|
|
| # llama-gguf-hash |
|
|
| CLI to hash GGUF files to detect difference on a per model and per tensor level. |
|
|
| **Command line options:** |
|
|
| - `--help`: display help message |
| - `--xxh64`: use xhash 64bit hash mode (default) |
| - `--sha1`: use sha1 |
| - `--uuid`: use uuid |
| - `--sha256`: use sha256 |
| - `--all`: use all hash |
| - `--no-layer`: exclude per layer hash |
| - `--uuid`: generate UUIDv5 ID |
| - `-c`, `--check <manifest>`: verify against a manifest |
|
|
| ## About |
|
|
| While most POSIX systems already have hash checking programs like sha256sum, it |
| is designed to check entire files. This is not ideal for our purpose if we want |
| to check for consistency of the tensor data even if the metadata content of the |
| gguf KV store has been updated. |
|
|
| This program is designed to hash a gguf tensor payload on a 'per tensor layer' |
| in addition to a 'entire tensor model' hash. The intent is that the entire |
| tensor layer can be checked first but if there is any detected inconsistencies, |
| then the per tensor hash can be used to narrow down the specific tensor layer |
| that has inconsistencies. |
|
|
| For Maintainers: |
| - Detection of tensor inconsistency during development and automated tests |
| - This is served by xxh64 which is fast |
| - This is also served by having per tensor layer to assist in narrowing down |
| the location of the faulty tensor layer |
| - This is also served by sha1 which is much slower but more widely supported |
| |
| For Model Creators: |
| - Optional consistent UUID generation based on model tensor content |
| - This is served by UUIDv5 which is useful for databases keys |
| - llama.cpp UUIDv5 Namespace: `ef001206-dadc-5f6d-a15f-3359e577d4e5` |
| - Made via UUIDv5 URL namespace of `en.wikipedia.org/wiki/Llama.cpp` |
|
|
| For Model Users: |
| - Assurance of tensor layer integrity even if metadata was updated |
| - This is served by sha256 which is still considered very secure as of 2024 |
|
|
| ### Design Note |
|
|
| - The default behavior of this program if no arguments is provided is to hash |
| using xxhash's xxh32 mode because it is very fast and is primarily targeted |
| towards maintainers who may want to use this in automated tests. |
| - xxhash support xxh32 and xxh128 for 32bit hash and 128bit hash respectively |
| however we picked 64bit xxhash as most computers are 64bit as of 2024 and thus |
| would have a better affinity to calculating hash that is 64bit in size. |
|
|
| ## Compile Example |
|
|
| ```bash |
| cmake -B build -DCMAKE_BUILD_TYPE=Debug -DLLAMA_FATAL_WARNINGS=ON |
| make -C build clean |
| make -C build llama-gguf-hash VERBOSE=1 |
| ./build/bin/llama-gguf-hash test.gguf |
| ./build/bin/llama-gguf-hash --xxh64 test.gguf |
| ./build/bin/llama-gguf-hash --sha1 test.gguf |
| ./build/bin/llama-gguf-hash --uuid test.gguf |
| ./build/bin/llama-gguf-hash --sha256 test.gguf |
| ``` |
|
|
| ## Generation and Verification Example |
|
|
| To generate we may use this command |
|
|
| ```bash |
| ./llama-gguf-hash --all test.gguf > test.gguf.manifest |
| ``` |
|
|
| Which would generate a manifest that looks like below, which contains multiple hash type and per tensor layer hashes as well |
| (This excludes UUID as that is an ID not a hash) |
|
|
| ```bash |
| xxh64 f66e9cd66a4396a0 test.gguf:tensor_0 |
| sha1 59f79ecefd8125a996fdf419239051a7e99e5f20 test.gguf:tensor_0 |
| sha256 c0510d38fa060c46265e0160a85c7243096b01dd31c2f355bdbb5516b20de1bd test.gguf:tensor_0 |
| xxh64 7d3a1f9ac04d0537 test.gguf:tensor_1 |
| sha1 4765f592eacf096df4628ba59476af94d767080a test.gguf:tensor_1 |
| sha256 8514cbcc73692a2c56bd7a33a022edd5ff819614bd23b19915d7224387f397a7 test.gguf:tensor_1 |
| xxh64 a0af5d700049693b test.gguf:tensor_2 |
| sha1 25cbfbad4513cc348e2c95ebdee69d6ff2fd8753 test.gguf:tensor_2 |
| sha256 947e6b36e20f2cc95e1d2ce1c1669d813d574657ac6b5ac5196158d454d35180 test.gguf:tensor_2 |
| xxh64 e83fddf559d7b6a6 test.gguf:tensor_3 |
| sha1 a9cba73e2d90f2ee3dae2548caa42bef3fe6a96c test.gguf:tensor_3 |
| sha256 423b044e016d8ac73c39f23f60bf01bedef5ecb03c0230accd824c91fe86f1a1 test.gguf:tensor_3 |
| xxh64 1257733306b7992d test.gguf:tensor_4 |
| sha1 d7bc61db93bb685ce9d598da89717c66729b7543 test.gguf:tensor_4 |
| sha256 79737cb3912d4201384cf7f16a1a37ff7823f23ea796cb205b6ca361ab9e3ebf test.gguf:tensor_4 |
| xxh64 d238d16ba4711e58 test.gguf:tensor_5 |
| sha1 0706566c198fe1072f37e0a5135b4b5f23654c52 test.gguf:tensor_5 |
| sha256 60949be8298eced0ecdde64487643d018407bd261691e061d9e9c3dbc9fd358b test.gguf:tensor_5 |
| xxh64 3fbc3b65ab8c7f39 test.gguf:tensor_6 |
| sha1 73922a0727226a409049f6fc3172a52219ca6f00 test.gguf:tensor_6 |
| sha256 574f4c46ff384a3b9a225eb955d2a871847a2e8b3fa59387a8252832e92ef7b0 test.gguf:tensor_6 |
| xxh64 c22021c29854f093 test.gguf:tensor_7 |
| sha1 efc39cece6a951188fc41e354c73bbfe6813d447 test.gguf:tensor_7 |
| sha256 4c0410cd3c500f078ae5b21e8dc9eb79e29112713b2ab58a882f82a3868d4d75 test.gguf:tensor_7 |
| xxh64 936df61f5d64261f test.gguf:tensor_8 |
| sha1 c2490296d789a4f34398a337fed8377d943d9f06 test.gguf:tensor_8 |
| sha256 c4401313feeba0261275c3b25bd2d8fe40ce04e0f440c2980ed0e9674c30ff01 test.gguf:tensor_8 |
| xxh64 93fd20c64421c081 test.gguf:tensor_9 |
| sha1 7047ce1e78437a6884337a3751c7ee0421918a65 test.gguf:tensor_9 |
| sha256 23d57cf0d7a6e90b0b3616b41300e0cd354781e812add854a5f95aa55f2bc514 test.gguf:tensor_9 |
| xxh64 5a54d3aad816f302 test.gguf |
| sha1 d15be52c4ff213e823cb6dd13af7ee2f978e7042 test.gguf |
| sha256 7dd641b32f59b60dbd4b5420c4b0f6321ccf48f58f6ae201a3dbc4a58a27c6e4 test.gguf |
| ``` |
|
|
| We can then use the normal check command which will by default check for the highest security strength hash and verify against that: |
|
|
| ```bash |
| $ ./llama-gguf-hash --check test.gguf.manifest test.gguf |
| manifest test.gguf.manifest sha256 sha1 xxh64 |
| sha256 c0510d38fa060c46265e0160a85c7243096b01dd31c2f355bdbb5516b20de1bd test.gguf:tensor_0 - Ok |
| sha256 8514cbcc73692a2c56bd7a33a022edd5ff819614bd23b19915d7224387f397a7 test.gguf:tensor_1 - Ok |
| sha256 947e6b36e20f2cc95e1d2ce1c1669d813d574657ac6b5ac5196158d454d35180 test.gguf:tensor_2 - Ok |
| sha256 423b044e016d8ac73c39f23f60bf01bedef5ecb03c0230accd824c91fe86f1a1 test.gguf:tensor_3 - Ok |
| sha256 79737cb3912d4201384cf7f16a1a37ff7823f23ea796cb205b6ca361ab9e3ebf test.gguf:tensor_4 - Ok |
| sha256 60949be8298eced0ecdde64487643d018407bd261691e061d9e9c3dbc9fd358b test.gguf:tensor_5 - Ok |
| sha256 574f4c46ff384a3b9a225eb955d2a871847a2e8b3fa59387a8252832e92ef7b0 test.gguf:tensor_6 - Ok |
| sha256 4c0410cd3c500f078ae5b21e8dc9eb79e29112713b2ab58a882f82a3868d4d75 test.gguf:tensor_7 - Ok |
| sha256 c4401313feeba0261275c3b25bd2d8fe40ce04e0f440c2980ed0e9674c30ff01 test.gguf:tensor_8 - Ok |
| sha256 23d57cf0d7a6e90b0b3616b41300e0cd354781e812add854a5f95aa55f2bc514 test.gguf:tensor_9 - Ok |
| sha256 7dd641b32f59b60dbd4b5420c4b0f6321ccf48f58f6ae201a3dbc4a58a27c6e4 test.gguf - Ok |
| |
| Verification results for test.gguf.manifest - Success |
| ``` |
|
|
| Or we may explicitly ask for a faster hash like: |
|
|
| ```bash |
| $ ./llama-gguf-hash --check test.gguf.manifest --xxh64 test.gguf |
| manifest test.gguf.manifest sha256 sha1 xxh64 |
| xxh64 f66e9cd66a4396a0 test.gguf:tensor_0 - Ok |
| xxh64 7d3a1f9ac04d0537 test.gguf:tensor_1 - Ok |
| xxh64 a0af5d700049693b test.gguf:tensor_2 - Ok |
| xxh64 e83fddf559d7b6a6 test.gguf:tensor_3 - Ok |
| xxh64 1257733306b7992d test.gguf:tensor_4 - Ok |
| xxh64 d238d16ba4711e58 test.gguf:tensor_5 - Ok |
| xxh64 3fbc3b65ab8c7f39 test.gguf:tensor_6 - Ok |
| xxh64 c22021c29854f093 test.gguf:tensor_7 - Ok |
| xxh64 936df61f5d64261f test.gguf:tensor_8 - Ok |
| xxh64 93fd20c64421c081 test.gguf:tensor_9 - Ok |
| xxh64 5a54d3aad816f302 test.gguf - Ok |
| |
| Verification results for test.gguf.manifest - Success |
| ``` |
|
|
| Or maybe we want to just check that all the hash is valid: |
|
|
| ```bash |
| $./llama-gguf-hash --check test.gguf.manifest --all test.gguf.manifest |
| manifest test.gguf.manifest sha256 sha1 xxh64 |
| xxh64 f66e9cd66a4396a0 test.gguf:tensor_0 - Ok |
| sha1 59f79ecefd8125a996fdf419239051a7e99e5f20 test.gguf:tensor_0 - Ok |
| sha256 c0510d38fa060c46265e0160a85c7243096b01dd31c2f355bdbb5516b20de1bd test.gguf:tensor_0 - Ok |
| xxh64 7d3a1f9ac04d0537 test.gguf:tensor_1 - Ok |
| sha1 4765f592eacf096df4628ba59476af94d767080a test.gguf:tensor_1 - Ok |
| sha256 8514cbcc73692a2c56bd7a33a022edd5ff819614bd23b19915d7224387f397a7 test.gguf:tensor_1 - Ok |
| xxh64 a0af5d700049693b test.gguf:tensor_2 - Ok |
| sha1 25cbfbad4513cc348e2c95ebdee69d6ff2fd8753 test.gguf:tensor_2 - Ok |
| sha256 947e6b36e20f2cc95e1d2ce1c1669d813d574657ac6b5ac5196158d454d35180 test.gguf:tensor_2 - Ok |
| xxh64 e83fddf559d7b6a6 test.gguf:tensor_3 - Ok |
| sha1 a9cba73e2d90f2ee3dae2548caa42bef3fe6a96c test.gguf:tensor_3 - Ok |
| sha256 423b044e016d8ac73c39f23f60bf01bedef5ecb03c0230accd824c91fe86f1a1 test.gguf:tensor_3 - Ok |
| xxh64 1257733306b7992d test.gguf:tensor_4 - Ok |
| sha1 d7bc61db93bb685ce9d598da89717c66729b7543 test.gguf:tensor_4 - Ok |
| sha256 79737cb3912d4201384cf7f16a1a37ff7823f23ea796cb205b6ca361ab9e3ebf test.gguf:tensor_4 - Ok |
| xxh64 d238d16ba4711e58 test.gguf:tensor_5 - Ok |
| sha1 0706566c198fe1072f37e0a5135b4b5f23654c52 test.gguf:tensor_5 - Ok |
| sha256 60949be8298eced0ecdde64487643d018407bd261691e061d9e9c3dbc9fd358b test.gguf:tensor_5 - Ok |
| xxh64 3fbc3b65ab8c7f39 test.gguf:tensor_6 - Ok |
| sha1 73922a0727226a409049f6fc3172a52219ca6f00 test.gguf:tensor_6 - Ok |
| sha256 574f4c46ff384a3b9a225eb955d2a871847a2e8b3fa59387a8252832e92ef7b0 test.gguf:tensor_6 - Ok |
| xxh64 c22021c29854f093 test.gguf:tensor_7 - Ok |
| sha1 efc39cece6a951188fc41e354c73bbfe6813d447 test.gguf:tensor_7 - Ok |
| sha256 4c0410cd3c500f078ae5b21e8dc9eb79e29112713b2ab58a882f82a3868d4d75 test.gguf:tensor_7 - Ok |
| xxh64 936df61f5d64261f test.gguf:tensor_8 - Ok |
| sha1 c2490296d789a4f34398a337fed8377d943d9f06 test.gguf:tensor_8 - Ok |
| sha256 c4401313feeba0261275c3b25bd2d8fe40ce04e0f440c2980ed0e9674c30ff01 test.gguf:tensor_8 - Ok |
| xxh64 93fd20c64421c081 test.gguf:tensor_9 - Ok |
| sha1 7047ce1e78437a6884337a3751c7ee0421918a65 test.gguf:tensor_9 - Ok |
| sha256 23d57cf0d7a6e90b0b3616b41300e0cd354781e812add854a5f95aa55f2bc514 test.gguf:tensor_9 - Ok |
| xxh64 5a54d3aad816f302 test.gguf - Ok |
| sha1 d15be52c4ff213e823cb6dd13af7ee2f978e7042 test.gguf - Ok |
| sha256 7dd641b32f59b60dbd4b5420c4b0f6321ccf48f58f6ae201a3dbc4a58a27c6e4 test.gguf - Ok |
| |
| Verification results for test.gguf.manifest - Success |
| ``` |
|
|
|
|
| ## Crypto/Hash Libraries Used |
|
|
| These micro c libraries dependencies was installed via the [clib c package manager](https://github.com/clibs) |
|
|
| - https://github.com/Cyan4973/xxHash |
| - https://github.com/clibs/sha1/ |
| - https://github.com/jb55/sha256.c |
|
|
