Qwen2.5 VL 72B Instruct review: not one we'd recommend right now

```python
import re

def parse_ini(text: str) -> dict[str, dict[str, str]]:
    def interpolate(value: str, section_name: str, sections: dict[str, dict[str, str]]) -> str:
        def replace(match):
            if ':' in match.group(1):
                sect, key = match.group(1).split(':', 1)
                if sect not in sections:
                    raise KeyError(f"Section '{sect}' not found")
                return sections[sect][key]
            else:
                key = match.group(1)
                if key in sections[section_name]:
                    return sections[section_name][key]
                elif 'DEFAULT' in sections and key in sections['DEFAULT']:
                    return sections['DEFAULT'][key]
                else:
                    raise KeyError(f"Key '{key}' not found in section '{section_name}'")
        
        while '${' in value:
            try:
                new_value = re.sub(r'\$\{([^}]+)\}', replace, value)
                if new_value == value:
                    raise ValueError("Interpolation cycle detected")
                value = new_value
            except KeyError as e:
                raise KeyError(str(e)) from None
        return value

    lines = text.splitlines()
    current_section = None
    sections = {}
    default_section = {}

    for line in lines:
        line = line.strip()

        if not line or line.startswith(';') or line.startswith('#'):
            continue

        if line.startswith('[') and line.endswith(']'):
            section_name = line[1:-1].strip()
            if not section_name:
                raise ValueError("Empty section name")
            current_section = section_name
            sections[current_section] = {}
            continue

        if '=' in line or ':' in line:
            if current_section is None:
                raise ValueError("Key outside of any section")

            delimiter = '=' if '=' in line else ':'
            key, value = line.split(delimiter, 1)
            key = key.strip().lower()
            value = value.strip()

            if value.startswith('"') and value.endswith('"'):
                value = value[1:-1]

            if ' ;' in value or ' #' in value:
                value = value[:value.find(' ;')].strip() if ' ;' in value else value[:value.find(' #')].strip()

            if line.startswith(' ') or line.startswith('\t'):
                if key not in sections[current_section]:
                    raise ValueError("Continuation line without preceding key")
                sections[current_section][key] += '\n' + value
            else:
                sections[current_section][key] = value

            if current_section != 'DEFAULT':
                if key in default_section:
                    sections[current_section][key] = default_section[key]
                sections[current_section][key] = interpolate(sections[current_section][key], current_section, sections)

        else:
            raise ValueError("Malformed line")

    if 'DEFAULT' in sections:
        default_section = sections.pop('DEFAULT')

    for section in sections.values():
        for key in list(section.keys()):
            if key in default_section and key not in section:
                section[key] = default_section[key]

    return sections
```

```python
from collections import OrderedDict
import time

class TTLCache:
    def __init__(self, capacity: int, ttl: float, clock):
        self.capacity = capacity
        self.ttl = ttl
        self.clock = clock
        self.cache = OrderedDict()
        self.stats = {"hits": 0, "misses": 0, "evictions": 0, "expirations": 0}

    def _remove_expired(self):
        now = self.clock()
        keys_to_remove = [key for key, (_, expiry) in self.cache.items() if now >= expiry]
        for key in keys_to_remove:
            del self.cache[key]
            self.stats["expirations"] += 1

    def put(self, key, value):
        now = self.clock()
        if self.capacity == 0:
            return
        self._remove_expired()
        if key in self.cache:
            del self.cache[key]
        elif len(self.cache) >= self.capacity:
            self.cache.popitem(last=False)
            self.stats["evictions"] += 1
        self.cache[key] = (value, now + self.ttl)
        self.cache.move_to_end(key)

    def get(self, key, default=None):
        now = self.clock()
        self._remove_expired()
        if key not in self.cache or now >= self.cache[key][1]:
            self.stats["misses"] += 1
            return default
        value, _ = self.cache[key]
        self.cache.move_to_end(key)
        self.stats["hits"] += 1
        return value

    def __len__(self):
        self._remove_expired()
        return len(self.cache)

    def stats(self):
        return self.stats.copy()
```

```

```python
def summarize_ranges(nums: list[int]) -> str:
    if not nums:
        return ""
    
    sorted_nums = sorted(set(nums))
    ranges = []
    start = end = sorted_nums[0]
    
    for num in sorted_nums[1:]:
        if num == end + 1:
            end = num
        else:
            if start == end:
                ranges.append(str(start))
            elif start + 1 == end:
                ranges.extend([str(start), str(end)])
            else:
                ranges.append(f"{start}..{end}")
            start = end = num
    
    if start == end:
        ranges.append(str(start))
    elif start + 1 == end:
        ranges.extend([str(start), str(end)])
    else:
        ranges.append(f"{start}..{end}")
    
    return ",".join(ranges)
```

```

```python
import unicodedata

def slugify(title: str, max_len: int = 50) -> str:
    # Step 1: Transliterate accented characters to ASCII and drop other non-ASCII characters
    normalized_title = unicodedata.normalize('NFKD', title).encode('ascii', 'ignore').decode('ascii')
    
    # Step 2: Lowercase
    lowercased_title = normalized_title.lower()
    
    # Step 3: Replace runs of non-alphanumeric characters with a single "-"
    import re
    slug = re.sub(r'[^a-z0-9]+', '-', lowercased_title).strip('-')
    
    # Step 4: Shorten if necessary
    words = slug.split('-')
    shortened_slug = ''
    for word in words:
        if len(shortened_slug) + len(word) + (len(shortened_slug) > 0) <= max_len:
            shortened_slug += ('-' if shortened_slug else '') + word
        else:
            break
    
    # Step 5: Ensure the result never ends with "-"
    return shortened_slug.rstrip('-')
```

```

{
    "outcome": {
        "full_refund": 0,
        "partial_refund": 0.95,
        "store_credit": 0.05,
        "nothing": 0
    },
    "defective": {
        "true": 0,
        "false": 1
    }
}

{
    "severity": {
        "0": 0.0,
        "1": 0.7,
        "2": 0.3,
        "3": 0.0
    },
    "page": {
        "true": 0.3,
        "false": 0.7
    }
}

{
    "tool": {
        "calendar": 1,
        "web_search": 0,
        "calculator": 0,
        "email": 0,
        "none": 0
    },
    "confirm": {
        "true": 1,
        "false": 0
    }
}

{
    "phishing": {
        "true": 0.05,
        "false": 0.95
    },
    "action_needed": {
        "true": 0.9,
        "false": 0.1
    }
}

{
    "slot": {
        "A": 0,
        "B": 0,
        "C": 1,
        "D": 0
    },
    "raj_last": {
        "true": 1,
        "false": 0
    }
}

{
    "hardware": {
        "true": 1,
        "false": 0
    },
    "support": {
        "true": 1,
        "false": 0
    }
}

{
    "department": {
        "billing": 0.05,
        "technical": 0.8,
        "account": 0.05,
        "shipping": 0.05,
        "sales": 0.05
    },
    "urgency": {
        "0": 0.0,
        "1": 0.0,
        "2": 0.1,
        "3": 0.9
    },
    "outage": {
        "true": 0.95,
        "false": 0.05
    }
}

{
    "department": {
        "billing": 1,
        "technical": 0,
        "account": 0,
        "shipping": 0,
        "sales": 0
    },
    "refund": {
        "true": 1,
        "false": 0
    },
    "tone": {
        "frustrated": 0,
        "calm": 1
    }
}

{
    "policy": {
        "none": 0,
        "harassment": 0.95,
        "hate": 0.02,
        "spam": 0.02,
        "self_harm": 0.01
    },
    "personal_info": {
        "true": 0.98,
        "false": 0.02
    }
}

{
    "tool": {
        "web_search": 0,
        "calculator": 0,
        "calendar": 0.8,
        "email": 0.2,
        "none": 0
    },
    "confirm": {
        "true": 1,
        "false": 0
    }
}

{
    "doc_type": {
        "invoice": 1,
        "resume": 0,
        "contract": 0,
        "bank_statement": 0,
        "other": 0
    },
    "missing_due_date": {
        "true": 1,
        "false": 0
    }
}

{
    "phishing": {
        "true": 0.95,
        "false": 0.05
    },
    "risk": {
        "0": 0.0,
        "1": 0.0,
        "2": 0.05,
        "3": 0.95
    }
}

{
    "data_kind": {
        "none": 0,
        "contact": 0.2,
        "financial": 0,
        "government_id": 0.6,
        "health": 0.2
    },
    "sensitive": {
        "true": 0.9,
        "false": 0.1
    }
}

{
    "sentiment": {
        "positive": 0.2,
        "neutral": 0.1,
        "negative": 0.7
    },
    "defect": {
        "true": 0.9,
        "false": 0.1
    },
    "recommend": {
        "true": 0.1,
        "false": 0.9
    }
}

{
  "employee_id": "EMP-20417",
  "destination_city": "Lisbon",
  "trip_start": "2025-02-24",
  "trip_end": "2025-02-27",
  "approved_items": [
    {
      "date": "2025-02-24",
      "category": "airfare",
      "amount_usd": 1184.60
    },
    {
      "date": "2025-02-24",
      "category": "ground_transport",
      "amount_usd": 38.88
    },
    {
      "date": "2025-02-25",
      "category": "meals",
      "amount_usd": 229.39
    },
    {
      "date": "2025-02-26",
      "category": "lodging",
      "amount_usd": 466.56
    },
    {
      "date": "2025-02-27",
      "category": "ground_transport",
      "amount_usd": 44.82
    }
  ],
  "rejected_item_count": 1,
  "per_diem_days": 3,
  "per_diem_usd": 130.00,
  "total_reimbursable_usd": 2250.25,
  "approver_email": "priya.raman@corvane.com"
}