_db):
engine = InsightsEngine(populated_db)
report = engine.generate(days=30)
text = engine.format_terminal(report)
assert "Hermes Insights" in text
assert "Overview" in text
assert "Models Used" in text
assert "Top Tools" in text
assert "Top Skills" in text
assert "Activity Patterns" in text
assert "Notable Sessions" in text
def test_terminal_format_hides_cost_for_custom_models(self, db):
"""Cost display is hidden entirely — custom models no longer show 'N/A' either."""
db.create_session(session_id="s1", source="cli", model="my-custom-model")
db.update_token_counts("s1", input_tokens=1000, output_tokens=500)
db._conn.commit()
engine = InsightsEngine(db)
report = engine.generate(days=30)
text = engine.format_terminal(report)
assert "N/A" not in text
assert "custom/self-hosted" not in text
assert "Cost" not in text
class TestGatewayFormatting:
def test_gateway_format_is_shorter(self, populated_db):
engine = InsightsEngine(populated_db)
report = engine.generate(days=30)
terminal_text = engine.format_terminal(report)
gateway_text = engine.format_gateway(report)
assert len(gateway_text) < len(terminal_text)
def test_gateway_format_hides_cost(self, populated_db):
"""Gateway format omits dollar figures and internal cache details."""
engine = InsightsEngine(populated_db)
report = engine.generate(days=30)
text = engine.format_gateway(report)
assert "$" not in text
assert "cache" not in text.lower()
# =========================================================================
# Edge cases
# =========================================================================
class TestEdgeCases:
def test_session_with_no_model(self, db):
"""Sessions with NULL model should not crash."""
db.create_session(session_id="s1", source="cli")
db.update_token_counts("s1", input_tokens=1000, output_tokens=500)
db._conn.commit()
engine = InsightsEngine(db)
report = engine.generate(days=30)
assert report["empty"] is False
models = report["models"]
assert len(models) == 1
assert models[0]["model"] == "unknown"
assert models[0]["has_pricing"] is False
def test_custom_model_shows_zero_cost(self, db):
"""Custom/self-hosted models should show $0 cost, not fake estimates."""
db.create_session(session_id="s1", source="cli", model="FP16_Hermes_4.5")
db.update_token_counts("s1", input_tokens=100000, output_tokens=50000)
db._conn.commit()
engine = InsightsEngine(db)
report = engine.generate(days=30)
assert report["overview"]["estimated_cost"] == 0.0
assert "FP16_Hermes_4.5" in report["overview"]["models_without_pricing"]
models = report["models"]
custom = next(m for m in models if m["model"] == "FP16_Hermes_4.5")
assert custom["cost"] == 0.0
assert custom["has_pricing"] is False
def test_mixed_commercial_and_custom_models(self, db):
"""Mix of commercial and custom models: only commercial ones get costs."""
db.create_session(session_id="s1", source="cli", model="anthropic/claude-sonnet-4-20250514")
db.update_token_counts(
"s1",
input_tokens=10000,
output_tokens=5000,
billing_provider="anthropic",
)
db.create_session(session_id="s2", source="cli", model="my-local-llama")
db.update_token_counts("s2", input_tokens=10000, output_tokens=5000)
db._conn.commit()
engine = InsightsEngine(db)
report = engine.generate(days=30)
# Cost should only come from gpt-4o, not from the custom model
overview = report["overview"]
assert overview["estimated_cost"] > 0
assert "claude-sonnet-4-20250514" in overview["models_with_pricing"] # list now, not set
assert "my-local-llama" in overview["models_without_pricing"]
# Verify individual model entries
claude = next(m for m in report["models"] if m["model"] == "claude-sonnet-4-20250514")
assert claude["has_pricing"] is True
assert claude["cost"] > 0
llama = next(m for m in report["models"] if m["model"] == "my-local-llama")
assert llama["has_pricing"] is False
assert llama["cost"] == 0.0
def test_only_one_platform(self, db):
"""Single-platform usage should still work."""
db.create_session(session_id="s1", source="cli", model="test")
db._conn.commit()
engine = InsightsEngine(db)
report = engine.generate(days=30)
assert len(report["platforms"]) == 1
assert report["platforms"][0]["platform"] == "cli"
# Terminal format should NOT show platform section for single platform
text = engine.format_terminal(report)
# (it still shows platforms section if there's only cli and nothing else)
# Actually the condition is > 1 platforms OR non-cli, so single cli won't show