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15 changes: 15 additions & 0 deletions agent/model_metadata.py
Original file line number Diff line number Diff line change
Expand Up @@ -124,6 +124,21 @@ def _strip_provider_prefix(model: str) -> str:
"minimax": 1048576,
# GLM
"glm": 202752,
# xAI Grok — xAI /v1/models does not return context_length metadata,
# so these hardcoded fallbacks prevent Hermes from probing-down to
# the default 128k when the user points at https://api.x.ai/v1
# via a custom provider. Values sourced from models.dev (2026-04).
# Keys use substring matching (longest-first), so e.g. "grok-4.20"
# matches "grok-4.20-0309-reasoning" / "-non-reasoning" / "-multi-agent-0309".
"grok-code-fast": 256000, # grok-code-fast-1
"grok-4-1-fast": 2000000, # grok-4-1-fast-(non-)reasoning
"grok-2-vision": 8192, # grok-2-vision, -1212, -latest
"grok-4-fast": 2000000, # grok-4-fast-(non-)reasoning
"grok-4.20": 2000000, # grok-4.20-0309-(non-)reasoning, -multi-agent-0309
"grok-4": 256000, # grok-4, grok-4-0709
"grok-3": 131072, # grok-3, grok-3-mini, grok-3-fast, grok-3-mini-fast
"grok-2": 131072, # grok-2, grok-2-1212, grok-2-latest
"grok": 131072, # catch-all (grok-beta, unknown grok-*)
# Kimi
"kimi": 262144,
# Arcee
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55 changes: 55 additions & 0 deletions tests/agent/test_model_metadata.py
Original file line number Diff line number Diff line change
Expand Up @@ -132,6 +132,61 @@ def test_gemini_models_1m(self):
if "gemini" in key:
assert value == 1048576, f"{key} should be 1048576"

def test_grok_models_context_lengths(self):
# xAI /v1/models does not return context_length metadata, so
# DEFAULT_CONTEXT_LENGTHS must cover the Grok family explicitly.
# Values sourced from models.dev (2026-04).
expected = {
"grok-4.20": 2000000,
"grok-4-1-fast": 2000000,
"grok-4-fast": 2000000,
"grok-4": 256000,
"grok-code-fast": 256000,
"grok-3": 131072,
"grok-2": 131072,
"grok-2-vision": 8192,
"grok": 131072,
}
for key, value in expected.items():
assert key in DEFAULT_CONTEXT_LENGTHS, f"{key} missing from DEFAULT_CONTEXT_LENGTHS"
assert DEFAULT_CONTEXT_LENGTHS[key] == value, (
f"{key} should be {value}, got {DEFAULT_CONTEXT_LENGTHS[key]}"
)

def test_grok_substring_matching(self):
# Longest-first substring matching must resolve the real xAI model
# IDs to the correct fallback entries without 128k probe-down.
from agent.model_metadata import get_model_context_length
from unittest.mock import patch as mock_patch

# Fake the provider/API/cache layers so the lookup falls through
# to DEFAULT_CONTEXT_LENGTHS.
with mock_patch("agent.model_metadata.fetch_model_metadata", return_value={}), mock_patch("agent.model_metadata.fetch_endpoint_model_metadata", return_value={}), mock_patch("agent.model_metadata.get_cached_context_length", return_value=None):
cases = [
("grok-4.20-0309-reasoning", 2000000),
("grok-4.20-0309-non-reasoning", 2000000),
("grok-4.20-multi-agent-0309", 2000000),
("grok-4-1-fast-reasoning", 2000000),
("grok-4-1-fast-non-reasoning", 2000000),
("grok-4-fast-reasoning", 2000000),
("grok-4-fast-non-reasoning", 2000000),
("grok-4", 256000),
("grok-4-0709", 256000),
("grok-code-fast-1", 256000),
("grok-3", 131072),
("grok-3-mini", 131072),
("grok-3-mini-fast", 131072),
("grok-2", 131072),
("grok-2-vision", 8192),
("grok-2-vision-1212", 8192),
("grok-beta", 131072),
]
for model_id, expected_ctx in cases:
actual = get_model_context_length(model_id)
assert actual == expected_ctx, (
f"{model_id}: expected {expected_ctx}, got {actual}"
)

def test_all_values_positive(self):
for key, value in DEFAULT_CONTEXT_LENGTHS.items():
assert value > 0, f"{key} has non-positive context length"
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