Unverified Commit 6aeb6690 authored by Nicolas Patry's avatar Nicolas Patry Committed by GitHub
Browse files

Softcapping for gemma2. (#2273)

* Softcapping for gemma2.

* Less clutter.

* No access to transformers config, only config_dict here.

* 0.0 is the null value in the C++ API.
parent 4844ff79
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"logprob": -39.25,
"text": "<start_of_turn>"
},
{
"id": 2516,
"logprob": -32.5,
"text": "model"
},
{
"id": 235292,
"logprob": -10.1875,
"text": ":"
},
{
"id": 108,
"logprob": -3.296875,
"text": "\n"
}
],
"seed": null,
"tokens": [
{
"id": 688,
"logprob": -0.546875,
"special": false,
"text": "**"
},
{
"id": 103889,
"logprob": -0.49023438,
"special": false,
"text": "Hydrogen"
},
{
"id": 190213,
"logprob": -0.48632812,
"special": false,
"text": "**,"
},
{
"id": 2611,
"logprob": -0.58203125,
"special": false,
"text": " light"
},
{
"id": 578,
"logprob": -0.08886719,
"special": false,
"text": " and"
},
{
"id": 2223,
"logprob": -1.09375,
"special": false,
"text": " free"
},
{
"id": 235269,
"logprob": -0.024291992,
"special": false,
"text": ","
},
{
"id": 108,
"logprob": -0.30664062,
"special": false,
"text": "\n"
},
{
"id": 688,
"logprob": -0.0035552979,
"special": false,
"text": "**"
},
{
"id": 1949,
"logprob": -4.220009e-05,
"special": false,
"text": "He"
}
],
"top_tokens": null
},
"generated_text": "**Hydrogen**, light and free,\n**He"
}
]
import pytest
@pytest.fixture(scope="module")
def flash_gemma2_handle(launcher):
with launcher("google/gemma-2-9b-it", num_shard=2) as handle:
yield handle
@pytest.fixture(scope="module")
async def flash_gemma2(flash_gemma2_handle):
await flash_gemma2_handle.health(300)
return flash_gemma2_handle.client
@pytest.mark.release
@pytest.mark.asyncio
@pytest.mark.private
async def test_flash_gemma2(flash_gemma2, response_snapshot):
response = await flash_gemma2.generate(
"<start_of_turn>user:\nWrite a poem to help me remember the first 10 elements on the periodic table, giving each element its own line.<end_of_turn>\n<start_of_turn>model:\n",
max_new_tokens=10,
decoder_input_details=True,
)
assert response.generated_text == "**Hydrogen**, light and free,\n**He"
assert response.details.generated_tokens == 10
assert response == response_snapshot
@pytest.mark.release
@pytest.mark.asyncio
@pytest.mark.private
async def test_flash_gemma2_load(flash_gemma2, generate_load, response_snapshot):
responses = await generate_load(
flash_gemma2,
"<start_of_turn>user:\nWrite a poem to help me remember the first 10 elements on the periodic table, giving each element its own line.<end_of_turn>\n<start_of_turn>model:\n",
max_new_tokens=10,
n=4,
)
assert responses[0].generated_text == "**Hydrogen**, light and free,\n**He"
assert len(responses) == 4
assert all([r.generated_text == responses[0].generated_text for r in responses])
assert responses == response_snapshot
...@@ -25,6 +25,7 @@ mod env_runtime; ...@@ -25,6 +25,7 @@ mod env_runtime;
struct RawConfig { struct RawConfig {
max_position_embeddings: Option<usize>, max_position_embeddings: Option<usize>,
n_positions: Option<usize>, n_positions: Option<usize>,
model_type: Option<String>,
max_seq_len: Option<usize>, max_seq_len: Option<usize>,
} }
...@@ -1418,6 +1419,11 @@ fn main() -> Result<(), LauncherError> { ...@@ -1418,6 +1419,11 @@ fn main() -> Result<(), LauncherError> {
let content = std::fs::read_to_string(filename)?; let content = std::fs::read_to_string(filename)?;
let config: RawConfig = serde_json::from_str(&content)?; let config: RawConfig = serde_json::from_str(&content)?;
if config.model_type == Some("gemma2".to_string()) {
tracing::info!("Forcing flash decoding because of softcap usage");
std::env::set_var("FLASH_DECODING", "1");
}
let config: Config = config.into(); let config: Config = config.into();
// Quantization usually means you're even more RAM constrained. // Quantization usually means you're even more RAM constrained.
......
flash_att_v2_commit_cuda := v2.5.9.post1 flash_att_v2_commit_cuda := v2.6.1
flash_att_v2_commit_rocm := 2554f490101742ccdc56620a938f847f61754be6 flash_att_v2_commit_rocm := 2554f490101742ccdc56620a938f847f61754be6
build-flash-attention-v2-cuda: build-flash-attention-v2-cuda:
......
...@@ -202,13 +202,13 @@ test = ["scipy"] ...@@ -202,13 +202,13 @@ test = ["scipy"]
[[package]] [[package]]
name = "certifi" name = "certifi"
version = "2024.6.2" version = "2024.7.4"
description = "Python package for providing Mozilla's CA Bundle." description = "Python package for providing Mozilla's CA Bundle."
optional = false optional = false
python-versions = ">=3.6" python-versions = ">=3.6"
files = [ files = [
{file = "certifi-2024.6.2-py3-none-any.whl", hash = "sha256:ddc6c8ce995e6987e7faf5e3f1b02b302836a0e5d98ece18392cb1a36c72ad56"}, {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"},
{file = "certifi-2024.6.2.tar.gz", hash = "sha256:3cd43f1c6fa7dedc5899d69d3ad0398fd018ad1a17fba83ddaf78aa46c747516"}, {file = "certifi-2024.7.4.tar.gz", hash = "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b"},
] ]
[[package]] [[package]]
...@@ -348,45 +348,47 @@ files = [ ...@@ -348,45 +348,47 @@ files = [
[[package]] [[package]]
name = "datasets" name = "datasets"
version = "2.14.4" version = "2.20.0"
description = "HuggingFace community-driven open-source library of datasets" description = "HuggingFace community-driven open-source library of datasets"
optional = true optional = true
python-versions = ">=3.8.0" python-versions = ">=3.8.0"
files = [ files = [
{file = "datasets-2.14.4-py3-none-any.whl", hash = "sha256:29336bd316a7d827ccd4da2236596279b20ca2ac78f64c04c9483da7cbc2459b"}, {file = "datasets-2.20.0-py3-none-any.whl", hash = "sha256:76ac02e3bdfff824492e20678f0b6b1b6d080515957fe834b00c2ba8d6b18e5e"},
{file = "datasets-2.14.4.tar.gz", hash = "sha256:ef29c2b5841de488cd343cfc26ab979bff77efa4d2285af51f1ad7db5c46a83b"}, {file = "datasets-2.20.0.tar.gz", hash = "sha256:3c4dbcd27e0f642b9d41d20ff2efa721a5e04b32b2ca4009e0fc9139e324553f"},
] ]
[package.dependencies] [package.dependencies]
aiohttp = "*" aiohttp = "*"
dill = ">=0.3.0,<0.3.8" dill = ">=0.3.0,<0.3.9"
fsspec = {version = ">=2021.11.1", extras = ["http"]} filelock = "*"
huggingface-hub = ">=0.14.0,<1.0.0" fsspec = {version = ">=2023.1.0,<=2024.5.0", extras = ["http"]}
huggingface-hub = ">=0.21.2"
multiprocess = "*" multiprocess = "*"
numpy = ">=1.17" numpy = ">=1.17"
packaging = "*" packaging = "*"
pandas = "*" pandas = "*"
pyarrow = ">=8.0.0" pyarrow = ">=15.0.0"
pyarrow-hotfix = "*"
pyyaml = ">=5.1" pyyaml = ">=5.1"
requests = ">=2.19.0" requests = ">=2.32.2"
tqdm = ">=4.62.1" tqdm = ">=4.66.3"
xxhash = "*" xxhash = "*"
[package.extras] [package.extras]
apache-beam = ["apache-beam (>=2.26.0,<2.44.0)"] apache-beam = ["apache-beam (>=2.26.0)"]
audio = ["librosa", "soundfile (>=0.12.1)"] audio = ["librosa", "soundfile (>=0.12.1)"]
benchmarks = ["tensorflow (==2.12.0)", "torch (==2.0.1)", "transformers (==4.30.1)"] benchmarks = ["tensorflow (==2.12.0)", "torch (==2.0.1)", "transformers (==4.30.1)"]
dev = ["Pillow (>=6.2.1)", "absl-py", "apache-beam (>=2.26.0,<2.44.0)", "black (>=23.1,<24.0)", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "pyyaml (>=5.3.1)", "rarfile (>=4.0)", "ruff (>=0.0.241)", "s3fs", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "sqlalchemy (<2.0.0)", "tensorflow (>=2.2.0,!=2.6.0,!=2.6.1)", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "tensorflow-macos", "tiktoken", "torch", "transformers", "zstandard"] dev = ["Pillow (>=9.4.0)", "absl-py", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "jax (>=0.3.14)", "jaxlib (>=0.3.14)", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "ruff (>=0.3.0)", "s3fs", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "sqlalchemy", "tensorflow (>=2.6.0)", "tiktoken", "torch", "torch (>=2.0.0)", "transformers", "typing-extensions (>=4.6.1)", "zstandard"]
docs = ["s3fs", "tensorflow (>=2.2.0,!=2.6.0,!=2.6.1)", "tensorflow-macos", "torch", "transformers"] docs = ["s3fs", "tensorflow (>=2.6.0)", "torch", "transformers"]
jax = ["jax (>=0.2.8,!=0.3.2,<=0.3.25)", "jaxlib (>=0.1.65,<=0.3.25)"] jax = ["jax (>=0.3.14)", "jaxlib (>=0.3.14)"]
metrics-tests = ["Werkzeug (>=1.0.1)", "accelerate", "bert-score (>=0.3.6)", "jiwer", "langdetect", "mauve-text", "nltk", "requests-file (>=1.5.1)", "rouge-score", "sacrebleu", "sacremoses", "scikit-learn", "scipy", "sentencepiece", "seqeval", "six (>=1.15.0,<1.16.0)", "spacy (>=3.0.0)", "texttable (>=1.6.3)", "tldextract", "tldextract (>=3.1.0)", "toml (>=0.10.1)", "typer (<0.5.0)"] metrics-tests = ["Werkzeug (>=1.0.1)", "accelerate", "bert-score (>=0.3.6)", "jiwer", "langdetect", "mauve-text", "nltk", "requests-file (>=1.5.1)", "rouge-score", "sacrebleu", "sacremoses", "scikit-learn", "scipy", "sentencepiece", "seqeval", "six (>=1.15.0,<1.16.0)", "spacy (>=3.0.0)", "texttable (>=1.6.3)", "tldextract", "tldextract (>=3.1.0)", "toml (>=0.10.1)", "typer (<0.5.0)"]
quality = ["black (>=23.1,<24.0)", "pyyaml (>=5.3.1)", "ruff (>=0.0.241)"] quality = ["ruff (>=0.3.0)"]
s3 = ["s3fs"] s3 = ["s3fs"]
tensorflow = ["tensorflow (>=2.2.0,!=2.6.0,!=2.6.1)", "tensorflow-macos"] tensorflow = ["tensorflow (>=2.6.0)"]
tensorflow-gpu = ["tensorflow-gpu (>=2.2.0,!=2.6.0,!=2.6.1)"] tensorflow-gpu = ["tensorflow (>=2.6.0)"]
tests = ["Pillow (>=6.2.1)", "absl-py", "apache-beam (>=2.26.0,<2.44.0)", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "sqlalchemy (<2.0.0)", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "tensorflow-macos", "tiktoken", "torch", "transformers", "zstandard"] tests = ["Pillow (>=9.4.0)", "absl-py", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "jax (>=0.3.14)", "jaxlib (>=0.3.14)", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "sqlalchemy", "tensorflow (>=2.6.0)", "tiktoken", "torch (>=2.0.0)", "transformers", "typing-extensions (>=4.6.1)", "zstandard"]
torch = ["torch"] torch = ["torch"]
vision = ["Pillow (>=6.2.1)"] vision = ["Pillow (>=9.4.0)"]
[[package]] [[package]]
name = "deprecated" name = "deprecated"
...@@ -407,17 +409,18 @@ dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"] ...@@ -407,17 +409,18 @@ dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
[[package]] [[package]]
name = "dill" name = "dill"
version = "0.3.7" version = "0.3.8"
description = "serialize all of Python" description = "serialize all of Python"
optional = true optional = true
python-versions = ">=3.7" python-versions = ">=3.8"
files = [ files = [
{file = "dill-0.3.7-py3-none-any.whl", hash = "sha256:76b122c08ef4ce2eedcd4d1abd8e641114bfc6c2867f49f3c41facf65bf19f5e"}, {file = "dill-0.3.8-py3-none-any.whl", hash = "sha256:c36ca9ffb54365bdd2f8eb3eff7d2a21237f8452b57ace88b1ac615b7e815bd7"},
{file = "dill-0.3.7.tar.gz", hash = "sha256:cc1c8b182eb3013e24bd475ff2e9295af86c1a38eb1aff128dac8962a9ce3c03"}, {file = "dill-0.3.8.tar.gz", hash = "sha256:3ebe3c479ad625c4553aca177444d89b486b1d84982eeacded644afc0cf797ca"},
] ]
[package.extras] [package.extras]
graph = ["objgraph (>=1.7.2)"] graph = ["objgraph (>=1.7.2)"]
profile = ["gprof2dot (>=2022.7.29)"]
[[package]] [[package]]
name = "diskcache" name = "diskcache"
...@@ -443,13 +446,13 @@ files = [ ...@@ -443,13 +446,13 @@ files = [
[[package]] [[package]]
name = "exceptiongroup" name = "exceptiongroup"
version = "1.2.1" version = "1.2.2"
description = "Backport of PEP 654 (exception groups)" description = "Backport of PEP 654 (exception groups)"
optional = false optional = false
python-versions = ">=3.7" python-versions = ">=3.7"
files = [ files = [
{file = "exceptiongroup-1.2.1-py3-none-any.whl", hash = "sha256:5258b9ed329c5bbdd31a309f53cbfb0b155341807f6ff7606a1e801a891b29ad"}, {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
{file = "exceptiongroup-1.2.1.tar.gz", hash = "sha256:a4785e48b045528f5bfe627b6ad554ff32def154f42372786903b7abcfe1aa16"}, {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
] ]
[package.extras] [package.extras]
...@@ -457,18 +460,18 @@ test = ["pytest (>=6)"] ...@@ -457,18 +460,18 @@ test = ["pytest (>=6)"]
[[package]] [[package]]
name = "filelock" name = "filelock"
version = "3.14.0" version = "3.15.4"
description = "A platform independent file lock." description = "A platform independent file lock."
optional = false optional = false
python-versions = ">=3.8" python-versions = ">=3.8"
files = [ files = [
{file = "filelock-3.14.0-py3-none-any.whl", hash = "sha256:43339835842f110ca7ae60f1e1c160714c5a6afd15a2873419ab185334975c0f"}, {file = "filelock-3.15.4-py3-none-any.whl", hash = "sha256:6ca1fffae96225dab4c6eaf1c4f4f28cd2568d3ec2a44e15a08520504de468e7"},
{file = "filelock-3.14.0.tar.gz", hash = "sha256:6ea72da3be9b8c82afd3edcf99f2fffbb5076335a5ae4d03248bb5b6c3eae78a"}, {file = "filelock-3.15.4.tar.gz", hash = "sha256:2207938cbc1844345cb01a5a95524dae30f0ce089eba5b00378295a17e3e90cb"},
] ]
[package.extras] [package.extras]
docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"] docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"]
testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)"] testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-asyncio (>=0.21)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)", "virtualenv (>=20.26.2)"]
typing = ["typing-extensions (>=4.8)"] typing = ["typing-extensions (>=4.8)"]
[[package]] [[package]]
...@@ -559,13 +562,13 @@ files = [ ...@@ -559,13 +562,13 @@ files = [
[[package]] [[package]]
name = "fsspec" name = "fsspec"
version = "2024.6.0" version = "2024.5.0"
description = "File-system specification" description = "File-system specification"
optional = false optional = false
python-versions = ">=3.8" python-versions = ">=3.8"
files = [ files = [
{file = "fsspec-2024.6.0-py3-none-any.whl", hash = "sha256:58d7122eb8a1a46f7f13453187bfea4972d66bf01618d37366521b1998034cee"}, {file = "fsspec-2024.5.0-py3-none-any.whl", hash = "sha256:e0fdbc446d67e182f49a70b82cf7889028a63588fde6b222521f10937b2b670c"},
{file = "fsspec-2024.6.0.tar.gz", hash = "sha256:f579960a56e6d8038a9efc8f9c77279ec12e6299aa86b0769a7e9c46b94527c2"}, {file = "fsspec-2024.5.0.tar.gz", hash = "sha256:1d021b0b0f933e3b3029ed808eb400c08ba101ca2de4b3483fbc9ca23fcee94a"},
] ]
[package.dependencies] [package.dependencies]
...@@ -577,7 +580,6 @@ adl = ["adlfs"] ...@@ -577,7 +580,6 @@ adl = ["adlfs"]
arrow = ["pyarrow (>=1)"] arrow = ["pyarrow (>=1)"]
dask = ["dask", "distributed"] dask = ["dask", "distributed"]
dev = ["pre-commit", "ruff"] dev = ["pre-commit", "ruff"]
doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
dropbox = ["dropbox", "dropboxdrivefs", "requests"] dropbox = ["dropbox", "dropboxdrivefs", "requests"]
full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"] full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
fuse = ["fusepy"] fuse = ["fusepy"]
...@@ -601,17 +603,17 @@ tqdm = ["tqdm"] ...@@ -601,17 +603,17 @@ tqdm = ["tqdm"]
[[package]] [[package]]
name = "googleapis-common-protos" name = "googleapis-common-protos"
version = "1.63.1" version = "1.63.2"
description = "Common protobufs used in Google APIs" description = "Common protobufs used in Google APIs"
optional = false optional = false
python-versions = ">=3.7" python-versions = ">=3.7"
files = [ files = [
{file = "googleapis-common-protos-1.63.1.tar.gz", hash = "sha256:c6442f7a0a6b2a80369457d79e6672bb7dcbaab88e0848302497e3ec80780a6a"}, {file = "googleapis-common-protos-1.63.2.tar.gz", hash = "sha256:27c5abdffc4911f28101e635de1533fb4cfd2c37fbaa9174587c799fac90aa87"},
{file = "googleapis_common_protos-1.63.1-py2.py3-none-any.whl", hash = "sha256:0e1c2cdfcbc354b76e4a211a35ea35d6926a835cba1377073c4861db904a1877"}, {file = "googleapis_common_protos-1.63.2-py2.py3-none-any.whl", hash = "sha256:27a2499c7e8aff199665b22741997e485eccc8645aa9176c7c988e6fae507945"},
] ]
[package.dependencies] [package.dependencies]
protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0.dev0" protobuf = ">=3.20.2,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0.dev0"
[package.extras] [package.extras]
grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"] grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
...@@ -635,61 +637,61 @@ testing = ["protobuf (>=4.21.9)"] ...@@ -635,61 +637,61 @@ testing = ["protobuf (>=4.21.9)"]
[[package]] [[package]]
name = "grpcio" name = "grpcio"
version = "1.64.1" version = "1.65.1"
description = "HTTP/2-based RPC framework" description = "HTTP/2-based RPC framework"
optional = false optional = false
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...@@ -2446,110 +2481,110 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"] ...@@ -2446,110 +2481,110 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
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[[package]] [[package]]
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flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"] flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
ftfy = ["ftfy"] ftfy = ["ftfy"]
...@@ -3080,41 +3120,42 @@ natten = ["natten (>=0.14.6,<0.15.0)"] ...@@ -3080,41 +3120,42 @@ natten = ["natten (>=0.14.6,<0.15.0)"]
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onnxruntime = ["onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)"] onnxruntime = ["onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)"]
optuna = ["optuna"] optuna = ["optuna"]
quality = ["GitPython (<3.1.19)", "datasets (!=2.5.0)", "isort (>=5.5.4)", "ruff (==0.1.5)", "urllib3 (<2.0.0)"] quality = ["GitPython (<3.1.19)", "datasets (!=2.5.0)", "isort (>=5.5.4)", "ruff (==0.4.4)", "urllib3 (<2.0.0)"]
ray = ["ray[tune] (>=2.7.0)"] ray = ["ray[tune] (>=2.7.0)"]
retrieval = ["datasets (!=2.5.0)", "faiss-cpu"] retrieval = ["datasets (!=2.5.0)", "faiss-cpu"]
ruff = ["ruff (==0.4.4)"]
sagemaker = ["sagemaker (>=2.31.0)"] sagemaker = ["sagemaker (>=2.31.0)"]
sentencepiece = ["protobuf", "sentencepiece (>=0.1.91,!=0.1.92)"] sentencepiece = ["protobuf", "sentencepiece (>=0.1.91,!=0.1.92)"]
serving = ["fastapi", "pydantic", "starlette", "uvicorn"] serving = ["fastapi", "pydantic", "starlette", "uvicorn"]
sigopt = ["sigopt"] sigopt = ["sigopt"]
sklearn = ["scikit-learn"] sklearn = ["scikit-learn"]
speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"] speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
testing = ["GitPython (<3.1.19)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "nltk", "parameterized", "psutil", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.1.5)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorboard", "timeout-decorator"] testing = ["GitPython (<3.1.19)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "nltk", "parameterized", "psutil", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.4.4)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorboard", "timeout-decorator"]
tf = ["keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow (>2.9,<2.16)", "tensorflow-text (<2.16)", "tf2onnx"] tf = ["keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow (>2.9,<2.16)", "tensorflow-text (<2.16)", "tf2onnx"]
tf-cpu = ["keras (>2.9,<2.16)", "keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow-cpu (>2.9,<2.16)", "tensorflow-probability (<2.16)", "tensorflow-text (<2.16)", "tf2onnx"] tf-cpu = ["keras (>2.9,<2.16)", "keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow-cpu (>2.9,<2.16)", "tensorflow-probability (<0.24)", "tensorflow-text (<2.16)", "tf2onnx"]
tf-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"] tf-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
timm = ["timm"] timm = ["timm (<=0.9.16)"]
tokenizers = ["tokenizers (>=0.19,<0.20)"] tokenizers = ["tokenizers (>=0.19,<0.20)"]
torch = ["accelerate (>=0.21.0)", "torch"] torch = ["accelerate (>=0.21.0)", "torch"]
torch-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"] torch-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
torch-vision = ["Pillow (>=10.0.1,<=15.0)", "torchvision"] torch-vision = ["Pillow (>=10.0.1,<=15.0)", "torchvision"]
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video = ["av (==9.2.0)", "decord (==0.6.0)"] video = ["av (==9.2.0)", "decord (==0.6.0)"]
vision = ["Pillow (>=10.0.1,<=15.0)"] vision = ["Pillow (>=10.0.1,<=15.0)"]
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name = "triton" name = "triton"
version = "2.3.0" version = "2.3.1"
description = "A language and compiler for custom Deep Learning operations" description = "A language and compiler for custom Deep Learning operations"
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python-versions = "*" python-versions = "*"
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[package.dependencies] [package.dependencies]
...@@ -3147,13 +3188,13 @@ test = ["black (>=22.3.0,<23.0.0)", "coverage (>=5.2,<6.0)", "isort (>=5.0.6,<6. ...@@ -3147,13 +3188,13 @@ test = ["black (>=22.3.0,<23.0.0)", "coverage (>=5.2,<6.0)", "isort (>=5.0.6,<6.
[[package]] [[package]]
name = "typing-extensions" name = "typing-extensions"
version = "4.12.1" version = "4.12.2"
description = "Backported and Experimental Type Hints for Python 3.8+" description = "Backported and Experimental Type Hints for Python 3.8+"
optional = false optional = false
python-versions = ">=3.8" python-versions = ">=3.8"
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[[package]] [[package]]
...@@ -3169,13 +3210,13 @@ files = [ ...@@ -3169,13 +3210,13 @@ files = [
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name = "urllib3" name = "urllib3"
version = "2.2.1" version = "2.2.2"
description = "HTTP library with thread-safe connection pooling, file post, and more." description = "HTTP library with thread-safe connection pooling, file post, and more."
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python-versions = ">=3.8" python-versions = ">=3.8"
files = [ files = [
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...@@ -3499,18 +3540,18 @@ multidict = ">=4.0" ...@@ -3499,18 +3540,18 @@ multidict = ">=4.0"
[[package]] [[package]]
name = "zipp" name = "zipp"
version = "3.19.1" version = "3.19.2"
description = "Backport of pathlib-compatible object wrapper for zip files" description = "Backport of pathlib-compatible object wrapper for zip files"
optional = false optional = false
python-versions = ">=3.8" python-versions = ">=3.8"
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test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"] test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
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accelerate = ["accelerate"] accelerate = ["accelerate"]
...@@ -3523,4 +3564,4 @@ torch = ["torch"] ...@@ -3523,4 +3564,4 @@ torch = ["torch"]
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einops = "^0.6.1" einops = "^0.6.1"
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datasets = { version = "^2.14.0", optional = true } datasets = { version = "^2.14.0", optional = true }
......
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certifi==2024.2.2 ; python_version >= "3.9" and python_version < "3.13"
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opentelemetry-exporter-otlp-proto-grpc==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-exporter-otlp-proto-common==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-exporter-otlp-proto-http==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-exporter-otlp-proto-grpc==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-exporter-otlp==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-exporter-otlp-proto-http==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-instrumentation-grpc==0.36b0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-exporter-otlp==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-instrumentation==0.36b0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-instrumentation-grpc==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-proto==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-instrumentation==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-sdk==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-proto==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-semantic-conventions==0.36b0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-sdk==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
packaging==24.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-semantic-conventions==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
pillow==10.3.0 ; python_version >= "3.9" and python_version < "3.13" packaging==24.1 ; python_version >= "3.9" and python_version < "3.13"
pillow==10.4.0 ; python_version >= "3.9" and python_version < "3.13"
prometheus-client==0.20.0 ; python_version >= "3.9" and python_version < "3.13" prometheus-client==0.20.0 ; python_version >= "3.9" and python_version < "3.13"
protobuf==4.25.3 ; python_version >= "3.9" and python_version < "3.13" protobuf==4.25.3 ; python_version >= "3.9" and python_version < "3.13"
py-cpuinfo==9.0.0 ; python_version >= "3.9" and python_version < "3.13" py-cpuinfo==9.0.0 ; python_version >= "3.9" and python_version < "3.13"
pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13" pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13"
regex==2024.5.15 ; python_version >= "3.9" and python_version < "3.13" regex==2024.5.15 ; python_version >= "3.9" and python_version < "3.13"
requests==2.32.2 ; python_version >= "3.9" and python_version < "3.13" requests==2.32.3 ; python_version >= "3.9" and python_version < "3.13"
safetensors==0.4.3 ; python_version >= "3.9" and python_version < "3.13" safetensors==0.4.3 ; python_version >= "3.9" and python_version < "3.13"
scipy==1.13.1 ; python_version >= "3.9" and python_version < "3.13" scipy==1.13.1 ; python_version >= "3.9" and python_version < "3.13"
sentencepiece==0.1.99 ; python_version >= "3.9" and python_version < "3.13" sentencepiece==0.1.99 ; python_version >= "3.9" and python_version < "3.13"
setuptools==70.0.0 ; python_version >= "3.9" and python_version < "3.13" setuptools==71.1.0 ; python_version >= "3.9" and python_version < "3.13"
tokenizers==0.19.1 ; python_version >= "3.9" and python_version < "3.13" tokenizers==0.19.1 ; python_version >= "3.9" and python_version < "3.13"
tqdm==4.66.4 ; python_version >= "3.9" and python_version < "3.13" tqdm==4.66.4 ; python_version >= "3.9" and python_version < "3.13"
transformers==4.41.1 ; python_version >= "3.9" and python_version < "3.13" transformers==4.42.4 ; python_version >= "3.9" and python_version < "3.13"
typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13" typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13"
typing-extensions==4.12.0 ; python_version >= "3.9" and python_version < "3.13" typing-extensions==4.12.2 ; python_version >= "3.9" and python_version < "3.13"
urllib3==2.2.1 ; python_version >= "3.9" and python_version < "3.13" urllib3==2.2.2 ; python_version >= "3.9" and python_version < "3.13"
win32-setctime==1.1.0 ; python_version >= "3.9" and python_version < "3.13" and sys_platform == "win32" win32-setctime==1.1.0 ; python_version >= "3.9" and python_version < "3.13" and sys_platform == "win32"
wrapt==1.16.0 ; python_version >= "3.9" and python_version < "3.13" wrapt==1.16.0 ; python_version >= "3.9" and python_version < "3.13"
zipp==3.19.2 ; python_version >= "3.9" and python_version < "3.13"
backoff==2.2.1 ; python_version >= "3.9" and python_version < "3.13" certifi==2024.7.4 ; python_version >= "3.9" and python_version < "3.13"
certifi==2024.2.2 ; python_version >= "3.9" and python_version < "3.13"
charset-normalizer==3.3.2 ; python_version >= "3.9" and python_version < "3.13" charset-normalizer==3.3.2 ; python_version >= "3.9" and python_version < "3.13"
click==8.1.7 ; python_version >= "3.9" and python_version < "3.13" click==8.1.7 ; python_version >= "3.9" and python_version < "3.13"
colorama==0.4.6 ; python_version >= "3.9" and python_version < "3.13" and (sys_platform == "win32" or platform_system == "Windows") colorama==0.4.6 ; python_version >= "3.9" and python_version < "3.13" and (sys_platform == "win32" or platform_system == "Windows")
deprecated==1.2.14 ; python_version >= "3.9" and python_version < "3.13" deprecated==1.2.14 ; python_version >= "3.9" and python_version < "3.13"
einops==0.6.1 ; python_version >= "3.9" and python_version < "3.13" einops==0.6.1 ; python_version >= "3.9" and python_version < "3.13"
filelock==3.14.0 ; python_version >= "3.9" and python_version < "3.13" filelock==3.15.4 ; python_version >= "3.9" and python_version < "3.13"
fsspec==2024.5.0 ; python_version >= "3.9" and python_version < "3.13" fsspec==2024.5.0 ; python_version >= "3.9" and python_version < "3.13"
googleapis-common-protos==1.63.0 ; python_version >= "3.9" and python_version < "3.13" googleapis-common-protos==1.63.2 ; python_version >= "3.9" and python_version < "3.13"
grpc-interceptor==0.15.4 ; python_version >= "3.9" and python_version < "3.13" grpc-interceptor==0.15.4 ; python_version >= "3.9" and python_version < "3.13"
grpcio-reflection==1.62.2 ; python_version >= "3.9" and python_version < "3.13" grpcio-reflection==1.62.2 ; python_version >= "3.9" and python_version < "3.13"
grpcio-status==1.62.2 ; python_version >= "3.9" and python_version < "3.13" grpcio-status==1.62.2 ; python_version >= "3.9" and python_version < "3.13"
grpcio==1.64.0 ; python_version >= "3.9" and python_version < "3.13" grpcio==1.65.1 ; python_version >= "3.9" and python_version < "3.13"
hf-transfer==0.1.6 ; python_version >= "3.9" and python_version < "3.13" hf-transfer==0.1.6 ; python_version >= "3.9" and python_version < "3.13"
huggingface-hub==0.23.1 ; python_version >= "3.9" and python_version < "3.13" huggingface-hub==0.23.5 ; python_version >= "3.9" and python_version < "3.13"
idna==3.7 ; python_version >= "3.9" and python_version < "3.13" idna==3.7 ; python_version >= "3.9" and python_version < "3.13"
importlib-metadata==7.1.0 ; python_version >= "3.9" and python_version < "3.13"
loguru==0.6.0 ; python_version >= "3.9" and python_version < "3.13" loguru==0.6.0 ; python_version >= "3.9" and python_version < "3.13"
numpy==1.26.4 ; python_version >= "3.9" and python_version < "3.13" numpy==1.26.4 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-api==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-api==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-exporter-otlp-proto-grpc==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-exporter-otlp-proto-common==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-exporter-otlp-proto-http==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-exporter-otlp-proto-grpc==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-exporter-otlp==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-exporter-otlp-proto-http==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-instrumentation-grpc==0.36b0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-exporter-otlp==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-instrumentation==0.36b0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-instrumentation-grpc==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-proto==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-instrumentation==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-sdk==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-proto==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-semantic-conventions==0.36b0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-sdk==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
packaging==24.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-semantic-conventions==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
pillow==10.3.0 ; python_version >= "3.9" and python_version < "3.13" packaging==24.1 ; python_version >= "3.9" and python_version < "3.13"
pillow==10.4.0 ; python_version >= "3.9" and python_version < "3.13"
prometheus-client==0.20.0 ; python_version >= "3.9" and python_version < "3.13" prometheus-client==0.20.0 ; python_version >= "3.9" and python_version < "3.13"
protobuf==4.25.3 ; python_version >= "3.9" and python_version < "3.13" protobuf==4.25.3 ; python_version >= "3.9" and python_version < "3.13"
py-cpuinfo==9.0.0 ; python_version >= "3.9" and python_version < "3.13" py-cpuinfo==9.0.0 ; python_version >= "3.9" and python_version < "3.13"
pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13" pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13"
regex==2024.5.15 ; python_version >= "3.9" and python_version < "3.13" regex==2024.5.15 ; python_version >= "3.9" and python_version < "3.13"
requests==2.32.2 ; python_version >= "3.9" and python_version < "3.13" requests==2.32.3 ; python_version >= "3.9" and python_version < "3.13"
safetensors==0.4.3 ; python_version >= "3.9" and python_version < "3.13" safetensors==0.4.3 ; python_version >= "3.9" and python_version < "3.13"
scipy==1.13.1 ; python_version >= "3.9" and python_version < "3.13" scipy==1.13.1 ; python_version >= "3.9" and python_version < "3.13"
sentencepiece==0.1.99 ; python_version >= "3.9" and python_version < "3.13" sentencepiece==0.1.99 ; python_version >= "3.9" and python_version < "3.13"
setuptools==69.5.1 ; python_version >= "3.9" and python_version < "3.13" setuptools==71.1.0 ; python_version >= "3.9" and python_version < "3.13"
tokenizers==0.19.1 ; python_version >= "3.9" and python_version < "3.13" tokenizers==0.19.1 ; python_version >= "3.9" and python_version < "3.13"
tqdm==4.66.4 ; python_version >= "3.9" and python_version < "3.13" tqdm==4.66.4 ; python_version >= "3.9" and python_version < "3.13"
transformers==4.41.1 ; python_version >= "3.9" and python_version < "3.13" transformers==4.42.4 ; python_version >= "3.9" and python_version < "3.13"
typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13" typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13"
typing-extensions==4.12.0 ; python_version >= "3.9" and python_version < "3.13" typing-extensions==4.12.2 ; python_version >= "3.9" and python_version < "3.13"
urllib3==2.2.1 ; python_version >= "3.9" and python_version < "3.13" urllib3==2.2.2 ; python_version >= "3.9" and python_version < "3.13"
win32-setctime==1.1.0 ; python_version >= "3.9" and python_version < "3.13" and sys_platform == "win32" win32-setctime==1.1.0 ; python_version >= "3.9" and python_version < "3.13" and sys_platform == "win32"
wrapt==1.16.0 ; python_version >= "3.9" and python_version < "3.13" wrapt==1.16.0 ; python_version >= "3.9" and python_version < "3.13"
zipp==3.19.2 ; python_version >= "3.9" and python_version < "3.13"
backoff==2.2.1 ; python_version >= "3.9" and python_version < "3.13" certifi==2024.7.4 ; python_version >= "3.9" and python_version < "3.13"
certifi==2024.2.2 ; python_version >= "3.9" and python_version < "3.13"
charset-normalizer==3.3.2 ; python_version >= "3.9" and python_version < "3.13" charset-normalizer==3.3.2 ; python_version >= "3.9" and python_version < "3.13"
click==8.1.7 ; python_version >= "3.9" and python_version < "3.13" click==8.1.7 ; python_version >= "3.9" and python_version < "3.13"
colorama==0.4.6 ; python_version >= "3.9" and python_version < "3.13" and (sys_platform == "win32" or platform_system == "Windows") colorama==0.4.6 ; python_version >= "3.9" and python_version < "3.13" and (sys_platform == "win32" or platform_system == "Windows")
deprecated==1.2.14 ; python_version >= "3.9" and python_version < "3.13" deprecated==1.2.14 ; python_version >= "3.9" and python_version < "3.13"
einops==0.6.1 ; python_version >= "3.9" and python_version < "3.13" einops==0.6.1 ; python_version >= "3.9" and python_version < "3.13"
filelock==3.14.0 ; python_version >= "3.9" and python_version < "3.13" filelock==3.15.4 ; python_version >= "3.9" and python_version < "3.13"
fsspec==2024.5.0 ; python_version >= "3.9" and python_version < "3.13" fsspec==2024.5.0 ; python_version >= "3.9" and python_version < "3.13"
googleapis-common-protos==1.63.0 ; python_version >= "3.9" and python_version < "3.13" googleapis-common-protos==1.63.2 ; python_version >= "3.9" and python_version < "3.13"
grpc-interceptor==0.15.4 ; python_version >= "3.9" and python_version < "3.13" grpc-interceptor==0.15.4 ; python_version >= "3.9" and python_version < "3.13"
grpcio-reflection==1.62.2 ; python_version >= "3.9" and python_version < "3.13" grpcio-reflection==1.62.2 ; python_version >= "3.9" and python_version < "3.13"
grpcio-status==1.62.2 ; python_version >= "3.9" and python_version < "3.13" grpcio-status==1.62.2 ; python_version >= "3.9" and python_version < "3.13"
grpcio==1.64.0 ; python_version >= "3.9" and python_version < "3.13" grpcio==1.65.1 ; python_version >= "3.9" and python_version < "3.13"
hf-transfer==0.1.6 ; python_version >= "3.9" and python_version < "3.13" hf-transfer==0.1.6 ; python_version >= "3.9" and python_version < "3.13"
huggingface-hub==0.23.1 ; python_version >= "3.9" and python_version < "3.13" huggingface-hub==0.23.5 ; python_version >= "3.9" and python_version < "3.13"
idna==3.7 ; python_version >= "3.9" and python_version < "3.13" idna==3.7 ; python_version >= "3.9" and python_version < "3.13"
importlib-metadata==7.1.0 ; python_version >= "3.9" and python_version < "3.13"
loguru==0.6.0 ; python_version >= "3.9" and python_version < "3.13" loguru==0.6.0 ; python_version >= "3.9" and python_version < "3.13"
numpy==1.26.4 ; python_version >= "3.9" and python_version < "3.13" numpy==1.26.4 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-api==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-api==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-exporter-otlp-proto-grpc==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-exporter-otlp-proto-common==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-exporter-otlp-proto-http==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-exporter-otlp-proto-grpc==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-exporter-otlp==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-exporter-otlp-proto-http==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-instrumentation-grpc==0.36b0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-exporter-otlp==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-instrumentation==0.36b0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-instrumentation-grpc==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-proto==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-instrumentation==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-sdk==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-proto==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-semantic-conventions==0.36b0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-sdk==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
packaging==24.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-semantic-conventions==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
pillow==10.3.0 ; python_version >= "3.9" and python_version < "3.13" packaging==24.1 ; python_version >= "3.9" and python_version < "3.13"
pillow==10.4.0 ; python_version >= "3.9" and python_version < "3.13"
prometheus-client==0.20.0 ; python_version >= "3.9" and python_version < "3.13" prometheus-client==0.20.0 ; python_version >= "3.9" and python_version < "3.13"
protobuf==4.25.3 ; python_version >= "3.9" and python_version < "3.13" protobuf==4.25.3 ; python_version >= "3.9" and python_version < "3.13"
py-cpuinfo==9.0.0 ; python_version >= "3.9" and python_version < "3.13" py-cpuinfo==9.0.0 ; python_version >= "3.9" and python_version < "3.13"
pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13" pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13"
regex==2024.5.15 ; python_version >= "3.9" and python_version < "3.13" regex==2024.5.15 ; python_version >= "3.9" and python_version < "3.13"
requests==2.32.2 ; python_version >= "3.9" and python_version < "3.13" requests==2.32.3 ; python_version >= "3.9" and python_version < "3.13"
safetensors==0.4.3 ; python_version >= "3.9" and python_version < "3.13" safetensors==0.4.3 ; python_version >= "3.9" and python_version < "3.13"
scipy==1.13.1 ; python_version >= "3.9" and python_version < "3.13" scipy==1.13.1 ; python_version >= "3.9" and python_version < "3.13"
sentencepiece==0.1.99 ; python_version >= "3.9" and python_version < "3.13" sentencepiece==0.1.99 ; python_version >= "3.9" and python_version < "3.13"
setuptools==70.0.0 ; python_version >= "3.9" and python_version < "3.13" setuptools==71.1.0 ; python_version >= "3.9" and python_version < "3.13"
tokenizers==0.19.1 ; python_version >= "3.9" and python_version < "3.13" tokenizers==0.19.1 ; python_version >= "3.9" and python_version < "3.13"
tqdm==4.66.4 ; python_version >= "3.9" and python_version < "3.13" tqdm==4.66.4 ; python_version >= "3.9" and python_version < "3.13"
transformers==4.41.1 ; python_version >= "3.9" and python_version < "3.13" transformers==4.42.4 ; python_version >= "3.9" and python_version < "3.13"
typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13" typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13"
typing-extensions==4.12.0 ; python_version >= "3.9" and python_version < "3.13" typing-extensions==4.12.2 ; python_version >= "3.9" and python_version < "3.13"
urllib3==2.2.1 ; python_version >= "3.9" and python_version < "3.13" urllib3==2.2.2 ; python_version >= "3.9" and python_version < "3.13"
win32-setctime==1.1.0 ; python_version >= "3.9" and python_version < "3.13" and sys_platform == "win32" win32-setctime==1.1.0 ; python_version >= "3.9" and python_version < "3.13" and sys_platform == "win32"
wrapt==1.16.0 ; python_version >= "3.9" and python_version < "3.13" wrapt==1.16.0 ; python_version >= "3.9" and python_version < "3.13"
zipp==3.19.2 ; python_version >= "3.9" and python_version < "3.13"
...@@ -2,6 +2,7 @@ import torch ...@@ -2,6 +2,7 @@ import torch
from text_generation_server.utils.import_utils import SYSTEM from text_generation_server.utils.import_utils import SYSTEM
from text_generation_server.models.globals import FLASH_DECODING, BLOCK_SIZE from text_generation_server.models.globals import FLASH_DECODING, BLOCK_SIZE
from text_generation_server.layers.attention import Seqlen from text_generation_server.layers.attention import Seqlen
from typing import Optional
major, minor = torch.cuda.get_device_capability() major, minor = torch.cuda.get_device_capability()
is_sm75 = major == 7 and minor == 5 is_sm75 = major == 7 and minor == 5
...@@ -43,6 +44,7 @@ def paged_attention( ...@@ -43,6 +44,7 @@ def paged_attention(
block_tables: torch.Tensor, block_tables: torch.Tensor,
seqlen: Seqlen, seqlen: Seqlen,
max_s: int, max_s: int,
softcap: Optional[float] = None,
): ):
# Adapted from: https://github.com/vllm-project/vllm/blob/f8a1e39fae05ca610be8d5a78be9d40f5274e5fc/vllm/model_executor/layers/attention.py # Adapted from: https://github.com/vllm-project/vllm/blob/f8a1e39fae05ca610be8d5a78be9d40f5274e5fc/vllm/model_executor/layers/attention.py
# Copyright 2023 The vLLM team. All rights # Copyright 2023 The vLLM team. All rights
...@@ -82,6 +84,8 @@ def paged_attention( ...@@ -82,6 +84,8 @@ def paged_attention(
# by the current path # by the current path
# https://github.com/Dao-AILab/flash-attention/blob/320fb59487658f033f56711efd3d61b7c7a6f8f3/csrc/flash_attn/flash_api.cpp#L577 # https://github.com/Dao-AILab/flash-attention/blob/320fb59487658f033f56711efd3d61b7c7a6f8f3/csrc/flash_attn/flash_api.cpp#L577
# This fails becuase we're using causal, therefore window_right is set to 0 and the split logic is never applied. # This fails becuase we're using causal, therefore window_right is set to 0 and the split logic is never applied.
if softcap is None:
softcap = 0.0
out2 = flash_attn_2_cuda.varlen_fwd( out2 = flash_attn_2_cuda.varlen_fwd(
query, query,
key_cache, key_cache,
...@@ -89,6 +93,7 @@ def paged_attention( ...@@ -89,6 +93,7 @@ def paged_attention(
None, None,
seqlen.cu_seqlen_q, seqlen.cu_seqlen_q,
seqlen.cu_seqlen_k, seqlen.cu_seqlen_k,
None, # pad_k
None, None,
block_tables, block_tables,
None, None,
...@@ -100,11 +105,14 @@ def paged_attention( ...@@ -100,11 +105,14 @@ def paged_attention(
True, # causal True, # causal
-1, # Window_left -1, # Window_left
-1, # Window right -1, # Window right
softcap,
False, # return softmax False, # return softmax
None, # generator None, # generator
) )
return out2[0] return out2[0]
else: else:
if softcap is not None:
raise RuntimeError("Paged attention doesn't support softcapping")
input_lengths = seqlen.input_lengths input_lengths = seqlen.input_lengths
from vllm._C import ops from vllm._C import ops
...@@ -205,6 +213,7 @@ if V2: ...@@ -205,6 +213,7 @@ if V2:
softmax_scale, softmax_scale,
window_size_left=-1, window_size_left=-1,
causal=True, causal=True,
softcap=0.0,
): ):
if window_size_left <= 0 and window_size_left != -1: if window_size_left <= 0 and window_size_left != -1:
raise ValueError("`window_size_left` must be > 0 or -1") raise ValueError("`window_size_left` must be > 0 or -1")
...@@ -218,6 +227,7 @@ if V2: ...@@ -218,6 +227,7 @@ if V2:
None, None,
None, None,
None, None,
None,
max_s, max_s,
max_s, max_s,
0.0, 0.0,
...@@ -226,6 +236,7 @@ if V2: ...@@ -226,6 +236,7 @@ if V2:
causal, causal,
window_size_left, window_size_left,
0, 0,
softcap,
False, False,
None, None,
) )
...@@ -241,11 +252,14 @@ else: ...@@ -241,11 +252,14 @@ else:
max_s, max_s,
softmax_scale, softmax_scale,
window_size_left=-1, window_size_left=-1,
softcap=None,
): ):
if window_size_left != -1: if window_size_left != -1:
raise NotImplementedError( raise NotImplementedError(
"window_size_left is only available with flash attn v2" "window_size_left is only available with flash attn v2"
) )
if softcap is not None:
raise NotImplementedError("softcap is only available with flash attn v2")
# Flash attention v1 requires q, k and v to have the same number of heads # Flash attention v1 requires q, k and v to have the same number of heads
if k.shape[1] != q.shape[1]: if k.shape[1] != q.shape[1]:
......
...@@ -762,6 +762,8 @@ def get_model( ...@@ -762,6 +762,8 @@ def get_model(
default_dtype=torch.bfloat16, default_dtype=torch.bfloat16,
trust_remote_code=trust_remote_code, trust_remote_code=trust_remote_code,
lora_adapter_ids=lora_adapter_ids, lora_adapter_ids=lora_adapter_ids,
# hidden_size / num_attention_heads is wrong in `google/gemma-2-9b-it`
head_size=config_dict["head_dim"],
) )
elif sharded: elif sharded:
raise NotImplementedError(FLASH_ATT_ERROR_MESSAGE.format("Sharded Gemma2")) raise NotImplementedError(FLASH_ATT_ERROR_MESSAGE.format("Sharded Gemma2"))
......
...@@ -189,6 +189,7 @@ class FlashGemma2Attention(torch.nn.Module): ...@@ -189,6 +189,7 @@ class FlashGemma2Attention(torch.nn.Module):
self.num_key_value_heads = ( self.num_key_value_heads = (
config.num_key_value_heads // weights.process_group.size() config.num_key_value_heads // weights.process_group.size()
) )
self.softcap = config.attn_logit_softcapping
self.query_key_value = load_attention(config, prefix, weights) self.query_key_value = load_attention(config, prefix, weights)
...@@ -246,6 +247,7 @@ class FlashGemma2Attention(torch.nn.Module): ...@@ -246,6 +247,7 @@ class FlashGemma2Attention(torch.nn.Module):
self.softmax_scale, self.softmax_scale,
causal=self.causal, causal=self.causal,
window_size_left=self.window_size, window_size_left=self.window_size,
softcap=self.softcap,
) )
# Decode # Decode
else: else:
...@@ -259,6 +261,7 @@ class FlashGemma2Attention(torch.nn.Module): ...@@ -259,6 +261,7 @@ class FlashGemma2Attention(torch.nn.Module):
block_tables, block_tables,
input_lengths, input_lengths,
max_s, max_s,
softcap=self.softcap,
) )
return self.o_proj(attn_output.view(-1, self.num_heads * self.head_size)) return self.o_proj(attn_output.view(-1, self.num_heads * self.head_size))
...@@ -466,6 +469,8 @@ class FlashGemma2ForCausalLM(torch.nn.Module): ...@@ -466,6 +469,8 @@ class FlashGemma2ForCausalLM(torch.nn.Module):
config=config, config=config,
weights=weights, weights=weights,
) )
self.softcap = config.final_logit_softcapping
assert isinstance(self.softcap, float)
def forward( def forward(
self, self,
...@@ -495,4 +500,9 @@ class FlashGemma2ForCausalLM(torch.nn.Module): ...@@ -495,4 +500,9 @@ class FlashGemma2ForCausalLM(torch.nn.Module):
if lm_head_indices is not None: if lm_head_indices is not None:
hidden_states = hidden_states[lm_head_indices] hidden_states = hidden_states[lm_head_indices]
logits, speculative_logits = self.lm_head(hidden_states) logits, speculative_logits = self.lm_head(hidden_states)
logits /= self.softcap
logits = torch.tanh(logits)
logits *= self.softcap
return logits, speculative_logits return logits, speculative_logits
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