I have the following problem which I posed to 4 different LLMs. I want you to carefully read the problem and then each solution. Choose the best ideas and elements from ALL solutions to the extent they are complementary and not conflicting/inconsistent, and then weave together a true hybrid "best of all worlds" implementation which you are highly confident will not only work, but will outperform any of the individual solutions individually: original prompt: ``` I want you to make me a super sophisticated yet performant python function called "fix_invalid_markdown_tables" that takes markdown text as input and looks for tables that are invalid, then diagnoses what is wrong with them, and fixes them in a minimally invasive way. The function should make no change at all to any tables that ARE valid, and it should skip over any non-table content completely. Here are examples of invalid tables it should be able to fix: ``` | ●| we have a limited customer base and limited sales and relationships with international customers; ---|---|--- | ●| difficulty in managing multinational operations; ---|---|--- | ●| we may face competitors in the overseas markets who are more dominant and have stronger ties with customers and greater financial and other resources; ---|---|--- | ●| fluctuations in currency exchange rates; ---|---|--- | ●| challenges in providing customer services and support in these markets; ---|---|--- | ●| challenges in managing our international sales channels effectively; ---|---|--- | ●| unexpected transportation delays or interruptions or increases in international transportation costs; ---|---|--- | ●| difficulties in and costs of exporting products overseas while complying with the different commercial, legal and regulatory requirements of the overseas markets in which we offer our products; ---|---|--- | ●| difficulty in ensuring that our customers comply with the sanctions imposed by the Office of Foreign Assets Control, or OFAC, on various foreign states, organizations and individuals; ---|---|--- | ●| inability to obtain, maintain or enforce intellectual property rights; ---|---|--- | ●| inability to effectively enforce contractual or legal rights or intellectual property rights in certain jurisdictions under which we operate, including contracts with our existing and future customers and partners; ---|---|--- | ●| changes in a specific country or region’s political or economic conditions or policies; ---|---|--- | ●| unanticipated changes in prevailing economic conditions and regulatory requirements; and ---|---|--- ``` ``` **Title of each class**| | **Trading**** ****Symbol**| | **Name of each exchange on which********registered** ---|---|---|---|--- American Depositary Shares, each representing 15 Class A ordinary share| ​| CAN| ​| NASDAQ Global Market. Class A ordinary shares, par value US$0.00000005 per share*| ​| ​| ​| NASDAQ Global Market. ``` ``` | | July 31,| | | October 31,| ---|---|---|---|---|---|--- | | 2023| | | 2022| | | (unaudited)| | | | ASSETS| | | | | | | | Current assets:| | | | | | | | Cash and cash equivalents| | $| 1,506,028| | | $| 73,648| Prepaid expenses and other receivables| | | 124,290| | | | 35,000| Deferred offering costs| | | -| | | | 1,643,881| Total current assets| | | 1,630,318| | | | 1,752,529| | | | | | | | | Oil and gas properties - not subject to amortization| | | 9,045,333| | | | 5,836,232| Advance to operators| | | 494,950| | | | 1,900,000| Total assets| | $| 11,170,601| | | $| 9,488,761| | | | | | | | | LIABILITIES AND STOCKHOLDERS’ EQUITY| | | | | | | | Current liabilities:| | | | | | | | Accounts payable and accrued liabilities| | $| 819,926| | | $| 1,164,055| Asset retirement obligations – current| | | 2,778| | | | 2,778| Notes payable - investors, net of discounts| | | -| | | | 4,403,439| Notes payable - related party, net of discounts| | | -| | | | 1,025,497| Warrants liability| | | -| | | | 114,883| Total current liabilities| | | 822,704| | | | 6,710,652| | | | | | | | | Long-term liabilities:| | | | | | | | Franchise tax accrual| | | 3,750| | | | 9,450| Asset retirement obligations, net of current portion| | | 47,619| | | | 45,535| Total Long-term liabilities| | | 51,369| | | | 54,985| Total liabilities| | | 874,073| | | | 6,765,637| | | | | | | | | Commitments and Contingencies (Note 7)| | | -| | | | -| | | | | | | | | Stockholders’ Equity:| | | | | | | | Preferred stock, $0.0001 par value; 10,000,000 shares authorized; -0\- shares issued and outstanding at July 31, 2023 and October 31, 2022, respectively| | | -| | | | -| | | | | | | | | Common stock, $0.0001 par value; 490,000,000 shares authorized; 29,621,516 and 16,972,800 shares issued and outstanding as of July 31, 2023 and October 31, 2022, respectively| | | 2,962| | | | 1,697| Stock subscription receivable| | | (10,010| )| | | (10,010| ) Additional paid-in capital| | | 19,430,871| | | | 6,633,893| Accumulated deficit| | | (9,127,295| )| | | (3,902,456| ) Total stockholders’ equity| | | 10,296,528| | | | 2,723,124| | | | | | | | | Total liabilities and stockholders’ equity| | $| 11,170,601| | | $| 9,488,761| ``` ``` Reponses from different LLMs: O1-pro: ``` import re def fix_invalid_markdown_tables(markdown_text): def merge_continuation_lines(block): merged = [] for line in block: stripped = line.strip() if '|' in line: # Start a new row merged.append(line) else: # If this line doesn't contain '|', treat it as continuation if merged: merged[-1] += ' ' + stripped else: merged.append(line) return merged def split_into_cells(line): # Split on '|' but ignore leading/trailing parts = line.split('|') if parts and not parts[0].strip(): parts = parts[1:] if parts and not parts[-1].strip(): parts = parts[:-1] return [p.strip() for p in parts] def is_alignment_row(cells): # True if all cells match :?-{3,}:? return all(re.fullmatch(r':?-{3,}:?', c.strip()) for c in cells) def reassemble_row(cells, style): # style is a tuple (leading_pipe, trailing_pipe) from the first row row_text = " | ".join(cells) if style[0]: row_text = "|" + row_text if style[1]: row_text = row_text + "|" return row_text def detect_style(line): # Return (leading_pipe, trailing_pipe) from this line s = line.strip() return (s.startswith("|"), s.endswith("|")) def is_table_block_valid(block): # A block is valid if at least 2 lines, # second line is alignment row, and all rows have same number of cells if len(block) < 2: return False rows = [split_into_cells(ln) for ln in block] col_count = len(rows[0]) # Check second row must be alignment row if len(rows[1]) != col_count or not is_alignment_row(rows[1]): return False # Check all rows must have col_count columns for r in rows[2:]: if len(r) != col_count: return False return True def fix_table_block(block): # Merge continuation lines first merged = merge_continuation_lines(block) if len(merged) < 2: return merged # Not enough lines to form a table # If it's already valid, do nothing if is_table_block_valid(merged): return merged # Split into rows of cells rows = [split_into_cells(ln) for ln in merged] # Determine leading/trailing pipe style from the first line style = detect_style(merged[0]) if merged else (True, True) # Compute the max number of columns max_cols = max(len(r) for r in rows) # Normalize each row to max_cols by padding or merging overflow for i, r in enumerate(rows): if len(r) < max_cols: rows[i] = r + [""] * (max_cols - len(r)) elif len(r) > max_cols: # Merge overflow cells into the last cell overflow = r[max_cols-1:] rows[i] = r[:max_cols-1] + [" ".join(overflow)] # Construct the "fixed" set of rows fixed = [] # 1) Header is rows[0] fixed.append(rows[0]) idx = 1 # 2) If second row is alignment, use it; else insert one if len(rows) > 1 and is_alignment_row(rows[1]): fixed.append(rows[1]) idx = 2 else: fixed.append(["---"] * max_cols) # 3) Append remaining rows, skipping any alignment rows for r in rows[idx:]: if not is_alignment_row(r): fixed.append(r) # Reassemble into lines return [reassemble_row(r, style) for r in fixed] lines = markdown_text.splitlines() output = [] table_block = [] in_table = False def flush_table(): if not table_block: return fixed = fix_table_block(table_block) output.extend(fixed) for line in lines: if '|' in line: # Accumulate table lines table_block.append(line) in_table = True else: # If we were in a table, flush it first if in_table: flush_table() table_block = [] in_table = False # Then just add this non-table line output.append(line) # If there's a leftover table block at the end if table_block: flush_table() return "\n".join(output) ``` o3-mini-high: ``` import re def fix_invalid_markdown_tables(markdown_text): lines = markdown_text.splitlines() output = [] table_block = [] in_table = False for line in lines: # A line is “potentially” table-related if it contains a pipe. if '|' in line: table_block.append(line) in_table = True else: if in_table: output.extend(process_table_block(table_block)) table_block = [] in_table = False output.append(line) if table_block: output.extend(process_table_block(table_block)) return "\n".join(output) def process_table_block(block_lines): merged = merge_continuation_lines(block_lines) # If the merged block looks like a valid table, leave it untouched. if is_valid_table(merged): return block_lines else: return fix_table_block(merged) def merge_continuation_lines(lines): merged = [] current = None for line in lines: if '|' in line: if current is not None: merged.append(current) current = line.rstrip() elif line.strip(): if current is not None: current += " " + line.strip() else: current = line.rstrip() else: # blank line: flush current if exists if current is not None: merged.append(current) current = None merged.append(line) if current is not None: merged.append(current) return merged def is_valid_table(lines): if len(lines) < 2: return False header = parse_row(lines[0]) sep = parse_row(lines[1]) # The second row must be a proper separator row. if not sep or not all(is_valid_separator_cell(cell) for cell in sep if cell.strip() != ''): return False if len(header) != len(sep): return False # All remaining rows must have the same number of cells as header. for line in lines[2:]: if len(parse_row(line)) != len(header): return False return True def parse_row(row): parts = row.split('|') if row.strip().startswith('|'): parts = parts[1:] if row.strip().endswith('|'): parts = parts[:-1] return [p.strip() for p in parts] def is_valid_separator_cell(cell): return re.fullmatch(r':?-{3,}:?', cell.strip()) is not None def fix_table_block(lines): # Split merged lines into cell lists. rows = [parse_row(line) for line in lines] max_cols = max(len(r) for r in rows) norm_rows = [] for r in rows: if len(r) < max_cols: r = r + [''] * (max_cols - len(r)) elif len(r) > max_cols: r = r[:max_cols-1] + [" ".join(r[max_cols-1:])] norm_rows.append(r) # Preserve the header style (leading/trailing pipes) from the first line. style = table_style(lines[0]) fixed = [] # Rebuild header. fixed.append(rebuild_row(norm_rows[0], style)) # Check if second row is a valid separator. if len(norm_rows) > 1 and all(is_valid_separator_cell(cell) for cell in norm_rows[1]): sep_row = ['---'] * max_cols fixed.append(rebuild_row(sep_row, style)) data_start = 2 else: sep_row = ['---'] * max_cols fixed.append(rebuild_row(sep_row, style)) data_start = 1 # Rebuild remaining rows, skipping any extra separator rows. for r in norm_rows[data_start:]: if all(is_valid_separator_cell(cell) for cell in r): continue fixed.append(rebuild_row(r, style)) return fixed def table_style(row): s = row.strip() return (s.startswith('|'), s.endswith('|')) def rebuild_row(cells, style): s = " | ".join(cells) if style[0]: s = "|" + s if style[1]: s = s + "|" return s ``` Grok3 with thinking: ``` import re def fix_invalid_markdown_tables(markdown_text): """ Fixes invalid Markdown tables in the input text while leaving valid tables and non-table content unchanged. Args: markdown_text (str): The Markdown text containing potential tables. Returns: str: The Markdown text with invalid tables fixed. """ lines = markdown_text.splitlines() output = [] table_block = [] inside_table = False # Helper: Check if a row is a separator (e.g., |---|---|) def is_separator_row(cells): return all(re.fullmatch(r':?-{3,}:?', cell.strip()) for cell in cells) # Helper: Split a row into cells, handling leading/trailing pipes def split_row(line): stripped = line.strip() if stripped.startswith('|'): cells = stripped[1:].split('|') if stripped.endswith('|'): cells = cells[:-1] else: cells = stripped.split('|') if stripped.endswith('|'): cells = cells[:-1] return [cell.strip() for cell in cells] # Helper: Merge continuation lines into the previous row's last cell def merge_continuation_lines(lines): merged_rows = [] for line in lines: if '|' in line: merged_rows.append(split_row(line)) elif merged_rows and line.strip(): merged_rows[-1][-1] += ' ' + line.strip() return merged_rows # Helper: Check if a table is valid def is_valid_table(rows): if len(rows) < 2: return False if not is_separator_row(rows[1]): return False col_count = len(rows[1]) return all(len(row) == col_count for row in rows) # Helper: Fix an invalid table block def fix_table_block(lines): rows = merge_continuation_lines(lines) if len(rows) < 2: return lines # Not a table, return unchanged # If already valid, return original lines if is_valid_table(rows): return lines # Determine style from the first line first_line = lines[0].strip() has_leading_pipe = first_line.startswith('|') has_trailing_pipe = first_line.endswith('|') # Find max column count max_cols = max(len(row) for row in rows) # Build fixed rows: header, separator, data fixed_rows = [] header_added = False separator_added = False for i, row in enumerate(rows): if not header_added: fixed_rows.append(row) header_added = True elif not separator_added and (i == 1 or is_separator_row(row)): fixed_rows.append(['---'] * max_cols) separator_added = True elif is_separator_row(row): fixed_rows.append(row) # Treat extra separators as data else: fixed_rows.append(row) # Insert separator if missing if not separator_added: fixed_rows.insert(1, ['---'] * max_cols) # Pad or adjust rows to max_cols for i, row in enumerate(fixed_rows): if len(row) < max_cols: fixed_rows[i] = row + [''] * (max_cols - len(row)) elif len(row) > max_cols: fixed_rows[i] = row[:max_cols-1] + [' '.join(row[max_cols-1:])] # Reassemble lines with consistent style fixed_lines = [] for row in fixed_rows: line = ' | '.join(row) if has_leading_pipe: line = '| ' + line if has_trailing_pipe: line += ' |' fixed_lines.append(line) return fixed_lines # Process lines to identify and fix table blocks for line in lines: if '|' in line: table_block.append(line) inside_table = True else: if inside_table and line.strip(): table_block.append(line) # Continuation line else: if table_block: fixed = fix_table_block(table_block) output.extend(fixed) table_block = [] inside_table = False output.append(line) # Handle any remaining table block if table_block: fixed = fix_table_block(table_block) output.extend(fixed) return '\n'.join(output) # Example usage and testing if __name__ == "__main__": # Test with the first invalid table test_input = """| ●| we have a limited customer base and limited sales and relationships with international customers; ---|---|--- | ●| difficulty in managing multinational operations; ---|---|---""" print("Test 1:") print(fix_invalid_markdown_tables(test_input)) print("\n---\n") # Test with a valid table (should be unchanged) valid_table = """| Header1 | Header2 | | --- | --- | | Data1 | Data2 |""" print("Valid Table Test:") print(fix_invalid_markdown_tables(valid_table)) ``` Claude3.7 with thinking: ``` import re def fix_invalid_markdown_tables(markdown_text): """ Fix invalid markdown tables in the input text while preserving valid tables and non-table content completely unchanged. This function: - Identifies invalid markdown tables - Diagnoses what's wrong with them - Fixes them in a minimally invasive way - Makes no change to valid tables - Skips over any non-table content Args: markdown_text (str): Input markdown text Returns: str: Markdown text with fixed tables """ lines = markdown_text.splitlines() result_lines = [] table_block = [] inside_table = False def flush_table_block(): """Process the accumulated table block and add to result""" nonlocal table_block, result_lines if not table_block: return # Is this actually a table? (minimum requirement: contains pipe characters) if sum('|' in line for line in table_block) < 2: result_lines.extend(table_block) return # First, merge continuation lines merged_lines = merge_continuation_lines(table_block) if is_valid_table(merged_lines): # Table is already valid, preserve it exactly result_lines.extend(table_block) else: # Table is invalid, fix it fixed_table = fix_invalid_table(merged_lines) result_lines.extend(fixed_table) table_block = [] # Process each line i = 0 while i < len(lines): line = lines[i] if '|' in line: # Potential table line if not inside_table: # Starting a new table inside_table = True table_block = [line] else: # Continue current table table_block.append(line) elif inside_table and line.strip(): # Might be a continuation line for a multi-line cell table_block.append(line) else: # Not part of a table, flush any accumulated table block if inside_table: flush_table_block() inside_table = False # Add the non-table line result_lines.append(line) i += 1 # Handle any remaining table at the end if inside_table: flush_table_block() return '\n'.join(result_lines) def merge_continuation_lines(lines): """ Merge lines that might be continuations of multi-line cells. Args: lines (list): List of lines that might contain multi-line cells Returns: list: Merged lines """ merged = [] for line in lines: if '|' in line: merged.append(line) elif merged and line.strip(): # This appears to be a continuation of the previous line merged[-1] += ' ' + line.strip() else: # Empty line or something else merged.append(line) return merged def is_valid_table(lines): """ Check if a markdown table is valid. A valid markdown table must have: - At least 2 rows (header and separator) - A separator row as the second row - Consistent column counts across all rows Args: lines (list): Table lines Returns: bool: True if the table is valid, False otherwise """ # Need at least 2 lines for a valid table if len(lines) < 2: return False # Parse rows into cells rows = [parse_table_row(line) for line in lines] # Check if second row is a separator if not is_separator_row(rows[1]): return False # Check column count consistency col_count = len(rows[0]) if not all(len(row) == col_count for row in rows): return False return True def is_separator_row(cells): """ Check if cells represent a separator row. Args: cells (list): Table row cells Returns: bool: True if it's a separator row, False otherwise """ if not cells: return False # Each cell must match the separator pattern return all(re.fullmatch(r':?-{3,}:?', cell.strip()) for cell in cells if cell.strip()) def parse_table_row(line): """ Parse a table row into cells, handling leading/trailing pipes. Args: line (str): A table row Returns: list: The cells in the row """ # Split by pipe parts = line.split('|') # Handle leading/trailing pipes if line.strip().startswith('|'): parts = parts[1:] if line.strip().endswith('|'): parts = parts[:-1] return [p.strip() for p in parts] def get_table_style(line): """ Determine the table style (leading/trailing pipes) from a row. Args: line (str): A table row Returns: tuple: (has_leading_pipe, has_trailing_pipe) """ stripped = line.strip() has_leading = stripped.startswith('|') has_trailing = stripped.endswith('|') return (has_leading, has_trailing) def get_separator_style(lines): """ Get the style of separator rows in the table. Args: lines (list): Table lines Returns: str: Separator style string (e.g., "---") """ # Default separator style sep_style = "---" # Look for existing separator rows for line in lines: cells = parse_table_row(line) if is_separator_row(cells): # Found a separator row, extract style from first non-empty cell for cell in cells: if cell.strip(): sep_style = cell.strip() break break return sep_style def detect_table_pattern(lines): """ Detect the pattern of the table (e.g., if it has separators after each row). Args: lines (list): The table lines Returns: dict: Pattern information """ parsed_rows = [parse_table_row(line) for line in lines] separator_indices = [i for i, row in enumerate(parsed_rows) if is_separator_row(row)] pattern = { 'has_separators_after_each_row': False, 'separator_indices': separator_indices } # Check for repeating pattern (separator after each data row) if len(separator_indices) >= 2: # Check if separator rows appear in a regular pattern # This pattern is common in the examples provided if separator_indices and all(i % 2 == 1 for i in separator_indices): pattern['has_separators_after_each_row'] = True return pattern def fix_invalid_table(lines): """ Fix an invalid markdown table. This makes minimal changes to fix the table structure while preserving the original content and pattern as much as possible. Args: lines (list): The merged table lines Returns: list: Fixed table lines """ # Handle empty input if not lines: return [] # Get table style from the first line style = get_table_style(lines[0]) # Get separator style sep_style = get_separator_style(lines) # Detect table pattern pattern = detect_table_pattern(lines) # Parse all rows parsed_rows = [parse_table_row(line) for line in lines] # Calculate max columns across all rows max_cols = max(len(row) for row in parsed_rows) if parsed_rows else 0 # Identify rows that are data rows vs separators is_separator = [is_separator_row(row) for row in parsed_rows] # Create fixed output fixed_lines = [] if pattern['has_separators_after_each_row']: # Special case: table has separator after each row (seen in examples) # Start with header header = normalize_row(parsed_rows[0], max_cols) fixed_lines.append(rebuild_row(header, style[0], style[1])) # Add required separator after header separator = [sep_style] * max_cols fixed_lines.append(rebuild_row(separator, style[0], style[1])) # Process remaining rows, ensuring separator after each data row i = 1 while i < len(parsed_rows): if is_separator[i]: # Skip existing separator i += 1 continue # Add data row data_row = normalize_row(parsed_rows[i], max_cols) fixed_lines.append(rebuild_row(data_row, style[0], style[1])) # Add separator after data row fixed_lines.append(rebuild_row(separator, style[0], style[1])) i += 1 else: # Standard table structure # Add header row (always the first row) header = normalize_row(parsed_rows[0], max_cols) fixed_lines.append(rebuild_row(header, style[0], style[1])) # Add separator row after header separator = [sep_style] * max_cols fixed_lines.append(rebuild_row(separator, style[0], style[1])) # Add data rows, skipping any separators for i in range(1, len(parsed_rows)): if is_separator[i]: continue data_row = normalize_row(parsed_rows[i], max_cols) fixed_lines.append(rebuild_row(data_row, style[0], style[1])) return fixed_lines def normalize_row(row, target_cols): """ Normalize a row to have the target number of columns. Args: row (list): The row cells target_cols (int): The target number of columns Returns: list: Normalized row cells """ if len(row) < target_cols: # Pad with empty cells return row + [''] * (target_cols - len(row)) elif len(row) > target_cols: # Merge excess cells into the last one excess = ' '.join(row[target_cols-1:]) return row[:target_cols-1] + [excess] else: # Already correct length return row def rebuild_row(cells, has_leading_pipe, has_trailing_pipe): """ Rebuild a table row from its cells. Args: cells (list): The cells in the row has_leading_pipe (bool): Whether to include a leading pipe has_trailing_pipe (bool): Whether to include a trailing pipe Returns: str: The rebuilt row """ if not cells: return '' cell_str = ' | '.join(cells) if has_leading_pipe: cell_str = '| ' + cell_str if has_trailing_pipe: cell_str = cell_str + ' |' return cell_str ```