Skip to main content

Budget‑constrained JSON preview renderer (Python bindings)

Project description

headson

Terminal demo

head/tail for JSON, YAML - but structure‑aware. Get a compact preview that shows both the shape and representative values of your data, all within a strict byte budget. (Just like head/tail, headson can also work with unstructured text files.)

Available as:

Codecov Crates.io Version PyPI - Version

Install

Using Cargo:

cargo install headson

From source:

cargo build --release
target/release/headson --help

Features

  • Budgeted output: specify exactly how much you want to see
  • Output formats: auto | json | yaml | text
    • Styles: strict | default | detailed
      • JSON family: strict → strict JSON, default → human‑friendly Pseudo, detailed → JS with inline comments
      • YAML: always YAML; strict has no comments, default uses “# …”, detailed uses “# N more …”
      • Text: prints raw lines. In default style, omissions are shown as a single line ; in detailed, as … N more lines …. strict omits array‑level summaries.
  • Multiple inputs: preview many files at once with a shared or per‑file budget
  • Fast: processes gigabyte‑scale files in seconds (mostly disk‑bound)
  • Available as a CLI app and as a Python library

Fits into command line workflows

If you’re comfortable with tools like head and tail, use headson when you want a quick, structured peek into a JSON file without dumping the entire thing.

  • head/tail operate on bytes/lines - their output is not optimized for tree structures
  • jq you need to craft filters to preview large JSON files
  • headson is like head/tail for trees: zero config but it keeps structure and represents content as much as possible

Usage

headson [FLAGS] [INPUT...]
  • INPUT (optional, repeatable): file path(s). If omitted, reads from stdin. Multiple input files are supported.
  • Prints the preview to stdout. On parse errors, exits non‑zero and prints an error to stderr.

Common flags:

  • -c, --bytes <BYTES>: per‑file output budget (bytes). For multiple inputs, default total budget is <BYTES> * number_of_inputs.
  • -u, --chars <CHARS>: per‑file output budget (Unicode code points). Behaves like --bytes but counts characters instead of bytes.
  • -C, --global-bytes <BYTES>: total output budget across all inputs. With --bytes, the effective total is the smaller of the two.
  • -f, --format <auto|json|yaml|text>: output format (default: auto).
    • Auto: stdin → JSON family; filesets → per‑file based on extension (.json → JSON family, .yaml/.yml → YAML, unknown → Text).
  • -t, --template <strict|default|detailed>: output style (default: default).
    • JSON family: strict → strict JSON; default → Pseudo; detailed → JS with inline comments.
    • YAML: always YAML; style only affects comments (strict none, default “# …”, detailed “# N more …”).
  • -i, --input-format <json|yaml|text>: ingestion format (default: json). For filesets in auto format, ingestion is chosen by extensions.
  • -m, --compact: no indentation, no spaces, no newlines
  • --no-newline: single line output
  • --no-space: no space after : in objects
  • --indent <STR>: indentation unit (default: two spaces)
  • --string-cap <N>: max graphemes to consider per string (default: 500)
  • --head: prefer the beginning of arrays when truncating (keep first N). Strings are unaffected. Display styles place omission markers accordingly; strict JSON remains unannotated. Mutually exclusive with --tail.
  • --tail: prefer the end of arrays when truncating (keep last N). Strings are unaffected. Display styles place omission markers accordingly; strict JSON remains unannotated. Mutually exclusive with --head.

Notes:

  • Multiple inputs:
    • With newlines enabled, file sections are rendered with human‑readable headers. In compact/single‑line modes, headers are omitted.
  • In --format auto, each file uses its own best format: JSON family for .json, YAML for .yaml/.yml.
    • Unknown extensions are treated as Text (raw lines) — safe for logs and .txt files.
    • --global-bytes may truncate or omit entire files to respect the total budget.
    • The tool finds the largest preview that fits the budget; even if extremely tight, you still get a minimal, valid preview.
    • Directories and binary files are ignored; a notice is printed to stderr for each. Stdin reads the stream as‑is.
    • Head vs Tail sampling: these options bias which part of arrays are kept before rendering. Display styles may still insert internal gap markers to honor very small budgets; strict JSON stays unannotated.

Budget Modes

  • Bytes (-c/--bytes, -C/--global-bytes)

    • Measures UTF‑8 bytes in the output.
    • Default per‑file budget is 500 bytes when neither --lines nor --chars is provided.
    • Multiple inputs: total default budget is <BYTES> * number_of_inputs; --global-bytes caps the total.
  • Characters (-u/--chars)

    • Measures Unicode code points (not grapheme clusters).
  • Lines (-n/--lines, -N/--global-lines)

    • Caps the number of lines in the output.
    • Incompatible with --no-newline.
    • Multiple inputs: defaults to <LINES> * number_of_inputs; --global-lines caps the total.
  • Interactions and precedence

    • All active budgets are enforced simultaneously. The render must satisfy all of: bytes (if set), chars (if set), and lines (if set). The strictest cap wins.
    • When only lines are specified, no implicit byte cap applies. When neither lines nor chars are specified, a 500‑byte default applies.

Quick one‑liners:

  • Peek a big JSON stream (keeps structure):

    zstdcat huge.json.zst | headson -c 800 -f json -t default
    
  • Many files with a fixed overall size:

    headson -C 1200 -f json -t strict logs/*.json
    
  • Glance at a file, JavaScript‑style comments for omissions:

    headson -c 400 -f json -t detailed data.json
    
  • YAML with detailed comments:

    headson -c 400 -f yaml -t detailed config.yaml
    

Text mode

  • Single file (auto):

    headson -c 200 notes.txt
    
  • Force Text ingest/output (useful when mixing with other extensions):

    headson -c 200 -i text -f text notes.txt
    
  • Many text files (fileset):

    headson -c 800 -i text -f text logs/*.txt
    
  • Styles on Text:

    • default: omission as a standalone line.
    • detailed: omission as … N more lines ….
    • strict: no array‑level omission line (individual long lines may still truncate with ).

Show help:

headson --help

Note: flags align with head/tail conventions (-c/--bytes, -C/--global-bytes).

Examples: head vs headson

Input:

{"users":[{"id":1,"name":"Ana","roles":["admin","dev"]},{"id":2,"name":"Bo"}],"meta":{"count":2,"source":"db"}}

Naive cut (can break mid‑token):

jq -c . users.json | head -c 80
# {"users":[{"id":1,"name":"Ana","roles":["admin","dev"]},{"id":2,"name":"Bo"}],"me

Structured preview with headson (JSON family, default style → Pseudo):

headson -c 120 -f json -t default users.json
# {
#   users: [
#     { id: 1, name: "Ana", roles: [ "admin", … ] },
#     …
#   ]
#   meta: { count: 2, … }
# }

Machine‑readable preview (JSON family, strict style → strict JSON):

headson -c 120 -f json -t strict users.json
# {"users":[{"id":1,"name":"Ana","roles":["admin"]}],"meta":{"count":2}}

Terminal Demos

Regenerate locally:

  • Place tapes under docs/tapes (e.g., docs/tapes/demo.tape)
  • Run: cargo make tapes
  • Outputs are written to docs/assets/tapes

Python Bindings

A thin Python extension module is available on PyPI as headson.

  • Install: pip install headson (ABI3 wheels for Python 3.10+ on Linux/macOS/Windows).
  • API:
    • headson.summarize(text: str, *, format: str = "auto", style: str = "default", input_format: str = "json", byte_budget: int | None = None, skew: str = "balanced") -> str
      • format: "auto" | "json" | "yaml" (auto maps to JSON family for single inputs)
      • style: "strict" | "default" | "detailed"
      • input_format: "json" | "yaml" (ingestion)
      • byte_budget: maximum output size in bytes (default: 500)
      • skew: "balanced" | "head" | "tail" (affects display styles; strict JSON remains unannotated)

Examples:

import json
import headson

data = {"foo": [1, 2, 3], "bar": {"x": "y"}}
preview = headson.summarize(json.dumps(data), format="json", style="strict", byte_budget=200)
print(preview)

# Prefer the tail of arrays (annotations show with style="default"/"detailed")
print(
    headson.summarize(
        json.dumps(list(range(100))),
        format="json",
        style="detailed",
        byte_budget=80,
        skew="tail",
    )
)

# YAML support
doc = "root:\n  items: [1,2,3,4,5,6,7,8,9,10]\n"
print(headson.summarize(doc, format="yaml", style="default", input_format="yaml", byte_budget=60))

Algorithm

Algorithm overview

Footnotes

  • [1] Optimized tree representation: An arena‑style tree stored in flat, contiguous buffers. Each node records its kind and value plus index ranges into shared child and key arrays. Arrays are ingested in a single pass and may be deterministically pre‑sampled: the first element is always kept; additional elements are selected via a fixed per‑index inclusion test; for kept elements, original indices are stored and full lengths are counted. This enables accurate omission info and internal gap markers later, while minimizing pointer chasing.
  • [2] Priority order: Nodes are scored so previews surface representative structure and values first. Arrays can favor head/mid/tail coverage (default) or strictly the head; tail preference flips head/tail when configured. Object properties are ordered by key, and strings expand by grapheme with early characters prioritized over very deep expansions.
  • [3] Choose top N nodes (binary search): Iteratively picks N so that the rendered preview fits within the byte budget, looping between “choose N” and a render attempt to converge quickly.
  • [4] Render attempt: Serializes the currently included nodes using the selected template. Omission summaries and per-file section headers appear in display templates (pseudo/js); json remains strict. For arrays, display templates may insert internal gap markers between non‑contiguous kept items using original indices.
  • [5] Diagram source: The Algorithm diagram is generated from docs/diagrams/algorithm.mmd. Regenerate the SVG with cargo make diagrams before releasing.

License

MIT

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

headson-0.6.7.tar.gz (5.9 MB view details)

Uploaded Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

headson-0.6.7-cp310-abi3-win_amd64.whl (359.0 kB view details)

Uploaded CPython 3.10+Windows x86-64

headson-0.6.7-cp310-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (471.5 kB view details)

Uploaded CPython 3.10+manylinux: glibc 2.17+ x86-64

headson-0.6.7-cp310-abi3-macosx_11_0_arm64.whl (404.4 kB view details)

Uploaded CPython 3.10+macOS 11.0+ ARM64

File details

Details for the file headson-0.6.7.tar.gz.

File metadata

  • Download URL: headson-0.6.7.tar.gz
  • Upload date:
  • Size: 5.9 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: maturin/1.9.6

File hashes

Hashes for headson-0.6.7.tar.gz
Algorithm Hash digest
SHA256 33a6ccaf2afb97e64e8c8df81c11a265320460b758e3997c0104f2a3dc14ab12
MD5 e638197c2a25a5ce1db2fe53140ac9c7
BLAKE2b-256 7fa9a07bba445362eb04b2c409ed6d991106071ccee703ccd487d090e5c5ed93

See more details on using hashes here.

File details

Details for the file headson-0.6.7-cp310-abi3-win_amd64.whl.

File metadata

  • Download URL: headson-0.6.7-cp310-abi3-win_amd64.whl
  • Upload date:
  • Size: 359.0 kB
  • Tags: CPython 3.10+, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: maturin/1.9.6

File hashes

Hashes for headson-0.6.7-cp310-abi3-win_amd64.whl
Algorithm Hash digest
SHA256 809e98da9ab1e0aae1ebf3206e78a37d7a35edec33dbd11fecac0e001d591221
MD5 eff7e0128d752a5026b53120fe5b0321
BLAKE2b-256 86e8e20aa2276f664ae228239a510eb3dd1647010bcb701ea70bce7a85f68e72

See more details on using hashes here.

File details

Details for the file headson-0.6.7-cp310-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for headson-0.6.7-cp310-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 c7e540cdacecb3559c2a27c61a4733f6d03786d3908e10f3ca21cb0b42def369
MD5 bed6628a32e51ccb7b66a0cd8c0a7be1
BLAKE2b-256 b1a25731d7e0d768efd2b710f5a8d3536ffac765902b3fa62b7e5cff64c3ba3f

See more details on using hashes here.

File details

Details for the file headson-0.6.7-cp310-abi3-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for headson-0.6.7-cp310-abi3-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 42638f76f33b786ac30d9143eccb66a432847b2e98b1657c1dd4dfe57ce3956b
MD5 3ebcce8af047cd088190c8867ff8e7f8
BLAKE2b-256 3c19f13bd15a2760d59fc8ba2fb0a6da46dd37747767f263df8f6fa48bf91546

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page