Compare commits
1 Commits
| Author | SHA1 | Date | |
|---|---|---|---|
|
|
a1b744c327 |
@@ -250,16 +250,12 @@ _PROVIDER_MODELS: dict[str, list[str]] = {
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"big-pickle",
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],
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"opencode-go": [
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"kimi-k2.6",
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"kimi-k2.5",
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"glm-5.1",
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"glm-5",
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"kimi-k2.5",
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"mimo-v2-pro",
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"mimo-v2-omni",
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"minimax-m2.7",
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"minimax-m2.5",
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"qwen3.6-plus",
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"qwen3.5-plus",
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],
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"ai-gateway": [
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"anthropic/claude-opus-4.6",
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@@ -105,7 +105,7 @@ _DEFAULT_PROVIDER_MODELS = {
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"ai-gateway": ["anthropic/claude-opus-4.6", "anthropic/claude-sonnet-4.6", "openai/gpt-5", "google/gemini-3-flash"],
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"kilocode": ["anthropic/claude-opus-4.6", "anthropic/claude-sonnet-4.6", "openai/gpt-5.4", "google/gemini-3-pro-preview", "google/gemini-3-flash-preview"],
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"opencode-zen": ["gpt-5.4", "gpt-5.3-codex", "claude-sonnet-4-6", "gemini-3-flash", "glm-5", "kimi-k2.5", "minimax-m2.7"],
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"opencode-go": ["kimi-k2.6", "kimi-k2.5", "glm-5.1", "glm-5", "mimo-v2-pro", "mimo-v2-omni", "minimax-m2.5", "minimax-m2.7", "qwen3.6-plus", "qwen3.5-plus"],
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"opencode-go": ["glm-5", "kimi-k2.5", "mimo-v2-pro", "mimo-v2-omni", "minimax-m2.5", "minimax-m2.7"],
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"huggingface": [
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"Qwen/Qwen3.5-397B-A17B", "Qwen/Qwen3-235B-A22B-Thinking-2507",
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"Qwen/Qwen3-Coder-480B-A35B-Instruct", "deepseek-ai/DeepSeek-R1-0528",
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152
run_agent.py
152
run_agent.py
@@ -20,6 +20,7 @@ Usage:
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response = agent.run_conversation("Tell me about the latest Python updates")
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"""
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import ast
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import asyncio
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import base64
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import concurrent.futures
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@@ -3328,6 +3329,119 @@ class AIAgent:
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_VALID_API_ROLES = frozenset({"system", "user", "assistant", "tool", "function", "developer"})
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@staticmethod
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def _normalize_tool_call_arguments(arguments: Any) -> tuple[str, bool]:
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"""Return ``(normalized_text, is_complete)`` for tool-call arguments.
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Conservative by design: repairs harmless formatting quirks common in
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Gemma 4 / Ollama output (whitespace, trailing commas, Python-style
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single-quoted dicts, bare key/value pairs) but does NOT auto-close
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truncated JSON objects. Truly incomplete fragments must remain marked
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incomplete so the agent can retry instead of silently dropping fields.
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"""
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if isinstance(arguments, (dict, list)):
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return json.dumps(arguments, ensure_ascii=False, separators=(",", ":")), True
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if arguments is None:
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return "{}", True
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if not isinstance(arguments, str):
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arguments = str(arguments)
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text = arguments.strip()
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if not text:
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return "{}", True
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def _parse_candidate(candidate: str):
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try:
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return json.loads(candidate)
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except (json.JSONDecodeError, TypeError, ValueError):
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pass
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try:
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return ast.literal_eval(candidate)
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except (SyntaxError, ValueError):
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return None
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candidates: list[str] = [text]
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trimmed_trailing_commas = re.sub(r",\s*([}\]])", r"\1", text)
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if trimmed_trailing_commas != text:
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candidates.append(trimmed_trailing_commas)
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if ":" in text and not text.startswith(("{", "[")):
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wrapped = "{" + text + "}"
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candidates.append(wrapped)
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quoted_keys = re.sub(
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r'([\{,]\s*)([A-Za-z_][A-Za-z0-9_\-]*)(\s*:)',
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r'\1"\2"\3',
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wrapped,
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)
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if quoted_keys != wrapped:
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candidates.append(quoted_keys)
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trimmed_quoted_keys = re.sub(r",\s*([}\]])", r"\1", quoted_keys)
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if trimmed_quoted_keys != quoted_keys:
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candidates.append(trimmed_quoted_keys)
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seen: set[str] = set()
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for candidate in candidates:
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if candidate in seen:
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continue
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seen.add(candidate)
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parsed = _parse_candidate(candidate)
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if isinstance(parsed, (dict, list)):
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return json.dumps(parsed, ensure_ascii=False, separators=(",", ":")), True
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return text, False
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@staticmethod
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def _merge_consecutive_assistant_tool_call_messages(messages: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
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"""Merge adjacent assistant messages that each carry tool_calls.
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Some providers emit parallel tool calls as multiple consecutive assistant
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messages instead of a single assistant message with multiple tool calls.
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Merge only adjacent assistant/tool-call messages; any non-assistant
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boundary flushes the current batch.
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"""
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merged: List[Dict[str, Any]] = []
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pending: Optional[Dict[str, Any]] = None
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def _flush_pending() -> None:
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nonlocal pending
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if pending is not None:
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merged.append(pending)
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pending = None
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for msg in messages:
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if not isinstance(msg, dict):
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_flush_pending()
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merged.append(msg)
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continue
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role = msg.get("role")
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tool_calls = msg.get("tool_calls")
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if role == "assistant" and isinstance(tool_calls, list) and tool_calls:
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if pending is None:
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pending = copy.deepcopy(msg)
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continue
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pending_tool_calls = pending.get("tool_calls")
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if not isinstance(pending_tool_calls, list):
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pending_tool_calls = []
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pending["tool_calls"] = pending_tool_calls
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pending_tool_calls.extend(copy.deepcopy(tool_calls))
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pending_content = pending.get("content") or ""
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current_content = msg.get("content") or ""
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if pending_content and current_content:
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pending["content"] = pending_content + "\n" + current_content
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elif current_content:
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pending["content"] = current_content
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continue
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_flush_pending()
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merged.append(msg)
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_flush_pending()
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return merged
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@staticmethod
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def _sanitize_api_messages(messages: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
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"""Fix orphaned tool_call / tool_result pairs before every LLM call.
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@@ -3347,7 +3461,7 @@ class AIAgent:
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)
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continue
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filtered.append(msg)
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messages = filtered
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messages = AIAgent._merge_consecutive_assistant_tool_call_messages(filtered)
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surviving_call_ids: set = set()
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for msg in messages:
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@@ -5254,12 +5368,9 @@ class AIAgent:
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mock_tool_calls = []
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for idx in sorted(tool_calls_acc):
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tc = tool_calls_acc[idx]
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arguments = tc["function"]["arguments"]
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if arguments and arguments.strip():
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try:
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json.loads(arguments)
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except json.JSONDecodeError:
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has_truncated_tool_args = True
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arguments, is_complete = self._normalize_tool_call_arguments(tc["function"]["arguments"])
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if not is_complete:
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has_truncated_tool_args = True
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mock_tool_calls.append(SimpleNamespace(
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id=tc["id"],
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type=tc["type"],
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@@ -6563,6 +6674,7 @@ class AIAgent:
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response_item_id if isinstance(response_item_id, str) else None,
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)
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normalized_args, _ = self._normalize_tool_call_arguments(tool_call.function.arguments)
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tc_dict = {
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"id": call_id,
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"call_id": call_id,
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@@ -6570,7 +6682,7 @@ class AIAgent:
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"type": tool_call.type,
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"function": {
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"name": tool_call.function.name,
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"arguments": tool_call.function.arguments
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"arguments": normalized_args,
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},
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}
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# Preserve extra_content (e.g. Gemini thought_signature) so it
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@@ -10031,21 +10143,15 @@ class AIAgent:
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# Handle empty strings as empty objects (common model quirk)
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invalid_json_args = []
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for tc in assistant_message.tool_calls:
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args = tc.function.arguments
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if isinstance(args, (dict, list)):
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tc.function.arguments = json.dumps(args)
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continue
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if args is not None and not isinstance(args, str):
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tc.function.arguments = str(args)
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args = tc.function.arguments
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# Treat empty/whitespace strings as empty object
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if not args or not args.strip():
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tc.function.arguments = "{}"
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continue
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try:
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json.loads(args)
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except json.JSONDecodeError as e:
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invalid_json_args.append((tc.function.name, str(e)))
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normalized_args, is_complete = self._normalize_tool_call_arguments(tc.function.arguments)
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tc.function.arguments = normalized_args
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if not is_complete:
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try:
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json.loads(normalized_args)
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except json.JSONDecodeError as e:
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invalid_json_args.append((tc.function.name, str(e)))
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except Exception as e:
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invalid_json_args.append((tc.function.name, str(e)))
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if invalid_json_args:
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# Check if the invalid JSON is due to truncation rather
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@@ -4,62 +4,32 @@ import os
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from unittest.mock import patch
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from hermes_cli.model_switch import list_authenticated_providers
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from hermes_cli.models import curated_models_for_provider
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@patch.dict(os.environ, {"OPENCODE_GO_API_KEY": "test-key"}, clear=False)
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def test_opencode_go_appears_when_api_key_set():
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"""opencode-go should appear in list_authenticated_providers when OPENCODE_GO_API_KEY is set."""
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providers = list_authenticated_providers(current_provider="openrouter")
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# Find opencode-go in results
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opencode_go = next((p for p in providers if p["slug"] == "opencode-go"), None)
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assert opencode_go is not None, "opencode-go should appear when OPENCODE_GO_API_KEY is set"
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assert opencode_go["models"] == [
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"kimi-k2.6",
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"kimi-k2.5",
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"glm-5.1",
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"glm-5",
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"mimo-v2-pro",
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"mimo-v2-omni",
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"minimax-m2.7",
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"minimax-m2.5",
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]
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assert opencode_go["total_models"] == 10
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assert opencode_go["models"] == ["glm-5", "kimi-k2.5", "mimo-v2-pro", "mimo-v2-omni", "minimax-m2.7", "minimax-m2.5"]
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# opencode-go can appear as "built-in" (from PROVIDER_TO_MODELS_DEV when
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# models.dev is reachable) or "hermes" (from HERMES_OVERLAYS fallback when
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# the API is unavailable, e.g. in CI).
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assert opencode_go["source"] in ("built-in", "hermes")
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@patch("hermes_cli.models.provider_model_ids", return_value=[])
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def test_opencode_go_curated_fallback_includes_new_models(_mock_provider_model_ids):
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"""Fallback catalog should include Kimi K2.6 and both Qwen Plus models."""
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model_ids = [model_id for model_id, _ in curated_models_for_provider("opencode-go")]
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assert model_ids == [
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"kimi-k2.6",
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"kimi-k2.5",
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"glm-5.1",
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"glm-5",
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"mimo-v2-pro",
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"mimo-v2-omni",
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"minimax-m2.7",
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"minimax-m2.5",
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"qwen3.6-plus",
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"qwen3.5-plus",
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]
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def test_opencode_go_not_appears_when_no_creds():
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"""opencode-go should NOT appear when no credentials are set."""
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# Ensure OPENCODE_GO_API_KEY is not set
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env_without_key = {k: v for k, v in os.environ.items() if k != "OPENCODE_GO_API_KEY"}
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with patch.dict(os.environ, env_without_key, clear=True):
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providers = list_authenticated_providers(current_provider="openrouter")
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# opencode-go should not be in results
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opencode_go = next((p for p in providers if p["slug"] == "opencode-go"), None)
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assert opencode_go is None, "opencode-go should not appear without credentials"
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@@ -1037,6 +1037,138 @@ class TestBuildAssistantMessage:
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result = agent._build_assistant_message(msg, "tool_calls")
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assert "extra_content" not in result["tool_calls"][0]
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def test_tool_call_arguments_normalized_from_gemma4_whitespace(self, agent):
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tc = _mock_tool_call(
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name="read_file",
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arguments=' \n {"path": "README.md"} \n ',
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call_id="c4",
|
||||
)
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msg = _mock_assistant_msg(content="", tool_calls=[tc])
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result = agent._build_assistant_message(msg, "tool_calls")
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assert result["tool_calls"][0]["function"]["arguments"] == '{"path":"README.md"}'
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def test_tool_call_arguments_normalized_from_single_quotes_and_trailing_comma(self, agent):
|
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tc = _mock_tool_call(
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name="read_file",
|
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arguments="{'path': 'README.md',}",
|
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call_id="c5",
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||||
)
|
||||
msg = _mock_assistant_msg(content="", tool_calls=[tc])
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result = agent._build_assistant_message(msg, "tool_calls")
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assert result["tool_calls"][0]["function"]["arguments"] == '{"path":"README.md"}'
|
||||
|
||||
|
||||
class TestNormalizeToolCallArguments:
|
||||
@pytest.mark.parametrize(
|
||||
("raw_args", "expected"),
|
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[
|
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('{"q":"test"}', '{"q":"test"}'),
|
||||
(' \n {"q": "test"} \n ', '{"q":"test"}'),
|
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('{"q": "test",}', '{"q":"test"}'),
|
||||
("{'q': 'test'}", '{"q":"test"}'),
|
||||
("{'path': 'README.md', 'mode': 'read'}", '{"path":"README.md","mode":"read"}'),
|
||||
('"path": "README.md"', '{"path":"README.md"}'),
|
||||
('path: "README.md"', '{"path":"README.md"}'),
|
||||
('path: "README.md", mode: "read"', '{"path":"README.md","mode":"read"}'),
|
||||
({"path": "README.md"}, '{"path":"README.md"}'),
|
||||
(["README.md", "docs.md"], '["README.md","docs.md"]'),
|
||||
('\t\n ', '{}'),
|
||||
('{"nested": {"path": "README.md"}}', '{"nested":{"path":"README.md"}}'),
|
||||
],
|
||||
)
|
||||
def test_complete_args_are_normalized(self, raw_args, expected):
|
||||
normalized, is_complete = AIAgent._normalize_tool_call_arguments(raw_args)
|
||||
assert is_complete is True
|
||||
assert normalized == expected
|
||||
|
||||
@pytest.mark.parametrize(
|
||||
"raw_args",
|
||||
[
|
||||
'{"path": "README.md"',
|
||||
'{"a": 1, "b"',
|
||||
'{"path": [1, 2}',
|
||||
"{'path': 'README.md'",
|
||||
'path: "README.md", mode:',
|
||||
'{"command": "echo hello",',
|
||||
],
|
||||
)
|
||||
def test_incomplete_args_are_not_marked_complete(self, raw_args):
|
||||
normalized, is_complete = AIAgent._normalize_tool_call_arguments(raw_args)
|
||||
assert is_complete is False
|
||||
assert isinstance(normalized, str)
|
||||
assert normalized == raw_args.strip()
|
||||
|
||||
|
||||
class TestSanitizeApiMessages:
|
||||
def test_merges_consecutive_assistant_tool_call_messages(self):
|
||||
messages = [
|
||||
{
|
||||
"role": "assistant",
|
||||
"content": "first",
|
||||
"tool_calls": [{"id": "c1", "type": "function", "function": {"name": "read_file", "arguments": '{"path":"a.py"}'}}],
|
||||
},
|
||||
{
|
||||
"role": "assistant",
|
||||
"content": "second",
|
||||
"tool_calls": [{"id": "c2", "type": "function", "function": {"name": "search_files", "arguments": '{"pattern":"TODO"}'}}],
|
||||
},
|
||||
{"role": "tool", "tool_call_id": "c1", "content": "a.py"},
|
||||
{"role": "tool", "tool_call_id": "c2", "content": "matches"},
|
||||
]
|
||||
|
||||
sanitized = AIAgent._sanitize_api_messages(messages)
|
||||
|
||||
assert len(sanitized) == 3
|
||||
assert sanitized[0]["role"] == "assistant"
|
||||
assert [tc["id"] for tc in sanitized[0]["tool_calls"]] == ["c1", "c2"]
|
||||
assert sanitized[0]["content"] == "first\nsecond"
|
||||
|
||||
def test_does_not_merge_assistant_tool_call_messages_across_non_assistant_boundary(self):
|
||||
messages = [
|
||||
{
|
||||
"role": "assistant",
|
||||
"content": "",
|
||||
"tool_calls": [{"id": "c1", "type": "function", "function": {"name": "read_file", "arguments": '{"path":"a.py"}'}}],
|
||||
},
|
||||
{"role": "tool", "tool_call_id": "c1", "content": "a.py"},
|
||||
{
|
||||
"role": "assistant",
|
||||
"content": "",
|
||||
"tool_calls": [{"id": "c2", "type": "function", "function": {"name": "read_file", "arguments": '{"path":"b.py"}'}}],
|
||||
},
|
||||
{"role": "tool", "tool_call_id": "c2", "content": "b.py"},
|
||||
]
|
||||
|
||||
sanitized = AIAgent._sanitize_api_messages(messages)
|
||||
|
||||
assistant_msgs = [m for m in sanitized if m.get("role") == "assistant"]
|
||||
assert len(assistant_msgs) == 2
|
||||
assert assistant_msgs[0]["tool_calls"][0]["id"] == "c1"
|
||||
assert assistant_msgs[1]["tool_calls"][0]["id"] == "c2"
|
||||
|
||||
def test_merge_preserves_tool_call_order(self):
|
||||
messages = [
|
||||
{
|
||||
"role": "assistant",
|
||||
"content": "",
|
||||
"tool_calls": [{"id": "c1", "type": "function", "function": {"name": "read_file", "arguments": '{"path":"a.py"}'}}],
|
||||
},
|
||||
{
|
||||
"role": "assistant",
|
||||
"content": "",
|
||||
"tool_calls": [{"id": "c2", "type": "function", "function": {"name": "read_file", "arguments": '{"path":"b.py"}'}}],
|
||||
},
|
||||
{
|
||||
"role": "assistant",
|
||||
"content": "",
|
||||
"tool_calls": [{"id": "c3", "type": "function", "function": {"name": "read_file", "arguments": '{"path":"c.py"}'}}],
|
||||
},
|
||||
]
|
||||
|
||||
sanitized = AIAgent._sanitize_api_messages(messages)
|
||||
|
||||
assert [tc["id"] for tc in sanitized[0]["tool_calls"]] == ["c1", "c2", "c3"]
|
||||
|
||||
|
||||
class TestFormatToolsForSystemMessage:
|
||||
def test_no_tools_returns_empty_array(self, agent):
|
||||
@@ -3467,6 +3599,59 @@ class TestStreamingApiCall:
|
||||
assert tc[0].function.arguments == '{"path":"x.txt","content":"hel'
|
||||
assert resp.choices[0].finish_reason == "length"
|
||||
|
||||
@pytest.mark.parametrize(
|
||||
("raw_arguments", "expected"),
|
||||
[
|
||||
(' \n {"path": "x.txt"} \n ', '{"path":"x.txt"}'),
|
||||
("{'path': 'x.txt',}", '{"path":"x.txt"}'),
|
||||
('path: "x.txt", mode: "read"', '{"path":"x.txt","mode":"read"}'),
|
||||
],
|
||||
)
|
||||
def test_repairable_tool_call_args_do_not_upgrade_finish_reason_to_length(self, agent, raw_arguments, expected):
|
||||
chunks = [
|
||||
_make_chunk(tool_calls=[_make_tc_delta(0, "call_1", "read_file", raw_arguments)]),
|
||||
_make_chunk(finish_reason="tool_calls"),
|
||||
]
|
||||
agent.client.chat.completions.create.return_value = iter(chunks)
|
||||
|
||||
resp = agent._interruptible_streaming_api_call({"messages": []})
|
||||
|
||||
tc = resp.choices[0].message.tool_calls
|
||||
assert len(tc) == 1
|
||||
assert tc[0].function.name == "read_file"
|
||||
assert tc[0].function.arguments == expected
|
||||
assert resp.choices[0].finish_reason == "tool_calls"
|
||||
|
||||
def test_streamed_tool_call_args_single_quotes_across_chunks_normalized(self, agent):
|
||||
chunks = [
|
||||
_make_chunk(tool_calls=[_make_tc_delta(0, "call_1", "read_file", "{'path':")]),
|
||||
_make_chunk(tool_calls=[_make_tc_delta(0, None, None, " 'x.txt',}")]),
|
||||
_make_chunk(finish_reason="tool_calls"),
|
||||
]
|
||||
agent.client.chat.completions.create.return_value = iter(chunks)
|
||||
|
||||
resp = agent._interruptible_streaming_api_call({"messages": []})
|
||||
|
||||
tc = resp.choices[0].message.tool_calls
|
||||
assert len(tc) == 1
|
||||
assert tc[0].function.arguments == '{"path":"x.txt"}'
|
||||
assert resp.choices[0].finish_reason == "tool_calls"
|
||||
|
||||
def test_streamed_split_json_chunks_still_reassemble(self, agent):
|
||||
chunks = [
|
||||
_make_chunk(tool_calls=[_make_tc_delta(0, "call_1", "read_file", '{"path":')]),
|
||||
_make_chunk(tool_calls=[_make_tc_delta(0, None, None, ' "x.txt"}')]),
|
||||
_make_chunk(finish_reason="tool_calls"),
|
||||
]
|
||||
agent.client.chat.completions.create.return_value = iter(chunks)
|
||||
|
||||
resp = agent._interruptible_streaming_api_call({"messages": []})
|
||||
|
||||
tc = resp.choices[0].message.tool_calls
|
||||
assert len(tc) == 1
|
||||
assert tc[0].function.arguments == '{"path":"x.txt"}'
|
||||
assert resp.choices[0].finish_reason == "tool_calls"
|
||||
|
||||
def test_ollama_reused_index_separate_tool_calls(self, agent):
|
||||
"""Ollama sends every tool call at index 0 with different ids.
|
||||
|
||||
|
||||
Reference in New Issue
Block a user