|
| 1 | +import asyncio |
| 2 | +import json |
| 3 | + |
| 4 | +from pycrdt import Map |
| 5 | + |
| 6 | +from traitlets import LoggingConfigurable, Dict, Unicode |
| 7 | + |
| 8 | + |
| 9 | +class OutputProcessor(LoggingConfigurable): |
| 10 | + |
| 11 | + _cell_ids = Dict(default_value={}) # a map from msg_id -> cell_id |
| 12 | + _cell_indices = Dict(default_value={}) # a map from cell_id -> cell index in notebook |
| 13 | + _file_id = Unicode(default_value=None, allow_None=True) |
| 14 | + |
| 15 | + @property |
| 16 | + def settings(self): |
| 17 | + """A shortcut for the Tornado web app settings.""" |
| 18 | + return self.parent.parent.webapp.settings |
| 19 | + |
| 20 | + @property |
| 21 | + def kernel_client(self): |
| 22 | + """A shortcut to the kernel client this output processor is attached to.""" |
| 23 | + return self.parent |
| 24 | + |
| 25 | + @property |
| 26 | + def outputs_manager(self): |
| 27 | + """A shortcut for the OutputsManager instance.""" |
| 28 | + return self.settings["outputs_manager"] |
| 29 | + |
| 30 | + @property |
| 31 | + def session_manager(self): |
| 32 | + """A shortcut for the kernel session manager.""" |
| 33 | + return self.settings["session_manager"] |
| 34 | + |
| 35 | + @property |
| 36 | + def file_id_manager(self): |
| 37 | + """A shortcut for the file id manager.""" |
| 38 | + return self.settings["file_id_manager"] |
| 39 | + |
| 40 | + @property |
| 41 | + def jupyter_server_ydoc(self): |
| 42 | + """A shortcut for the jupyter server ydoc manager.""" |
| 43 | + return self.settings["jupyter_server_ydoc"] |
| 44 | + |
| 45 | + def clear(self, cell_id=None): |
| 46 | + """Clear the state of the output processor. |
| 47 | + |
| 48 | + This clears the state (saved msg_ids, cell_ids, cell indices) for the output |
| 49 | + processor. If cell_id is provided, only the state for that cell is cleared. |
| 50 | + """ |
| 51 | + if cell_id is None: |
| 52 | + self._cell_ids = {} |
| 53 | + self._cell_indices = {} |
| 54 | + else: |
| 55 | + msg_id = self.get_msg_id(cell_id) |
| 56 | + if (msg_id is not None) and (msg_id in self._cell_ids): del self._cell_ids[msg_id] |
| 57 | + if cell_id in self._cell_indices: del self._cell_indices[cell_id] |
| 58 | + |
| 59 | + def set_cell_id(self, msg_id, cell_id): |
| 60 | + """Set the cell_id for a msg_id.""" |
| 61 | + self._cell_ids[msg_id] = cell_id |
| 62 | + |
| 63 | + def get_cell_id(self, msg_id): |
| 64 | + """Retrieve a cell_id from a parent msg_id.""" |
| 65 | + return self._cell_ids.get(msg_id) |
| 66 | + |
| 67 | + def get_msg_id(self, cell_id): |
| 68 | + """Retrieve a msg_id from a cell_id.""" |
| 69 | + return {v: k for k, v in self._cell_ids.items()}.get(cell_id) |
| 70 | + |
| 71 | + # Incoming messages |
| 72 | + |
| 73 | + def process_incoming_message(self, channel: str, msg: list[bytes]): |
| 74 | + """Process incoming messages from the frontend. |
| 75 | + |
| 76 | + Save the cell_id <-> msg_id mapping |
| 77 | +
|
| 78 | + msg = [p_header,p_parent,p_metadata,p_content,buffer1,buffer2,...] |
| 79 | +
|
| 80 | + This method is used to create a map between cell_id and msg_id. |
| 81 | + Incoming execute_request messages have both a cell_id and msg_id. |
| 82 | + When output messages are send back to the frontend, this map is used |
| 83 | + to find the cell_id for a given parent msg_id. |
| 84 | + """ |
| 85 | + header = json.loads(msg[0]) |
| 86 | + msg_id = header["msg_id"] |
| 87 | + msg_type = header["msg_type"] |
| 88 | + metadata = json.loads(msg[2]) |
| 89 | + cell_id = metadata.get("cellId") |
| 90 | + if cell_id is None: |
| 91 | + return |
| 92 | + |
| 93 | + existing_msg_id = self.get_msg_id(cell_id) |
| 94 | + if existing_msg_id != msg_id: # cell is being re-run, clear output state |
| 95 | + if self._file_id is not None: |
| 96 | + self.log.info(f"Cell has been rerun, removing old outputs: {self._file_id} {cell_id}") |
| 97 | + self.clear(cell_id) |
| 98 | + self.outputs_manager.clear(file_id=self._file_id, cell_id=cell_id) |
| 99 | + self.log.info(f"Saving (msg_id, cell_id): ({msg_id} {cell_id})") |
| 100 | + self.set_cell_id(msg_id, cell_id) |
| 101 | + |
| 102 | + # Outgoing messages |
| 103 | + |
| 104 | + def process_outgoing_message(self, channel: str, msg: list[bytes]): |
| 105 | + """Process outgoing messagers from the kernel.""" |
| 106 | + dmsg = self.kernel_client.session.deserialize(msg) |
| 107 | + msg_type = dmsg["header"]["msg_type"] |
| 108 | + msg_id = dmsg["parent_header"]["msg_id"] |
| 109 | + content = dmsg["content"] |
| 110 | + cell_id = self.get_cell_id(msg_id) |
| 111 | + if cell_id is None: |
| 112 | + return |
| 113 | + asyncio.create_task(self.output_task(msg_type, cell_id, content)) |
| 114 | + return None # Don't allow the original message to propagate to the frontend |
| 115 | + |
| 116 | + async def output_task(self, msg_type, cell_id, content): |
| 117 | + """A coroutine to handle output messages.""" |
| 118 | + try: |
| 119 | + kernel_session = await self.session_manager.get_session(kernel_id=self.kernel_id) |
| 120 | + except: # what exception to catch? |
| 121 | + return |
| 122 | + else: |
| 123 | + path = kernel_session["path"] |
| 124 | + |
| 125 | + file_id = self.file_id_manager.get_id(path) |
| 126 | + if file_id is None: |
| 127 | + return |
| 128 | + self._file_id = file_id |
| 129 | + try: |
| 130 | + notebook = await self.jupyter_server_ydoc.get_document( |
| 131 | + path=path, |
| 132 | + copy=False, |
| 133 | + file_format='json |
| 134 | + content_type='notebook' |
| 135 | + ) |
| 136 | + except: # what exception to catch? |
| 137 | + return |
| 138 | + cells = notebook.ycells |
| 139 | + |
| 140 | + cell_index, target_cell = self.find_cell(cell_id, cells) |
| 141 | + if target_cell is None: |
| 142 | + return |
| 143 | + |
| 144 | + # Convert from the message spec to the nbformat output structure |
| 145 | + output = self.transform_output(msg_type, content, ydoc=False) |
| 146 | + output_url = self.outputs_manager.write(file_id, cell_id, output) |
| 147 | + nb_output = Map({ |
| 148 | + "output_type": "display_data", |
| 149 | + "data": { |
| 150 | + 'text/html': f'<a href="{output_url}">Output</a>' |
| 151 | + }, |
| 152 | + "metadata": { |
| 153 | + "outputs_service": True |
| 154 | + } |
| 155 | + }) |
| 156 | + target_cell["outputs"].append(nb_output) |
| 157 | + |
| 158 | + def find_cell(self, cell_id, cells): |
| 159 | + """Find a cell with a given cell_id in the list of cells. |
| 160 | + |
| 161 | + This uses caching if we have seen the cell previously. |
| 162 | + """ |
| 163 | + # Find the target_cell and its cell_index and cache |
| 164 | + target_cell = None |
| 165 | + cell_index = None |
| 166 | + try: |
| 167 | + # See if we have a cached value for the cell_index |
| 168 | + cell_index = self._cell_indices[cell_id] |
| 169 | + target_cell = cells[cell_index] |
| 170 | + except KeyError: |
| 171 | + # Do a linear scan to find the cell |
| 172 | + self.log.info(f"Linear scan: {cell_id}") |
| 173 | + cell_index, target_cell = self.scan_cells(cell_id, cells) |
| 174 | + else: |
| 175 | + # Verify that the cached value still matches |
| 176 | + if target_cell["id"] != cell_id: |
| 177 | + self.log.info(f"Invalid cache hit: {cell_id}") |
| 178 | + cell_index, target_cell = self.scan_cells(cell_id, cells) |
| 179 | + else: |
| 180 | + self.log.info(f"Validated cache hit: {cell_id}") |
| 181 | + return cell_index, target_cell |
| 182 | + |
| 183 | + def scan_cells(self, cell_id, cells): |
| 184 | + """Find the cell with a given cell_id in the list of cells. |
| 185 | + |
| 186 | + This does a simple linear scan of the cells, but in reverse order because |
| 187 | + we believe that users are more often running cells towards the end of the |
| 188 | + notebook. |
| 189 | + """ |
| 190 | + target_cell = None |
| 191 | + cell_index = None |
| 192 | + for i in reversed(range(0, len(cells))): |
| 193 | + cell = cells[i] |
| 194 | + if cell["id"] == cell_id: |
| 195 | + target_cell = cell |
| 196 | + cell_index = i |
| 197 | + self._cell_indices[cell_id] = cell_index |
| 198 | + break |
| 199 | + return cell_index, target_cell |
| 200 | + |
| 201 | + def transform_output(self, msg_type, content, ydoc=False): |
| 202 | + """Transform output from IOPub messages to the nbformat specification.""" |
| 203 | + if ydoc: |
| 204 | + factory = Map |
| 205 | + else: |
| 206 | + factory = lambda x: x |
| 207 | + if msg_type == "stream": |
| 208 | + output = factory({ |
| 209 | + "output_type": "stream", |
| 210 | + "text": content["text"], |
| 211 | + "name": content["name"] |
| 212 | + }) |
| 213 | + elif msg_type == "display_data": |
| 214 | + output = factory({ |
| 215 | + "output_type": "display_data", |
| 216 | + "data": content["data"], |
| 217 | + "metadata": content["metadata"] |
| 218 | + }) |
| 219 | + elif msg_type == "execute_result": |
| 220 | + output = factory({ |
| 221 | + "output_type": "execute_result", |
| 222 | + "data": content["data"], |
| 223 | + "metadata": content["metadata"], |
| 224 | + "execution_count": content["execution_count"] |
| 225 | + }) |
| 226 | + elif msg_type == "error": |
| 227 | + output = factory({ |
| 228 | + "output_type": "error", |
| 229 | + "traceback": content["traceback"], |
| 230 | + "ename": content["ename"], |
| 231 | + "evalue": content["evalue"] |
| 232 | + }) |
| 233 | + return output |
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