Python helper · frontier → code
Side-by-side compare
Don't compare $/MTok alone. Compare $ per accepted Python function (and tokens the frontier must read).
Take 30 seconds: same prompts — quality, completion tokens, and generation $.
Benchmark summary n=12 same-job tasks
Fixed set of helper prompts. Results are benchmark outcomes, not list price, and not a guarantee on every prompt.
| BlockWeave Concise | Popular flash-class helper | |
|---|---|---|
| Ship rate (quality ≥75) | 92% | 92% |
| Mean quality score | 91.4 | 85.3 |
| Mean completion tokens | 86.9 | 648.3 ~7.46× |
| Mean gen $ / prompt | $0.000035 | $0.000177 ~5.08× |
On this benchmark, the flash-class helper used about 7.46× the completion tokens and about 5.08× the generation $ per prompt versus BlockWeave Concise — at a similar ship rate.
Examples 3 same-prompt pairs
Collapsed by default — token/$ chips first. Expand for BlockWeave code; flash shows a short preview (full optional).
Example 1 — Write a Python function to expand a user path that may start with ~ and … BlockWeave Concise · 107 tok · $0.000045 Flash-class · 1500 tok · $0.000436 · ~14.0×
Prompt (same both sides): Write a Python function to expand a user path that may start with ~ and return an absolute pathlib Path object.
BlockWeave Concise
- Completion tokens: 107
- Gen $: $0.000045
- Quality score: 95
from pathlib import Path
import os
def expand_user_path(path: str) -> Path:
"""Expand a user path that may start with ~ and return an absolute pathlib Path object."""
return Path(os.path.expanduser(path)).resolve()
Popular flash-class helper
- Completion tokens: 1500
- Gen $: $0.000436
- Quality score: 88
Here's a Python function that expands a leading `~` (or `~user`) and returns an absolute `pathlib.Path`:
```python
from pathlib import Path
def expand_user_path(path: str | Path) -> Path:
"""
Expand a user path that may start with ~ and return an absolute Path.
Preview only — full flash output is long by design.
Show full flash-class output (~1500 tokens)
Here's a Python function that expands a leading `~` (or `~user`) and returns an absolute `pathlib.Path`:
```python
from pathlib import Path
def expand_user_path(path: str | Path) -> Path:
"""
Expand a user path that may start with ~ and return an absolute Path.
Handles:
- '~/documents' -> /home/username/documents
- '~other/file' -> /home/other/file (if that user exists)
- relative paths -> made absolute against the current working directory
- absolute paths -> returned unchanged (after ~ expansion)
Args:
path: A string or Path object.
Returns:
An absolute pathlib.Path object.
"""
# Convert to Path, expand ~ and ~user
expanded = Path(path).expanduser()
# If still relative, anchor it to the current working directory
if not expanded.is_absolute():
expanded = Path.cwd() / expanded
return expanded
```
**Usage example:**
```python
>>> expand_user_path("~/projects/notes.txt")
PosixPath('/home/alice/projects/notes.txt')
>>> expand_user_path("docs/report.pdf")
PosixPath('/home/alice/current/working/dir/docs/report.pdf')
```
**Notes:**
- `Path.expanduser()` handles both `~` and `~username`.
- The function does **not** resolve symlinks or
Example 2 — Write a Python function to convert a Unix timestamp in seconds to an awa… BlockWeave Concise · 76 tok · $0.000028 Flash-class · 541 tok · $0.000167 · ~7.1×
Prompt (same both sides): Write a Python function to convert a Unix timestamp in seconds to an aware UTC datetime object.
BlockWeave Concise
- Completion tokens: 76
- Gen $: $0.000028
- Quality score: 95
from datetime import datetime, timezone
def unix_timestamp_to_utc_datetime(timestamp):
"""
Convert a Unix timestamp in seconds to an aware UTC datetime object.
Args:
timestamp (int or float): Unix timestamp in seconds
Returns:
datetime: Aware UTC datetime object
"""
return datetime.fromtimestamp(timestamp, tz=timezone.utc)
Popular flash-class helper
- Completion tokens: 541
- Gen $: $0.000167
- Quality score: 95
Here's a Python function that converts a Unix timestamp (in seconds) to an aware UTC `datetime` object:
```python
from datetime import datetime, timezone
def unix_timestamp_to_utc(timestamp: float) -> datetime:
"""
Convert a Unix timestamp (seconds since epoch) to an aware UTC datetime.
Preview only — full flash output is long by design.
Show full flash-class output (~541 tokens)
Here's a Python function that converts a Unix timestamp (in seconds) to an aware UTC `datetime` object:
```python
from datetime import datetime, timezone
def unix_timestamp_to_utc(timestamp: float) -> datetime:
"""
Convert a Unix timestamp (seconds since epoch) to an aware UTC datetime.
Args:
timestamp: Unix timestamp in seconds (int or float).
Returns:
An aware datetime object with UTC timezone.
"""
return datetime.fromtimestamp(timestamp, tz=timezone.utc)
```
### Usage example:
```python
>>> unix_timestamp_to_utc(1700000000)
datetime.datetime(2023, 11, 14, 22, 13, 20, tzinfo=datetime.timezone.utc)
```
### Why this works:
- `datetime.fromtimestamp(timestamp, tz=timezone.utc)` creates a datetime in the specified timezone (UTC) directly.
- The returned object is **aware** because it includes a `tzinfo` set to `timezone.utc`.
- The function accepts both integers and floats; fractional seconds are preserved as microseconds.
If you prefer a more explicit alternative (though slightly less direct), you could use:
```python
def unix_timestamp_to_utc(timestamp: float) -> datetime:
from datetime import datetime, timezone
return datetime.utcfromtimestamp(timestamp).replace(tzinfo=timezone.utc)
```
But the first version is recommended because `utcfromtimestamp()` is considered deprecated in Python 3.12+ and returns a naive datetime that you then have to "attach" timezone info to. The `fromtimestamp(..., tz=...)` approach is cleaner and future-proof.
Example 3 — Write a Python function that ensures a directory exists by creating it a… BlockWeave Concise · 189 tok · $0.000068 Flash-class · 609 tok · $0.000174 · ~3.2×
Prompt (same both sides): Write a Python function that ensures a directory exists by creating it and all parent directories if needed, then returns the Path object.
BlockWeave Concise
- Completion tokens: 189
- Gen $: $0.000068
- Quality score: 92
from pathlib import Path
def ensure_directory_exists(path: str) -> Path:
"""
Ensure a directory exists by creating it and all parent directories if needed.
Args:
path (str): The path to the directory to ensure exists
Returns:
Path: The Path object for the directory
"""
directory_path = Path(path)
directory_path.mkdir(parents=True, exist_ok=True)
return directory_path
Popular flash-class helper
- Completion tokens: 609
- Gen $: $0.000174
- Quality score: 95
Below is a Python function that ensures a directory exists, creating it and any missing parent directories as needed, and returns the corresponding `pathlib.Path` object.
```python
from pathlib import Path
def ensure_dir(path):
"""
Ensure a directory exists at the given path, creating it and all
Preview only — full flash output is long by design.
Show full flash-class output (~609 tokens)
Below is a Python function that ensures a directory exists, creating it and any missing parent directories as needed, and returns the corresponding `pathlib.Path` object.
```python
from pathlib import Path
def ensure_dir(path):
"""
Ensure a directory exists at the given path, creating it and all
missing parent directories if necessary.
Args:
path (str or Path): The directory path to ensure.
Returns:
Path: The Path object of the ensured directory.
Raises:
FileExistsError: If the path exists but is not a directory.
OSError: If the directory cannot be created (e.g., permission issues).
"""
p = Path(path)
p.mkdir(parents=True, exist_ok=True)
return p
```
### How it works:
- `Path(path)` converts the input to a `pathlib.Path` object.
- `mkdir(parents=True, exist_ok=True)` creates the directory and all intermediate directories.
- `parents=True` ensures parent directories are created as needed.
- `exist_ok=True` prevents an error if the directory already exists.
- The function returns the `Path` object for further use.
### Example usage:
```python
# Create a nested directory structure
dir_path = ensure_dir("data/raw/2024")
print(dir_path) # Output: data/raw/2024
print(dir_path.exists()) # True
print(dir_path.is_dir()) # True
```
### Edge cases:
- If the path already exists as a file, `mkdir` will raise a `FileExistsError` (since `exist_ok=True` only suppresses errors when the path is a directory).
- If the path is empty or `.`, it will ensure the current directory exists (which it always does) and return a `Path('.')`.
This function is safe, concise, and leverages Python's standard library for robust filesystem operations.
Try BlockWeave Concise
Model id (OpenRouter): blockweave/blockweave-concise
List rates: $0.15 / $0.60 per MTok (prompt / completion). Win on all-in / $ per job, not sticker alone.
Site: blockweaveconcise.com · API: api.blockweaveconcise.com
How to read this
- n=12 helper-style “write a Python function…” tasks, same prompt both sides
- BlockWeave Concise — our product path
- Popular flash-class helper — a common low-$/MTok coding helper for comparison
- Gen $ from actual API usage on the benchmark, not a marketing blend
- Quality score is an independent review of the returned code (0–100); ship rate uses score ≥75
Not a full IDE or multi-language agent. Not “always cheaper.” Try a few of your own helper prompts side by side.