hlrun

Python package with a Rust native extension (maturin + PyO3).

Rust — performance-critical primitives (streaming inspection of huge JSON/JSONL files).
Python — task workflows (notifications & image uploads).

Install

maturin develop    # build the Rust extension

Usage

hlrun json count data.jsonl        # number of records
hlrun json schema data.json        # inferred structure (sampled)
hlrun amap send --title Hi --text ok  # send a markdown message
hlrun amap upload photo.png        # upload an image, print its URL
hlrun config show                  # show loaded config files
hlrun config set my.toml           # install my.toml to ~/.hlrun/config.toml

from hlrun.lib._hlrun import bigjson
from hlrun.work.amap import notice, image

bigjson.count("big.json")               # record count
bigjson.schema("big.jsonl", sample=50)  # inferred structure
bigjson.load("big.json")                # parse fully, like json.load

it = bigjson.iter_records("big.jsonl")  # constant-memory streaming
for rec in it:
    pct = it.bytes_read / it.total_bytes  # progress, e.g. for a progress bar
    ...

notice.send_dd_msg("标题", "**正文**")
image.pic_path_to_url("photo.png")

Configuration

Secrets are never hardcoded. Config is merged from three sources (later wins):

~/.hlrun/config.toml
<project>/.hlrun/config.toml (found by walking up from the CWD)
HLRUN_* environment variables, e.g. HLRUN_WORK__AMAP__DINGTALK__SECRET

Copy .hlrun/config.example.toml to .hlrun/config.toml and fill in values.

Type stubs

The .pyi files under src/hlrun/lib/_hlrun/ are auto-generated — do not edit by hand. Regenerate after rebuilding when a #[pyfunction] signature changes:

maturin develop
# needs: pip install -e ".[dev]"
python scripts/gen_stubs.py

Metadata

Release files for hlrun 0.0.4

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Built distributions (wheels)

Total release size: 11.0 MB

Release files / hlrun-0.0.4-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	hlrun-0.0.4-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	312.8 kB
Tags	CPython 3.15 CPython 3.15 free-threading Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`e83c7a7d2efbde5329a29e0a01002ceddcc260809741a778c7e0d804a171fac6`
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Uploaded via	`twine/6.2.0 CPython/3.12.3`

Release files / hlrun-0.0.4-cp315-cp315t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	hlrun-0.0.4-cp315-cp315t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	298.4 kB
Tags	CPython 3.15 CPython 3.15 free-threading Linux glibc 2.17+ ARM64
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Release files / hlrun-0.0.4-cp315-cp315t-macosx_11_0_arm64.whl

Download URL	hlrun-0.0.4-cp315-cp315t-macosx_11_0_arm64.whl
Size	299.7 kB
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Release files / hlrun-0.0.4-cp315-cp315t-macosx_10_12_x86_64.whl

Download URL	hlrun-0.0.4-cp315-cp315t-macosx_10_12_x86_64.whl
Size	307.3 kB
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Release files / hlrun-0.0.4-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	hlrun-0.0.4-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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Release files / hlrun-0.0.4-cp315-cp315-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	hlrun-0.0.4-cp315-cp315-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Release files / hlrun-0.0.4-cp315-cp315-macosx_11_0_arm64.whl

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Download URL	hlrun-0.0.4-cp315-cp315-macosx_10_12_x86_64.whl
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Release files / hlrun-0.0.4-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Size	312.3 kB
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Download URL	hlrun-0.0.4-cp314-cp314t-macosx_11_0_arm64.whl
Size	299.9 kB
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Download URL	hlrun-0.0.4-cp314-cp314t-macosx_10_12_x86_64.whl
Size	307.5 kB
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Release files / hlrun-0.0.4-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	hlrun-0.0.4-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	312.5 kB
Tags	CPython 3.14 Linux glibc 2.17+ x86-64
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Release files / hlrun-0.0.4-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	hlrun-0.0.4-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	298.2 kB
Tags	CPython 3.14 Linux glibc 2.17+ ARM64
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Release files / hlrun-0.0.4-cp314-cp314-macosx_11_0_arm64.whl

Download URL	hlrun-0.0.4-cp314-cp314-macosx_11_0_arm64.whl
Size	300.9 kB
Tags	CPython 3.14 macOS 11.0+ ARM64
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Download URL	hlrun-0.0.4-cp314-cp314-macosx_10_12_x86_64.whl
Size	308.2 kB
Tags	CPython 3.14 macOS 10.12+ x86-64
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Download URL	hlrun-0.0.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	311.7 kB
Tags	CPython 3.13 Linux glibc 2.17+ x86-64
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Download URL	hlrun-0.0.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	297.0 kB
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Download URL	hlrun-0.0.4-cp313-cp313-macosx_11_0_arm64.whl
Size	299.7 kB
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Download URL	hlrun-0.0.4-cp313-cp313-macosx_10_12_x86_64.whl
Size	307.1 kB
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Size	311.9 kB
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Download URL	hlrun-0.0.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	297.4 kB
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Download URL	hlrun-0.0.4-cp312-cp312-macosx_10_12_x86_64.whl
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Download URL	hlrun-0.0.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	300.6 kB
Tags	CPython 3.11 Linux glibc 2.17+ ARM64
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Download URL	hlrun-0.0.4-cp311-cp311-macosx_11_0_arm64.whl
Size	302.8 kB
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Download URL	hlrun-0.0.4-cp311-cp311-macosx_10_12_x86_64.whl
Size	307.8 kB
Tags	CPython 3.11 macOS 10.12+ x86-64
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Release files / hlrun-0.0.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	hlrun-0.0.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	315.1 kB
Tags	CPython 3.10 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`3b68392ad8ccff048aee446a5ccd3fcb6fe8ebda2e7dc6e004d89e565e24a3c1`
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Release files / hlrun-0.0.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Size	300.8 kB
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SHA-256 checksum How to use checksums	`982bfd0d2c10baf89ead570ef9b649424370602dd55f9dce3795888968722a55`
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Release files / hlrun-0.0.4-cp310-cp310-macosx_11_0_arm64.whl

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Size	303.0 kB
Tags	CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`61b4c39926b618ee37bb3c1ea2e93f6d0fb84691b3154c304f70066d9c08a37f`
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Release files / hlrun-0.0.4-cp310-cp310-macosx_10_12_x86_64.whl

Download URL	hlrun-0.0.4-cp310-cp310-macosx_10_12_x86_64.whl
Size	307.8 kB
Tags	CPython 3.10 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`7d6fd70332174815948f1f12a83f7b19d1152d50d3e3790d4721ec17cd910570`
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Release files / hlrun-0.0.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	hlrun-0.0.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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SHA-256 checksum How to use checksums	`bd4b802f923b8afacaa58f4aae3b8116e065ad66c4d3e582a758021a86c887d5`
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Release files / hlrun-0.0.4-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	hlrun-0.0.4-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	303.1 kB
Tags	CPython 3.9 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`5e9a8c7962bf34fefd7efb8746ff8f4fb02d1e8b07d0b3581ce41d5ee76d35fc`
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Release files / hlrun-0.0.4-cp39-cp39-macosx_11_0_arm64.whl

Download URL	hlrun-0.0.4-cp39-cp39-macosx_11_0_arm64.whl
Size	305.8 kB
Tags	CPython 3.9 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`aeeab5bceffe7e8b3b2bf35c2c9f49f8709a8f10d4bc86c9966557b7d7237e1a`
BLAKE2b-256 checksum How to use checksums	`62d3a5df9fa47df668ba570f30c19ef461e621668a50988d65ffc0419aac9e12`
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Release files / hlrun-0.0.4-cp39-cp39-macosx_10_12_x86_64.whl

Download URL	hlrun-0.0.4-cp39-cp39-macosx_10_12_x86_64.whl
Size	310.0 kB
Tags	CPython 3.9 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`6dc030e3c1311517955902c2847e0194faa210985944b298d1674e8d6d26b544`
BLAKE2b-256 checksum How to use checksums	`67fe56c993a52b9a93bdbccbb06ed4a3ef83a1ccf84e3cb4a2b6b754fe2f94f6`
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This release

0.0.4 This release

Jul 16, 2026 36 release files No provenance

File	Interpreter	ABI	Platform	Actions Reset
hlrun-0.0.4-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 312.8 kB Jul 16, 2026 Without provenance	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.17+ x86-64	Details for hlrun-0.0.4-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
hlrun-0.0.4-cp315-cp315t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 298.4 kB Jul 16, 2026 Without provenance	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.17+ ARM64	Details for hlrun-0.0.4-cp315-cp315t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
hlrun-0.0.4-cp315-cp315t-macosx_11_0_arm64.whl 299.7 kB Jul 16, 2026 Without provenance	CPython 3.15	CPython 3.15 free-threading	macOS 11.0+ ARM64	Details for hlrun-0.0.4-cp315-cp315t-macosx_11_0_arm64.whl
hlrun-0.0.4-cp315-cp315t-macosx_10_12_x86_64.whl 307.3 kB Jul 16, 2026 Without provenance	CPython 3.15	CPython 3.15 free-threading	macOS 10.12+ x86-64	Details for hlrun-0.0.4-cp315-cp315t-macosx_10_12_x86_64.whl
hlrun-0.0.4-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 313.0 kB Jul 16, 2026 Without provenance	CPython 3.15	CPython 3.15	Linux glibc 2.17+ x86-64	Details for hlrun-0.0.4-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
hlrun-0.0.4-cp315-cp315-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 298.6 kB Jul 16, 2026 Without provenance	CPython 3.15	CPython 3.15	Linux glibc 2.17+ ARM64	Details for hlrun-0.0.4-cp315-cp315-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
hlrun-0.0.4-cp315-cp315-macosx_11_0_arm64.whl 301.0 kB Jul 16, 2026 Without provenance	CPython 3.15	CPython 3.15	macOS 11.0+ ARM64	Details for hlrun-0.0.4-cp315-cp315-macosx_11_0_arm64.whl
hlrun-0.0.4-cp315-cp315-macosx_10_12_x86_64.whl 308.5 kB Jul 16, 2026 Without provenance	CPython 3.15	CPython 3.15	macOS 10.12+ x86-64	Details for hlrun-0.0.4-cp315-cp315-macosx_10_12_x86_64.whl
hlrun-0.0.4-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 312.3 kB Jul 16, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ x86-64	Details for hlrun-0.0.4-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
hlrun-0.0.4-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 297.7 kB Jul 16, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARM64	Details for hlrun-0.0.4-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
hlrun-0.0.4-cp314-cp314t-macosx_11_0_arm64.whl 299.9 kB Jul 16, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details for hlrun-0.0.4-cp314-cp314t-macosx_11_0_arm64.whl
hlrun-0.0.4-cp314-cp314t-macosx_10_12_x86_64.whl 307.5 kB Jul 16, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	macOS 10.12+ x86-64	Details for hlrun-0.0.4-cp314-cp314t-macosx_10_12_x86_64.whl
hlrun-0.0.4-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 312.5 kB Jul 16, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.17+ x86-64	Details for hlrun-0.0.4-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
hlrun-0.0.4-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 298.2 kB Jul 16, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARM64	Details for hlrun-0.0.4-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
hlrun-0.0.4-cp314-cp314-macosx_11_0_arm64.whl 300.9 kB Jul 16, 2026 Without provenance	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details for hlrun-0.0.4-cp314-cp314-macosx_11_0_arm64.whl
hlrun-0.0.4-cp314-cp314-macosx_10_12_x86_64.whl 308.2 kB Jul 16, 2026 Without provenance	CPython 3.14	CPython 3.14	macOS 10.12+ x86-64	Details for hlrun-0.0.4-cp314-cp314-macosx_10_12_x86_64.whl
hlrun-0.0.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 311.7 kB Jul 16, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-64	Details for hlrun-0.0.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
hlrun-0.0.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 297.0 kB Jul 16, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARM64	Details for hlrun-0.0.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
hlrun-0.0.4-cp313-cp313-macosx_11_0_arm64.whl 299.7 kB Jul 16, 2026 Without provenance	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details for hlrun-0.0.4-cp313-cp313-macosx_11_0_arm64.whl
hlrun-0.0.4-cp313-cp313-macosx_10_12_x86_64.whl 307.1 kB Jul 16, 2026 Without provenance	CPython 3.13	CPython 3.13	macOS 10.12+ x86-64	Details for hlrun-0.0.4-cp313-cp313-macosx_10_12_x86_64.whl
hlrun-0.0.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 311.9 kB Jul 16, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details for hlrun-0.0.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
hlrun-0.0.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 297.4 kB Jul 16, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64	Details for hlrun-0.0.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
hlrun-0.0.4-cp312-cp312-macosx_11_0_arm64.whl 299.5 kB Jul 16, 2026 Without provenance	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details for hlrun-0.0.4-cp312-cp312-macosx_11_0_arm64.whl
hlrun-0.0.4-cp312-cp312-macosx_10_12_x86_64.whl 306.9 kB Jul 16, 2026 Without provenance	CPython 3.12	CPython 3.12	macOS 10.12+ x86-64	Details for hlrun-0.0.4-cp312-cp312-macosx_10_12_x86_64.whl
hlrun-0.0.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 315.0 kB Jul 16, 2026 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details for hlrun-0.0.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
hlrun-0.0.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 300.6 kB Jul 16, 2026 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64	Details for hlrun-0.0.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
hlrun-0.0.4-cp311-cp311-macosx_11_0_arm64.whl 302.8 kB Jul 16, 2026 Without provenance	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details for hlrun-0.0.4-cp311-cp311-macosx_11_0_arm64.whl
hlrun-0.0.4-cp311-cp311-macosx_10_12_x86_64.whl 307.8 kB Jul 16, 2026 Without provenance	CPython 3.11	CPython 3.11	macOS 10.12+ x86-64	Details for hlrun-0.0.4-cp311-cp311-macosx_10_12_x86_64.whl
hlrun-0.0.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 315.1 kB Jul 16, 2026 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details for hlrun-0.0.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
hlrun-0.0.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 300.8 kB Jul 16, 2026 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64	Details for hlrun-0.0.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
hlrun-0.0.4-cp310-cp310-macosx_11_0_arm64.whl 303.0 kB Jul 16, 2026 Without provenance	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details for hlrun-0.0.4-cp310-cp310-macosx_11_0_arm64.whl
hlrun-0.0.4-cp310-cp310-macosx_10_12_x86_64.whl 307.8 kB Jul 16, 2026 Without provenance	CPython 3.10	CPython 3.10	macOS 10.12+ x86-64	Details for hlrun-0.0.4-cp310-cp310-macosx_10_12_x86_64.whl
hlrun-0.0.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 317.1 kB Jul 16, 2026 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-64	Details for hlrun-0.0.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
hlrun-0.0.4-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 303.1 kB Jul 16, 2026 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARM64	Details for hlrun-0.0.4-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
hlrun-0.0.4-cp39-cp39-macosx_11_0_arm64.whl 305.8 kB Jul 16, 2026 Without provenance	CPython 3.9	CPython 3.9	macOS 11.0+ ARM64	Details for hlrun-0.0.4-cp39-cp39-macosx_11_0_arm64.whl
hlrun-0.0.4-cp39-cp39-macosx_10_12_x86_64.whl 310.0 kB Jul 16, 2026 Without provenance	CPython 3.9	CPython 3.9	macOS 10.12+ x86-64	Details for hlrun-0.0.4-cp39-cp39-macosx_10_12_x86_64.whl

hlrun 0.0.4