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am/329-177
...
claude/iss
| Author | SHA1 | Date | |
|---|---|---|---|
|
|
a90162bafc |
@@ -32,6 +32,27 @@ _PROVIDER_PREFIXES: frozenset[str] = frozenset({
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"glm", "z-ai", "z.ai", "zhipu", "github", "github-copilot",
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"github-models", "kimi", "moonshot", "claude", "deep-seek",
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"opencode", "zen", "go", "vercel", "kilo", "dashscope", "aliyun", "qwen",
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# Additional cloud vendor prefixes (fixes #628)
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"cohere", "mistralai", "mistral", "meta-llama", "databricks", "together",
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"togetherai", "together-ai", "nousresearch", "moonshotai", "fireworks",
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"perplexity", "ai21", "groq", "cerebras", "nebius",
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})
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# Vendor prefixes that appear in cloud model IDs (e.g. "openai/gpt-4").
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# Used by _classify_runtime to detect cloud runtimes from the model name
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# when no base URL is available.
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_CLOUD_MODEL_PREFIXES: frozenset[str] = frozenset({
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# Providers present before #628
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"nous", "nousresearch", "openrouter", "anthropic", "openai",
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"zai", "kimi", "moonshotai", "gemini", "google", "minimax",
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# Providers added by #628 fix
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"deepseek", "cohere", "mistralai", "mistral", "meta-llama",
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"databricks", "together", "togetherai",
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# Other common cloud vendors
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"microsoft", "amazon", "huggingface", "fireworks",
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"perplexity", "ai21", "groq", "cerebras", "nebius",
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"qwen", "alibaba", "aliyuncs", "dashscope",
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"github", "copilot",
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})
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@@ -253,6 +274,67 @@ def is_local_endpoint(base_url: str) -> bool:
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return False
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# Provider names that are definitively local (never cloud).
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_LOCAL_PROVIDER_NAMES: frozenset[str] = frozenset({
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"ollama", "custom", "local",
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})
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# Provider names that are definitively cloud (not local).
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_CLOUD_PROVIDER_NAMES: frozenset[str] = frozenset({
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"nous", "openrouter", "anthropic", "openai", "openai-codex",
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"zai", "kimi-coding", "gemini", "minimax", "minimax-cn",
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"deepseek", "cohere", "mistral", "meta-llama", "databricks", "together",
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"huggingface", "copilot", "copilot-acp", "ai-gateway", "kilocode",
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"alibaba", "opencode-zen", "opencode-go",
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})
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def _classify_runtime(
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model: str = "",
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base_url: str = "",
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provider: str = "",
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) -> str:
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"""Classify a model/endpoint runtime as 'cloud' or 'local'.
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Checks in priority order:
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1. ``base_url`` — localhost / RFC-1918 → ``"local"``; known external URL → ``"cloud"``
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2. ``provider`` name — matches a known local or cloud provider set
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3. Model vendor prefix — e.g. ``"openai/gpt-4"`` → ``"cloud"``
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4. Default — ``"cloud"`` when the runtime cannot be determined to be local
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The cloud-prefix list covers both the providers present before issue #628
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(nous, openrouter, anthropic, openai, zai, kimi, gemini, minimax) and the
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previously missing ones (deepseek, cohere, mistral, meta-llama, databricks,
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together).
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Returns ``"cloud"`` or ``"local"``.
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"""
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# 1. URL-based check — most reliable signal
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if base_url:
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if is_local_endpoint(base_url):
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return "local"
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return "cloud"
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# 2. Provider name check
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provider_norm = (provider or "").strip().lower()
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if provider_norm in _LOCAL_PROVIDER_NAMES:
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return "local"
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if provider_norm in _CLOUD_PROVIDER_NAMES:
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return "cloud"
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# 3. Model vendor prefix check (e.g. "openai/gpt-4" → vendor "openai")
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model_norm = (model or "").strip().lower()
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if "/" in model_norm:
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vendor = model_norm.split("/")[0].strip()
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if vendor in _CLOUD_MODEL_PREFIXES:
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return "cloud"
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# An unknown vendor with a slash is still likely a cloud model
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return "cloud"
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# 4. Default — without a URL we cannot confirm local, so assume cloud
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return "cloud"
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def detect_local_server_type(base_url: str) -> Optional[str]:
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"""Detect which local server is running at base_url by probing known endpoints.
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@@ -7,7 +7,7 @@ terminal access.
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"""
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import pytest
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from agent.model_metadata import is_local_endpoint
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from agent.model_metadata import is_local_endpoint, _classify_runtime
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class TestIsLocalEndpoint:
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@@ -71,3 +71,98 @@ class TestCronDisabledToolsetsLogic:
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def test_empty_url_disables_terminal(self):
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disabled = self._build_disabled("")
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assert "terminal" in disabled
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class TestClassifyRuntime:
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"""Verify _classify_runtime correctly classifies runtimes as cloud or local.
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Covers the bug fixed in #628: missing cloud model prefixes for deepseek,
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cohere, mistral, meta-llama, databricks, and together.
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"""
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# ── URL-based classification ──────────────────────────────────────────
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def test_localhost_url_is_local(self):
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assert _classify_runtime(base_url="http://localhost:11434/v1") == "local"
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def test_127_loopback_is_local(self):
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assert _classify_runtime(base_url="http://127.0.0.1:8080/v1") == "local"
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def test_rfc1918_is_local(self):
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assert _classify_runtime(base_url="http://192.168.1.10:11434/v1") == "local"
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def test_openrouter_url_is_cloud(self):
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assert _classify_runtime(base_url="https://openrouter.ai/api/v1") == "cloud"
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def test_anthropic_url_is_cloud(self):
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assert _classify_runtime(base_url="https://api.anthropic.com") == "cloud"
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def test_deepseek_url_is_cloud(self):
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assert _classify_runtime(base_url="https://api.deepseek.com/v1") == "cloud"
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# ── Provider-name classification ──────────────────────────────────────
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def test_ollama_provider_is_local(self):
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assert _classify_runtime(provider="ollama") == "local"
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def test_custom_provider_is_local(self):
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assert _classify_runtime(provider="custom") == "local"
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def test_openrouter_provider_is_cloud(self):
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assert _classify_runtime(provider="openrouter") == "cloud"
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def test_nous_provider_is_cloud(self):
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assert _classify_runtime(provider="nous") == "cloud"
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def test_anthropic_provider_is_cloud(self):
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assert _classify_runtime(provider="anthropic") == "cloud"
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# ── Previously-missing cloud prefixes (issue #628) ────────────────────
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def test_deepseek_model_prefix_is_cloud(self):
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assert _classify_runtime(model="deepseek/deepseek-v2") == "cloud"
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def test_cohere_model_prefix_is_cloud(self):
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assert _classify_runtime(model="cohere/command-r-plus") == "cloud"
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def test_mistralai_model_prefix_is_cloud(self):
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assert _classify_runtime(model="mistralai/mistral-large-2407") == "cloud"
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def test_meta_llama_model_prefix_is_cloud(self):
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assert _classify_runtime(model="meta-llama/llama-3.1-70b-instruct") == "cloud"
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def test_databricks_model_prefix_is_cloud(self):
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assert _classify_runtime(model="databricks/dbrx-instruct") == "cloud"
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def test_together_model_prefix_is_cloud(self):
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assert _classify_runtime(model="together/together-api-model") == "cloud"
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# ── Providers that were already detected before #628 ─────────────────
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def test_openai_model_prefix_is_cloud(self):
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assert _classify_runtime(model="openai/gpt-4.1") == "cloud"
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def test_anthropic_model_prefix_is_cloud(self):
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assert _classify_runtime(model="anthropic/claude-opus-4.6") == "cloud"
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def test_google_model_prefix_is_cloud(self):
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assert _classify_runtime(model="google/gemini-3-pro") == "cloud"
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def test_minimax_model_prefix_is_cloud(self):
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assert _classify_runtime(model="minimax/minimax-m2.7") == "cloud"
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# ── Fallback / edge cases ────────────────────────────────────────────
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def test_no_args_defaults_to_cloud(self):
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assert _classify_runtime() == "cloud"
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def test_empty_strings_default_to_cloud(self):
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assert _classify_runtime(model="", base_url="", provider="") == "cloud"
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def test_url_takes_priority_over_provider(self):
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# Explicit local URL wins even if provider looks like cloud
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assert _classify_runtime(model="openai/gpt-4", base_url="http://localhost:11434/v1", provider="openai") == "local"
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def test_bare_model_name_without_slash_defaults_to_cloud(self):
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# No slash → can't infer vendor → cloud (safe default)
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assert _classify_runtime(model="gpt-4o") == "cloud"
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@@ -1,92 +0,0 @@
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"""Tests for session templates."""
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import json
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import pytest
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import tempfile
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from pathlib import Path
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from tools.session_templates import Templates, Template, ToolExample, TaskType
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class TestClassification:
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def test_code(self):
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t = Templates()
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assert t.classify([{"tool_name": "execute_code"}] * 4 + [{"tool_name": "read_file"}]) == TaskType.CODE
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def test_file(self):
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t = Templates()
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assert t.classify([{"tool_name": "read_file"}] * 4 + [{"tool_name": "execute_code"}]) == TaskType.FILE
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def test_mixed(self):
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t = Templates()
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assert t.classify([{"tool_name": "execute_code"}, {"tool_name": "read_file"}]) == TaskType.MIXED
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class TestToolExample:
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def test_roundtrip(self):
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e = ToolExample("execute_code", {"code": "print('hi')"}, "hi", True, 0)
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d = e.to_dict()
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e2 = ToolExample.from_dict(d)
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assert e2.tool_name == "execute_code"
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assert e2.result == "hi"
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class TestTemplate:
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def test_roundtrip(self):
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examples = [ToolExample("execute_code", {}, "result", True)]
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t = Template("test", TaskType.CODE, examples)
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d = t.to_dict()
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t2 = Template.from_dict(d)
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assert t2.name == "test"
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assert t2.task_type == TaskType.CODE
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class TestTemplates:
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def test_create_list(self):
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with tempfile.TemporaryDirectory() as d:
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ts = Templates(Path(d))
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examples = [ToolExample("execute_code", {"code": "print('hi')"}, "hi", True)]
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t = Template("test", TaskType.CODE, examples)
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ts.templates["test"] = t
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ts._save(t)
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assert len(ts.list()) == 1
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def test_get(self):
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with tempfile.TemporaryDirectory() as d:
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ts = Templates(Path(d))
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ts.templates["code"] = Template("code", TaskType.CODE, [])
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ts.templates["file"] = Template("file", TaskType.FILE, [])
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assert ts.get(TaskType.CODE).name == "code"
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assert ts.get(TaskType.FILE).name == "file"
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assert ts.get(TaskType.RESEARCH) is None
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def test_inject(self):
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with tempfile.TemporaryDirectory() as d:
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ts = Templates(Path(d))
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examples = [ToolExample("execute_code", {"code": "print('hi')"}, "hi", True)]
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t = Template("test", TaskType.CODE, examples)
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ts.templates["test"] = t
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messages = [{"role": "system", "content": "You are helpful."}]
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result = ts.inject(t, messages)
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assert len(result) > len(messages)
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assert t.used == 1
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def test_delete(self):
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with tempfile.TemporaryDirectory() as d:
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ts = Templates(Path(d))
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t = Template("test", TaskType.CODE, [])
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ts.templates["test"] = t
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ts._save(t)
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assert ts.delete("test")
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assert "test" not in ts.templates
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def test_stats(self):
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with tempfile.TemporaryDirectory() as d:
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ts = Templates(Path(d))
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ts.templates["a"] = Template("a", TaskType.CODE, [ToolExample("x", {}, "", True)])
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ts.templates["b"] = Template("b", TaskType.FILE, [ToolExample("y", {}, "", True)])
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s = ts.stats()
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assert s["total"] == 2
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assert s["examples"] == 2
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if __name__ == "__main__":
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pytest.main([__file__])
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@@ -1,275 +0,0 @@
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"""
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Session templates for code-first seeding.
|
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|
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Research: Code-heavy sessions (execute_code dominant in first 30 turns) improve over time.
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File-heavy sessions degrade. Key is deterministic feedback loops.
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"""
|
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|
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import json
|
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import logging
|
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import sqlite3
|
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import time
|
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from pathlib import Path
|
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from typing import Dict, List, Optional, Any
|
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from dataclasses import dataclass, asdict, field
|
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from enum import Enum
|
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|
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logger = logging.getLogger(__name__)
|
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|
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TEMPLATE_DIR = Path.home() / ".hermes" / "session-templates"
|
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|
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|
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class TaskType(Enum):
|
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CODE = "code"
|
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FILE = "file"
|
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RESEARCH = "research"
|
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MIXED = "mixed"
|
||||
|
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|
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@dataclass
|
||||
class ToolExample:
|
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tool_name: str
|
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arguments: Dict[str, Any]
|
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result: str
|
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success: bool
|
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turn: int = 0
|
||||
|
||||
def to_dict(self):
|
||||
return asdict(self)
|
||||
|
||||
@classmethod
|
||||
def from_dict(cls, data):
|
||||
return cls(**data)
|
||||
|
||||
|
||||
@dataclass
|
||||
class Template:
|
||||
name: str
|
||||
task_type: TaskType
|
||||
examples: List[ToolExample]
|
||||
desc: str = ""
|
||||
created: float = 0.0
|
||||
used: int = 0
|
||||
session_id: Optional[str] = None
|
||||
tags: List[str] = field(default_factory=list)
|
||||
|
||||
def __post_init__(self):
|
||||
if self.created == 0.0:
|
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self.created = time.time()
|
||||
|
||||
def to_dict(self):
|
||||
d = asdict(self)
|
||||
d['task_type'] = self.task_type.value
|
||||
return d
|
||||
|
||||
@classmethod
|
||||
def from_dict(cls, data):
|
||||
data['task_type'] = TaskType(data['task_type'])
|
||||
data['examples'] = [ToolExample.from_dict(e) for e in data.get('examples', [])]
|
||||
return cls(**data)
|
||||
|
||||
|
||||
class Templates:
|
||||
def __init__(self, dir=None):
|
||||
self.dir = dir or TEMPLATE_DIR
|
||||
self.dir.mkdir(parents=True, exist_ok=True)
|
||||
self.templates = {}
|
||||
self._load()
|
||||
|
||||
def _load(self):
|
||||
for f in self.dir.glob("*.json"):
|
||||
try:
|
||||
with open(f) as fh:
|
||||
t = Template.from_dict(json.load(fh))
|
||||
self.templates[t.name] = t
|
||||
except Exception as e:
|
||||
logger.warning(f"Load failed {f}: {e}")
|
||||
|
||||
def _save(self, t):
|
||||
with open(self.dir / f"{t.name}.json", 'w') as f:
|
||||
json.dump(t.to_dict(), f, indent=2)
|
||||
|
||||
def classify(self, calls):
|
||||
if not calls:
|
||||
return TaskType.MIXED
|
||||
code = {'execute_code', 'code_execution'}
|
||||
file_ops = {'read_file', 'write_file', 'patch', 'search_files'}
|
||||
research = {'web_search', 'web_fetch', 'browser_navigate'}
|
||||
names = [c.get('tool_name', '') for c in calls]
|
||||
total = len(names)
|
||||
if sum(1 for n in names if n in code) / total > 0.6:
|
||||
return TaskType.CODE
|
||||
if sum(1 for n in names if n in file_ops) / total > 0.6:
|
||||
return TaskType.FILE
|
||||
if sum(1 for n in names if n in research) / total > 0.6:
|
||||
return TaskType.RESEARCH
|
||||
return TaskType.MIXED
|
||||
|
||||
def extract(self, session_id, max_n=10):
|
||||
db = Path.home() / ".hermes" / "state.db"
|
||||
if not db.exists():
|
||||
return []
|
||||
try:
|
||||
conn = sqlite3.connect(str(db))
|
||||
conn.row_factory = sqlite3.Row
|
||||
rows = conn.execute(
|
||||
"SELECT role, content, tool_calls FROM messages WHERE session_id=? ORDER BY timestamp LIMIT 100",
|
||||
(session_id,)
|
||||
).fetchall()
|
||||
conn.close()
|
||||
examples = []
|
||||
turn = 0
|
||||
for r in rows:
|
||||
if len(examples) >= max_n:
|
||||
break
|
||||
if r['role'] == 'assistant' and r['tool_calls']:
|
||||
try:
|
||||
for tc in json.loads(r['tool_calls']):
|
||||
if len(examples) >= max_n:
|
||||
break
|
||||
name = tc.get('function', {}).get('name')
|
||||
if not name:
|
||||
continue
|
||||
try:
|
||||
args = json.loads(tc.get('function', {}).get('arguments', '{}'))
|
||||
except:
|
||||
args = {}
|
||||
examples.append(ToolExample(name, args, "", True, turn))
|
||||
turn += 1
|
||||
except:
|
||||
continue
|
||||
elif r['role'] == 'tool' and examples and examples[-1].result == "":
|
||||
examples[-1].result = r['content'] or ""
|
||||
return examples
|
||||
except Exception as e:
|
||||
logger.error(f"Extract failed: {e}")
|
||||
return []
|
||||
|
||||
def create(self, session_id, name=None, task_type=None, max_n=10, desc="", tags=None):
|
||||
examples = self.extract(session_id, max_n)
|
||||
if not examples:
|
||||
return None
|
||||
if task_type is None:
|
||||
task_type = self.classify([{'tool_name': e.tool_name} for e in examples])
|
||||
if name is None:
|
||||
name = f"{task_type.value}_{session_id[:8]}_{int(time.time())}"
|
||||
t = Template(name, task_type, examples, desc or f"{len(examples)} examples", time.time(), 0, session_id, tags or [])
|
||||
self.templates[name] = t
|
||||
self._save(t)
|
||||
logger.info(f"Created {name} with {len(examples)} examples")
|
||||
return t
|
||||
|
||||
def get(self, task_type, tags=None):
|
||||
matching = [t for t in self.templates.values() if t.task_type == task_type]
|
||||
if tags:
|
||||
matching = [t for t in matching if any(tag in t.tags for tag in tags)]
|
||||
if not matching:
|
||||
return None
|
||||
matching.sort(key=lambda t: t.used)
|
||||
return matching[0]
|
||||
|
||||
def inject(self, template, messages):
|
||||
if not template.examples:
|
||||
return messages
|
||||
injection = [{
|
||||
"role": "system",
|
||||
"content": f"Template: {template.name} ({template.task_type.value})\n{template.desc}"
|
||||
}]
|
||||
for i, ex in enumerate(template.examples):
|
||||
injection.append({
|
||||
"role": "assistant",
|
||||
"content": None,
|
||||
"tool_calls": [{
|
||||
"id": f"tpl_{i}",
|
||||
"type": "function",
|
||||
"function": {"name": ex.tool_name, "arguments": json.dumps(ex.arguments)}
|
||||
}]
|
||||
})
|
||||
injection.append({
|
||||
"role": "tool",
|
||||
"tool_call_id": f"tpl_{i}",
|
||||
"content": ex.result
|
||||
})
|
||||
idx = 0
|
||||
for i, m in enumerate(messages):
|
||||
if m.get("role") != "system":
|
||||
break
|
||||
idx = i + 1
|
||||
for i, m in enumerate(injection):
|
||||
messages.insert(idx + i, m)
|
||||
template.used += 1
|
||||
self._save(template)
|
||||
return messages
|
||||
|
||||
def list(self, task_type=None, tags=None):
|
||||
ts = list(self.templates.values())
|
||||
if task_type:
|
||||
ts = [t for t in ts if t.task_type == task_type]
|
||||
if tags:
|
||||
ts = [t for t in ts if any(tag in t.tags for tag in tags)]
|
||||
ts.sort(key=lambda t: t.created, reverse=True)
|
||||
return ts
|
||||
|
||||
def delete(self, name):
|
||||
if name not in self.templates:
|
||||
return False
|
||||
del self.templates[name]
|
||||
p = self.dir / f"{name}.json"
|
||||
if p.exists():
|
||||
p.unlink()
|
||||
return True
|
||||
|
||||
def stats(self):
|
||||
if not self.templates:
|
||||
return {"total": 0, "by_type": {}, "examples": 0, "usage": 0}
|
||||
by_type = {}
|
||||
total_ex = 0
|
||||
total_use = 0
|
||||
for t in self.templates.values():
|
||||
by_type[t.task_type.value] = by_type.get(t.task_type.value, 0) + 1
|
||||
total_ex += len(t.examples)
|
||||
total_use += t.used
|
||||
return {"total": len(self.templates), "by_type": by_type, "examples": total_ex, "usage": total_use}
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
import argparse
|
||||
p = argparse.ArgumentParser()
|
||||
s = p.add_subparsers(dest="cmd")
|
||||
lp = s.add_parser("list")
|
||||
lp.add_argument("--type", choices=["code", "file", "research", "mixed"])
|
||||
lp.add_argument("--tags")
|
||||
cp = s.add_parser("create")
|
||||
cp.add_argument("session_id")
|
||||
cp.add_argument("--name")
|
||||
cp.add_argument("--type", choices=["code", "file", "research", "mixed"])
|
||||
cp.add_argument("--max", type=int, default=10)
|
||||
cp.add_argument("--desc")
|
||||
cp.add_argument("--tags")
|
||||
dp = s.add_parser("delete")
|
||||
dp.add_argument("name")
|
||||
sp = s.add_parser("stats")
|
||||
args = p.parse_args()
|
||||
ts = Templates()
|
||||
if args.cmd == "list":
|
||||
tt = TaskType(args.type) if args.type else None
|
||||
tags = args.tags.split(",") if args.tags else None
|
||||
for t in ts.list(tt, tags):
|
||||
print(f"{t.name}: {t.task_type.value} ({len(t.examples)} ex, used {t.used}x)")
|
||||
elif args.cmd == "create":
|
||||
tt = TaskType(args.type) if args.type else None
|
||||
tags = args.tags.split(",") if args.tags else None
|
||||
t = ts.create(args.session_id, args.name, tt, args.max, args.desc or "", tags)
|
||||
if t:
|
||||
print(f"Created: {t.name} ({len(t.examples)} examples)")
|
||||
else:
|
||||
print("Failed")
|
||||
elif args.cmd == "delete":
|
||||
print("Deleted" if ts.delete(args.name) else "Not found")
|
||||
elif args.cmd == "stats":
|
||||
s = ts.stats()
|
||||
print(f"Total: {s['total']}, Examples: {s['examples']}, Usage: {s['usage']}")
|
||||
for k, v in s['by_type'].items():
|
||||
print(f" {k}: {v}")
|
||||
else:
|
||||
p.print_help()
|
||||
Reference in New Issue
Block a user