llama.cpp/gguf-py
Christian Zhou-Zheng 52fc8705a0
Option to split during conversion (#6942)
* support splits in convert.py

* Support split by size and dry run to write estimated shards/filesizes

* Move split functionality to new GGUFManager class

* fix improper function signature

* tentative push of convert-hf-to-gguf support

* resolve merge + SplitArguments for easier parsing

* Fix eager tensor memory leak and remove convert.py changes

Removed a memory leak caused by unexpected reference retention to eager tensors.

Also removed GGUFManager functionality in convert.py in favor of specializing for convert-hf-to-gguf.py.

* refactor SplitStrategy to be a deque

Instead of having SplitStrategy have a `data` field that is a deque, just have SplitStrategy be a subclass of deque itself.

* fix Q8 quantization

* remove unnecessary imports in gguf_manager

* fix final? merge issue

* fix gguf_writer placement and remove comments

* oops, actually fix gguf_writer placement

* reduce duplicated code from gguf_writer

* further simplify GGUFManager

* simplify even further and standardize with GGUFWriter

* reduce diffs with master

* form shards while adding tensors, SHA256 sums agree with master

* re-add type hint

Co-authored-by: compilade <git@compilade.net>

* GGUFWriter compatibility fix

Co-authored-by: compilade <git@compilade.net>

* Shard dataclass and un-negative dont_add_architecture

* type consistency in format_n_bytes_to_str

* move kv keys to constants.py

* make pathlib explicit

* base-1024 bytes to base-1000

* rename GGUFManager to GGUFWriterSplit

* Update gguf-py/gguf/constants.py

Co-authored-by: compilade <git@compilade.net>

* fix convert-hf-to-gguf.py permissions

* fix line endings

* Update gguf-py/gguf/gguf_writer_split.py

Co-authored-by: compilade <git@compilade.net>

* convert-hf : restore executable file permission

* examples/convert-legacy-llama.py: restore executable file permission

* reinstate original gguf package import and fix type annotation

* attempt to appease the linter

* attempt 2 to appease the linter

* attempt 3 to appease the linter

* comma consistency

* Update convert-hf-to-gguf.py

Co-authored-by: compilade <git@compilade.net>

* edit cmd line args

* use simplification from #7827

* kv/ti data are still wrong

* try to refactor kv data (still fails)

* fix ti data messiness

* tidy up

* fix linting

* actually make the linter happy

* cleanup round 1

* remove SplitStrategy, SplitArguments

* appease linter

* fix typing and clean up

* fix linting

* Update gguf-py/gguf/gguf_writer.py

Co-authored-by: compilade <git@compilade.net>

* progress bar, fix split logic

* Update gguf-py/gguf/gguf_writer.py

Co-authored-by: compilade <git@compilade.net>

* catch oversights

* Update gguf-py/gguf/gguf_writer.py

Co-authored-by: compilade <git@compilade.net>

* Update gguf-py/gguf/gguf_writer.py

Co-authored-by: compilade <git@compilade.net>

* Update gguf-py/gguf/gguf_writer.py

Co-authored-by: compilade <git@compilade.net>

* Update gguf-py/gguf/gguf_writer.py

Co-authored-by: compilade <git@compilade.net>

* Update gguf-py/gguf/gguf_writer.py

Co-authored-by: compilade <git@compilade.net>

* swap bar orders

* Update gguf-py/gguf/gguf_writer.py

Co-authored-by: compilade <git@compilade.net>

* Update gguf-py/gguf/gguf_writer.py

Co-authored-by: compilade <git@compilade.net>

* compatibility fix

* Update gguf-py/gguf/gguf_writer.py

Co-authored-by: compilade <git@compilade.net>

* Update convert-hf-to-gguf.py

Co-authored-by: compilade <git@compilade.net>

---------

Co-authored-by: Brian <mofosyne@gmail.com>
Co-authored-by: compilade <git@compilade.net>
2024-06-24 19:42:03 +10:00
..
examples convert.py : add python logging instead of print() (#6511) 2024-05-03 22:36:41 +03:00
gguf Option to split during conversion (#6942) 2024-06-24 19:42:03 +10:00
scripts gguf-dump.py: add --markdown dump output (#7853) 2024-06-17 15:25:20 +10:00
tests gguf-py: Refactor and allow reading/modifying existing GGUF files (#3981) 2023-11-11 08:04:50 +03:00
LICENSE gguf : make gguf pip-installable 2023-08-25 09:26:05 +03:00
pyproject.toml convert-hf : save memory with lazy evaluation (#7075) 2024-05-08 18:16:38 -04:00
README.md convert : support models with multiple chat templates (#6588) 2024-04-18 14:49:01 +03:00

gguf

This is a Python package for writing binary files in the GGUF (GGML Universal File) format.

See convert-llama-hf-to-gguf.py as an example for its usage.

Installation

pip install gguf

API Examples/Simple Tools

examples/writer.py — Generates example.gguf in the current directory to demonstrate generating a GGUF file. Note that this file cannot be used as a model.

scripts/gguf-dump.py — Dumps a GGUF file's metadata to the console.

scripts/gguf-set-metadata.py — Allows changing simple metadata values in a GGUF file by key.

scripts/gguf-convert-endian.py — Allows converting the endianness of GGUF files.

scripts/gguf-new-metadata.py — Copies a GGUF file with added/modified/removed metadata values.

Development

Maintainers who participate in development of this package are advised to install it in editable mode:

cd /path/to/llama.cpp/gguf-py

pip install --editable .

Note: This may require to upgrade your Pip installation, with a message saying that editable installation currently requires setup.py. In this case, upgrade Pip to the latest:

pip install --upgrade pip

Automatic publishing with CI

There's a GitHub workflow to make a release automatically upon creation of tags in a specified format.

  1. Bump the version in pyproject.toml.
  2. Create a tag named gguf-vx.x.x where x.x.x is the semantic version number.
git tag -a gguf-v1.0.0 -m "Version 1.0 release"
  1. Push the tags.
git push origin --tags

Manual publishing

If you want to publish the package manually for any reason, you need to have twine and build installed:

pip install build twine

Then, follow these steps to release a new version:

  1. Bump the version in pyproject.toml.
  2. Build the package:
python -m build
  1. Upload the generated distribution archives:
python -m twine upload dist/*

TODO

  • Add tests
  • Include conversion scripts as command line entry points in this package.