#!/usr/bin/env python3 """SML's path-preserving conversation decoder. Python 3.9+, standard library only. Follows recorded branches; never generates a response, merges equal sentences, or rewrites the source. JSON pointers use RFC 6901, indices are zero-based. """ import argparse import hashlib import json import sys from dataclasses import dataclass from pathlib import Path VERSION = "1.0.0" class DecodeError(ValueError): """The requested path or source structure cannot be decoded faithfully.""" def pointer(base, *parts): return base + "".join("/" + str(p).replace("~", "~0").replace("/", "~1") for p in parts) def resolve(document, path): if path == "": return document if not path.startswith("/"): raise DecodeError("A JSON pointer must start with /.") value = document for part in path[1:].split("/"): part = part.replace("~1", "/").replace("~0", "~") value = value[int(part)] if isinstance(value, list) else value[part] return value def sentence(value): if isinstance(value, str): return value if isinstance(value, dict): for key in ("sentence", "content", "text", "words"): if isinstance(value.get(key), str): return value[key] return "" @dataclass(frozen=True) class Schema: name: str prompt_keys: tuple branches: str answer: str prompt_role: str = "Partner" answer_role: str = "Response" QA = Schema("question / answer", ("question",), "branches", "answer") AAC = Schema("AAC / continuation", ("initial_statement", "other_person_says", "initial_question"), "response_branches", "aac_response") GOLDEN = Schema("doctor / patient", ("root", "doctor"), "branches", "patient", "Doctor", "Patient") CALL = Schema("caller / dispatcher", ("initial_call", "caller_says"), "response_branches", "dispatcher_response", "Caller", "Dispatcher") DISPATCH = Schema("dispatcher / AAC", ("initial_dispatcher_message", "dispatcher_says"), "response_branches", "aac_response", "Dispatcher", "Caller") SCHEMAS = (QA, AAC, GOLDEN, CALL, DISPATCH) def schema_for(value): if not isinstance(value, dict): return None for schema in SCHEMAS: if any(k in value for k in schema.prompt_keys) and schema.branches in value: return schema return None def tile(value, path, role): text = sentence(value) if not text: raise DecodeError("Missing recorded text at " + (path or "/")) metadata = value if isinstance(value, dict) else {} return {"text": text, "role": metadata.get("role") or role, "pointer": path, "emoji": metadata.get("emoji", ""), "tile_id": metadata.get("tile_id"), "metadata": metadata} class Conversation: def __init__(self, value, path, schema=None): self.value, self.pointer, self.schema = value, path, schema self.linear = schema is None def summary(self, index): v = self.value if self.linear: prompt = sentence(v["messages"][0]) if v["messages"] else "" else: prompt = sentence(next((v[k] for k in self.schema.prompt_keys if k in v), None)) return {"index": index, "conversation_id": v.get("conversation_id"), "title": v.get("topic") or v.get("emergency_type") or (v.get("metadata") or {}).get("topic") or prompt or "Untitled conversation", "prompt": prompt, "pointer": self.pointer, "schema": "linear messages" if self.linear else self.schema.name} def _state(self, node, path): if node is None: return None, [], None if isinstance(node, str): return tile(node, path, self.schema.prompt_role), [], None if not isinstance(node, dict): raise DecodeError("Unsupported continuation at " + path) key = next((k for k in self.schema.prompt_keys if k in node), None) if key is None: raise DecodeError("Missing recorded prompt at " + path) prompt = tile(node[key], pointer(path, key), self.schema.prompt_role) branches = node.get(self.schema.branches, []) if not isinstance(branches, list): raise DecodeError("Branches must be an array at " + path) options = [] for index, branch in enumerate(branches): bp = pointer(path, self.schema.branches, index) if not isinstance(branch, dict) or self.schema.answer not in branch: raise DecodeError("Missing recorded response at " + bp) response = tile(branch[self.schema.answer], pointer(bp, self.schema.answer), self.schema.answer_role) options.append({**response, "index": index, "has_continuation": branch.get("continuation") is not None}) return prompt, options, branches def trace(self, choices=()): choices = list(choices) if any(type(i) is not int or i < 0 for i in choices): raise DecodeError("Branch indices must be nonnegative integers.") if self.linear: return self._linear_trace(choices) history = [] node, path = self.value, self.pointer prompt, options, branches = self._state(node, path) if prompt: history.append({**prompt, "kind": "prompt", "step": 0}) for step, choice in enumerate(choices, 1): if choice >= len(options): raise DecodeError("Branch %d does not exist at step %d." % (choice, step)) response = options[choice] history.append({**response, "kind": "response", "step": step}) branch = branches[choice] path = pointer(path, self.schema.branches, choice, "continuation") node = branch.get("continuation") prompt, options, branches = self._state(node, path) if prompt: history.append({**prompt, "kind": "prompt", "step": step}) return self._result(choices, history, options, path if node is not None else None) def _linear_trace(self, choices): messages = self.value["messages"] if any(i != 0 for i in choices) or len(choices) >= len(messages): raise DecodeError("Linear conversations have one recorded next message (branch 0).") history = [] for i, message in enumerate(messages[:len(choices) + 1]): history.append({**tile(message, pointer(self.pointer, "messages", i), "Message"), "kind": "message", "step": i}) next_index = len(history) options = [] if next_index < len(messages): options = [{**tile(messages[next_index], pointer(self.pointer, "messages", next_index), "Message"), "index": 0, "has_continuation": next_index + 1 < len(messages)}] return self._result(choices, history, options, history[-1]["pointer"] if history else None) def _result(self, choices, history, options, path): return {"decoder_version": VERSION, "conversation_id": self.value.get("conversation_id"), "root_pointer": self.pointer, "node_pointer": path, "schema": "linear messages" if self.linear else self.schema.name, "branch_path": choices, "depth": len(choices), "history": history, "options": options, "terminal": not options, "linear": self.linear} def walk(self): """Emit every reachable state, retaining full history and original pointers.""" pending = [()] while pending: path = pending.pop() result = self.trace(path) yield result pending.extend(path + (o["index"],) for o in reversed(result["options"])) class Document: def __init__(self, value): self.value = value self.conversations = [] self._discover(value) def _discover(self, value): pending = [(value, "")] while pending: item, path = pending.pop() schema = schema_for(item) if schema: self.conversations.append(Conversation(item, path, schema)) continue # Continuations belong to this root, never independent conversations. if isinstance(item, dict) and isinstance(item.get("messages"), list): if item["messages"] and all(sentence(m) for m in item["messages"]): self.conversations.append(Conversation(item, path)) continue if isinstance(item, dict): pending.extend((v, pointer(path, k)) for k, v in reversed(list(item.items())) if isinstance(v, (dict, list))) elif isinstance(item, list): pending.extend((item[i], pointer(path, i)) for i in reversed(range(len(item))) if isinstance(item[i], (dict, list))) def summaries(self): return [c.summary(i) for i, c in enumerate(self.conversations)] def trace(self, conversation=0, choices=()): if type(conversation) is not int or not 0 <= conversation < len(self.conversations): raise DecodeError("Conversation index is out of range, or this file contains no supported conversations.") return {**self.conversations[conversation].trace(choices), "conversation_index": conversation} def walk(self): for index, conversation in enumerate(self.conversations): for state in conversation.walk(): yield {**state, "conversation_index": index} def main(): parser = argparse.ArgumentParser(description=__doc__) parser.add_argument("source", type=Path, help="Original tree JSON file") parser.add_argument("--list", action="store_true", help="List conversation roots") parser.add_argument("--conversation", type=int, default=0, help="Zero-based conversation index") parser.add_argument("--path", default="", help="Zero-based branch indices, e.g. 0,2,1") parser.add_argument("--all", action="store_true", help="Export every reachable state as JSONL") args = parser.parse_args() try: raw = args.source.read_bytes() doc = Document(json.loads(raw)) provenance = {"sha256": hashlib.sha256(raw).hexdigest(), "file_name": args.source.name} if args.list: print(json.dumps(doc.summaries(), ensure_ascii=False, indent=2)) elif args.all: if not doc.conversations: raise DecodeError("No supported conversation trees or message sequences in this file.") for row in doc.walk(): print(json.dumps({**row, "source": provenance}, ensure_ascii=False)) else: choices = [int(i) for i in args.path.split(",")] if args.path else [] print(json.dumps({**doc.trace(args.conversation, choices), "source": provenance}, ensure_ascii=False, indent=2)) except (OSError, ValueError, RecursionError) as error: parser.exit(2, "Decoder error: %s\n" % error) if __name__ == "__main__": main()