Import AITURK IDE 1.0.0-beta.1 from Hermes 63279301; preserve MIT license
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"""Tests for Ollama num_ctx context length detection and injection.
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Covers:
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agent/model_metadata.py — query_ollama_num_ctx()
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run_agent.py — _ollama_num_ctx detection + extra_body injection
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"""
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from unittest.mock import patch, MagicMock
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from agent.model_metadata import query_ollama_num_ctx, query_ollama_supports_vision
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# ═══════════════════════════════════════════════════════════════════════
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# Level 1: query_ollama_num_ctx — Ollama API interaction
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# ═══════════════════════════════════════════════════════════════════════
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def _mock_httpx_client(show_response_data, status_code=200):
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"""Create a mock httpx.Client context manager that returns given /api/show data."""
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mock_resp = MagicMock(status_code=status_code)
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mock_resp.json.return_value = show_response_data
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mock_client = MagicMock()
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mock_client.post.return_value = mock_resp
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mock_ctx = MagicMock()
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mock_ctx.__enter__ = MagicMock(return_value=mock_client)
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mock_ctx.__exit__ = MagicMock(return_value=False)
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return mock_ctx, mock_client
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class TestQueryOllamaNumCtx:
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"""Test the Ollama /api/show context length query."""
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def test_returns_context_from_model_info(self):
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"""Should extract context_length from GGUF model_info metadata."""
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show_data = {
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"model_info": {"llama.context_length": 131072},
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"parameters": "",
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}
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mock_ctx, _ = _mock_httpx_client(show_data)
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with patch("agent.model_metadata.detect_local_server_type", return_value="ollama"):
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# httpx is imported inside the function — patch the module import
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import httpx
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with patch.object(httpx, "Client", return_value=mock_ctx):
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result = query_ollama_num_ctx("llama3.1:8b", "http://localhost:11434/v1")
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assert result == 131072
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def test_prefers_explicit_num_ctx_from_modelfile(self):
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"""If the Modelfile sets num_ctx explicitly, that should take priority."""
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show_data = {
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"model_info": {"llama.context_length": 131072},
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"parameters": "num_ctx 32768\ntemperature 0.7",
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}
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mock_ctx, _ = _mock_httpx_client(show_data)
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with patch("agent.model_metadata.detect_local_server_type", return_value="ollama"):
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import httpx
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with patch.object(httpx, "Client", return_value=mock_ctx):
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result = query_ollama_num_ctx("custom-model", "http://localhost:11434")
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assert result == 32768
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def test_strips_provider_prefix(self):
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"""Should strip 'local:' prefix from model name before querying."""
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show_data = {
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"model_info": {"qwen2.context_length": 32768},
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"parameters": "",
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}
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mock_ctx, mock_client = _mock_httpx_client(show_data)
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with patch("agent.model_metadata.detect_local_server_type", return_value="ollama"):
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import httpx
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with patch.object(httpx, "Client", return_value=mock_ctx):
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result = query_ollama_num_ctx("local:qwen2.5:7b", "http://localhost:11434/v1")
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# Verify the post was called with stripped name (no "local:" prefix)
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call_args = mock_client.post.call_args
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assert call_args[1]["json"]["name"] == "qwen2.5:7b" or call_args[0][1] is not None
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assert result == 32768
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def test_handles_qwen2_architecture_key(self):
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"""Different model architectures use different key prefixes in model_info."""
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show_data = {
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"model_info": {"qwen2.context_length": 65536},
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"parameters": "",
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}
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mock_ctx, _ = _mock_httpx_client(show_data)
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with patch("agent.model_metadata.detect_local_server_type", return_value="ollama"):
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import httpx
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with patch.object(httpx, "Client", return_value=mock_ctx):
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result = query_ollama_num_ctx("qwen2.5:32b", "http://localhost:11434")
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assert result == 65536
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class TestQueryOllamaSupportsVision:
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"""Test Ollama /api/show vision capability detection."""
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def test_returns_true_when_capabilities_include_vision(self):
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show_data = {"capabilities": ["completion", "vision"]}
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mock_ctx, _ = _mock_httpx_client(show_data)
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with patch("agent.model_metadata.detect_local_server_type", return_value="ollama"):
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import httpx
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with patch.object(httpx, "Client", return_value=mock_ctx):
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result = query_ollama_supports_vision("gemma4:e2b", "http://localhost:11434/v1")
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assert result is True
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def test_falls_back_to_model_info_vision_block_count(self):
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show_data = {"model_info": {"gemma3.vision.block_count": 27}}
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mock_ctx, _ = _mock_httpx_client(show_data)
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with patch("agent.model_metadata.detect_local_server_type", return_value="ollama"):
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import httpx
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with patch.object(httpx, "Client", return_value=mock_ctx):
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result = query_ollama_supports_vision("llava", "http://localhost:11434")
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assert result is True
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def test_returns_none_for_non_ollama_server(self):
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with patch("agent.model_metadata.detect_local_server_type", return_value="vllm"):
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result = query_ollama_supports_vision("llava", "http://localhost:8000/v1")
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assert result is None
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# ═══════════════════════════════════════════════════════════════════════
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# Level 3: init-order — compressor window must clamp to effective num_ctx
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# (#57275 residual claim 3 / #60103 init-order half)
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# ═══════════════════════════════════════════════════════════════════════
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class TestCompressorClampsToNumCtx:
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"""A config setting ONLY model.ollama_num_ctx (no model.context_length)
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must not leave the compressor targeting the probed model window while
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requests run at the smaller served num_ctx."""
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def _build_agent(self, cfg, probed_ctx):
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import agent.context_compressor as cc_mod
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with (
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patch("run_agent.get_tool_definitions", return_value=[]),
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patch("run_agent.check_toolset_requirements", return_value={}),
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patch("run_agent.OpenAI"),
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patch("hermes_cli.config.load_config", return_value=cfg),
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patch("hermes_cli.config.load_config_readonly", return_value=cfg),
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patch(
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"agent.model_metadata.get_model_context_length",
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return_value=probed_ctx,
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),
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patch.object(
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cc_mod, "get_model_context_length", return_value=probed_ctx,
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),
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):
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from run_agent import AIAgent
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return AIAgent(
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model="gemma3:27b",
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api_key="ollama",
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base_url="http://localhost:11434/v1",
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quiet_mode=True,
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skip_context_files=True,
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skip_memory=True,
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)
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def test_num_ctx_only_config_clamps_compressor_window(self):
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agent = self._build_agent(
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{"agent": {}, "model": {"ollama_num_ctx": 65536}}, probed_ctx=262144
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)
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assert agent._ollama_num_ctx == 65536
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# The compressor must target the served window, not the probed 256K —
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# otherwise its trigger sits far above what the server accepts and
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# compaction never fires (#57275 claim 3).
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assert agent.context_compressor.context_length == 65536
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assert agent.context_compressor.threshold_tokens < 65536
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def test_larger_num_ctx_does_not_inflate_compressor_window(self):
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agent = self._build_agent(
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{"agent": {}, "model": {"ollama_num_ctx": 131072}}, probed_ctx=65536
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)
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# num_ctx above the resolved window must not RAISE the compressor
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# window: the clamp is one-directional.
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assert agent.context_compressor.context_length == 65536
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