# These steps are depended upon by ContinueSDK import difflib import subprocess from textwrap import dedent from typing import Coroutine, List, Optional, Union from ..libs.llm.base import LLM from ..libs.util.count_tokens import DEFAULT_MAX_TOKENS from ..libs.util.devdata import dev_data_logger from ..libs.util.strings import ( dedent_and_get_common_whitespace, remove_quotes_and_escapes, ) from ..libs.util.telemetry import posthog_logger from ..libs.util.templating import render_prompt_template from ..models.filesystem import FileSystem, RangeInFile, RangeInFileWithContents from ..models.filesystem_edit import ( EditDiff, FileEdit, FileEditWithFullContents, FileSystemEdit, ) # from ....libs.llm.replicate import ReplicateLLM from ..models.main import Range from .main import ChatMessage, ContinueCustomException, Step from .observation import Observation, TextObservation, UserInputObservation class ContinueSDK: pass class Models: pass class ReversibleStep(Step): async def reverse(self, sdk: ContinueSDK): raise NotImplementedError class MessageStep(Step): name: str = "Message" message: str async def describe(self, models: Models) -> Coroutine[str, None, None]: return self.message async def run(self, sdk: ContinueSDK) -> Coroutine[Observation, None, None]: return TextObservation(text=self.message) class DisplayErrorStep(Step): name: str = "Error in the Continue server" title: str = "Error in the Continue server" message: str = "There was an error in the Continue server." @staticmethod def from_exception(e: Exception) -> "DisplayErrorStep": if isinstance(e, ContinueCustomException): return DisplayErrorStep(title=e.title, message=e.message, name=e.title) return DisplayErrorStep(message=str(e)) class Config: arbitrary_types_allowed = True async def describe(self, models: Models) -> Coroutine[str, None, None]: return self.message async def run(self, sdk: ContinueSDK) -> Coroutine[Observation, None, None]: raise ContinueCustomException(message=self.message, title=self.title) class FileSystemEditStep(ReversibleStep): edit: FileSystemEdit _diff: Union[EditDiff, None] = None hide: bool = True async def run(self, sdk: "ContinueSDK") -> Coroutine[Observation, None, None]: self._diff = await sdk.ide.applyFileSystemEdit(self.edit) return None async def reverse(self, sdk: "ContinueSDK"): await sdk.ide.applyFileSystemEdit(self._diff.backward) # Where and when should file saves happen? def output_contains_error(output: str) -> bool: return "Traceback" in output or "SyntaxError" in output AI_ASSISTED_STRING = "(✨ AI-Assisted ✨)" class ShellCommandsStep(Step): cmds: List[str] cwd: Union[str, None] = None name: str = "Run Shell Commands" handle_error: bool = True _err_text: Union[str, None] = None async def describe(self, models: Models) -> Coroutine[str, None, None]: if self._err_text is not None: return f"Error when running shell commands:\n```\n{self._err_text}\n```" cmds_str = "\n".join(self.cmds) return await models.summarize.complete( f"{cmds_str}\n\nSummarize what was done in these shell commands, using markdown bullet points:" ) async def run(self, sdk: ContinueSDK) -> Coroutine[Observation, None, None]: process = subprocess.Popen( "/bin/bash", stdin=subprocess.PIPE, stdout=subprocess.PIPE, cwd=self.cwd or sdk.ide.workspace_directory, ) stdin_input = "\n".join(self.cmds) out, err = process.communicate(stdin_input.encode()) # If it fails, return the error if err is not None and err != "": self._err_text = err return TextObservation(text=err) return None class DefaultModelEditCodeStep(Step): user_input: str model: Optional[LLM] = None range_in_files: List[RangeInFile] name: str = "Editing Code" hide = False description: str = "" _prompt: str = dedent( """\ Take the file prefix and suffix into account, but only rewrite the code_to_edit as specified in the user_request. The code you write in modified_code_to_edit will replace the code between the code_to_edit tags. Do NOT preface your answer or write anything other than code. The tag should be written to indicate the end of the modified code section. Do not ever use nested tags. Example: class Database: def __init__(self): self._data = {{}} def get(self, key): return self._data[key] def set(self, key, value): self._data[key] = value def clear_all(): self._data = {{}} Raise an error if the key already exists. def set(self, key, value): if key in self._data: raise KeyError(f"Key {{key}} already exists") self._data[key] = value Main task: """ ) _previous_contents: str = "" _new_contents: str = "" _prompt_and_completion: str = "" summary_prompt: str = "Please briefly explain the changes made to the code above. Give no more than 2-3 sentences, and use markdown bullet points:" async def describe(self, models: Models) -> Coroutine[str, None, None]: name = await models.summarize.complete( f"Write a very short title to describe this requested change (no quotes): '{self.user_input}'. This is the title:" ) self.name = remove_quotes_and_escapes(name) if self._previous_contents.strip() == self._new_contents.strip(): return "No edits were made" else: return None async def get_prompt_parts( self, rif: RangeInFileWithContents, sdk: ContinueSDK, full_file_contents: str ): # We don't know here all of the functions being passed in. # We care because if this prompt itself goes over the limit, then the entire message will have to be cut from the completion. # Overflow won't happen, but prune_chat_messages in count_tokens.py will cut out this whole thing, instead of us cutting out only as many lines as we need. if self.model is not None: await sdk.start_model(self.model) model_to_use = self.model or sdk.models.edit max_tokens = int(model_to_use.context_length / 2) TOKENS_TO_BE_CONSIDERED_LARGE_RANGE = 1200 if ( model_to_use.count_tokens(rif.contents) > TOKENS_TO_BE_CONSIDERED_LARGE_RANGE ): self.description += "\n\n**It looks like you've selected a large range to edit, which may take a while to complete. If you'd like to cancel, click the 'X' button above. If you highlight a more specific range, Continue will only edit within it.**" # At this point, we also increase the max_tokens parameter so it doesn't stop in the middle of generation # Increase max_tokens to be double the size of the range # But don't exceed twice default max tokens max_tokens = int( min(model_to_use.count_tokens(rif.contents), DEFAULT_MAX_TOKENS) * 2.5 ) BUFFER_FOR_FUNCTIONS = 400 total_tokens = ( model_to_use.count_tokens( full_file_contents + self._prompt + self.user_input ) + BUFFER_FOR_FUNCTIONS + max_tokens ) # Remove tokens from the end first, and then the start to clear space # This part finds the start and end lines full_file_contents_lst = full_file_contents.split("\n") max_start_line = rif.range.start.line min_end_line = rif.range.end.line cur_start_line = 0 cur_end_line = len(full_file_contents_lst) - 1 if total_tokens > model_to_use.context_length: while cur_end_line > min_end_line: total_tokens -= model_to_use.count_tokens( full_file_contents_lst[cur_end_line] ) cur_end_line -= 1 if total_tokens < model_to_use.context_length: break if total_tokens > model_to_use.context_length: while cur_start_line < max_start_line: cur_start_line += 1 total_tokens -= model_to_use.count_tokens( full_file_contents_lst[cur_start_line] ) if total_tokens < model_to_use.context_length: break # Now use the found start/end lines to get the prefix and suffix strings file_prefix = "\n".join(full_file_contents_lst[cur_start_line:max_start_line]) file_suffix = "\n".join(full_file_contents_lst[min_end_line : cur_end_line - 1]) # Move any surrounding blank line in rif.contents to the prefix/suffix # TODO: Keep track of start line of the range, because it's needed below for offset stuff if len(rif.contents) > 0: lines = rif.contents.splitlines(keepends=True) first_line = lines[0] if lines else None while first_line and first_line.strip() == "": file_prefix += first_line rif.contents = rif.contents[len(first_line) :] lines = rif.contents.splitlines(keepends=True) first_line = lines[0] if lines else None last_line = lines[-1] if lines else None while last_line and last_line.strip() == "": file_suffix = last_line + file_suffix rif.contents = rif.contents[: len(rif.contents) - len(last_line)] lines = rif.contents.splitlines(keepends=True) last_line = lines[-1] if lines else None while rif.contents.startswith("\n"): file_prefix += "\n" rif.contents = rif.contents[1:] while rif.contents.endswith("\n"): file_suffix = "\n" + file_suffix rif.contents = rif.contents[:-1] return file_prefix, rif.contents, file_suffix, model_to_use, max_tokens def compile_prompt( self, file_prefix: str, contents: str, file_suffix: str, sdk: ContinueSDK ) -> str: if contents.strip() == "": # Separate prompt for insertion at the cursor, the other tends to cause it to repeat whole file prompt = dedent( f"""\ {file_prefix} {file_suffix} {self.user_input} Please output the code to be inserted at the cursor in order to fulfill the user_request. Do NOT preface your answer or write anything other than code. You should not write any tags, just the code. Make sure to correctly indent the code:""" ) return prompt prompt = self._prompt if file_prefix.strip() != "": prompt += dedent( f""" {file_prefix} """ ) prompt += dedent( f""" {contents} """ ) if file_suffix.strip() != "": prompt += dedent( f""" {file_suffix} """ ) prompt += dedent( f""" {self.user_input} """ ) return prompt def is_end_line(self, line: str) -> bool: return "" in line or "" in line def line_to_be_ignored(self, line: str, is_first_line: bool = False) -> bool: return ( "```" in line or "" in line or "" in line or "" in line or "" in line or "" in line or "" in line or "" in line or "" in line ) async def stream_rif(self, rif: RangeInFileWithContents, sdk: ContinueSDK): await sdk.ide.saveFile(rif.filepath) full_file_contents = await sdk.ide.readFile(rif.filepath) ( file_prefix, contents, file_suffix, model_to_use, max_tokens, ) = await self.get_prompt_parts(rif, sdk, full_file_contents) contents, common_whitespace = dedent_and_get_common_whitespace(contents) prompt = self.compile_prompt(file_prefix, contents, file_suffix, sdk) full_file_contents_lines = full_file_contents.split("\n") lines_to_display = [] async def sendDiffUpdate( lines: List[str], sdk: ContinueSDK, final: bool = False ): nonlocal full_file_contents_lines, rif, lines_to_display completion = "\n".join(lines) full_prefix_lines = full_file_contents_lines[: rif.range.start.line] full_suffix_lines = full_file_contents_lines[rif.range.end.line :] # Don't do this at the very end, just show the inserted code if final: lines_to_display = [] # Only recalculate at every new-line, because this is sort of expensive elif completion.endswith("\n"): contents_lines = rif.contents.split("\n") rewritten_lines = 0 for line in lines: for i in range(rewritten_lines, len(contents_lines)): if ( difflib.SequenceMatcher( None, line, contents_lines[i] ).ratio() > 0.7 and contents_lines[i].strip() != "" ): rewritten_lines = i + 1 break lines_to_display = contents_lines[rewritten_lines:] new_file_contents = ( "\n".join(full_prefix_lines) + "\n" + completion + "\n" + ( "\n".join(lines_to_display) + "\n" if len(lines_to_display) > 0 else "" ) + "\n".join(full_suffix_lines) ) step_index = sdk.history.current_index await sdk.ide.showDiff(rif.filepath, new_file_contents, step_index) # Important state variables # ------------------------- original_lines = [] if rif.contents == "" else rif.contents.split("\n") # In the actual file, taking into account block offset current_line_in_file = rif.range.start.line current_block_lines = [] original_lines_below_previous_blocks = original_lines # The start of the current block in file, taking into account block offset current_block_start = -1 offset_from_blocks = 0 # Don't end the block until you've matched N simultaneous lines # This helps avoid many tiny blocks LINES_TO_MATCH_BEFORE_ENDING_BLOCK = 2 # If a line has been matched at the end of the block, this is its index within original_lines_below_previous_blocks # Except we are keeping track of multiple potentialities, so it's a list # We always check the lines following each of these leads, but if multiple make it out at the end, we use the first one # This is a tuple of (index_of_last_matched_line, number_of_lines_matched) indices_of_last_matched_lines = [] async def handle_generated_line(line: str): nonlocal current_block_start, current_line_in_file, original_lines, original_lines_below_previous_blocks, current_block_lines, indices_of_last_matched_lines, LINES_TO_MATCH_BEFORE_ENDING_BLOCK, offset_from_blocks # Highlight the line to show progress line_to_highlight = current_line_in_file - len(current_block_lines) if False: await sdk.ide.highlightCode( RangeInFile( filepath=rif.filepath, range=Range.from_shorthand( line_to_highlight, 0, line_to_highlight, 0 ), ), "#FFFFFF22" if len(current_block_lines) == 0 else "#00FF0022", ) if len(current_block_lines) == 0: # Set this as the start of the next block current_block_start = ( rif.range.start.line + len(original_lines) - len(original_lines_below_previous_blocks) + offset_from_blocks ) if ( len(original_lines_below_previous_blocks) > 0 and line == original_lines_below_previous_blocks[0] ): # Line is equal to the next line in file, move past this line original_lines_below_previous_blocks = ( original_lines_below_previous_blocks[1:] ) return # In a block, and have already matched at least one line # Check if the next line matches, for each of the candidates matches_found = [] first_valid_match = None for ( index_of_last_matched_line, num_lines_matched, ) in indices_of_last_matched_lines: if ( index_of_last_matched_line + 1 < len(original_lines_below_previous_blocks) and line == original_lines_below_previous_blocks[ index_of_last_matched_line + 1 ] ): matches_found.append( (index_of_last_matched_line + 1, num_lines_matched + 1) ) if ( first_valid_match is None and num_lines_matched + 1 >= LINES_TO_MATCH_BEFORE_ENDING_BLOCK ): first_valid_match = ( index_of_last_matched_line + 1, num_lines_matched + 1, ) indices_of_last_matched_lines = matches_found if first_valid_match is not None: # We've matched the required number of lines, insert suggestion! # We added some lines to the block that were matched (including maybe some blank lines) # So here we will strip all matching lines from the end of current_block_lines lines_stripped = [] index_of_last_line_in_block = first_valid_match[0] while ( len(current_block_lines) > 0 and current_block_lines[-1] == original_lines_below_previous_blocks[ index_of_last_line_in_block - 1 ] ): lines_stripped.append(current_block_lines.pop()) index_of_last_line_in_block -= 1 # It's also possible that some lines match at the beginning of the block # lines_stripped_at_beginning = [] # j = 0 # while len(current_block_lines) > 0 and current_block_lines[0] == original_lines_below_previous_blocks[first_valid_match[0] - first_valid_match[1] + j]: # lines_stripped_at_beginning.append( # current_block_lines.pop(0)) # j += 1 # # current_block_start += 1 # Insert the suggestion replacement = "\n".join(current_block_lines) start_line = current_block_start end_line = current_block_start + index_of_last_line_in_block if False: await sdk.ide.showSuggestion( FileEdit( filepath=rif.filepath, range=Range.from_shorthand(start_line, 0, end_line, 0), replacement=replacement, ) ) # Reset current block / update variables current_line_in_file += 1 offset_from_blocks += len(current_block_lines) original_lines_below_previous_blocks = ( original_lines_below_previous_blocks[ index_of_last_line_in_block + 1 : ] ) current_block_lines = [] current_block_start = -1 indices_of_last_matched_lines = [] return # Always look for new matching candidates new_matches = [] for i in range(len(original_lines_below_previous_blocks)): og_line = original_lines_below_previous_blocks[i] # TODO: It's a bit sus to be disqualifying empty lines. # What you ideally do is find ALL matches, and then throw them out as you check the following lines if og_line == line: # and og_line.strip() != "": new_matches.append((i, 1)) indices_of_last_matched_lines += new_matches # Make sure they are sorted by index indices_of_last_matched_lines = sorted( indices_of_last_matched_lines, key=lambda x: x[0] ) current_block_lines.append(line) messages = await sdk.get_chat_context() # Delete the last user and assistant messages i = len(messages) - 1 deleted = 0 while i >= 0 and deleted < 2: if messages[i].role == "user" or messages[i].role == "assistant": messages.pop(i) deleted += 1 i -= 1 messages.append( ChatMessage(role="user", content=prompt, summary=self.user_input) ) lines_of_prefix_copied = 0 lines = [] unfinished_line = "" completion_lines_covered = 0 repeating_file_suffix = False line_below_highlighted_range = file_suffix.lstrip().split("\n")[0] # Use custom templates defined by the model if template := model_to_use.prompt_templates.get("edit"): rendered = render_prompt_template( template, messages[:-1], { "code_to_edit": rif.contents, "user_input": self.user_input, "file_prefix": file_prefix, "file_suffix": file_suffix, }, ) if isinstance(rendered, str): messages = [ ChatMessage( role="user", content=rendered, summary=self.user_input, ) ] else: messages = rendered generator = model_to_use.stream_complete( rendered, temperature=sdk.config.temperature, max_tokens=min(max_tokens, model_to_use.context_length // 2), ) else: async def gen(): async for chunk in model_to_use.stream_chat( messages, temperature=sdk.config.temperature, max_tokens=min(max_tokens, model_to_use.context_length // 2), ): if "content" in chunk: yield chunk["content"] generator = gen() posthog_logger.capture_event( "model_use", {"model": model_to_use.model, "provider": model_to_use.__class__.__name__}, ) dev_data_logger.capture( "model_use", {"model": model_to_use.model, "provider": model_to_use.__class__.__name__}, ) try: async for chunk in generator: # Stop early if it is repeating the file_suffix or the step was deleted if repeating_file_suffix: break if sdk.current_step_was_deleted(): return # Accumulate lines chunk_lines = chunk.split("\n") chunk_lines[0] = unfinished_line + chunk_lines[0] if chunk.endswith("\n"): unfinished_line = "" chunk_lines.pop() # because this will be an empty string else: unfinished_line = chunk_lines.pop() # Deal with newly accumulated lines for i in range(len(chunk_lines)): # Trailing whitespace doesn't matter chunk_lines[i] = chunk_lines[i].rstrip() chunk_lines[i] = common_whitespace + chunk_lines[i] # Lines that should signify the end of generation if self.is_end_line(chunk_lines[i]): break # Lines that should be ignored, like the <> tags elif self.line_to_be_ignored( chunk_lines[i], completion_lines_covered == 0 ): continue # noice # Check if we are currently just copying the prefix elif ( (lines_of_prefix_copied > 0 or completion_lines_covered == 0) and lines_of_prefix_copied < len(file_prefix.splitlines()) and chunk_lines[i] == full_file_contents_lines[lines_of_prefix_copied] ): # This is a sketchy way of stopping it from repeating the file_prefix. Is a bug if output happens to have a matching line lines_of_prefix_copied += 1 continue # also nice # Because really short lines might be expected to be repeated, this is only a !heuristic! # Stop when it starts copying the file_suffix elif ( chunk_lines[i].strip() == line_below_highlighted_range.strip() and len(chunk_lines[i].strip()) > 4 and not ( len(original_lines_below_previous_blocks) > 0 and chunk_lines[i].strip() == original_lines_below_previous_blocks[0].strip() ) ): repeating_file_suffix = True break # If none of the above, insert the line! if False: await handle_generated_line(chunk_lines[i]) lines.append(chunk_lines[i]) completion_lines_covered += 1 current_line_in_file += 1 await sendDiffUpdate( lines + [ common_whitespace if unfinished_line.startswith("<") else (common_whitespace + unfinished_line) ], sdk, ) finally: await generator.aclose() # Add the unfinished line if ( unfinished_line != "" and not self.line_to_be_ignored( unfinished_line, completion_lines_covered == 0 ) and not self.is_end_line(unfinished_line) ): unfinished_line = common_whitespace + unfinished_line lines.append(unfinished_line) await handle_generated_line(unfinished_line) completion_lines_covered += 1 current_line_in_file += 1 await sendDiffUpdate(lines, sdk, final=True) if False: # If the current block isn't empty, add that suggestion if len(current_block_lines) > 0: # We have a chance to back-track here for blank lines that are repeats of the end of the original # Don't want to have the same ending in both the original and the generated, can just leave it there num_to_remove = 0 for i in range(-1, -len(current_block_lines) - 1, -1): if len(original_lines_below_previous_blocks) == 0: break if ( current_block_lines[i] == original_lines_below_previous_blocks[-1] ): num_to_remove += 1 original_lines_below_previous_blocks.pop() else: break current_block_lines = ( current_block_lines[:-num_to_remove] if num_to_remove > 0 else current_block_lines ) # It's also possible that some lines match at the beginning of the block # while len(current_block_lines) > 0 and len(original_lines_below_previous_blocks) > 0 and current_block_lines[0] == original_lines_below_previous_blocks[0]: # current_block_lines.pop(0) # original_lines_below_previous_blocks.pop(0) # current_block_start += 1 await sdk.ide.showSuggestion( FileEdit( filepath=rif.filepath, range=Range.from_shorthand( current_block_start, 0, current_block_start + len(original_lines_below_previous_blocks), 0, ), replacement="\n".join(current_block_lines), ) ) # Record the completion completion = "\n".join(lines) self._previous_contents = "\n".join(original_lines) self._new_contents = completion self._prompt_and_completion += prompt + completion async def run(self, sdk: ContinueSDK) -> Coroutine[Observation, None, None]: await sdk.update_ui() rif_with_contents = [] for range_in_file in map( lambda x: RangeInFile( filepath=x.filepath, # Only consider the range line-by-line. Maybe later don't if it's only a single line. range=x.range.to_full_lines(), ), self.range_in_files, ): file_contents = await sdk.ide.readRangeInFile(range_in_file) rif_with_contents.append( RangeInFileWithContents.from_range_in_file(range_in_file, file_contents) ) rif_dict = {} for rif in rif_with_contents: rif_dict[rif.filepath] = rif.contents for rif in rif_with_contents: await sdk.ide.setSuggestionsLocked(rif.filepath, True) await self.stream_rif(rif, sdk) await sdk.ide.setSuggestionsLocked(rif.filepath, False) changes = "\n".join( difflib.ndiff( self._previous_contents.splitlines(), self._new_contents.splitlines(), ) ) if sdk.config.disable_summaries: self.name = "" self.description = f"Edited {len(self.range_in_files)} files" await sdk.update_ui() else: self.name = "Generating summary" self.description = "" async for chunk in sdk.models.summarize.stream_complete( dedent( f"""\ Diff summary: "{self.user_input}" ```diff {changes} ``` {self.summary_prompt}""" ) ): self.description += chunk await sdk.update_ui() sdk.context.set("last_edit_user_input", self.user_input) sdk.context.set("last_edit_diff", changes) sdk.context.set("last_edit_range", self.range_in_files[-1].range) class EditFileStep(Step): filepath: str prompt: str hide: bool = True model: Optional[LLM] = None async def describe(self, models: Models) -> Coroutine[str, None, None]: return "Editing file: " + self.filepath async def run(self, sdk: ContinueSDK) -> Coroutine[Observation, None, None]: file_contents = await sdk.ide.readFile(self.filepath) await sdk.run_step( DefaultModelEditCodeStep( range_in_files=[ RangeInFile.from_entire_file(self.filepath, file_contents) ], user_input=self.prompt, model=self.model, ) ) class ManualEditStep(ReversibleStep): edit_diff: EditDiff hide: bool = True hide: bool = True async def describe(self, models: Models) -> Coroutine[str, None, None]: return "Manual edit step" # TODO - only handling FileEdit here, but need all other types of FileSystemEdits # Also requires the merge_file_edit function # return llm.complete(dedent(f"""This code was replaced: # {self.edit_diff.backward.replacement} # With this code: # {self.edit_diff.forward.replacement} # Maximally concise summary of changes in bullet points (can use markdown): # """)) @classmethod def from_sequence(cls, edits: List[FileEditWithFullContents]) -> "ManualEditStep": diffs = [] for edit in edits: _, diff = FileSystem.apply_edit_to_str(edit.fileContents, edit.fileEdit) diffs.append(diff) return cls(edit_diff=EditDiff.from_sequence(diffs)) async def run(self, sdk: ContinueSDK) -> Coroutine[Observation, None, None]: return None async def reverse(self, sdk: ContinueSDK): await sdk.ide.applyFileSystemEdit(self.edit_diff.backward) class UserInputStep(Step): user_input: str name: str = "User Input" hide: bool = False manage_own_chat_context: bool = True async def describe(self, models: Models) -> Coroutine[str, None, None]: if self.description is not None: return self.description return self.user_input async def run( self, sdk: ContinueSDK ) -> Coroutine[UserInputObservation, None, None]: self.chat_context.append( ChatMessage(role="user", content=self.user_input, summary=self.user_input) ) self.description = self.user_input return UserInputObservation(user_input=self.user_input) class WaitForUserInputStep(Step): prompt: str name: str = "Waiting for user input" _description: Union[str, None] = None _response: Union[str, None] = None async def describe(self, models: Models) -> Coroutine[str, None, None]: if self._response is None: return self.prompt else: return f"{self.prompt}\n\n`{self._response}`" async def run(self, sdk: ContinueSDK) -> Coroutine[Observation, None, None]: self.description = self.prompt resp = await sdk.wait_for_user_input() self.description = f"{self.prompt}\n\n`{resp}`" return TextObservation(text=resp) class WaitForUserConfirmationStep(Step): prompt: str name: str = "Waiting for user confirmation" async def describe(self, models: Models) -> Coroutine[str, None, None]: return self.prompt async def run(self, sdk: ContinueSDK) -> Coroutine[Observation, None, None]: self.description = self.prompt resp = await sdk.wait_for_user_input() return TextObservation(text=resp)