From c2d4a3b5c7bb6a8367c00f7c797bf87f4b2fcef9 Mon Sep 17 00:00:00 2001 From: OlivierDehaene Date: Fri, 26 Jan 2024 19:04:57 +0100 Subject: [PATCH] v1.4.0 (#1494) --- .github/workflows/delete_doc_comment.yml | 12 - Cargo.lock | 420 +++--- Cargo.toml | 2 +- README.md | 6 +- docs/openapi.json | 1294 ++++++++++++++++- .../basic_tutorials/gated_model_access.md | 2 +- docs/source/quicktour.md | 6 +- integration-tests/models/test_flash_phi.py | 8 +- integration-tests/pyproject.toml | 2 +- server/poetry.lock | 1193 ++++++++------- server/pyproject.toml | 2 +- server/requirements_cuda.txt | 18 +- server/requirements_rocm.txt | 18 +- server/tests/utils/test_layers.py | 37 +- server/text_generation_server/cli.py | 2 +- .../text_generation_server/models/__init__.py | 6 +- .../custom_modeling/flash_phi_modeling.py | 30 +- .../models/custom_modeling/mpt_modeling.py | 27 +- .../models/custom_modeling/phi_modeling.py | 62 +- .../models/flash_llama.py | 12 +- .../models/flash_phi.py | 12 +- server/text_generation_server/models/phi.py | 7 +- server/text_generation_server/utils/layers.py | 4 +- 23 files changed, 2333 insertions(+), 849 deletions(-) delete mode 100644 .github/workflows/delete_doc_comment.yml diff --git a/.github/workflows/delete_doc_comment.yml b/.github/workflows/delete_doc_comment.yml deleted file mode 100644 index 1cad807b..00000000 --- a/.github/workflows/delete_doc_comment.yml +++ /dev/null @@ -1,12 +0,0 @@ -name: Delete doc comment - -on: - pull_request: - types: [ closed ] - - -jobs: - delete: - uses: huggingface/doc-builder/.github/workflows/delete_doc_comment_trigger.yml@main - with: - pr_number: ${{ github.event.number }} \ No newline at end of file diff --git a/Cargo.lock b/Cargo.lock index 3baff665..7fdf301a 100644 --- a/Cargo.lock +++ b/Cargo.lock @@ -19,9 +19,9 @@ checksum = "f26201604c87b1e01bd3d98f8d5d9a8fcbb815e8cedb41ffccbeb4bf593a35fe" [[package]] name = "ahash" -version = "0.8.6" +version = "0.8.7" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "91429305e9f0a25f6205c5b8e0d2db09e0708a7a6df0f42212bb56c32c8ac97a" +checksum = "77c3a9648d43b9cd48db467b3f87fdd6e146bcc88ab0180006cef2179fe11d01" dependencies = [ "cfg-if", "once_cell", @@ -40,9 +40,9 @@ dependencies = [ [[package]] name = "anstream" -version = "0.6.5" +version = "0.6.11" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "d664a92ecae85fd0a7392615844904654d1d5f5514837f471ddef4a057aba1b6" +checksum = "6e2e1ebcb11de5c03c67de28a7df593d32191b44939c482e97702baaaa6ab6a5" dependencies = [ "anstyle", "anstyle-parse", @@ -88,9 +88,9 @@ dependencies = [ [[package]] name = "anyhow" -version = "1.0.76" +version = "1.0.79" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "59d2a3357dde987206219e78ecfbbb6e8dad06cbb65292758d3270e6254f7355" +checksum = "080e9890a082662b09c1ad45f567faeeb47f22b5fb23895fbe1e651e718e25ca" [[package]] name = "arc-swap" @@ -128,18 +128,18 @@ checksum = "16e62a023e7c117e27523144c5d2459f4397fcc3cab0085af8e2224f643a0193" dependencies = [ "proc-macro2", "quote", - "syn 2.0.42", + "syn 2.0.48", ] [[package]] name = "async-trait" -version = "0.1.75" +version = "0.1.77" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "fdf6721fb0140e4f897002dd086c06f6c27775df19cfe1fccb21181a48fd2c98" +checksum = "c980ee35e870bd1a4d2c8294d4c04d0499e67bca1e4b5cefcc693c2fa00caea9" dependencies = [ "proc-macro2", "quote", - "syn 2.0.42", + "syn 2.0.48", ] [[package]] @@ -261,9 +261,9 @@ checksum = "9e1b586273c5702936fe7b7d6896644d8be71e6314cfe09d3167c95f712589e8" [[package]] name = "base64" -version = "0.21.5" +version = "0.21.7" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "35636a1494ede3b646cc98f74f8e62c773a38a659ebc777a2cf26b9b74171df9" +checksum = "9d297deb1925b89f2ccc13d7635fa0714f12c87adce1c75356b39ca9b7178567" [[package]] name = "bitflags" @@ -273,9 +273,9 @@ checksum = "bef38d45163c2f1dde094a7dfd33ccf595c92905c8f8f4fdc18d06fb1037718a" [[package]] name = "bitflags" -version = "2.4.1" +version = "2.4.2" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "327762f6e5a765692301e5bb513e0d9fef63be86bbc14528052b1cd3e6f03e07" +checksum = "ed570934406eb16438a4e976b1b4500774099c13b8cb96eec99f620f05090ddf" [[package]] name = "block-buffer" @@ -310,6 +310,38 @@ version = "1.5.0" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "a2bd12c1caf447e69cd4528f47f94d203fd2582878ecb9e9465484c4148a8223" +[[package]] +name = "camino" +version = "1.1.6" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "c59e92b5a388f549b863a7bea62612c09f24c8393560709a54558a9abdfb3b9c" +dependencies = [ + "serde", +] + +[[package]] +name = "cargo-platform" +version = "0.1.6" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "ceed8ef69d8518a5dda55c07425450b58a4e1946f4951eab6d7191ee86c2443d" +dependencies = [ + "serde", +] + +[[package]] +name = "cargo_metadata" +version = "0.18.1" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "2d886547e41f740c616ae73108f6eb70afe6d940c7bc697cb30f13daec073037" +dependencies = [ + "camino", + "cargo-platform", + "semver", + "serde", + "serde_json", + "thiserror", +] + [[package]] name = "cassowary" version = "0.3.0" @@ -333,9 +365,9 @@ checksum = "baf1de4339761588bc0619e3cbc0120ee582ebb74b53b4efbf79117bd2da40fd" [[package]] name = "clap" -version = "4.4.11" +version = "4.4.18" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "bfaff671f6b22ca62406885ece523383b9b64022e341e53e009a62ebc47a45f2" +checksum = "1e578d6ec4194633722ccf9544794b71b1385c3c027efe0c55db226fc880865c" dependencies = [ "clap_builder", "clap_derive", @@ -343,9 +375,9 @@ dependencies = [ [[package]] name = "clap_builder" -version = "4.4.11" +version = "4.4.18" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "a216b506622bb1d316cd51328dce24e07bdff4a6128a47c7e7fad11878d5adbb" +checksum = "4df4df40ec50c46000231c914968278b1eb05098cf8f1b3a518a95030e71d1c7" dependencies = [ "anstream", "anstyle", @@ -362,7 +394,7 @@ dependencies = [ "heck", "proc-macro2", "quote", - "syn 2.0.42", + "syn 2.0.48", ] [[package]] @@ -379,15 +411,15 @@ checksum = "acbf1af155f9b9ef647e42cdc158db4b64a1b61f743629225fde6f3e0be2a7c7" [[package]] name = "console" -version = "0.15.7" +version = "0.15.8" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "c926e00cc70edefdc64d3a5ff31cc65bb97a3460097762bd23afb4d8145fccf8" +checksum = "0e1f83fc076bd6dd27517eacdf25fef6c4dfe5f1d7448bafaaf3a26f13b5e4eb" dependencies = [ "encode_unicode", "lazy_static", "libc", "unicode-width", - "windows-sys 0.45.0", + "windows-sys 0.52.0", ] [[package]] @@ -408,9 +440,9 @@ checksum = "06ea2b9bc92be3c2baa9334a323ebca2d6f074ff852cd1d7b11064035cd3868f" [[package]] name = "cpufeatures" -version = "0.2.11" +version = "0.2.12" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "ce420fe07aecd3e67c5f910618fe65e94158f6dcc0adf44e00d69ce2bdfe0fd0" +checksum = "53fe5e26ff1b7aef8bca9c6080520cfb8d9333c7568e1829cef191a9723e5504" dependencies = [ "libc", ] @@ -426,45 +458,37 @@ dependencies = [ [[package]] name = "crossbeam-channel" -version = "0.5.9" +version = "0.5.11" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "14c3242926edf34aec4ac3a77108ad4854bffaa2e4ddc1824124ce59231302d5" +checksum = "176dc175b78f56c0f321911d9c8eb2b77a78a4860b9c19db83835fea1a46649b" dependencies = [ - "cfg-if", "crossbeam-utils", ] [[package]] name = "crossbeam-deque" -version = "0.8.4" +version = "0.8.5" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "fca89a0e215bab21874660c67903c5f143333cab1da83d041c7ded6053774751" +checksum = "613f8cc01fe9cf1a3eb3d7f488fd2fa8388403e97039e2f73692932e291a770d" dependencies = [ - "cfg-if", "crossbeam-epoch", "crossbeam-utils", ] [[package]] name = "crossbeam-epoch" -version = "0.9.16" +version = "0.9.18" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "2d2fe95351b870527a5d09bf563ed3c97c0cffb87cf1c78a591bf48bb218d9aa" +checksum = "5b82ac4a3c2ca9c3460964f020e1402edd5753411d7737aa39c3714ad1b5420e" dependencies = [ - "autocfg", - "cfg-if", "crossbeam-utils", - "memoffset", ] [[package]] name = "crossbeam-utils" -version = "0.8.17" +version = "0.8.19" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "c06d96137f14f244c37f989d9fff8f95e6c18b918e71f36638f8c49112e4c78f" -dependencies = [ - "cfg-if", -] +checksum = "248e3bacc7dc6baa3b21e405ee045c3047101a49145e7e9eca583ab4c2ca5345" [[package]] name = "crossterm" @@ -472,7 +496,7 @@ version = "0.27.0" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "f476fe445d41c9e991fd07515a6f463074b782242ccf4a5b7b1d1012e70824df" dependencies = [ - "bitflags 2.4.1", + "bitflags 2.4.2", "crossterm_winapi", "libc", "mio", @@ -503,12 +527,12 @@ dependencies = [ [[package]] name = "ctrlc" -version = "3.4.1" +version = "3.4.2" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "82e95fbd621905b854affdc67943b043a0fbb6ed7385fd5a25650d19a8a6cfdf" +checksum = "b467862cc8610ca6fc9a1532d7777cee0804e678ab45410897b9396495994a0b" dependencies = [ "nix", - "windows-sys 0.48.0", + "windows-sys 0.52.0", ] [[package]] @@ -548,9 +572,9 @@ dependencies = [ [[package]] name = "deranged" -version = "0.3.10" +version = "0.3.11" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "8eb30d70a07a3b04884d2677f06bec33509dc67ca60d92949e5535352d3191dc" +checksum = "b42b6fa04a440b495c8b04d0e71b707c585f83cb9cb28cf8cd0d976c315e31b4" dependencies = [ "powerfmt", ] @@ -758,9 +782,9 @@ dependencies = [ [[package]] name = "futures" -version = "0.3.29" +version = "0.3.30" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "da0290714b38af9b4a7b094b8a37086d1b4e61f2df9122c3cad2577669145335" +checksum = "645c6916888f6cb6350d2550b80fb63e734897a8498abe35cfb732b6487804b0" dependencies = [ "futures-channel", "futures-core", @@ -789,9 +813,9 @@ checksum = "dfc6580bb841c5a68e9ef15c77ccc837b40a7504914d52e47b8b0e9bbda25a1d" [[package]] name = "futures-executor" -version = "0.3.29" +version = "0.3.30" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "0f4fb8693db0cf099eadcca0efe2a5a22e4550f98ed16aba6c48700da29597bc" +checksum = "a576fc72ae164fca6b9db127eaa9a9dda0d61316034f33a0a0d4eda41f02b01d" dependencies = [ "futures-core", "futures-task", @@ -812,7 +836,7 @@ checksum = "87750cf4b7a4c0625b1529e4c543c2182106e4dedc60a2a6455e00d212c489ac" dependencies = [ "proc-macro2", "quote", - "syn 2.0.42", + "syn 2.0.48", ] [[package]] @@ -866,9 +890,9 @@ dependencies = [ [[package]] name = "getrandom" -version = "0.2.11" +version = "0.2.12" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "fe9006bed769170c11f845cf00c7c1e9092aeb3f268e007c3e760ac68008070f" +checksum = "190092ea657667030ac6a35e305e62fc4dd69fd98ac98631e5d3a2b1575a12b5" dependencies = [ "cfg-if", "libc", @@ -893,9 +917,9 @@ dependencies = [ [[package]] name = "h2" -version = "0.3.22" +version = "0.3.24" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "4d6250322ef6e60f93f9a2162799302cd6f68f79f6e5d85c8c16f14d1d958178" +checksum = "bb2c4422095b67ee78da96fbb51a4cc413b3b25883c7717ff7ca1ab31022c9c9" dependencies = [ "bytes", "fnv", @@ -939,9 +963,9 @@ checksum = "95505c38b4572b2d910cecb0281560f54b440a19336cbbcb27bf6ce6adc6f5a8" [[package]] name = "hermit-abi" -version = "0.3.3" +version = "0.3.4" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "d77f7ec81a6d05a3abb01ab6eb7590f6083d08449fe5a1c8b1e620283546ccb7" +checksum = "5d3d0e0f38255e7fa3cf31335b3a56f05febd18025f4db5ef7a0cfb4f8da651f" [[package]] name = "hf-hub" @@ -1183,9 +1207,9 @@ checksum = "b1a46d1a171d865aa5f83f92695765caa047a9b4cbae2cbf37dbd613a793fd4c" [[package]] name = "js-sys" -version = "0.3.66" +version = "0.3.67" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "cee9c64da59eae3b50095c18d3e74f8b73c0b86d2792824ff01bbce68ba229ca" +checksum = "9a1d36f1235bc969acba30b7f5990b864423a6068a10f7c90ae8f0112e3a59d1" dependencies = [ "wasm-bindgen", ] @@ -1198,9 +1222,9 @@ checksum = "e2abad23fbc42b3700f2f279844dc832adb2b2eb069b2df918f455c4e18cc646" [[package]] name = "libc" -version = "0.2.151" +version = "0.2.152" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "302d7ab3130588088d277783b1e2d2e10c9e9e4a16dd9050e6ec93fb3e7048f4" +checksum = "13e3bf6590cbc649f4d1a3eefc9d5d6eb746f5200ffb04e5e142700b8faa56e7" [[package]] name = "libm" @@ -1214,16 +1238,16 @@ version = "0.0.1" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "85c833ca1e66078851dba29046874e38f08b2c883700aa29a03ddd3b23814ee8" dependencies = [ - "bitflags 2.4.1", + "bitflags 2.4.2", "libc", "redox_syscall", ] [[package]] name = "linux-raw-sys" -version = "0.4.12" +version = "0.4.13" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "c4cd1a83af159aa67994778be9070f0ae1bd732942279cabb14f86f986a21456" +checksum = "01cda141df6706de531b6c46c3a33ecca755538219bd484262fa09410c13539c" [[package]] name = "lock_api" @@ -1289,18 +1313,9 @@ checksum = "0e7465ac9959cc2b1404e8e2367b43684a6d13790fe23056cc8c6c5a6b7bcb94" [[package]] name = "memchr" -version = "2.6.4" +version = "2.7.1" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "f665ee40bc4a3c5590afb1e9677db74a508659dfd71e126420da8274909a0167" - -[[package]] -name = "memoffset" -version = "0.9.0" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "5a634b1c61a95585bd15607c6ab0c4e5b226e695ff2800ba0cdccddf208c406c" -dependencies = [ - "autocfg", -] +checksum = "523dc4f511e55ab87b694dc30d0f820d60906ef06413f93d4d7a1385599cc149" [[package]] name = "metrics" @@ -1319,7 +1334,7 @@ version = "0.12.2" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "1d4fa7ce7c4862db464a37b0b31d89bca874562f034bd7993895572783d02950" dependencies = [ - "base64 0.21.5", + "base64 0.21.7", "hyper", "indexmap 1.9.3", "ipnet", @@ -1333,13 +1348,13 @@ dependencies = [ [[package]] name = "metrics-macros" -version = "0.7.0" +version = "0.7.1" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "ddece26afd34c31585c74a4db0630c376df271c285d682d1e55012197830b6df" +checksum = "38b4faf00617defe497754acde3024865bc143d44a86799b24e191ecff91354f" dependencies = [ "proc-macro2", "quote", - "syn 2.0.42", + "syn 2.0.48", ] [[package]] @@ -1375,9 +1390,9 @@ dependencies = [ [[package]] name = "minijinja" -version = "1.0.10" +version = "1.0.12" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "208758577ef2c86cf5dd3e85730d161413ec3284e2d73b2ef65d9a24d9971bcb" +checksum = "6fe0ff215195a22884d867b547c70a0c4815cbbcc70991f281dca604b20d10ce" dependencies = [ "serde", ] @@ -1411,9 +1426,9 @@ dependencies = [ [[package]] name = "monostate" -version = "0.1.10" +version = "0.1.11" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "e404e13820ea0df0eda93aa294e0c80de76a0daa6bec590d376fbec6d7810394" +checksum = "878c2a1f1c70e5724fa28f101ca787b6a7e8ad5c5e4ae4ca3b0fa4a419fa9075" dependencies = [ "monostate-impl", "serde", @@ -1421,13 +1436,13 @@ dependencies = [ [[package]] name = "monostate-impl" -version = "0.1.10" +version = "0.1.11" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "531c82a934da419bed3da09bd87d6e98c72f8d4aa755427b3b009c2b8b8c433c" +checksum = "f686d68a09079e63b1d2c64aa305095887ce50565f00a922ebfaeeee0d9ba6ce" dependencies = [ "proc-macro2", "quote", - "syn 2.0.42", + "syn 2.0.48", ] [[package]] @@ -1510,7 +1525,7 @@ version = "0.27.1" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "2eb04e9c688eff1c89d72b407f168cf79bb9e867a9d3323ed6c01519eb9cc053" dependencies = [ - "bitflags 2.4.1", + "bitflags 2.4.2", "cfg-if", "libc", ] @@ -1587,9 +1602,9 @@ checksum = "830b246a0e5f20af87141b25c173cd1b609bd7779a4617d6ec582abaf90870f3" [[package]] name = "object" -version = "0.32.1" +version = "0.32.2" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "9cf5f9dd3933bd50a9e1f149ec995f39ae2c496d31fd772c1fd45ebc27e902b0" +checksum = "a6a622008b6e321afc04970976f62ee297fdbaa6f95318ca343e3eebb9648441" dependencies = [ "memchr", ] @@ -1624,11 +1639,11 @@ dependencies = [ [[package]] name = "openssl" -version = "0.10.62" +version = "0.10.63" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "8cde4d2d9200ad5909f8dac647e29482e07c3a35de8a13fce7c9c7747ad9f671" +checksum = "15c9d69dd87a29568d4d017cfe8ec518706046a05184e5aea92d0af890b803c8" dependencies = [ - "bitflags 2.4.1", + "bitflags 2.4.2", "cfg-if", "foreign-types", "libc", @@ -1645,7 +1660,7 @@ checksum = "a948666b637a0f465e8564c73e89d4dde00d72d4d473cc972f390fc3dcee7d9c" dependencies = [ "proc-macro2", "quote", - "syn 2.0.42", + "syn 2.0.48", ] [[package]] @@ -1656,9 +1671,9 @@ checksum = "ff011a302c396a5197692431fc1948019154afc178baf7d8e37367442a4601cf" [[package]] name = "openssl-sys" -version = "0.9.98" +version = "0.9.99" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "c1665caf8ab2dc9aef43d1c0023bd904633a6a05cb30b0ad59bec2ae986e57a7" +checksum = "22e1bf214306098e4832460f797824c05d25aacdf896f64a985fb0fd992454ae" dependencies = [ "cc", "libc", @@ -1846,22 +1861,22 @@ dependencies = [ [[package]] name = "pin-project" -version = "1.1.3" +version = "1.1.4" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "fda4ed1c6c173e3fc7a83629421152e01d7b1f9b7f65fb301e490e8cfc656422" +checksum = "0302c4a0442c456bd56f841aee5c3bfd17967563f6fadc9ceb9f9c23cf3807e0" dependencies = [ "pin-project-internal", ] [[package]] name = "pin-project-internal" -version = "1.1.3" +version = "1.1.4" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "4359fd9c9171ec6e8c62926d6faaf553a8dc3f64e1507e76da7911b4f6a04405" +checksum = "266c042b60c9c76b8d53061e52b2e0d1116abc57cefc8c5cd671619a56ac3690" dependencies = [ "proc-macro2", "quote", - "syn 2.0.42", + "syn 2.0.48", ] [[package]] @@ -1878,9 +1893,9 @@ checksum = "8b870d8c151b6f2fb93e84a13146138f05d02ed11c7e7c54f8826aaaf7c9f184" [[package]] name = "pkg-config" -version = "0.3.28" +version = "0.3.29" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "69d3587f8a9e599cc7ec2c00e331f71c4e69a5f9a4b8a6efd5b07466b9736f9a" +checksum = "2900ede94e305130c13ddd391e0ab7cbaeb783945ae07a279c268cb05109c6cb" [[package]] name = "portable-atomic" @@ -1902,12 +1917,12 @@ checksum = "5b40af805b3121feab8a3c29f04d8ad262fa8e0561883e7653e024ae4479e6de" [[package]] name = "prettyplease" -version = "0.2.15" +version = "0.2.16" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "ae005bd773ab59b4725093fd7df83fd7892f7d8eafb48dbd7de6e024e4215f9d" +checksum = "a41cf62165e97c7f814d2221421dbb9afcbcdb0a88068e5ea206e19951c2cbb5" dependencies = [ "proc-macro2", - "syn 2.0.42", + "syn 2.0.48", ] [[package]] @@ -1936,9 +1951,9 @@ dependencies = [ [[package]] name = "proc-macro2" -version = "1.0.71" +version = "1.0.78" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "75cb1540fadbd5b8fbccc4dddad2734eba435053f725621c070711a14bb5f4b8" +checksum = "e2422ad645d89c99f8f3e6b88a9fdeca7fabeac836b1002371c4367c8f984aae" dependencies = [ "unicode-ident", ] @@ -1980,7 +1995,7 @@ dependencies = [ "prost 0.12.3", "prost-types", "regex", - "syn 2.0.42", + "syn 2.0.48", "tempfile", "which", ] @@ -2008,7 +2023,7 @@ dependencies = [ "itertools 0.11.0", "proc-macro2", "quote", - "syn 2.0.42", + "syn 2.0.48", ] [[package]] @@ -2038,9 +2053,9 @@ dependencies = [ [[package]] name = "quote" -version = "1.0.33" +version = "1.0.35" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "5267fca4496028628a95160fc423a33e8b2e6af8a5302579e322e4b520293cae" +checksum = "291ec9ab5efd934aaf503a6466c5d5251535d108ee747472c3977cc5acc868ef" dependencies = [ "proc-macro2", ] @@ -2081,7 +2096,7 @@ version = "0.23.0" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "2e2e4cd95294a85c3b4446e63ef054eea43e0205b1fd60120c16b74ff7ff96ad" dependencies = [ - "bitflags 2.4.1", + "bitflags 2.4.2", "cassowary", "crossterm", "indoc", @@ -2103,9 +2118,9 @@ dependencies = [ [[package]] name = "rayon" -version = "1.8.0" +version = "1.8.1" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "9c27db03db7734835b3f53954b534c91069375ce6ccaa2e065441e07d9b6cdb1" +checksum = "fa7237101a77a10773db45d62004a272517633fbcc3df19d96455ede1122e051" dependencies = [ "either", "rayon-core", @@ -2124,9 +2139,9 @@ dependencies = [ [[package]] name = "rayon-core" -version = "1.12.0" +version = "1.12.1" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "5ce3fb6ad83f861aac485e76e1985cd109d9a3713802152be56c3b1f0e0658ed" +checksum = "1465873a3dfdaa8ae7cb14b4383657caab0b3e8a0aa9ae8e04b044854c8dfce2" dependencies = [ "crossbeam-deque", "crossbeam-utils", @@ -2154,13 +2169,13 @@ dependencies = [ [[package]] name = "regex" -version = "1.10.2" +version = "1.10.3" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "380b951a9c5e80ddfd6136919eef32310721aa4aacd4889a8d39124b026ab343" +checksum = "b62dbe01f0b06f9d8dc7d49e05a0785f153b00b2c227856282f671e0318c9b15" dependencies = [ "aho-corasick", "memchr", - "regex-automata 0.4.3", + "regex-automata 0.4.5", "regex-syntax 0.8.2", ] @@ -2175,9 +2190,9 @@ dependencies = [ [[package]] name = "regex-automata" -version = "0.4.3" +version = "0.4.5" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "5f804c7828047e88b2d32e2d7fe5a105da8ee3264f01902f796c8e067dc2483f" +checksum = "5bb987efffd3c6d0d8f5f89510bb458559eab11e4f869acb20bf845e016259cd" dependencies = [ "aho-corasick", "memchr", @@ -2208,7 +2223,7 @@ version = "0.11.23" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "37b1ae8d9ac08420c66222fb9096fc5de435c3c48542bc5336c51892cffafb41" dependencies = [ - "base64 0.21.5", + "base64 0.21.7", "bytes", "encoding_rs", "futures-core", @@ -2290,7 +2305,7 @@ dependencies = [ "quote", "rust-embed-utils", "shellexpand", - "syn 2.0.42", + "syn 2.0.48", "walkdir", ] @@ -2321,11 +2336,11 @@ dependencies = [ [[package]] name = "rustix" -version = "0.38.28" +version = "0.38.30" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "72e572a5e8ca657d7366229cdde4bd14c4eb5499a9573d4d366fe1b599daa316" +checksum = "322394588aaf33c24007e8bb3238ee3e4c5c09c084ab32bc73890b99ff326bca" dependencies = [ - "bitflags 2.4.1", + "bitflags 2.4.2", "errno", "libc", "linux-raw-sys", @@ -2362,7 +2377,7 @@ version = "1.0.4" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "1c74cae0a4cf6ccbbf5f359f08efdf8ee7e1dc532573bf0db71968cb56b1448c" dependencies = [ - "base64 0.21.5", + "base64 0.21.7", ] [[package]] @@ -2398,11 +2413,11 @@ dependencies = [ [[package]] name = "schannel" -version = "0.1.22" +version = "0.1.23" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "0c3733bf4cf7ea0880754e19cb5a462007c4a8c1914bff372ccc95b464f1df88" +checksum = "fbc91545643bcf3a0bbb6569265615222618bdf33ce4ffbbd13c4bbd4c093534" dependencies = [ - "windows-sys 0.48.0", + "windows-sys 0.52.0", ] [[package]] @@ -2446,35 +2461,38 @@ dependencies = [ [[package]] name = "semver" -version = "1.0.20" +version = "1.0.21" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "836fa6a3e1e547f9a2c4040802ec865b5d85f4014efe00555d7090a3dcaa1090" +checksum = "b97ed7a9823b74f99c7742f5336af7be5ecd3eeafcb1507d1fa93347b1d589b0" +dependencies = [ + "serde", +] [[package]] name = "serde" -version = "1.0.193" +version = "1.0.195" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "25dd9975e68d0cb5aa1120c288333fc98731bd1dd12f561e468ea4728c042b89" +checksum = "63261df402c67811e9ac6def069e4786148c4563f4b50fd4bf30aa370d626b02" dependencies = [ "serde_derive", ] [[package]] name = "serde_derive" -version = "1.0.193" +version = "1.0.195" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "43576ca501357b9b071ac53cdc7da8ef0cbd9493d8df094cd821777ea6e894d3" +checksum = "46fe8f8603d81ba86327b23a2e9cdf49e1255fb94a4c5f297f6ee0547178ea2c" dependencies = [ "proc-macro2", "quote", - "syn 2.0.42", + "syn 2.0.48", ] [[package]] name = "serde_json" -version = "1.0.108" +version = "1.0.111" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "3d1c7e3eac408d115102c4c24ad393e0821bb3a5df4d506a80f85f7a742a526b" +checksum = "176e46fa42316f18edd598015a5166857fc835ec732f5215eac6b7bdbf0a84f4" dependencies = [ "itoa", "ryu", @@ -2483,9 +2501,9 @@ dependencies = [ [[package]] name = "serde_path_to_error" -version = "0.1.14" +version = "0.1.15" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "4beec8bce849d58d06238cb50db2e1c417cfeafa4c63f692b15c82b7c80f8335" +checksum = "ebd154a240de39fdebcf5775d2675c204d7c13cf39a4c697be6493c8e734337c" dependencies = [ "itoa", "serde", @@ -2588,9 +2606,9 @@ dependencies = [ [[package]] name = "smallvec" -version = "1.11.2" +version = "1.13.1" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "4dccd0940a2dcdf68d092b8cbab7dc0ad8fa938bf95787e1b916b0e3d0e8e970" +checksum = "e6ecd384b10a64542d77071bd64bd7b231f4ed5940fba55e98c3de13824cf3d7" [[package]] name = "socket2" @@ -2651,7 +2669,7 @@ dependencies = [ "proc-macro2", "quote", "rustversion", - "syn 2.0.42", + "syn 2.0.48", ] [[package]] @@ -2667,9 +2685,9 @@ dependencies = [ [[package]] name = "syn" -version = "2.0.42" +version = "2.0.48" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "5b7d0a2c048d661a1a59fcd7355baa232f7ed34e0ee4df2eef3c1c1c0d3852d8" +checksum = "0f3531638e407dfc0814761abb7c00a5b54992b849452a0646b7f65c9f770f3f" dependencies = [ "proc-macro2", "quote", @@ -2684,16 +2702,16 @@ checksum = "2047c6ded9c721764247e62cd3b03c09ffc529b2ba5b10ec482ae507a4a70160" [[package]] name = "sysinfo" -version = "0.29.11" +version = "0.30.5" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "cd727fc423c2060f6c92d9534cef765c65a6ed3f428a03d7def74a8c4348e666" +checksum = "1fb4f3438c8f6389c864e61221cbc97e9bca98b4daf39a5beb7bea660f528bb2" dependencies = [ "cfg-if", "core-foundation-sys", "libc", "ntapi", "once_cell", - "winapi", + "windows", ] [[package]] @@ -2743,20 +2761,20 @@ dependencies = [ [[package]] name = "tempfile" -version = "3.8.1" +version = "3.9.0" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "7ef1adac450ad7f4b3c28589471ade84f25f731a7a0fe30d71dfa9f60fd808e5" +checksum = "01ce4141aa927a6d1bd34a041795abd0db1cccba5d5f24b009f694bdf3a1f3fa" dependencies = [ "cfg-if", "fastrand", "redox_syscall", "rustix", - "windows-sys 0.48.0", + "windows-sys 0.52.0", ] [[package]] name = "text-generation-benchmark" -version = "1.3.4" +version = "1.4.0" dependencies = [ "average", "clap", @@ -2777,7 +2795,7 @@ dependencies = [ [[package]] name = "text-generation-client" -version = "1.3.4" +version = "1.4.0" dependencies = [ "futures", "grpc-metadata", @@ -2793,7 +2811,7 @@ dependencies = [ [[package]] name = "text-generation-launcher" -version = "1.3.4" +version = "1.4.0" dependencies = [ "clap", "ctrlc", @@ -2809,7 +2827,7 @@ dependencies = [ [[package]] name = "text-generation-router" -version = "1.3.4" +version = "1.4.0" dependencies = [ "async-stream", "axum", @@ -2846,22 +2864,22 @@ dependencies = [ [[package]] name = "thiserror" -version = "1.0.51" +version = "1.0.56" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "f11c217e1416d6f036b870f14e0413d480dbf28edbee1f877abaf0206af43bb7" +checksum = "d54378c645627613241d077a3a79db965db602882668f9136ac42af9ecb730ad" dependencies = [ "thiserror-impl", ] [[package]] name = "thiserror-impl" -version = "1.0.51" +version = "1.0.56" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "01742297787513b79cf8e29d1056ede1313e2420b7b3b15d0a768b4921f549df" +checksum = "fa0faa943b50f3db30a20aa7e265dbc66076993efed8463e8de414e5d06d3471" dependencies = [ "proc-macro2", "quote", - "syn 2.0.42", + "syn 2.0.48", ] [[package]] @@ -2991,7 +3009,7 @@ checksum = "5b8a1e28f2deaa14e508979454cb3a223b10b938b45af148bc0986de36f1923b" dependencies = [ "proc-macro2", "quote", - "syn 2.0.42", + "syn 2.0.48", ] [[package]] @@ -3049,7 +3067,7 @@ checksum = "3082666a3a6433f7f511c7192923fa1fe07c69332d3c6a2e6bb040b569199d5a" dependencies = [ "async-trait", "axum", - "base64 0.21.5", + "base64 0.21.7", "bytes", "futures-core", "futures-util", @@ -3078,7 +3096,7 @@ dependencies = [ "async-stream", "async-trait", "axum", - "base64 0.21.5", + "base64 0.21.7", "bytes", "h2", "http", @@ -3106,7 +3124,7 @@ dependencies = [ "proc-macro2", "prost-build", "quote", - "syn 2.0.42", + "syn 2.0.48", ] [[package]] @@ -3135,7 +3153,7 @@ version = "0.4.4" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "61c5bb1d698276a2443e5ecfabc1008bf15a36c12e6a7176e7bf089ea9131140" dependencies = [ - "bitflags 2.4.1", + "bitflags 2.4.2", "bytes", "futures-core", "futures-util", @@ -3179,7 +3197,7 @@ checksum = "34704c8d6ebcbc939824180af020566b01a7c01f80641264eba0999f6c2b6be7" dependencies = [ "proc-macro2", "quote", - "syn 2.0.42", + "syn 2.0.48", ] [[package]] @@ -3297,9 +3315,9 @@ dependencies = [ [[package]] name = "unicode-bidi" -version = "0.3.14" +version = "0.3.15" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "6f2528f27a9eb2b21e69c95319b30bd0efd85d09c379741b0f78ea1d86be2416" +checksum = "08f95100a766bf4f8f28f90d77e0a5461bbdb219042e7679bebe79004fed8d75" [[package]] name = "unicode-ident" @@ -3361,7 +3379,7 @@ version = "2.9.1" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "f8cdd25c339e200129fe4de81451814e5228c9b771d57378817d6117cc2b3f97" dependencies = [ - "base64 0.21.5", + "base64 0.21.7", "flate2", "log", "native-tls", @@ -3419,7 +3437,7 @@ dependencies = [ "proc-macro2", "quote", "regex", - "syn 2.0.42", + "syn 2.0.48", ] [[package]] @@ -3452,11 +3470,14 @@ checksum = "accd4ea62f7bb7a82fe23066fb0957d48ef677f6eeb8215f372f52e48bb32426" [[package]] name = "vergen" -version = "8.2.6" +version = "8.3.1" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "1290fd64cc4e7d3c9b07d7f333ce0ce0007253e32870e632624835cc80b83939" +checksum = "e27d6bdd219887a9eadd19e1c34f32e47fa332301184935c6d9bca26f3cca525" dependencies = [ "anyhow", + "cargo_metadata", + "cfg-if", + "regex", "rustc_version", "rustversion", "sysinfo", @@ -3496,9 +3517,9 @@ checksum = "9c8d87e72b64a3b4db28d11ce29237c246188f4f51057d65a7eab63b7987e423" [[package]] name = "wasm-bindgen" -version = "0.2.89" +version = "0.2.90" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "0ed0d4f68a3015cc185aff4db9506a015f4b96f95303897bfa23f846db54064e" +checksum = "b1223296a201415c7fad14792dbefaace9bd52b62d33453ade1c5b5f07555406" dependencies = [ "cfg-if", "wasm-bindgen-macro", @@ -3506,24 +3527,24 @@ dependencies = [ [[package]] name = "wasm-bindgen-backend" -version = "0.2.89" +version = "0.2.90" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "1b56f625e64f3a1084ded111c4d5f477df9f8c92df113852fa5a374dbda78826" +checksum = "fcdc935b63408d58a32f8cc9738a0bffd8f05cc7c002086c6ef20b7312ad9dcd" dependencies = [ "bumpalo", "log", "once_cell", "proc-macro2", "quote", - "syn 2.0.42", + "syn 2.0.48", "wasm-bindgen-shared", ] [[package]] name = "wasm-bindgen-futures" -version = "0.4.39" +version = "0.4.40" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "ac36a15a220124ac510204aec1c3e5db8a22ab06fd6706d881dc6149f8ed9a12" +checksum = "bde2032aeb86bdfaecc8b261eef3cba735cc426c1f3a3416d1e0791be95fc461" dependencies = [ "cfg-if", "js-sys", @@ -3533,9 +3554,9 @@ dependencies = [ [[package]] name = "wasm-bindgen-macro" -version = "0.2.89" +version = "0.2.90" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "0162dbf37223cd2afce98f3d0785506dcb8d266223983e4b5b525859e6e182b2" +checksum = "3e4c238561b2d428924c49815533a8b9121c664599558a5d9ec51f8a1740a999" dependencies = [ "quote", "wasm-bindgen-macro-support", @@ -3543,28 +3564,28 @@ dependencies = [ [[package]] name = "wasm-bindgen-macro-support" -version = "0.2.89" +version = "0.2.90" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "f0eb82fcb7930ae6219a7ecfd55b217f5f0893484b7a13022ebb2b2bf20b5283" +checksum = "bae1abb6806dc1ad9e560ed242107c0f6c84335f1749dd4e8ddb012ebd5e25a7" dependencies = [ "proc-macro2", "quote", - "syn 2.0.42", + "syn 2.0.48", "wasm-bindgen-backend", "wasm-bindgen-shared", ] [[package]] name = "wasm-bindgen-shared" -version = "0.2.89" +version = "0.2.90" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "7ab9b36309365056cd639da3134bf87fa8f3d86008abf99e612384a6eecd459f" +checksum = "4d91413b1c31d7539ba5ef2451af3f0b833a005eb27a631cec32bc0635a8602b" [[package]] name = "web-sys" -version = "0.3.66" +version = "0.3.67" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "50c24a44ec86bb68fbecd1b3efed7e85ea5621b39b35ef2766b66cd984f8010f" +checksum = "58cd2333b6e0be7a39605f0e255892fd7418a682d8da8fe042fe25128794d2ed" dependencies = [ "js-sys", "wasm-bindgen", @@ -3629,6 +3650,25 @@ version = "0.4.0" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "712e227841d057c1ee1cd2fb22fa7e5a5461ae8e48fa2ca79ec42cfc1931183f" +[[package]] +name = "windows" +version = "0.52.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "e48a53791691ab099e5e2ad123536d0fff50652600abaf43bbf952894110d0be" +dependencies = [ + "windows-core", + "windows-targets 0.52.0", +] + +[[package]] +name = "windows-core" +version = "0.52.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "33ab640c8d7e35bf8ba19b884ba838ceb4fba93a4e8c65a9059d08afcfc683d9" +dependencies = [ + "windows-targets 0.52.0", +] + [[package]] name = "windows-sys" version = "0.45.0" @@ -3854,7 +3894,7 @@ checksum = "9ce1b18ccd8e73a9321186f97e46f9f04b778851177567b1975109d26a08d2a6" dependencies = [ "proc-macro2", "quote", - "syn 2.0.42", + "syn 2.0.48", ] [[package]] diff --git a/Cargo.toml b/Cargo.toml index 80e6e145..a328a368 100644 --- a/Cargo.toml +++ b/Cargo.toml @@ -9,7 +9,7 @@ members = [ resolver = "2" [workspace.package] -version = "1.3.4" +version = "1.4.0" edition = "2021" authors = ["Olivier Dehaene"] homepage = "https://github.com/huggingface/text-generation-inference" diff --git a/README.md b/README.md index 73356f28..5fdb9f14 100644 --- a/README.md +++ b/README.md @@ -62,7 +62,7 @@ For a detailed starting guide, please see the [Quick Tour](https://huggingface.c model=HuggingFaceH4/zephyr-7b-beta volume=$PWD/data # share a volume with the Docker container to avoid downloading weights every run -docker run --gpus all --shm-size 1g -p 8080:80 -v $volume:/data ghcr.io/huggingface/text-generation-inference:1.3 --model-id $model +docker run --gpus all --shm-size 1g -p 8080:80 -v $volume:/data ghcr.io/huggingface/text-generation-inference:1.4 --model-id $model ``` And then you can make requests like @@ -76,7 +76,7 @@ curl 127.0.0.1:8080/generate \ **Note:** To use NVIDIA GPUs, you need to install the [NVIDIA Container Toolkit](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/install-guide.html). We also recommend using NVIDIA drivers with CUDA version 12.2 or higher. For running the Docker container on a machine with no GPUs or CUDA support, it is enough to remove the `--gpus all` flag and add `--disable-custom-kernels`, please note CPU is not the intended platform for this project, so performance might be subpar. -**Note:** TGI supports AMD Instinct MI210 and MI250 GPUs. Details can be found in the [Supported Hardware documentation](https://huggingface.co/docs/text-generation-inference/supported_models#supported-hardware). To use AMD GPUs, please use `docker run --device /dev/kfd --device /dev/dri --shm-size 1g -p 8080:80 -v $volume:/data ghcr.io/huggingface/text-generation-inference:1.3-rocm --model-id $model` instead of the command above. +**Note:** TGI supports AMD Instinct MI210 and MI250 GPUs. Details can be found in the [Supported Hardware documentation](https://huggingface.co/docs/text-generation-inference/supported_models#supported-hardware). To use AMD GPUs, please use `docker run --device /dev/kfd --device /dev/dri --shm-size 1g -p 8080:80 -v $volume:/data ghcr.io/huggingface/text-generation-inference:1.4-rocm --model-id $model` instead of the command above. To see all options to serve your models (in the [code](https://github.com/huggingface/text-generation-inference/blob/main/launcher/src/main.rs) or in the cli): ``` @@ -106,7 +106,7 @@ model=meta-llama/Llama-2-7b-chat-hf volume=$PWD/data # share a volume with the Docker container to avoid downloading weights every run token= -docker run --gpus all --shm-size 1g -e HUGGING_FACE_HUB_TOKEN=$token -p 8080:80 -v $volume:/data ghcr.io/huggingface/text-generation-inference:1.3 --model-id $model +docker run --gpus all --shm-size 1g -e HUGGING_FACE_HUB_TOKEN=$token -p 8080:80 -v $volume:/data ghcr.io/huggingface/text-generation-inference:1.4 --model-id $model ``` ### A note on Shared Memory (shm) diff --git a/docs/openapi.json b/docs/openapi.json index 9a9ed116..da3969df 100644 --- a/docs/openapi.json +++ b/docs/openapi.json @@ -1 +1,1293 @@ -{"openapi":"3.0.3","info":{"title":"Text Generation Inference","description":"Text Generation Webserver","contact":{"name":"Olivier Dehaene"},"license":{"name":"Apache 2.0","url":"https://www.apache.org/licenses/LICENSE-2.0"},"version":"1.3.4"},"paths":{"/":{"post":{"tags":["Text Generation Inference"],"summary":"Generate tokens if `stream == false` or a stream of token if `stream == true`","description":"Generate tokens if `stream == false` or a stream of token if `stream == true`","operationId":"compat_generate","requestBody":{"content":{"application/json":{"schema":{"$ref":"#/components/schemas/CompatGenerateRequest"}}},"required":true},"responses":{"200":{"description":"Generated Text","content":{"application/json":{"schema":{"$ref":"#/components/schemas/GenerateResponse"}},"text/event-stream":{"schema":{"$ref":"#/components/schemas/StreamResponse"}}}},"422":{"description":"Input validation error","content":{"application/json":{"schema":{"$ref":"#/components/schemas/ErrorResponse"},"example":{"error":"Input validation error"}}}},"424":{"description":"Generation 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Generation Inference","description":"Hugging Face Text Generation Inference API"}]} \ No newline at end of file +{ + "openapi": "3.0.3", + "info": { + "title": "Text Generation Inference", + "description": "Text Generation Webserver", + "contact": { + "name": "Olivier Dehaene" + }, + "license": { + "name": "Apache 2.0", + "url": "https://www.apache.org/licenses/LICENSE-2.0" + }, + "version": "1.4.0" + }, + "paths": { + "/": { + "post": { + "tags": [ + "Text Generation Inference" + ], + "summary": "Generate tokens if `stream == false` or a stream of token if `stream == true`", + "description": "Generate tokens if `stream == false` or a stream of token if `stream == true`", + "operationId": "compat_generate", + "requestBody": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/CompatGenerateRequest" + } + } + }, + "required": true + }, + "responses": { + "200": { + "description": "Generated Text", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/GenerateResponse" + } + }, + "text/event-stream": { + "schema": { + "$ref": "#/components/schemas/StreamResponse" + } + } + } + }, + "422": { + "description": "Input validation error", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + }, + "example": { + "error": "Input validation error" + } + } + } + }, + "424": { + "description": "Generation Error", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + }, + "example": { + "error": "Request failed during generation" + } + } + } + }, + "429": { + "description": "Model is overloaded", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + }, + "example": { + "error": "Model is overloaded" + } + } + } + }, + "500": { + "description": "Incomplete generation", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + }, + "example": { + "error": "Incomplete generation" + } + } + } + } + } + } + }, + "/generate": { + "post": { + "tags": [ + "Text Generation Inference" + ], + "summary": "Generate tokens", + "description": "Generate tokens", + "operationId": "generate", + "requestBody": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/GenerateRequest" + } + } + }, + "required": true + }, + "responses": { + "200": { + "description": "Generated Text", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/GenerateResponse" + } + } + } + }, + "422": { + "description": "Input validation error", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + }, + "example": { + "error": "Input validation error" + } + } + } + }, + "424": { + "description": "Generation Error", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + }, + "example": { + "error": "Request failed during generation" + } + } + } + }, + "429": { + "description": "Model is overloaded", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + }, + "example": { + "error": "Model is overloaded" + } + } + } + }, + "500": { + "description": "Incomplete generation", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + }, + "example": { + "error": "Incomplete generation" + } + } + } + } + } + } + }, + "/generate_stream": { + "post": { + "tags": [ + "Text Generation Inference" + ], + "summary": "Generate a stream of token using Server-Sent Events", + "description": "Generate a stream of token using Server-Sent Events", + "operationId": "generate_stream", + "requestBody": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/GenerateRequest" + } + } + }, + "required": true + }, + "responses": { + "200": { + "description": "Generated Text", + "content": { + "text/event-stream": { + "schema": { + "$ref": "#/components/schemas/StreamResponse" + } + } + } + }, + "422": { + "description": "Input validation error", + "content": { + "text/event-stream": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + }, + "example": { + "error": "Input validation error" + } + } + } + }, + "424": { + "description": "Generation Error", + "content": { + "text/event-stream": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + }, + "example": { + "error": "Request failed during generation" + } + } + } + }, + "429": { + "description": "Model is overloaded", + "content": { + "text/event-stream": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + }, + "example": { + "error": "Model is overloaded" + } + } + } + }, + "500": { + "description": "Incomplete generation", + "content": { + "text/event-stream": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + }, + "example": { + "error": "Incomplete generation" + } + } + } + } + } + } + }, + "/health": { + "get": { + "tags": [ + "Text Generation Inference" + ], + "summary": "Health check method", + "description": "Health check method", + "operationId": "health", + "responses": { + "200": { + "description": "Everything is working fine" + }, + "503": { + "description": "Text generation inference is down", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + }, + "example": { + "error": "unhealthy", + "error_type": "healthcheck" + } + } + } + } + } + } + }, + "/info": { + "get": { + "tags": [ + "Text Generation Inference" + ], + "summary": "Text Generation Inference endpoint info", + "description": "Text Generation Inference endpoint info", + "operationId": "get_model_info", + "responses": { + "200": { + "description": "Served model info", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/Info" + } + } + } + } + } + } + }, + "/metrics": { + "get": { + "tags": [ + "Text Generation Inference" + ], + "summary": "Prometheus metrics scrape endpoint", + "description": "Prometheus metrics scrape endpoint", + "operationId": "metrics", + "responses": { + "200": { + "description": "Prometheus Metrics", + "content": { + "text/plain": { + "schema": { + "type": "string" + } + } + } + } + } + } + }, + "/tokenize": { + "post": { + "tags": [ + "Text Generation Inference" + ], + "summary": "Tokenize inputs", + "description": "Tokenize inputs", + "operationId": "tokenize", + "requestBody": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/GenerateRequest" + } + } + }, + "required": true + }, + "responses": { + "200": { + "description": "Tokenized ids", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/TokenizeResponse" + } + } + } + }, + "404": { + "description": "No tokenizer found", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + }, + "example": { + "error": "No fast tokenizer available" + } + } + } + } + } + } + }, + "/v1/chat/completions": { + "post": { + "tags": [ + "Text Generation Inference" + ], + "summary": "Generate tokens", + "description": "Generate tokens", + "operationId": "chat_completions", + "requestBody": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ChatRequest" + } + } + }, + "required": true + }, + "responses": { + "200": { + "description": "Generated Text", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ChatCompletionChunk" + } + } + } + }, + "422": { + "description": "Input validation error", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + }, + "example": { + "error": "Input validation error" + } + } + } + }, + "424": { + "description": "Generation Error", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + }, + "example": { + "error": "Request failed during generation" + } + } + } + }, + "429": { + "description": "Model is overloaded", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + }, + "example": { + "error": "Model is overloaded" + } + } + } + }, + "500": { + "description": "Incomplete generation", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + }, + "example": { + "error": "Incomplete generation" + } + } + } + } + } + } + } + }, + "components": { + "schemas": { + "BestOfSequence": { + "type": "object", + "required": [ + "generated_text", + "finish_reason", + "generated_tokens", + "prefill", + "tokens" + ], + "properties": { + "finish_reason": { + "$ref": "#/components/schemas/FinishReason" + }, + "generated_text": { + "type": "string", + "example": "test" + }, + "generated_tokens": { + "type": "integer", + "format": "int32", + "example": 1, + "minimum": 0 + }, + "prefill": { + "type": "array", + "items": { + "$ref": "#/components/schemas/PrefillToken" + } + }, + "seed": { + "type": "integer", + "format": "int64", + "example": 42, + "nullable": true, + "minimum": 0 + }, + "tokens": { + "type": "array", + "items": { + "$ref": "#/components/schemas/Token" + } + }, + "top_tokens": { + "type": "array", + "items": { + "type": "array", + "items": { + "$ref": "#/components/schemas/Token" + } + } + } + } + }, + "ChatCompletion": { + "type": "object", + "required": [ + "id", + "object", + "created", + "model", + "system_fingerprint", + "choices", + "usage" + ], + "properties": { + "choices": { + "type": "array", + "items": { + "$ref": "#/components/schemas/ChatCompletionComplete" + } + }, + "created": { + "type": "integer", + "format": "int64", + "example": "1706270835", + "minimum": 0 + }, + "id": { + "type": "string" + }, + "model": { + "type": "string", + "example": "mistralai/Mistral-7B-Instruct-v0.2" + }, + "object": { + "type": "string" + }, + "system_fingerprint": { + "type": "string" + }, + "usage": { + "$ref": "#/components/schemas/Usage" + } + } + }, + "ChatCompletionChoice": { + "type": "object", + "required": [ + "index", + "delta" + ], + "properties": { + "delta": { + "$ref": "#/components/schemas/ChatCompletionDelta" + }, + "finish_reason": { + "type": "string", + "nullable": true + }, + "index": { + "type": "integer", + "format": "int32", + "minimum": 0 + }, + "logprobs": { + "type": "number", + "format": "float", + "nullable": true + } + } + }, + "ChatCompletionChunk": { + "type": "object", + "required": [ + "id", + "object", + "created", + "model", + "system_fingerprint", + "choices" + ], + "properties": { + "choices": { + "type": "array", + "items": { + "$ref": "#/components/schemas/ChatCompletionChoice" + } + }, + "created": { + "type": "integer", + "format": "int64", + "example": "1706270978", + "minimum": 0 + }, + "id": { + "type": "string" + }, + "model": { + "type": "string", + "example": "mistralai/Mistral-7B-Instruct-v0.2" + }, + "object": { + "type": "string" + }, + "system_fingerprint": { + "type": "string" + } + } + }, + "ChatCompletionDelta": { + "type": "object", + "required": [ + "role", + "content" + ], + "properties": { + "content": { + "type": "string", + "example": "What is Deep Learning?" + }, + "role": { + "type": "string", + "example": "user" + } + } + }, + "ChatRequest": { + "type": "object", + "required": [ + "model" + ], + "properties": { + "frequency_penalty": { + "type": "number", + "format": "float", + "description": "Number between -2.0 and 2.0. Positive values penalize new tokens based on their existing frequency in the text so far,\ndecreasing the model's likelihood to repeat the same line verbatim.", + "example": "1.0", + "nullable": true + }, + "logit_bias": { + "type": "array", + "items": { + "type": "number", + "format": "float" + }, + "description": "UNUSED\nModify the likelihood of specified tokens appearing in the completion. Accepts a JSON object that maps tokens\n(specified by their token ID in the tokenizer) to an associated bias value from -100 to 100. Mathematically,\nthe bias is added to the logits generated by the model prior to sampling. The exact effect will vary per model,\nbut values between -1 and 1 should decrease or increase likelihood of selection; values like -100 or 100 should\nresult in a ban or exclusive selection of the relevant token.", + "nullable": true + }, + "logprobs": { + "type": "boolean", + "description": "Whether to return log probabilities of the output tokens or not. If true, returns the log probabilities of each\noutput token returned in the content of message.", + "example": "false", + "nullable": true + }, + "max_tokens": { + "type": "integer", + "format": "int32", + "description": "The maximum number of tokens that can be generated in the chat completion.", + "example": "32", + "nullable": true, + "minimum": 0 + }, + "messages": { + "type": "array", + "items": { + "$ref": "#/components/schemas/Message" + }, + "description": "A list of messages comprising the conversation so far." + }, + "model": { + "type": "string", + "description": "UNUSED\nID of the model to use. See the model endpoint compatibility table for details on which models work with the Chat API.", + "example": "mistralai/Mistral-7B-Instruct-v0.2" + }, + "n": { + "type": "integer", + "format": "int32", + "description": "UNUSED\nHow many chat completion choices to generate for each input message. Note that you will be charged based on the\nnumber of generated tokens across all of the choices. Keep n as 1 to minimize costs.", + "example": "2", + "nullable": true, + "minimum": 0 + }, + "presence_penalty": { + "type": "number", + "format": "float", + "description": "UNUSED\nNumber between -2.0 and 2.0. Positive values penalize new tokens based on whether they appear in the text so far,\nincreasing the model's likelihood to talk about new topics", + "example": 0.1, + "nullable": true + }, + "seed": { + "type": "integer", + "format": "int64", + "example": 42, + "nullable": true, + "minimum": 0 + }, + "stream": { + "type": "boolean" + }, + "temperature": { + "type": "number", + "format": "float", + "description": "What sampling temperature to use, between 0 and 2. Higher values like 0.8 will make the output more random, while\nlower values like 0.2 will make it more focused and deterministic.\n\nWe generally recommend altering this or `top_p` but not both.", + "example": 1.0, + "nullable": true + }, + "top_logprobs": { + "type": "integer", + "format": "int32", + "description": "UNUSED\nAn integer between 0 and 5 specifying the number of most likely tokens to return at each token position, each with\nan associated log probability. logprobs must be set to true if this parameter is used.", + "example": "5", + "nullable": true, + "minimum": 0 + }, + "top_p": { + "type": "number", + "format": "float", + "description": "An alternative to sampling with temperature, called nucleus sampling, where the model considers the results of the\ntokens with top_p probability mass. So 0.1 means only the tokens comprising the top 10% probability mass are considered.", + "example": 0.95, + "nullable": true + } + } + }, + "CompatGenerateRequest": { + "type": "object", + "required": [ + "inputs" + ], + "properties": { + "inputs": { + "type": "string", + "example": "My name is Olivier and I" + }, + "parameters": { + "$ref": "#/components/schemas/GenerateParameters" + }, + "stream": { + "type": "boolean", + "default": "false" + } + } + }, + "Details": { + "type": "object", + "required": [ + "finish_reason", + "generated_tokens", + "prefill", + "tokens" + ], + "properties": { + "best_of_sequences": { + "type": "array", + "items": { + "$ref": "#/components/schemas/BestOfSequence" + }, + "nullable": true + }, + "finish_reason": { + "$ref": "#/components/schemas/FinishReason" + }, + "generated_tokens": { + "type": "integer", + "format": "int32", + "example": 1, + "minimum": 0 + }, + "prefill": { + "type": "array", + "items": { + "$ref": "#/components/schemas/PrefillToken" + } + }, + "seed": { + "type": "integer", + "format": "int64", + "example": 42, + "nullable": true, + "minimum": 0 + }, + "tokens": { + "type": "array", + "items": { + "$ref": "#/components/schemas/Token" + } + }, + "top_tokens": { + "type": "array", + "items": { + "type": "array", + "items": { + "$ref": "#/components/schemas/Token" + } + } + } + } + }, + "ErrorResponse": { + "type": "object", + "required": [ + "error", + "error_type" + ], + "properties": { + "error": { + "type": "string" + }, + "error_type": { + "type": "string" + } + } + }, + "FinishReason": { + "type": "string", + "enum": [ + "length", + "eos_token", + "stop_sequence" + ], + "example": "Length" + }, + "GenerateParameters": { + "type": "object", + "properties": { + "best_of": { + "type": "integer", + "default": "null", + "example": 1, + "nullable": true, + "minimum": 0, + "exclusiveMinimum": 0 + }, + "decoder_input_details": { + "type": "boolean", + "default": "true" + }, + "details": { + "type": "boolean", + "default": "true" + }, + "do_sample": { + "type": "boolean", + "default": "false", + "example": true + }, + "max_new_tokens": { + "type": "integer", + "format": "int32", + "default": "100", + "example": "20", + "nullable": true, + "minimum": 0 + }, + "repetition_penalty": { + "type": "number", + "format": "float", + "default": "null", + "example": 1.03, + "nullable": true, + "exclusiveMinimum": 0 + }, + "return_full_text": { + "type": "boolean", + "default": "null", + "example": false, + "nullable": true + }, + "seed": { + "type": "integer", + "format": "int64", + "default": "null", + "example": "null", + "nullable": true, + "minimum": 0, + "exclusiveMinimum": 0 + }, + "stop": { + "type": "array", + "items": { + "type": "string" + }, + "example": [ + "photographer" + ], + "maxItems": 4 + }, + "temperature": { + "type": "number", + "format": "float", + "default": "null", + "example": 0.5, + "nullable": true, + "exclusiveMinimum": 0 + }, + "top_k": { + "type": "integer", + "format": "int32", + "default": "null", + "example": 10, + "nullable": true, + "exclusiveMinimum": 0 + }, + "top_n_tokens": { + "type": "integer", + "format": "int32", + "default": "null", + "example": 5, + "nullable": true, + "minimum": 0, + "exclusiveMinimum": 0 + }, + "top_p": { + "type": "number", + "format": "float", + "default": "null", + "example": 0.95, + "nullable": true, + "maximum": 1, + "exclusiveMinimum": 0 + }, + "truncate": { + "type": "integer", + "default": "null", + "example": "null", + "nullable": true, + "minimum": 0 + }, + "typical_p": { + "type": "number", + "format": "float", + "default": "null", + "example": 0.95, + "nullable": true, + "maximum": 1, + "exclusiveMinimum": 0 + }, + "watermark": { + "type": "boolean", + "default": "false", + "example": true + } + } + }, + "GenerateRequest": { + "type": "object", + "required": [ + "inputs" + ], + "properties": { + "inputs": { + "type": "string", + "example": "My name is Olivier and I" + }, + "parameters": { + "$ref": "#/components/schemas/GenerateParameters" + } + } + }, + "GenerateResponse": { + "type": "object", + "required": [ + "generated_text" + ], + "properties": { + "details": { + "allOf": [ + { + "$ref": "#/components/schemas/Details" + } + ], + "nullable": true + }, + "generated_text": { + "type": "string", + "example": "test" + } + } + }, + "Info": { + "type": "object", + "required": [ + "model_id", + "model_dtype", + "model_device_type", + "max_concurrent_requests", + "max_best_of", + "max_stop_sequences", + "max_input_length", + "max_total_tokens", + "waiting_served_ratio", + "max_batch_total_tokens", + "max_waiting_tokens", + "validation_workers", + "version" + ], + "properties": { + "docker_label": { + "type": "string", + "example": "null", + "nullable": true + }, + "max_batch_total_tokens": { + "type": "integer", + "format": "int32", + "example": "32000", + "minimum": 0 + }, + "max_best_of": { + "type": "integer", + "example": "2", + "minimum": 0 + }, + "max_concurrent_requests": { + "type": "integer", + "description": "Router Parameters", + "example": "128", + "minimum": 0 + }, + "max_input_length": { + "type": "integer", + "example": "1024", + "minimum": 0 + }, + "max_stop_sequences": { + "type": "integer", + "example": "4", + "minimum": 0 + }, + "max_total_tokens": { + "type": "integer", + "example": "2048", + "minimum": 0 + }, + "max_waiting_tokens": { + "type": "integer", + "example": "20", + "minimum": 0 + }, + "model_device_type": { + "type": "string", + "example": "cuda" + }, + "model_dtype": { + "type": "string", + "example": "torch.float16" + }, + "model_id": { + "type": "string", + "description": "Model info", + "example": "bigscience/blomm-560m" + }, + "model_pipeline_tag": { + "type": "string", + "example": "text-generation", + "nullable": true + }, + "model_sha": { + "type": "string", + "example": "e985a63cdc139290c5f700ff1929f0b5942cced2", + "nullable": true + }, + "sha": { + "type": "string", + "example": "null", + "nullable": true + }, + "validation_workers": { + "type": "integer", + "example": "2", + "minimum": 0 + }, + "version": { + "type": "string", + "description": "Router Info", + "example": "0.5.0" + }, + "waiting_served_ratio": { + "type": "number", + "format": "float", + "example": "1.2" + } + } + }, + "Message": { + "type": "object", + "required": [ + "role", + "content" + ], + "properties": { + "content": { + "type": "string", + "example": "My name is David and I" + }, + "role": { + "type": "string", + "example": "user" + } + } + }, + "PrefillToken": { + "type": "object", + "required": [ + "id", + "text", + "logprob" + ], + "properties": { + "id": { + "type": "integer", + "format": "int32", + "example": 0, + "minimum": 0 + }, + "logprob": { + "type": "number", + "format": "float", + "example": -0.34, + "nullable": true + }, + "text": { + "type": "string", + "example": "test" + } + } + }, + "SimpleToken": { + "type": "object", + "required": [ + "id", + "text", + "start", + "stop" + ], + "properties": { + "id": { + "type": "integer", + "format": "int32", + "example": 0, + "minimum": 0 + }, + "start": { + "type": "integer", + "example": 0, + "minimum": 0 + }, + "stop": { + "type": "integer", + "example": 2, + "minimum": 0 + }, + "text": { + "type": "string", + "example": "test" + } + } + }, + "StreamDetails": { + "type": "object", + "required": [ + "finish_reason", + "generated_tokens" + ], + "properties": { + "finish_reason": { + "$ref": "#/components/schemas/FinishReason" + }, + "generated_tokens": { + "type": "integer", + "format": "int32", + "example": 1, + "minimum": 0 + }, + "seed": { + "type": "integer", + "format": "int64", + "example": 42, + "nullable": true, + "minimum": 0 + } + } + }, + "StreamResponse": { + "type": "object", + "required": [ + "index", + "token" + ], + "properties": { + "details": { + "allOf": [ + { + "$ref": "#/components/schemas/StreamDetails" + } + ], + "default": "null", + "nullable": true + }, + "generated_text": { + "type": "string", + "default": "null", + "example": "test", + "nullable": true + }, + "index": { + "type": "integer", + "format": "int32", + "minimum": 0 + }, + "token": { + "$ref": "#/components/schemas/Token" + }, + "top_tokens": { + "type": "array", + "items": { + "$ref": "#/components/schemas/Token" + } + } + } + }, + "Token": { + "type": "object", + "required": [ + "id", + "text", + "logprob", + "special" + ], + "properties": { + "id": { + "type": "integer", + "format": "int32", + "example": 0, + "minimum": 0 + }, + "logprob": { + "type": "number", + "format": "float", + "example": -0.34, + "nullable": true + }, + "special": { + "type": "boolean", + "example": "false" + }, + "text": { + "type": "string", + "example": "test" + } + } + }, + "TokenizeResponse": { + "type": "array", + "items": { + "$ref": "#/components/schemas/SimpleToken" + } + } + } + }, + "tags": [ + { + "name": "Text Generation Inference", + "description": "Hugging Face Text Generation Inference API" + } + ] +} \ No newline at end of file diff --git a/docs/source/basic_tutorials/gated_model_access.md b/docs/source/basic_tutorials/gated_model_access.md index 1437717f..060d177d 100644 --- a/docs/source/basic_tutorials/gated_model_access.md +++ b/docs/source/basic_tutorials/gated_model_access.md @@ -19,6 +19,6 @@ docker run --gpus all \ --shm-size 1g \ -e HUGGING_FACE_HUB_TOKEN=$token \ -p 8080:80 \ - -v $volume:/data ghcr.io/huggingface/text-generation-inference:1.3 \ + -v $volume:/data ghcr.io/huggingface/text-generation-inference:1.4 \ --model-id $model ``` diff --git a/docs/source/quicktour.md b/docs/source/quicktour.md index e9a33f04..78ebb8e2 100644 --- a/docs/source/quicktour.md +++ b/docs/source/quicktour.md @@ -8,7 +8,7 @@ Let's say you want to deploy [Falcon-7B Instruct](https://huggingface.co/tiiuae/ model=tiiuae/falcon-7b-instruct volume=$PWD/data # share a volume with the Docker container to avoid downloading weights every run -docker run --gpus all --shm-size 1g -p 8080:80 -v $volume:/data ghcr.io/huggingface/text-generation-inference:1.3 --model-id $model +docker run --gpus all --shm-size 1g -p 8080:80 -v $volume:/data ghcr.io/huggingface/text-generation-inference:1.4 --model-id $model ``` @@ -20,7 +20,7 @@ To use NVIDIA GPUs, you need to install the [NVIDIA Container Toolkit](https://d TGI also supports ROCm-enabled AMD GPUs (only MI210 and MI250 are tested), details are available in the [Supported Hardware section](./supported_models#supported-hardware) and [AMD documentation](https://rocm.docs.amd.com/en/latest/deploy/docker.html). To launch TGI on ROCm GPUs, please use instead: ```bash -docker run --cap-add=SYS_PTRACE --security-opt seccomp=unconfined --device=/dev/kfd --device=/dev/dri --group-add video --ipc=host --shm-size 1g -p 8080:80 -v $volume:/data ghcr.io/huggingface/text-generation-inference:1.3-rocm --model-id $model +docker run --cap-add=SYS_PTRACE --security-opt seccomp=unconfined --device=/dev/kfd --device=/dev/dri --group-add video --ipc=host --shm-size 1g -p 8080:80 -v $volume:/data ghcr.io/huggingface/text-generation-inference:1.4-rocm --model-id $model ``` Once TGI is running, you can use the `generate` endpoint by doing requests. To learn more about how to query the endpoints, check the [Consuming TGI](./basic_tutorials/consuming_tgi) section, where we show examples with utility libraries and UIs. Below you can see a simple snippet to query the endpoint. @@ -91,7 +91,7 @@ curl 127.0.0.1:8080/generate \ To see all possible deploy flags and options, you can use the `--help` flag. It's possible to configure the number of shards, quantization, generation parameters, and more. ```bash -docker run ghcr.io/huggingface/text-generation-inference:1.3 --help +docker run ghcr.io/huggingface/text-generation-inference:1.4 --help ``` diff --git a/integration-tests/models/test_flash_phi.py b/integration-tests/models/test_flash_phi.py index 6391f2a1..0987b3a1 100644 --- a/integration-tests/models/test_flash_phi.py +++ b/integration-tests/models/test_flash_phi.py @@ -21,7 +21,7 @@ async def test_flash_phi(flash_phi, response_snapshot): ) assert response.details.generated_tokens == 10 - assert response.generated_text == ": {request}\")\n response = self" + assert response.generated_text == ': {request}")\n response = self' assert response == response_snapshot @@ -52,14 +52,12 @@ async def test_flash_phi_all_params(flash_phi, response_snapshot): @pytest.mark.asyncio @pytest.mark.private async def test_flash_phi_load(flash_phi, generate_load, response_snapshot): - responses = await generate_load( - flash_phi, "Test request", max_new_tokens=10, n=4 - ) + responses = await generate_load(flash_phi, "Test request", max_new_tokens=10, n=4) assert len(responses) == 4 assert all( [r.generated_text == responses[0].generated_text for r in responses] ), f"{[r.generated_text for r in responses]}" - assert responses[0].generated_text == ": {request}\")\n response = self" + assert responses[0].generated_text == ': {request}")\n response = self' assert responses == response_snapshot diff --git a/integration-tests/pyproject.toml b/integration-tests/pyproject.toml index f6929587..f0c5add9 100644 --- a/integration-tests/pyproject.toml +++ b/integration-tests/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "text-generation-integration-tests" -version = "1.3.4" +version = "1.4.0" description = "Text Generation Inference integration tests" authors = ["Nicolas Patry "] diff --git a/server/poetry.lock b/server/poetry.lock index 3326d0aa..64b1b74f 100644 --- a/server/poetry.lock +++ b/server/poetry.lock @@ -153,21 +153,22 @@ files = [ [[package]] name = "attrs" -version = "23.1.0" +version = "23.2.0" description = "Classes Without Boilerplate" optional = true python-versions = ">=3.7" files = [ - {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"}, - {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"}, + {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"}, + {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"}, ] [package.extras] cov = ["attrs[tests]", "coverage[toml] (>=5.3)"] -dev = ["attrs[docs,tests]", "pre-commit"] +dev = ["attrs[tests]", "pre-commit"] docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"] 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"ray[tune] (>=2.7.0)", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>=2.6,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timm", "tokenizers (>=0.14,<0.19)", "torch (>=1.11,!=1.12.0)", "torchaudio", "torchvision"] docs-specific = ["hf-doc-builder"] flax = ["flax (>=0.4.1,<=0.7.0)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "optax (>=0.0.8,<=0.1.4)"] flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"] @@ -2429,7 +2530,7 @@ ftfy = ["ftfy"] integrations = ["optuna", "ray[tune] (>=2.7.0)", "sigopt"] ja = ["fugashi (>=1.0)", "ipadic (>=1.0.0,<2.0)", "rhoknp (>=1.1.0,<1.3.1)", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)"] modelcreation = ["cookiecutter (==1.7.3)"] -natten = ["natten (>=0.14.6)"] +natten = ["natten (>=0.14.6,<0.15.0)"] onnx = ["onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "tf2onnx"] onnxruntime = ["onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)"] optuna = ["optuna"] @@ -2448,10 +2549,10 @@ tf-cpu = ["keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow-cpu (>=2.6, tf-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"] timm = ["timm"] tokenizers = ["tokenizers (>=0.14,<0.19)"] -torch = ["accelerate (>=0.21.0)", "torch (>=1.10,!=1.12.0)"] +torch = ["accelerate (>=0.21.0)", "torch (>=1.11,!=1.12.0)"] torch-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"] torch-vision = ["Pillow (>=10.0.1,<=15.0)", "torchvision"] -torchhub = ["filelock", "huggingface-hub (>=0.19.3,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.14,<0.19)", "torch (>=1.10,!=1.12.0)", "tqdm (>=4.27)"] +torchhub = ["filelock", "huggingface-hub (>=0.19.3,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.14,<0.19)", "torch (>=1.11,!=1.12.0)", "tqdm (>=4.27)"] video = ["av (==9.2.0)", "decord (==0.6.0)"] vision = ["Pillow (>=10.0.1,<=15.0)"] @@ -2513,13 +2614,13 @@ files = [ [[package]] name = "tzdata" -version = "2023.3" +version = "2023.4" description = "Provider of IANA time zone data" optional = true python-versions = ">=2" files = [ - {file = "tzdata-2023.3-py2.py3-none-any.whl", hash = "sha256:7e65763eef3120314099b6939b5546db7adce1e7d6f2e179e3df563c70511eda"}, - {file = "tzdata-2023.3.tar.gz", hash = "sha256:11ef1e08e54acb0d4f95bdb1be05da659673de4acbd21bf9c69e94cc5e907a3a"}, + {file = "tzdata-2023.4-py2.py3-none-any.whl", hash = "sha256:aa3ace4329eeacda5b7beb7ea08ece826c28d761cda36e747cfbf97996d39bf3"}, + {file = "tzdata-2023.4.tar.gz", hash = "sha256:dd54c94f294765522c77399649b4fefd95522479a664a0cec87f41bebc6148c9"}, ] [[package]] @@ -2861,4 +2962,4 @@ torch = ["torch"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.13" -content-hash = "d314f7dc9ea4d4e7581552f340d9171f24f709bf98de8b8c01c449c23026e7a3" +content-hash = "33d533d21d14c258678a8c4bb28e2a15e8ebe5ca35d8589cbfe4a7b7d2e79a90" diff --git a/server/pyproject.toml b/server/pyproject.toml index d1452678..72a7afb0 100644 --- a/server/pyproject.toml +++ b/server/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "text-generation-server" -version = "1.3.4" +version = "1.4.0" description = "Text Generation Inference Python gRPC Server" authors = ["Olivier Dehaene "] diff --git a/server/requirements_cuda.txt b/server/requirements_cuda.txt index 694242e1..e9267512 100644 --- a/server/requirements_cuda.txt +++ b/server/requirements_cuda.txt @@ -13,11 +13,11 @@ grpc-interceptor==0.15.4 ; python_version >= "3.9" and python_version < "3.13" grpcio-reflection==1.60.0 ; python_version >= "3.9" and python_version < "3.13" grpcio-status==1.60.0 ; python_version >= "3.9" and python_version < "3.13" grpcio==1.60.0 ; python_version >= "3.9" and python_version < "3.13" -hf-transfer==0.1.4 ; python_version >= "3.9" and python_version < "3.13" +hf-transfer==0.1.5 ; python_version >= "3.9" and python_version < "3.13" huggingface-hub==0.19.4 ; python_version >= "3.9" and python_version < "3.13" idna==3.6 ; python_version >= "3.9" and python_version < "3.13" loguru==0.6.0 ; python_version >= "3.9" and python_version < "3.13" -numpy==1.26.2 ; python_version >= "3.9" and python_version < "3.13" +numpy==1.26.3 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-api==1.15.0 ; 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-http==1.15.0 ; python_version >= "3.9" and python_version < "3.13" @@ -28,18 +28,18 @@ opentelemetry-proto==1.15.0 ; python_version >= "3.9" and python_version < "3.13 opentelemetry-sdk==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-semantic-conventions==0.36b0 ; python_version >= "3.9" and python_version < "3.13" packaging==23.2 ; python_version >= "3.9" and python_version < "3.13" -pillow==10.1.0 ; python_version >= "3.9" and python_version < "3.13" -protobuf==4.25.1 ; python_version >= "3.9" and python_version < "3.13" +pillow==10.2.0 ; python_version >= "3.9" and python_version < "3.13" +protobuf==4.25.2 ; python_version >= "3.9" and python_version < "3.13" pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13" -regex==2023.10.3 ; python_version >= "3.9" and python_version < "3.13" +regex==2023.12.25 ; python_version >= "3.9" and python_version < "3.13" requests==2.31.0 ; python_version >= "3.9" and python_version < "3.13" safetensors==0.3.3 ; python_version >= "3.9" and python_version < "3.13" -scipy==1.11.4 ; python_version >= "3.9" and python_version < "3.13" +scipy==1.12.0 ; python_version >= "3.9" and python_version < "3.13" sentencepiece==0.1.99 ; python_version >= "3.9" and python_version < "3.13" -setuptools==69.0.2 ; python_version >= "3.9" and python_version < "3.13" -tokenizers==0.15.0 ; python_version >= "3.9" and python_version < "3.13" +setuptools==69.0.3 ; python_version >= "3.9" and python_version < "3.13" +tokenizers==0.15.1 ; python_version >= "3.9" and python_version < "3.13" tqdm==4.66.1 ; python_version >= "3.9" and python_version < "3.13" -transformers==4.36.1 ; python_version >= "3.9" and python_version < "3.13" +transformers==4.37.1 ; python_version >= "3.9" and python_version < "3.13" typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13" typing-extensions==4.9.0 ; python_version >= "3.9" and python_version < "3.13" urllib3==2.1.0 ; python_version >= "3.9" and python_version < "3.13" diff --git a/server/requirements_rocm.txt b/server/requirements_rocm.txt index e0495fde..053429c9 100644 --- a/server/requirements_rocm.txt +++ b/server/requirements_rocm.txt @@ -12,11 +12,11 @@ grpc-interceptor==0.15.4 ; python_version >= "3.9" and python_version < "3.13" grpcio-reflection==1.60.0 ; python_version >= "3.9" and python_version < "3.13" grpcio-status==1.60.0 ; python_version >= "3.9" and python_version < "3.13" grpcio==1.60.0 ; python_version >= "3.9" and python_version < "3.13" -hf-transfer==0.1.4 ; python_version >= "3.9" and python_version < "3.13" +hf-transfer==0.1.5 ; python_version >= "3.9" and python_version < "3.13" huggingface-hub==0.19.4 ; python_version >= "3.9" and python_version < "3.13" idna==3.6 ; python_version >= "3.9" and python_version < "3.13" loguru==0.6.0 ; python_version >= "3.9" and python_version < "3.13" -numpy==1.26.2 ; python_version >= "3.9" and python_version < "3.13" +numpy==1.26.3 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-api==1.15.0 ; 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-http==1.15.0 ; python_version >= "3.9" and python_version < "3.13" @@ -27,18 +27,18 @@ opentelemetry-proto==1.15.0 ; python_version >= "3.9" and python_version < "3.13 opentelemetry-sdk==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-semantic-conventions==0.36b0 ; python_version >= "3.9" and python_version < "3.13" packaging==23.2 ; python_version >= "3.9" and python_version < "3.13" -pillow==10.1.0 ; python_version >= "3.9" and python_version < "3.13" -protobuf==4.25.1 ; python_version >= "3.9" and python_version < "3.13" +pillow==10.2.0 ; python_version >= "3.9" and python_version < "3.13" +protobuf==4.25.2 ; python_version >= "3.9" and python_version < "3.13" pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13" -regex==2023.10.3 ; python_version >= "3.9" and python_version < "3.13" +regex==2023.12.25 ; python_version >= "3.9" and python_version < "3.13" requests==2.31.0 ; python_version >= "3.9" and python_version < "3.13" safetensors==0.3.3 ; python_version >= "3.9" and python_version < "3.13" -scipy==1.11.4 ; python_version >= "3.9" and python_version < "3.13" +scipy==1.12.0 ; python_version >= "3.9" and python_version < "3.13" sentencepiece==0.1.99 ; python_version >= "3.9" and python_version < "3.13" -setuptools==69.0.2 ; python_version >= "3.9" and python_version < "3.13" -tokenizers==0.15.0 ; python_version >= "3.9" and python_version < "3.13" +setuptools==69.0.3 ; python_version >= "3.9" and python_version < "3.13" +tokenizers==0.15.1 ; python_version >= "3.9" and python_version < "3.13" tqdm==4.66.1 ; python_version >= "3.9" and python_version < "3.13" -transformers==4.36.1 ; python_version >= "3.9" and python_version < "3.13" +transformers==4.37.1 ; python_version >= "3.9" and python_version < "3.13" typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13" typing-extensions==4.9.0 ; python_version >= "3.9" and python_version < "3.13" urllib3==2.1.0 ; python_version >= "3.9" and python_version < "3.13" diff --git a/server/tests/utils/test_layers.py b/server/tests/utils/test_layers.py index 0a9fecd1..93a0e982 100644 --- a/server/tests/utils/test_layers.py +++ b/server/tests/utils/test_layers.py @@ -3,24 +3,27 @@ from text_generation_server.utils.layers import ( TensorParallelEmbedding, ) + class ProcessGroup: def __init__(self, rank: int, world_size: int): self._rank = rank self.world_size = world_size - def size(self)->int: + def size(self) -> int: return self.world_size - def rank(self)->int: + def rank(self) -> int: return self._rank + class Weights: def __init__(self, rank: int, world_size: int, vocab_size: int, hidden_dim: int): - self.weight = torch.arange(vocab_size*hidden_dim).float().view(vocab_size, hidden_dim) + self.weight = ( + torch.arange(vocab_size * hidden_dim).float().view(vocab_size, hidden_dim) + ) self.process_group = ProcessGroup(rank, world_size) - - def get_partial_sharded(self, name:str, dim: int): + def get_partial_sharded(self, name: str, dim: int): assert dim == 0 rank = self.process_group.rank() @@ -35,10 +38,11 @@ class Weights: def get_shape(self, name: str): return self.weight.shape + def test_weight_hub_files_offline_error(): - vocab_size= 17 - weights = Weights(rank=0, world_size=1, vocab_size = vocab_size,hidden_dim = 256) + vocab_size = 17 + weights = Weights(rank=0, world_size=1, vocab_size=vocab_size, hidden_dim=256) embeddings = TensorParallelEmbedding("", weights) input_ids = torch.arange(vocab_size) @@ -47,18 +51,27 @@ def test_weight_hub_files_offline_error(): assert embeddings.max_id == 17 torch.testing.assert_close(output, torch.arange(256 * 17).float().view(17, 256)) - weights_0_2 = Weights(rank=0, world_size=2, vocab_size = vocab_size,hidden_dim = 256) - weights_1_2 = Weights(rank=1, world_size=2, vocab_size = vocab_size,hidden_dim = 256) + weights_0_2 = Weights(rank=0, world_size=2, vocab_size=vocab_size, hidden_dim=256) + weights_1_2 = Weights(rank=1, world_size=2, vocab_size=vocab_size, hidden_dim=256) embeddings_0_2 = TensorParallelEmbedding("", weights_0_2, reduce=False) assert embeddings_0_2.min_id == 0 assert embeddings_0_2.max_id == 9 - torch.testing.assert_close(embeddings_0_2.weight , torch.cat([torch.arange(9 * 256), torch.zeros(256)], dim=0).view(10, 256).float()) + torch.testing.assert_close( + embeddings_0_2.weight, + torch.cat([torch.arange(9 * 256), torch.zeros(256)], dim=0) + .view(10, 256) + .float(), + ) embeddings_1_2 = TensorParallelEmbedding("", weights_1_2, reduce=False) assert embeddings_1_2.min_id == 9 assert embeddings_1_2.max_id == 17 - torch.testing.assert_close(embeddings_1_2.weight , torch.cat([torch.arange(8 * 256) + 9 * 256, torch.zeros(256)], dim=0).view(9, 256).float()) + torch.testing.assert_close( + embeddings_1_2.weight, + torch.cat([torch.arange(8 * 256) + 9 * 256, torch.zeros(256)], dim=0) + .view(9, 256) + .float(), + ) output_tp_0 = embeddings_0_2.forward(input_ids) output_tp_1 = embeddings_1_2.forward(input_ids) torch.testing.assert_close(output, output_tp_0 + output_tp_1) - diff --git a/server/text_generation_server/cli.py b/server/text_generation_server/cli.py index 99be6c7e..b74fbe36 100644 --- a/server/text_generation_server/cli.py +++ b/server/text_generation_server/cli.py @@ -226,7 +226,7 @@ def download_weights( pass except (utils.LocalEntryNotFoundError, utils.EntryNotFoundError): pass - + elif (Path(model_id) / "adapter_config.json").exists(): # Try to load as a local PEFT model try: diff --git a/server/text_generation_server/models/__init__.py b/server/text_generation_server/models/__init__.py index 679e1e2f..68096709 100644 --- a/server/text_generation_server/models/__init__.py +++ b/server/text_generation_server/models/__init__.py @@ -230,7 +230,7 @@ def get_model( dtype=dtype, trust_remote_code=trust_remote_code, ) - + elif model_type == "phi": if FLASH_ATTENTION: return FlashPhi( @@ -252,7 +252,9 @@ def get_model( elif model_type == "phi-msft": if FLASH_ATTENTION: - raise NotImplementedError("Legacy phi-msft is not supported with Flash Attention") + raise NotImplementedError( + "Legacy phi-msft is not supported with Flash Attention" + ) else: return Phi( model_id, diff --git a/server/text_generation_server/models/custom_modeling/flash_phi_modeling.py b/server/text_generation_server/models/custom_modeling/flash_phi_modeling.py index d103973f..96701794 100644 --- a/server/text_generation_server/models/custom_modeling/flash_phi_modeling.py +++ b/server/text_generation_server/models/custom_modeling/flash_phi_modeling.py @@ -17,6 +17,7 @@ from text_generation_server.utils.layers import ( FastLayerNorm, ) + class PhiConfig(PretrainedConfig): def __init__( self, @@ -25,15 +26,15 @@ class PhiConfig(PretrainedConfig): num_hidden_layers=32, num_attention_heads=32, num_key_value_heads=32, - hidden_act="gelu_fast", # llama uses silu - layer_norm_eps=1e-05, # rms in llama, + hidden_act="gelu_fast", # llama uses silu + layer_norm_eps=1e-05, # rms in llama, pad_token_id=0, bos_token_id=1, eos_token_id=2, tie_word_embeddings=False, rope_theta=10000.0, - resid_pdrop=0.1, # llama doesn't have this - partial_rotary_factor=0.5, # important difference between llama and phi + resid_pdrop=0.1, # llama doesn't have this + partial_rotary_factor=0.5, # important difference between llama and phi **kwargs, ): self.vocab_size = vocab_size @@ -55,6 +56,7 @@ class PhiConfig(PretrainedConfig): **kwargs, ) + # this is the same as llama except for Phi uses bias=True def load_attention(config, prefix, weights): if config.num_attention_heads != config.num_key_value_heads: @@ -68,6 +70,7 @@ def load_attention(config, prefix, weights): bias=True, ) + def _load_gqa(config, prefix: str, weights): assert config.hidden_size % config.num_attention_heads == 0 assert config.num_attention_heads % weights.process_group.size() == 0 @@ -94,6 +97,7 @@ def _load_gqa(config, prefix: str, weights): get_linear(weight, bias=True, quantize=config.quantize) ) + class FlashPhiAttention(torch.nn.Module): def __init__( self, @@ -173,8 +177,7 @@ class FlashPhiAttention(torch.nn.Module): # # Apply partial positional embeddings in place self.rotary_emb( - query[:, :, :self.rotary_dim], kv[:, 0, :, :self.rotary_dim], - cos, sin + query[:, :, : self.rotary_dim], kv[:, 0, :, : self.rotary_dim], cos, sin ) # Reshape key and value and cache @@ -210,7 +213,8 @@ class FlashPhiAttention(torch.nn.Module): max_s, ) - return self.dense(attn_output.view(-1, self.num_heads*self.head_size)) + return self.dense(attn_output.view(-1, self.num_heads * self.head_size)) + class PhiMLP(nn.Module): def __init__(self, prefix, config, weights): @@ -256,7 +260,9 @@ class FlashPhiLayer(nn.Module): ) self.mlp = PhiMLP(prefix=f"{prefix}.mlp", config=config, weights=weights) self.input_layernorm = FastLayerNorm.load( - prefix=f"{prefix}.input_layernorm", weights=weights, eps=config.layer_norm_eps + prefix=f"{prefix}.input_layernorm", + weights=weights, + eps=config.layer_norm_eps, ) self.resid_dropout = torch.nn.Dropout(config.resid_pdrop) @@ -287,10 +293,13 @@ class FlashPhiLayer(nn.Module): max_s, ) - hidden_states = self.resid_dropout(attn_output).add(self.resid_dropout(self.mlp(hidden_states))) + hidden_states = self.resid_dropout(attn_output).add( + self.resid_dropout(self.mlp(hidden_states)) + ) return hidden_states, res + class FlashPhiModel(torch.nn.Module): def __init__(self, config, weights): super().__init__() @@ -361,6 +370,7 @@ class FlashPhiModel(torch.nn.Module): return hidden_states + class FlashPhiForCausalLM(torch.nn.Module): def __init__(self, config, weights): super().__init__() @@ -380,7 +390,7 @@ class FlashPhiForCausalLM(torch.nn.Module): kv_cache: List[Tuple[torch.Tensor, torch.Tensor]], block_tables: torch.Tensor, slots: torch.Tensor, - input_lengths: torch.Tensor, + input_lengths: torch.Tensor, max_s: int, lm_head_indices: Optional[torch.Tensor] = None, ) -> torch.Tensor: diff --git a/server/text_generation_server/models/custom_modeling/mpt_modeling.py b/server/text_generation_server/models/custom_modeling/mpt_modeling.py index 1a9aef74..2c2fec48 100644 --- a/server/text_generation_server/models/custom_modeling/mpt_modeling.py +++ b/server/text_generation_server/models/custom_modeling/mpt_modeling.py @@ -54,9 +54,19 @@ def load_col(config, prefix, weights, bias): bias_h = bias_h[0] bias_block_size = bias_h // bias_size - bias_q_part = bias_slice_[bias_rank * bias_block_size : (bias_rank + 1) * bias_block_size] - bias_k_part = bias_slice_[bias_h + bias_rank * bias_block_size : bias_h + (bias_rank + 1) * bias_block_size] - bias_v_part = bias_slice_[2 * bias_h + bias_rank * bias_block_size : 2 * bias_h + (bias_rank + 1) * bias_block_size] + bias_q_part = bias_slice_[ + bias_rank * bias_block_size : (bias_rank + 1) * bias_block_size + ] + bias_k_part = bias_slice_[ + bias_h + + bias_rank * bias_block_size : bias_h + + (bias_rank + 1) * bias_block_size + ] + bias_v_part = bias_slice_[ + 2 * bias_h + + bias_rank * bias_block_size : 2 * bias_h + + (bias_rank + 1) * bias_block_size + ] bias = torch.cat([bias_q_part, bias_k_part, bias_v_part], dim=0) if bias.dtype != torch.int32: @@ -352,8 +362,12 @@ class MultiheadAttention(nn.Module): hidden_size = config.d_model head_dim = hidden_size // self.n_heads - self.q_ln = LPLayerNorm(d_model, bias=bias, prefix=f"{prefix}.q_ln", weights=weights) - self.k_ln = LPLayerNorm(self.n_heads * head_dim, prefix=f"{prefix}.k_ln", weights=weights) + self.q_ln = LPLayerNorm( + d_model, bias=bias, prefix=f"{prefix}.q_ln", weights=weights + ) + self.k_ln = LPLayerNorm( + self.n_heads * head_dim, prefix=f"{prefix}.k_ln", weights=weights + ) if self.attn_impl == "flash": self.attn_fn = flash_attn_fn elif self.attn_impl == "triton": @@ -684,7 +698,6 @@ class LPLayerNorm(torch.nn.LayerNorm): self.bias = nn.Parameter(weights.get_sharded(f"{prefix}.bias", dim=0)) self.normalized_shape = self.weight.shape - def forward(self, x): module_device = x.device downcast_x = _cast_if_autocast_enabled(x) @@ -798,7 +811,7 @@ class MPTModel(MPTPreTrainedModel): self.wte = TensorParallelEmbedding("transformer.wte", weights) if not self.alibi: - self.wpe = TensorParallelEmbedding("transformer.wpe", weights) + self.wpe = TensorParallelEmbedding("transformer.wpe", weights) self.blocks = nn.ModuleList( [ MPTBlock(config, prefix=f"transformer.blocks.{i}", weights=weights) diff --git a/server/text_generation_server/models/custom_modeling/phi_modeling.py b/server/text_generation_server/models/custom_modeling/phi_modeling.py index f9999537..e5c09728 100644 --- a/server/text_generation_server/models/custom_modeling/phi_modeling.py +++ b/server/text_generation_server/models/custom_modeling/phi_modeling.py @@ -62,14 +62,12 @@ class PhiConfig(PretrainedConfig): **kwargs, ) + # RotaryEmbedding is a class that implements the rotary embedding. class RotaryEmbedding(nn.Module): def __init__(self, dim, max_seq_len): super().__init__() - inv_freq = [ - 1.0 / 10000.0 ** (i / dim) - for i in range(0, dim, 2) - ] + inv_freq = [1.0 / 10000.0 ** (i / dim) for i in range(0, dim, 2)] inv_freq_len = len(inv_freq) inv_freq = torch.tensor(inv_freq).view(1, inv_freq_len) t = torch.arange(0, max_seq_len, dtype=torch.float).view(max_seq_len, 1) @@ -131,6 +129,7 @@ class PhiCausalLMHead(nn.Module): hidden_states = self.linear(hidden_states) return hidden_states + # PhiMHA is a multi-head attention layer. This layer uses an attention mask to prevent tokens from attending to subsequent tokens. class PhiMHA(nn.Module): def __init__(self, prefix, config, weights): @@ -172,19 +171,27 @@ class PhiMHA(nn.Module): v = torch.cat([prev_v, v], dim=1) past_kv_cache = [k, v] - attn_weights = torch.einsum('bthd,bshd->bhts', q, k * self.softmax_scale) + attn_weights = torch.einsum("bthd,bshd->bhts", q, k * self.softmax_scale) if attention_mask is not None: seqlen_k = k.shape[1] seqlen_q = q.shape[1] - causal_mask = torch.triu(torch.full((seqlen_q, seqlen_k), -10000.0, device=attn_weights.device), 1) + causal_mask = torch.triu( + torch.full((seqlen_q, seqlen_k), -10000.0, device=attn_weights.device), + 1, + ) attn_weights = attn_weights + causal_mask.to(dtype=attn_weights.dtype) - + attn_weights = torch.nn.functional.softmax(attn_weights, dim=-1) attn_output = attn_weights.matmul(v.transpose(1, 2)).squeeze(0) - attn_output = attn_output.view((b_size, self.num_heads, seq_len, self.head_dim)).transpose(1, 2).flatten(-2) + attn_output = ( + attn_output.view((b_size, self.num_heads, seq_len, self.head_dim)) + .transpose(1, 2) + .flatten(-2) + ) return self.out_proj(attn_output), past_kv_cache + # PhiMLP is a multi-layer perceptron. It contains two linear layers with a gelu activation function. class PhiMLP(nn.Module): def __init__(self, prefix, config, weights): @@ -204,19 +211,22 @@ class PhiMLP(nn.Module): bias=False, ) self.activation = torch.nn.functional.gelu - + def forward(self, hidden_states): hidden_states = self.fc1(hidden_states) hidden_states = self.activation(hidden_states) hidden_states = self.fc2(hidden_states) return hidden_states + # PhiBlock is a single transformer block. It contains a layer norm, a multi-head attention layer and an multi-layer perceptron. class PhiBlock(nn.Module): def __init__(self, layer_id, config, weights): super().__init__() self.layer_id = layer_id - self.layer_norm = nn.LayerNorm.load(prefix=f"{layer_id}.ln", weights=weights, eps=config.layer_norm_epsilon) + self.layer_norm = nn.LayerNorm.load( + prefix=f"{layer_id}.ln", weights=weights, eps=config.layer_norm_epsilon + ) self.mixer = PhiMHA(prefix=f"{layer_id}.mixer", config=config, weights=weights) self.mlp = PhiMLP(prefix=f"{layer_id}.mlp", config=config, weights=weights) @@ -228,11 +238,14 @@ class PhiBlock(nn.Module): ): residual = hidden_states hidden_states = self.layer_norm(hidden_states) - attn_outputs, past_kv_cache = self.mixer(hidden_states, kv_cache, attention_mask) + attn_outputs, past_kv_cache = self.mixer( + hidden_states, kv_cache, attention_mask + ) feed_forward_hidden_states = self.mlp(hidden_states) out = attn_outputs + feed_forward_hidden_states + residual return out, past_kv_cache + # PhiModel implements the embedding layer and the transformer blocks. class PhiModel(nn.Module): def __init__(self, config, weights): @@ -241,9 +254,12 @@ class PhiModel(nn.Module): self.tp_world_size = weights.process_group.size() self.embed_tokens = TensorParallelEmbedding( prefix="transformer.embd.wte", weights=weights - ) + ) self.blocks = nn.ModuleList( - [PhiBlock(f"transformer.h.{layer_id}", config, weights) for layer_id in range(config.n_layer)] + [ + PhiBlock(f"transformer.h.{layer_id}", config, weights) + for layer_id in range(config.n_layer) + ] ) def forward( @@ -258,14 +274,19 @@ class PhiModel(nn.Module): seq_len = hidden_states.shape[1] mask = None if seq_len <= 1 else attention_mask - past_key_values = [None] * len(self.blocks) if past_key_values is None else past_key_values + past_key_values = ( + [None] * len(self.blocks) if past_key_values is None else past_key_values + ) for index, block in enumerate(self.blocks): - hidden_states, new_key_values = block(hidden_states, past_key_values[index], mask) + hidden_states, new_key_values = block( + hidden_states, past_key_values[index], mask + ) past_key_values[index] = new_key_values return hidden_states, past_key_values + # PhiForCausalLM wraps the PhiModel and PhiCausalLMHead together and returns a CausalLMOutputWithPast object. class PhiForCausalLM(torch.nn.Module): def __init__(self, config, weights): @@ -290,12 +311,15 @@ class PhiForCausalLM(torch.nn.Module): loss = None if labels is not None: loss = nn.CrossEntropyLoss()( - logits[:, :-1].view(-1, logits.size(-1)), - labels[:, 1:].view(-1) + logits[:, :-1].view(-1, logits.size(-1)), labels[:, 1:].view(-1) ) if not return_dict: - return ((loss,) + (logits,) + model_output[1:]) if loss is not None else (logits,) + model_output[1:] + return ( + ((loss,) + (logits,) + model_output[1:]) + if loss is not None + else (logits,) + model_output[1:] + ) return CausalLMOutputWithPast( loss=loss, @@ -304,5 +328,3 @@ class PhiForCausalLM(torch.nn.Module): hidden_states=None, attentions=None, ) - - diff --git a/server/text_generation_server/models/flash_llama.py b/server/text_generation_server/models/flash_llama.py index 7be61906..94bd58f4 100644 --- a/server/text_generation_server/models/flash_llama.py +++ b/server/text_generation_server/models/flash_llama.py @@ -73,11 +73,11 @@ class FlashLlama(FlashCausalLM): import json import os from pathlib import Path - - is_local_model = (Path(use_medusa).exists() and Path(use_medusa).is_dir()) or os.getenv( - "WEIGHTS_CACHE_OVERRIDE", None - ) is not None - + + is_local_model = ( + Path(use_medusa).exists() and Path(use_medusa).is_dir() + ) or os.getenv("WEIGHTS_CACHE_OVERRIDE", None) is not None + if not is_local_model: medusa_config = hf_hub_download( use_medusa, revision=revision, filename="config.json" @@ -88,7 +88,7 @@ class FlashLlama(FlashCausalLM): else: medusa_config = str(Path(use_medusa) / "config.json") medusa_head = str(Path(use_medusa) / "medusa_lm_head.pt") - + with open(medusa_config, "r") as f: config = json.load(f) medusa_sf = medusa_head[: -len(".pt")] + ".safetensors" diff --git a/server/text_generation_server/models/flash_phi.py b/server/text_generation_server/models/flash_phi.py index 1c49f2a9..061b9740 100644 --- a/server/text_generation_server/models/flash_phi.py +++ b/server/text_generation_server/models/flash_phi.py @@ -63,11 +63,11 @@ class FlashPhi(FlashCausalLM): import json import os from pathlib import Path - - is_local_model = (Path(use_medusa).exists() and Path(use_medusa).is_dir()) or os.getenv( - "WEIGHTS_CACHE_OVERRIDE", None - ) is not None - + + is_local_model = ( + Path(use_medusa).exists() and Path(use_medusa).is_dir() + ) or os.getenv("WEIGHTS_CACHE_OVERRIDE", None) is not None + if not is_local_model: medusa_config = hf_hub_download( use_medusa, revision=revision, filename="config.json" @@ -78,7 +78,7 @@ class FlashPhi(FlashCausalLM): else: medusa_config = str(Path(use_medusa) / "config.json") medusa_head = str(Path(use_medusa) / "medusa_lm_head.pt") - + with open(medusa_config, "r") as f: config = json.load(f) medusa_sf = medusa_head[: -len(".pt")] + ".safetensors" diff --git a/server/text_generation_server/models/phi.py b/server/text_generation_server/models/phi.py index d477478a..79aa3fb9 100644 --- a/server/text_generation_server/models/phi.py +++ b/server/text_generation_server/models/phi.py @@ -5,13 +5,17 @@ from transformers import AutoConfig, AutoTokenizer from typing import Optional, List, Tuple from text_generation_server.models import CausalLM -from text_generation_server.models.custom_modeling.phi_modeling import PhiConfig, PhiForCausalLM +from text_generation_server.models.custom_modeling.phi_modeling import ( + PhiConfig, + PhiForCausalLM, +) from text_generation_server.utils import ( initialize_torch_distributed, weight_files, Weights, ) + class Phi(CausalLM): def __init__( self, @@ -60,4 +64,3 @@ class Phi(CausalLM): dtype=dtype, device=device, ) - diff --git a/server/text_generation_server/utils/layers.py b/server/text_generation_server/utils/layers.py index 6ddfd6f4..010d6143 100644 --- a/server/text_generation_server/utils/layers.py +++ b/server/text_generation_server/utils/layers.py @@ -510,7 +510,9 @@ class TensorParallelEmbedding(nn.Module): block_size = (num_embeddings + world_size - 1) // world_size self.min_id = rank * block_size self.max_id = min(num_embeddings, (rank + 1) * block_size) - self.null_idx = weight.shape[0] # Usually block_size, might be less in non even vocab_size. + self.null_idx = weight.shape[ + 0 + ] # Usually block_size, might be less in non even vocab_size. self.process_group = weights.process_group self.reduce = reduce