From 20c3c5940c6af1ceb50a8b4c713443690a148190 Mon Sep 17 00:00:00 2001 From: OlivierDehaene Date: Fri, 3 Feb 2023 12:43:37 +0100 Subject: [PATCH] feat(router): refactor API and add openAPI schemas (#53) --- .github/workflows/build.yaml | 4 + Cargo.lock | 189 ++++++++- Cargo.toml | 3 - Dockerfile | 10 +- Makefile | 14 +- README.md | 113 +++-- aml/deployment.yaml | 4 +- assets/architecture.jpg | Bin 135442 -> 342347 bytes docs/index.html | 30 ++ docs/openapi.json | 446 ++++++++++++++++++++ launcher/Cargo.toml | 2 +- launcher/src/main.rs | 14 +- launcher/tests/bloom_560m.json | 245 ++++++----- launcher/tests/integration_tests.rs | 35 +- launcher/tests/mt0_base.json | 235 +++++------ proto/generate.proto | 8 +- router/Cargo.toml | 6 +- router/client/Cargo.toml | 2 +- router/client/src/lib.rs | 4 +- router/src/infer.rs | 12 +- router/src/lib.rs | 130 ++++-- router/src/server.rs | 112 ++++- router/src/validation.rs | 63 ++- server/README.md | 4 +- server/pyproject.toml | 4 +- server/tests/models/test_bloom.py | 12 +- server/tests/test_utils.py | 7 +- server/text_generation/cli.py | 8 +- server/text_generation/models/__init__.py | 26 +- server/text_generation/models/bloom.py | 18 +- server/text_generation/models/causal_lm.py | 6 +- server/text_generation/models/galactica.py | 18 +- server/text_generation/models/gpt_neox.py | 12 +- server/text_generation/models/santacoder.py | 6 +- server/text_generation/models/seq2seq_lm.py | 6 +- server/text_generation/models/types.py | 3 +- server/text_generation/server.py | 8 +- server/text_generation/utils.py | 32 +- 38 files changed, 1355 insertions(+), 496 deletions(-) create mode 100644 docs/index.html create mode 100644 docs/openapi.json diff --git a/.github/workflows/build.yaml b/.github/workflows/build.yaml index 09b5b5f2..d89f0982 100644 --- a/.github/workflows/build.yaml +++ b/.github/workflows/build.yaml @@ -5,6 +5,8 @@ on: push: branches: - 'main' + tags: + - 'v*' pull_request: branches: - 'main' @@ -43,6 +45,8 @@ jobs: ghcr.io/huggingface/text-generation-inference registry.internal.huggingface.tech/api-inference/community/text-generation-inference tags: | + type=semver,pattern={{version}} + type=semver,pattern={{major}}.{{minor}} type=raw,value=latest,enable=${{ github.ref == format('refs/heads/{0}', github.event.repository.default_branch) }} type=raw,value=sha-${{ env.GITHUB_SHA_SHORT }} - name: Build and push Docker image diff --git a/Cargo.lock b/Cargo.lock index 5b671fa8..f686bdb5 100644 --- a/Cargo.lock +++ b/Cargo.lock @@ -83,9 +83,9 @@ checksum = "d468802bab17cbc0cc575e9b053f41e72aa36bfa6b7f55e3529ffa43161b97fa" [[package]] name = "axum" -version = "0.5.17" +version = "0.6.4" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "acee9fd5073ab6b045a275b3e709c163dd36c90685219cb21804a147b58dba43" +checksum = "e5694b64066a2459918d8074c2ce0d5a88f409431994c2356617c8ae0c4721fc" dependencies = [ "async-trait", "axum-core", @@ -101,8 +101,10 @@ dependencies = [ "mime", "percent-encoding", "pin-project-lite", + "rustversion", "serde", "serde_json", + "serde_path_to_error", "serde_urlencoded", "sync_wrapper", "tokio", @@ -114,9 +116,9 @@ dependencies = [ [[package]] name = "axum-core" -version = "0.2.9" +version = "0.3.2" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "37e5939e02c56fecd5c017c37df4238c0a839fa76b7f97acdd7efb804fd181cc" +checksum = "1cae3e661676ffbacb30f1a824089a8c9150e71017f7e1e38f2aa32009188d34" dependencies = [ "async-trait", "bytes", @@ -124,6 +126,7 @@ dependencies = [ "http", "http-body", "mime", + "rustversion", "tower-layer", "tower-service", ] @@ -207,7 +210,7 @@ dependencies = [ "tar", "tempfile", "thiserror", - "zip", + "zip 0.5.13", "zip-extensions", ] @@ -465,6 +468,15 @@ dependencies = [ "dirs-sys", ] +[[package]] +name = "dirs" +version = "4.0.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "ca3aa72a6f96ea37bbc5aa912f6788242832f75369bdfdadcb0e38423f100059" +dependencies = [ + "dirs-sys", +] + [[package]] name = "dirs-sys" version = "0.3.7" @@ -867,6 +879,7 @@ checksum = "10a35a97730320ffe8e2d410b5d3b69279b98d2c14bdb8b70ea89ecf7888d41e" dependencies = [ "autocfg", "hashbrown", + "serde", ] [[package]] @@ -999,9 +1012,9 @@ checksum = "58093314a45e00c77d5c508f76e77c3396afbbc0d01506e7fae47b018bac2b1d" [[package]] name = "matchit" -version = "0.5.0" +version = "0.7.0" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "73cbba799671b762df5a175adf59ce145165747bb891505c43d09aefbbf38beb" +checksum = "b87248edafb776e59e6ee64a79086f65890d3510f2c656c000bf2a7e8a0aea40" [[package]] name = "memchr" @@ -1024,6 +1037,16 @@ version = "0.3.16" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "2a60c7ce501c71e03a9c9c0d35b861413ae925bd979cc7a4e30d060069aaac8d" +[[package]] +name = "mime_guess" +version = "2.0.4" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "4192263c238a5f0d0c6bfd21f336a313a4ce1c450542449ca191bb657b4642ef" +dependencies = [ + "mime", + "unicase", +] + [[package]] name = "minimal-lexical" version = "0.2.1" @@ -1552,12 +1575,62 @@ dependencies = [ "winreg", ] +[[package]] +name = "rust-embed" +version = "6.4.2" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "283ffe2f866869428c92e0d61c2f35dfb4355293cdfdc48f49e895c15f1333d1" +dependencies = [ + "rust-embed-impl", + "rust-embed-utils", + "walkdir", +] + +[[package]] +name = "rust-embed-impl" +version = "6.3.1" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "31ab23d42d71fb9be1b643fe6765d292c5e14d46912d13f3ae2815ca048ea04d" +dependencies = [ + "proc-macro2", + "quote", + "rust-embed-utils", + "shellexpand", + "syn", + "walkdir", +] + +[[package]] +name = "rust-embed-utils" +version = "7.3.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "c1669d81dfabd1b5f8e2856b8bbe146c6192b0ba22162edc738ac0a5de18f054" +dependencies = [ + "sha2", + "walkdir", +] + +[[package]] +name = "rustversion" +version = "1.0.11" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "5583e89e108996506031660fe09baa5011b9dd0341b89029313006d1fb508d70" + [[package]] name = "ryu" version = "1.0.11" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "4501abdff3ae82a1c1b477a17252eb69cee9e66eb915c1abaa4f44d873df9f09" +[[package]] +name = "same-file" +version = "1.0.6" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "93fc1dc3aaa9bfed95e02e6eadabb4baf7e3078b0bd1b4d7b6b0b68378900502" +dependencies = [ + "winapi-util", +] + [[package]] name = "schannel" version = "0.1.20" @@ -1628,6 +1701,15 @@ dependencies = [ "serde", ] +[[package]] +name = "serde_path_to_error" +version = "0.1.9" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "26b04f22b563c91331a10074bda3dd5492e3cc39d56bd557e91c0af42b6c7341" +dependencies = [ + "serde", +] + [[package]] name = "serde_urlencoded" version = "0.7.1" @@ -1660,6 +1742,15 @@ dependencies = [ "lazy_static", ] +[[package]] +name = "shellexpand" +version = "2.1.2" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "7ccc8076840c4da029af4f87e4e8daeb0fca6b87bbb02e10cb60b791450e11e4" +dependencies = [ + "dirs 4.0.0", +] + [[package]] name = "signal-hook-registry" version = "1.4.0" @@ -1797,7 +1888,7 @@ dependencies = [ [[package]] name = "text-generation-client" -version = "0.1.0" +version = "0.2.0" dependencies = [ "futures", "prost", @@ -1812,7 +1903,7 @@ dependencies = [ [[package]] name = "text-generation-launcher" -version = "0.1.0" +version = "0.2.0" dependencies = [ "clap 4.0.22", "ctrlc", @@ -1827,7 +1918,7 @@ dependencies = [ [[package]] name = "text-generation-router" -version = "0.1.0" +version = "0.2.0" dependencies = [ "async-stream", "axum", @@ -1845,6 +1936,8 @@ dependencies = [ "tokio-stream", "tracing", "tracing-subscriber", + "utoipa", + "utoipa-swagger-ui", ] [[package]] @@ -1921,7 +2014,7 @@ dependencies = [ "cached-path", "clap 2.34.0", "derive_builder", - "dirs", + "dirs 3.0.2", "esaxx-rs", "getrandom", "indicatif 0.15.0", @@ -2234,6 +2327,15 @@ version = "1.15.0" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "dcf81ac59edc17cc8697ff311e8f5ef2d99fcbd9817b34cec66f90b6c3dfd987" +[[package]] +name = "unicase" +version = "2.6.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "50f37be617794602aabbeee0be4f259dc1778fabe05e2d67ee8f79326d5cb4f6" +dependencies = [ + "version_check", +] + [[package]] name = "unicode-bidi" version = "0.3.8" @@ -2293,6 +2395,46 @@ dependencies = [ "percent-encoding", ] +[[package]] +name = "utoipa" +version = "3.0.1" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "3920fa753064b1be7842bea26175ffa0dfc4a8f30bcb52b8ff03fddf8889914c" +dependencies = [ + "indexmap", + "serde", + "serde_json", + "utoipa-gen", +] + +[[package]] +name = "utoipa-gen" +version = "3.0.1" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "720298fac6efca20df9e457e67a1eab41a20d1c3101380b5c4dca1ca60ae0062" +dependencies = [ + "proc-macro-error", + "proc-macro2", + "quote", + "syn", +] + +[[package]] +name = "utoipa-swagger-ui" +version = "3.0.2" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "ae3d4f4da6408f0f20ff58196ed619c94306ab32635aeca3d3fa0768c0bd0de2" +dependencies = [ + "axum", + "mime_guess", + "regex", + "rust-embed", + "serde", + "serde_json", + "utoipa", + "zip 0.6.4", +] + [[package]] name = "valuable" version = "0.1.0" @@ -2317,6 +2459,17 @@ version = "0.9.4" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "49874b5167b65d7193b8aba1567f5c7d93d001cafc34600cee003eda787e483f" +[[package]] +name = "walkdir" +version = "2.3.2" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "808cf2735cd4b6866113f648b791c6adc5714537bc222d9347bb203386ffda56" +dependencies = [ + "same-file", + "winapi", + "winapi-util", +] + [[package]] name = "want" version = "0.3.0" @@ -2589,11 +2742,23 @@ dependencies = [ "time", ] +[[package]] +name = "zip" +version = "0.6.4" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "0445d0fbc924bb93539b4316c11afb121ea39296f99a3c4c9edad09e3658cdef" +dependencies = [ + "byteorder", + "crc32fast", + "crossbeam-utils", + "flate2", +] + [[package]] name = "zip-extensions" version = "0.6.1" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "a64c3c977bc3434ce2d4bcea8ad3c644672de0f2c402b72b9171ca80a8885d14" dependencies = [ - "zip", + "zip 0.5.13", ] diff --git a/Cargo.toml b/Cargo.toml index 684a5da4..3720af32 100644 --- a/Cargo.toml +++ b/Cargo.toml @@ -4,9 +4,6 @@ members = [ "router/client", "launcher" ] -exclude = [ - "server/safetensors", -] [profile.release] debug = 1 diff --git a/Dockerfile b/Dockerfile index 99fe6dde..93846d77 100644 --- a/Dockerfile +++ b/Dockerfile @@ -26,21 +26,18 @@ FROM nvidia/cuda:11.8.0-devel-ubuntu22.04 ENV LANG=C.UTF-8 \ LC_ALL=C.UTF-8 \ DEBIAN_FRONTEND=noninteractive \ - MODEL_BASE_PATH=/data \ + HUGGINGFACE_HUB_CACHE=/data \ MODEL_ID=bigscience/bloom-560m \ QUANTIZE=false \ - NUM_GPUS=1 \ + NUM_SHARD=1 \ SAFETENSORS_FAST_GPU=1 \ PORT=80 \ - CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 \ NCCL_ASYNC_ERROR_HANDLING=1 \ CUDA_HOME=/usr/local/cuda \ LD_LIBRARY_PATH="/opt/miniconda/envs/text-generation/lib:/usr/local/cuda/lib64:/usr/local/cuda/extras/CUPTI/lib64:$LD_LIBRARY_PATH" \ CONDA_DEFAULT_ENV=text-generation \ PATH=$PATH:/opt/miniconda/envs/text-generation/bin:/opt/miniconda/bin:/usr/local/cuda/bin -SHELL ["/bin/bash", "-c"] - RUN apt-get update && apt-get install -y unzip curl libssl-dev && rm -rf /var/lib/apt/lists/* RUN cd ~ && \ @@ -71,4 +68,5 @@ COPY --from=router-builder /usr/local/cargo/bin/text-generation-router /usr/loca # Install launcher COPY --from=launcher-builder /usr/local/cargo/bin/text-generation-launcher /usr/local/bin/text-generation-launcher -CMD HUGGINGFACE_HUB_CACHE=$MODEL_BASE_PATH text-generation-launcher --num-shard $NUM_GPUS --model-name $MODEL_ID --json-output \ No newline at end of file +ENTRYPOINT ["text-generation-launcher"] +CMD ["--json-output"] \ No newline at end of file diff --git a/Makefile b/Makefile index d427ff87..08217730 100644 --- a/Makefile +++ b/Makefile @@ -15,17 +15,23 @@ server-dev: router-dev: cd router && cargo run +integration-tests: install-router install-launcher + cargo test + +python-tests: + cd server && pytest tests + run-bloom-560m: - text-generation-launcher --model-name bigscience/bloom-560m --num-shard 2 + text-generation-launcher --model-id bigscience/bloom-560m --num-shard 2 run-bloom-560m-quantize: - text-generation-launcher --model-name bigscience/bloom-560m --num-shard 2 --quantize + text-generation-launcher --model-id bigscience/bloom-560m --num-shard 2 --quantize download-bloom: text-generation-server download-weights bigscience/bloom run-bloom: - text-generation-launcher --model-name bigscience/bloom --num-shard 8 + text-generation-launcher --model-id bigscience/bloom --num-shard 8 run-bloom-quantize: - text-generation-launcher --model-name bigscience/bloom --num-shard 8 --quantize \ No newline at end of file + text-generation-launcher --model-id bigscience/bloom --num-shard 8 --quantize \ No newline at end of file diff --git a/README.md b/README.md index d092781a..49713ecc 100644 --- a/README.md +++ b/README.md @@ -1,16 +1,43 @@ +
+ # Text Generation Inference -
+ + GitHub Repo stars + + + License + + + Swagger API documentation + ![architecture](assets/architecture.jpg)
-A Rust and gRPC server for text generation inference. Used in production at [HuggingFace](https://huggingface.co) -to power Bloom, BloomZ and MT0-XXL api-inference widgets. +A Rust, Python and gRPC server for text generation inference. Used in production at [HuggingFace](https://huggingface.co) +to power LLMs api-inference widgets. +## Table of contents + +- [Features](#features) +- [Officially Supported Models](#officially-supported-models) +- [Get Started](#get-started) + - [Docker](#docker) + - [Local Install](#local-install) + - [OpenAPI](#api-documentation) + - [CUDA Kernels](#cuda-kernels) +- [Run BLOOM](#run-bloom) + - [Download](#download) + - [Run](#run) + - [Quantization](#quantization) +- [Develop](#develop) +- [Testing](#testing) + ## Features +- Token streaming using Server Side Events (SSE) - [Dynamic batching of incoming requests](https://github.com/huggingface/text-generation-inference/blob/main/router/src/batcher.rs#L88) for increased total throughput - Quantization with [bitsandbytes](https://github.com/TimDettmers/bitsandbytes) - [Safetensors](https://github.com/huggingface/safetensors) weight loading @@ -36,30 +63,63 @@ or `AutoModelForSeq2SeqLM.from_pretrained(, device_map="auto")` -## Load Tests for BLOOM +## Get started -See `k6/load_test.js` +### Docker -| | avg | min | med | max | p(90) | p(95) | RPS | -|--------------------------------------------------------------|-----------|--------------|-----------|------------|-----------|-----------|----------| -| [Original code](https://github.com/huggingface/transformers_bloom_parallel) | 8.9s | 1s | 9.12s | 16.69s | 13.7s | 14.26s | 5.9 | -| New batching logic | **5.44s** | **959.53ms** | **5.28s** | **13.12s** | **7.78s** | **8.92s** | **9.08** | - -## Install +The easiest way of getting started is using the official Docker container: ```shell -make install +model=bigscience/bloom-560m +num_shard=2 +volume=$PWD/data # share a volume with the Docker container to avoid downloading weights every run + +docker run --gpus all -p 8080:80 -v $volume:/data ghcr.io/huggingface/text-generation-inference:latest --model-id $model --num-shard $num_shard ``` -## Run - -### BLOOM 560-m +You can then query the model using either the `/generate` or `/generate_stream` routes: ```shell +curl 127.0.0.1:8080/generate \ + -X POST \ + -d '{"inputs":"Testing API","parameters":{"max_new_tokens":9}}' \ + -H 'Content-Type: application/json' +``` + +```shell +curl 127.0.0.1:8080/generate_stream \ + -X POST \ + -d '{"inputs":"Testing API","parameters":{"max_new_tokens":9}}' \ + -H 'Content-Type: application/json' +``` + +To use GPUs, you will need to install the [NVIDIA Container Toolkit](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/install-guide.html). + +### API documentation + +You can consult the OpenAPI documentation of the `text-generation-inference` REST API using the `/docs` route. +The Swagger UI is also available at: [https://huggingface.github.io/text-generation-inference](https://huggingface.github.io/text-generation-inference). + +### Local install + +You can also opt to install `text-generation-inference` locally. You will need to have cargo and Python installed on your +machine + +```shell +BUILD_EXTENSIONS=True make install # Install repository and HF/transformer fork with CUDA kernels make run-bloom-560m ``` -### BLOOM +### CUDA Kernels + +The custom CUDA kernels are only tested on NVIDIA A100s. If you have any installation or runtime issues, you can remove +the kernels by using the `BUILD_EXTENSIONS=False` environment variable. + +Be aware that the official Docker image has them enabled by default. + +## Run BLOOM + +### Download First you need to download the weights: @@ -67,29 +127,30 @@ First you need to download the weights: make download-bloom ``` +### Run + ```shell make run-bloom # Requires 8xA100 80GB ``` +### Quantization + You can also quantize the weights with bitsandbytes to reduce the VRAM requirement: ```shell make run-bloom-quantize # Requires 8xA100 40GB ``` -## Test - -```shell -curl 127.0.0.1:3000/generate \ - -v \ - -X POST \ - -d '{"inputs":"Testing API","parameters":{"max_new_tokens":9}}' \ - -H 'Content-Type: application/json' -``` - ## Develop ```shell make server-dev make router-dev +``` + +## Testing + +```shell +make python-tests +make integration-tests ``` \ No newline at end of file diff --git a/aml/deployment.yaml b/aml/deployment.yaml index 67690722..16ef3dc7 100644 --- a/aml/deployment.yaml +++ b/aml/deployment.yaml @@ -4,9 +4,9 @@ endpoint_name: bloom-inference model: azureml:bloom:1 model_mount_path: /var/azureml-model environment_variables: - MODEL_BASE_PATH: /var/azureml-model/bloom + HUGGINGFACE_HUB_CACHE: /var/azureml-model/bloom MODEL_ID: bigscience/bloom - NUM_GPUS: 8 + NUM_SHARD: 8 environment: image: db4c2190dd824d1f950f5d1555fbadf0.azurecr.io/text-generation-inference:0.3.1 inference_config: diff --git a/assets/architecture.jpg b/assets/architecture.jpg index e0a5f7c6ffbb34de6ee877bdf2d74fd3581c75da..c4a511c9db7a690b991e95e36aab4e1a5b5fef57 100644 GIT binary patch literal 342347 zcmeFa2UJsUwmy6?6lq3OinOSpsE8hHx%KXQ%pOuw`m3==42m5|@b`CBm7YFA7 zPIh)~9_|Csg9mvIa&R3weCXg|@b`m%T!iV5S3;QggD*VD$<7J>?_YT^>Hwbo%r#ti z2on#mkB14u!^CI;VBqIuVfwcN_3p(`U}g z$tx%-UAnAsO;bx-M_2FWEtA`(ckY@!d}L#5XYb(X`NYfH$JfvQ`HSF?(6I2Aaq+Jc z5|iG%P0q~9&Uv5v;bUG=aY<=e`PYidhQ_Ammez0I+j{%@2L^|J4v$PuP5+*mots}+ 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+ + + \ No newline at end of file diff --git a/docs/openapi.json b/docs/openapi.json new file mode 100644 index 00000000..4735c8df --- /dev/null +++ b/docs/openapi.json @@ -0,0 +1,446 @@ +{ + "openapi": "3.0.3", + "info": { + "title": "Text Generation Inference", + "description": "Text Generation Webserver", + "contact": { + "name": "Olivier Dehaene", + "email": "" + }, + "license": { + "name": "Apache 2.0", + "url": "https://www.apache.org/licenses/LICENSE-2.0" + }, + "version": "0.2.0" + }, + "paths": { + "/generate": { + "post": { + "tags": [ + "Text Generation Inference" + ], + "summary": "Generate tokens", + "description": "Generate tokens", + "operationId": "generate", + "requestBody": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/GenerateRequest" + } + } + }, + "required": true + }, + "responses": { + "200": { + "description": "Generated Text", + "content": { + "application/json": { + "schema": { + "type": "array", + "items": { + "$ref": "#/components/schemas/GenerateResponse" + } + } + } + } + }, + "422": { + "description": "Input validation error", + "content": { + "application/json": { + "schema": { + "type": "array", + "items": { + "$ref": "#/components/schemas/ErrorResponse" + } + }, + "example": { + "error": "Input validation error" + } + } + } + }, + "424": { + "description": "Generation Error", + "content": { + "application/json": { + "schema": { + "type": "array", + "items": { + "$ref": "#/components/schemas/ErrorResponse" + } + }, + "example": { + "error": "Request failed during generation" + } + } + } + }, + "429": { + "description": "Model is overloaded", + "content": { + "application/json": { + "schema": { + "type": "array", + "items": { + "$ref": "#/components/schemas/ErrorResponse" + } + }, + "example": { + "error": "Model is overloaded" + } + } + } + }, + "500": { + "description": "Incomplete generation", + "content": { + "application/json": { + "schema": { + "type": "array", + "items": { + "$ref": "#/components/schemas/ErrorResponse" + } + }, + "example": { + "error": "Incomplete generation" + } + } + } + } + }, + "deprecated": false + } + }, + "/generate_stream": { + "post": { + "tags": [ + "Text Generation Inference" + ], + "summary": "Generate a stream of token using Server Side Events", + "description": "Generate a stream of token using Server Side Events", + "operationId": "generate_stream", + "requestBody": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/GenerateRequest" + } + } + }, + "required": true + }, + "responses": { + "200": { + "description": "Generated Text", + "content": { + "text/event-stream ": { + "schema": { + "type": "array", + "items": { + "$ref": "#/components/schemas/StreamResponse" + } + } + } + } + }, + "422": { + "description": "Input validation error", + "content": { + "text/event-stream ": { + "schema": { + "type": "array", + "items": { + "$ref": "#/components/schemas/ErrorResponse" + } + }, + "example": { + "error": "Input validation error" + } + } + } + }, + "424": { + "description": "Generation Error", + "content": { + "text/event-stream ": { + "schema": { + "type": "array", + "items": { + "$ref": "#/components/schemas/ErrorResponse" + } + }, + "example": { + "error": "Request failed during generation" + } + } + } + }, + "429": { + "description": "Model is overloaded", + "content": { + "text/event-stream ": { + "schema": { + "type": "array", + "items": { + "$ref": "#/components/schemas/ErrorResponse" + } + }, + "example": { + "error": "Model is overloaded" + } + } + } + }, + "500": { + "description": "Incomplete generation", + "content": { + "text/event-stream ": { + "schema": { + "type": "array", + "items": { + "$ref": "#/components/schemas/ErrorResponse" + } + }, + "example": { + "error": "Incomplete generation" + } + } + } + } + }, + "deprecated": false + } + } + }, + "components": { + "schemas": { + "Details": { + "type": "object", + "required": [ + "finish_reason", + "generated_tokens" + ], + "properties": { + "finish_reason": { + "$ref": "#/components/schemas/FinishReason" + }, + "generated_tokens": { + "type": "integer", + "format": "int32", + "example": 1 + }, + "prefill": { + "type": "array", + "items": { + "$ref": "#/components/schemas/Token" + } + }, + "seed": { + "type": "integer", + "format": "int64", + "example": 42 + }, + "tokens": { + "type": "array", + "items": { + "$ref": "#/components/schemas/Token" + } + } + } + }, + "ErrorResponse": { + "type": "object", + "required": [ + "error" + ], + "properties": { + "error": { + "type": "string" + } + } + }, + "FinishReason": { + "type": "string", + "enum": [ + "length", + "eos_token", + "stop_sequence" + ] + }, + "GenerateParameters": { + "type": "object", + "properties": { + "details": { + "type": "boolean", + "default": "true" + }, + "do_sample": { + "type": "boolean", + "default": "false", + "example": true + }, + "max_new_tokens": { + "type": "integer", + "format": "int32", + "default": "20", + "exclusiveMaximum": 512.0, + "exclusiveMinimum": 0.0 + }, + "repetition_penalty": { + "type": "number", + "format": "float", + "default": "null", + "example": 1.03, + "nullable": true, + "exclusiveMinimum": 0.0 + }, + "seed": { + "type": "integer", + "format": "int64" + }, + "stop": { + "type": "array", + "items": { + "type": "string" + }, + "example": [ + "photographer" + ], + "maxItems": 4 + }, + "temperature": { + "type": "number", + "format": "float", + "default": "null", + "example": 0.5, + "nullable": true, + "exclusiveMinimum": 0.0 + }, + "top_k": { + "type": "integer", + "format": "int32", + "default": "null", + "example": 10, + "nullable": true, + "exclusiveMinimum": 0.0 + }, + "top_p": { + "type": "number", + "format": "float", + "default": "null", + "example": 0.95, + "nullable": true, + "maximum": 1.0, + "exclusiveMinimum": 0.0 + } + } + }, + "GenerateRequest": { + "type": "object", + "required": [ + "inputs" + ], + "properties": { + "inputs": { + "type": "string", + "example": "My name is Olivier and I" + }, + "parameters": { + "$ref": "#/components/schemas/GenerateParameters" + } + } + }, + "GenerateResponse": { + "type": "object", + "required": [ + "generated_text" + ], + "properties": { + "details": { + "$ref": "#/components/schemas/Details" + }, + "generated_text": { + "type": "string", + "example": "test" + } + } + }, + "StreamDetails": { + "type": "object", + "required": [ + "finish_reason", + "generated_tokens" + ], + "properties": { + "finish_reason": { + "$ref": "#/components/schemas/FinishReason" + }, + "generated_tokens": { + "type": "integer", + "format": "int32", + "example": 1 + }, + "seed": { + "type": "integer", + "format": "int64", + "example": 42 + } + } + }, + "StreamResponse": { + "type": "object", + "required": [ + "token" + ], + "properties": { + "details": { + "$ref": "#/components/schemas/StreamDetails" + }, + "generated_text": { + "type": "string", + "default": "null", + "example": "test", + "nullable": true + }, + "token": { + "$ref": "#/components/schemas/Token" + } + } + }, + "Token": { + "type": "object", + "required": [ + "id", + "text", + "logprob" + ], + "properties": { + "id": { + "type": "integer", + "format": "int32", + "example": 0 + }, + "logprob": { + "type": "number", + "format": "float", + "example": -0.34, + "nullable": true + }, + "text": { + "type": "string", + "example": "test" + } + } + } + } + }, + "tags": [ + { + "name": "Text Generation Inference", + "description": "Hugging Face Text Generation Inference API" + } + ] +} \ No newline at end of file diff --git a/launcher/Cargo.toml b/launcher/Cargo.toml index 58df28d9..f62fc804 100644 --- a/launcher/Cargo.toml +++ b/launcher/Cargo.toml @@ -1,6 +1,6 @@ [package] name = "text-generation-launcher" -version = "0.1.0" +version = "0.2.0" edition = "2021" authors = ["Olivier Dehaene"] description = "Text Generation Launcher" diff --git a/launcher/src/main.rs b/launcher/src/main.rs index dea6fcc8..3df6e911 100644 --- a/launcher/src/main.rs +++ b/launcher/src/main.rs @@ -19,7 +19,7 @@ use subprocess::{Popen, PopenConfig, PopenError, Redirection}; #[clap(author, version, about, long_about = None)] struct Args { #[clap(default_value = "bigscience/bloom-560m", long, env)] - model_name: String, + model_id: String, #[clap(long, env)] revision: Option, #[clap(long, env)] @@ -49,7 +49,7 @@ struct Args { fn main() -> ExitCode { // Pattern match configuration let Args { - model_name, + model_id, revision, num_shard, quantize, @@ -92,7 +92,7 @@ fn main() -> ExitCode { // Start shard processes for rank in 0..num_shard { - let model_name = model_name.clone(); + let model_id = model_id.clone(); let revision = revision.clone(); let uds_path = shard_uds_path.clone(); let master_addr = master_addr.clone(); @@ -101,7 +101,7 @@ fn main() -> ExitCode { let shutdown_sender = shutdown_sender.clone(); thread::spawn(move || { shard_manager( - model_name, + model_id, revision, quantize, uds_path, @@ -167,7 +167,7 @@ fn main() -> ExitCode { "--master-shard-uds-path".to_string(), format!("{}-0", shard_uds_path), "--tokenizer-name".to_string(), - model_name, + model_id, ]; if json_output { @@ -256,7 +256,7 @@ enum ShardStatus { #[allow(clippy::too_many_arguments)] fn shard_manager( - model_name: String, + model_id: String, revision: Option, quantize: bool, uds_path: String, @@ -278,7 +278,7 @@ fn shard_manager( let mut shard_argv = vec![ "text-generation-server".to_string(), "serve".to_string(), - model_name, + model_id, "--uds-path".to_string(), uds_path, "--logger-level".to_string(), diff --git a/launcher/tests/bloom_560m.json b/launcher/tests/bloom_560m.json index 3a0a3d99..17e2571e 100644 --- a/launcher/tests/bloom_560m.json +++ b/launcher/tests/bloom_560m.json @@ -1,123 +1,122 @@ -[ - { - "details": { - "finish_reason": "length", - "generated_tokens": 20, - "prefill": [ - [ - 10264, - "Test", - null - ], - [ - 8821, - " request", - -11.895094 - ] - ], - "tokens": [ - [ - 17, - ".", - -1.8267941 - ], - [ - 1587, - "get", - -2.4674964 - ], - [ - 11, - "(", - -1.9060438 - ], - [ - 5, - "\"", - -1.2279553 - ], - [ - 4899, - "action", - -4.170306 - ], - [ - 5, - "\"", - -0.3247902 - ], - [ - 12, - ")", - -1.0773602 - ], - [ - 30, - ";", - -0.27640444 - ], - [ - 837, - "\n ", - -1.6970599 - ], - [ - 1320, - " if", - -1.4495552 - ], - [ - 375, - " (", - -0.2360998 - ], - [ - 4899, - "action", - -1.1916926 - ], - [ - 3535, - " ==", - -0.8918663 - ], - [ - 5109, - " null", - -0.39334255 - ], - [ - 12, - ")", - -0.4321134 - ], - [ - 731, - " {", - -0.17701954 - ], - [ - 1260, - "\n ", - -0.07027287 - ], - [ - 10519, - " throw", - -1.3915133 - ], - [ - 2084, - " new", - -0.042013377 - ], - [ - 150858, - " RuntimeException", - -1.7330077 - ] - ] - }, - "generated_text": ".get(\"action\");\n if (action == null) {\n throw new RuntimeException" - } -] \ No newline at end of file +{ + "details": { + "finish_reason": "length", + "generated_tokens": 20, + "prefill": [ + { + "id": 10264, + "logprob": null, + "text": "Test" + }, + { + "id": 8821, + "logprob": -11.894989, + "text": " request" + } + ], + "seed": null, + "tokens": [ + { + "id": 17, + "logprob": -1.8267672, + "text": "." + }, + { + "id": 1587, + "logprob": -2.4674969, + "text": "get" + }, + { + "id": 11, + "logprob": -1.906001, + "text": "(" + }, + { + "id": 5, + "logprob": -1.2279545, + "text": "\"" + }, + { + "id": 4899, + "logprob": -4.170299, + "text": "action" + }, + { + "id": 5, + "logprob": -0.32478866, + "text": "\"" + }, + { + "id": 12, + "logprob": -1.0773665, + "text": ")" + }, + { + "id": 30, + "logprob": -0.27640742, + "text": ";" + }, + { + "id": 837, + "logprob": -1.6970354, + "text": "\n " + }, + { + "id": 1320, + "logprob": -1.4495516, + "text": " if" + }, + { + "id": 375, + "logprob": -0.23609057, + "text": " (" + }, + { + "id": 4899, + "logprob": -1.1916996, + "text": "action" + }, + { + "id": 3535, + "logprob": -0.8918753, + "text": " ==" + }, + { + "id": 5109, + "logprob": -0.3933342, + "text": " null" + }, + { + "id": 12, + "logprob": -0.43212673, + "text": ")" + }, + { + "id": 731, + "logprob": -0.17702064, + "text": " {" + }, + { + "id": 1260, + "logprob": -0.07027565, + "text": "\n " + }, + { + "id": 10519, + "logprob": -1.3915029, + "text": " throw" + }, + { + "id": 2084, + "logprob": -0.04201372, + "text": " new" + }, + { + "id": 150858, + "logprob": -1.7329919, + "text": " RuntimeException" + } + ] + }, + "generated_text": ".get(\"action\");\n if (action == null) {\n throw new RuntimeException" +} \ No newline at end of file diff --git a/launcher/tests/integration_tests.rs b/launcher/tests/integration_tests.rs index 4f699f69..b70b1628 100644 --- a/launcher/tests/integration_tests.rs +++ b/launcher/tests/integration_tests.rs @@ -9,11 +9,18 @@ use std::thread::sleep; use std::time::Duration; use subprocess::{Popen, PopenConfig, Redirection}; +#[derive(Deserialize)] +pub struct Token { + id: u32, + text: String, + logprob: Option, +} + #[derive(Deserialize)] struct Details { finish_reason: String, generated_tokens: u32, - tokens: Vec<(u32, String, Option)>, + tokens: Vec, } #[derive(Deserialize)] @@ -22,11 +29,11 @@ struct GeneratedText { details: Details, } -fn start_launcher(model_name: String, num_shard: usize, port: usize, master_port: usize) -> Popen { +fn start_launcher(model_id: String, num_shard: usize, port: usize, master_port: usize) -> Popen { let argv = vec![ "text-generation-launcher".to_string(), - "--model-name".to_string(), - model_name.clone(), + "--model-id".to_string(), + model_id.clone(), "--num-shard".to_string(), num_shard.to_string(), "--port".to_string(), @@ -68,16 +75,16 @@ fn start_launcher(model_name: String, num_shard: usize, port: usize, master_port launcher.terminate().unwrap(); launcher.wait().unwrap(); - panic!("failed to launch {}", model_name) + panic!("failed to launch {}", model_id) } fn test_model( - model_name: String, + model_id: String, num_shard: usize, port: usize, master_port: usize, ) -> GeneratedText { - let mut launcher = start_launcher(model_name, num_shard, port, master_port); + let mut launcher = start_launcher(model_id, num_shard, port, master_port); let data = r#" { @@ -109,8 +116,8 @@ fn read_json(name: &str) -> GeneratedText { let file = File::open(d).unwrap(); let reader = BufReader::new(file); - let mut results: Vec = serde_json::from_reader(reader).unwrap(); - results.pop().unwrap() + let result: GeneratedText = serde_json::from_reader(reader).unwrap(); + result } fn compare_results(result: GeneratedText, expected: GeneratedText) { @@ -127,13 +134,13 @@ fn compare_results(result: GeneratedText, expected: GeneratedText) { .into_iter() .zip(expected.details.tokens.into_iter()) { - assert_eq!(token.0, expected_token.0); - assert_eq!(token.1, expected_token.1); - if let Some(logprob) = token.2 { - let expected_logprob = expected_token.2.unwrap(); + assert_eq!(token.id, expected_token.id); + assert_eq!(token.text, expected_token.text); + if let Some(logprob) = token.logprob { + let expected_logprob = expected_token.logprob.unwrap(); assert_float_eq!(logprob, expected_logprob, abs <= 0.001); } else { - assert_eq!(token.2, expected_token.2); + assert_eq!(token.logprob, expected_token.logprob); } } } diff --git a/launcher/tests/mt0_base.json b/launcher/tests/mt0_base.json index 51cb8b5c..cee3bc47 100644 --- a/launcher/tests/mt0_base.json +++ b/launcher/tests/mt0_base.json @@ -1,118 +1,117 @@ -[ - { - "details": { - "finish_reason": "length", - "generated_tokens": 20, - "prefill": [ - [ - 0, - "", - null - ] - ], - "tokens": [ - [ - 259, - "", - -1.3656927 - ], - [ - 215100, - "\"\"\"", - -2.6551573 - ], - [ - 46138, - "Test", - -1.8059857 - ], - [ - 287, - "the", - -1.2102449 - ], - [ - 259, - "", - -1.6057279 - ], - [ - 49076, - "contents", - -3.6060903 - ], - [ - 304, - "of", - -0.5270343 - ], - [ - 287, - "the", - -0.62522805 - ], - [ - 259, - "", - -1.4069618 - ], - [ - 49076, - "contents", - -2.621994 - ], - [ - 304, - "of", - -1.3172221 - ], - [ - 287, - "the", - -0.3501925 - ], - [ - 259, - "", - -0.7219573 - ], - [ - 49076, - "contents", - -1.0494149 - ], - [ - 260, - ".", - -1.0803378 - ], - [ - 259, - "", - -0.32933083 - ], - [ - 215100, - "\"\"\"", - -0.11268901 - ], - [ - 2978, - "test", - -1.5846587 - ], - [ - 290, - "_", - -0.49796978 - ], - [ - 4125, - "test", - -2.0026445 - ] - ] - }, - "generated_text": "\"\"\"Test the contents of the contents of the contents. \"\"\" test_test" - } -] \ No newline at end of file +{ + "details": { + "finish_reason": "length", + "generated_tokens": 20, + "prefill": [ + { + "id": 0, + "logprob": null, + "text": "" + } + ], + "seed": null, + "tokens": [ + { + "id": 259, + "logprob": -1.3656927, + "text": "" + }, + { + "id": 215100, + "logprob": -2.6551573, + "text": "\"\"\"" + }, + { + "id": 46138, + "logprob": -1.8059857, + "text": "Test" + }, + { + "id": 287, + "logprob": -1.2102449, + "text": "the" + }, + { + "id": 259, + "logprob": -1.6057279, + "text": "" + }, + { + "id": 49076, + "logprob": -3.6060903, + "text": "contents" + }, + { + "id": 304, + "logprob": -0.5270343, + "text": "of" + }, + { + "id": 287, + "logprob": -0.62522805, + "text": "the" + }, + { + "id": 259, + "logprob": -1.4069618, + "text": "" + }, + { + "id": 49076, + "logprob": -2.621994, + "text": "contents" + }, + { + "id": 304, + "logprob": -1.3172221, + "text": "of" + }, + { + "id": 287, + "logprob": -0.3501925, + "text": "the" + }, + { + "id": 259, + "logprob": -0.7219573, + "text": "" + }, + { + "id": 49076, + "logprob": -1.0494149, + "text": "contents" + }, + { + "id": 260, + "logprob": -1.0803378, + "text": "." + }, + { + "id": 259, + "logprob": -0.32933083, + "text": "" + }, + { + "id": 215100, + "logprob": -0.11268901, + "text": "\"\"\"" + }, + { + "id": 2978, + "logprob": -1.5846587, + "text": "test" + }, + { + "id": 290, + "logprob": -0.49796978, + "text": "_" + }, + { + "id": 4125, + "logprob": -2.0026445, + "text": "test" + } + ] + }, + "generated_text": "\"\"\"Test the contents of the contents of the contents. \"\"\" test_test" +} \ No newline at end of file diff --git a/proto/generate.proto b/proto/generate.proto index 098df9c5..0c4f9626 100644 --- a/proto/generate.proto +++ b/proto/generate.proto @@ -71,13 +71,19 @@ message Batch { uint32 size = 3; } +enum FinishReason { + FINISH_REASON_LENGTH = 0; + FINISH_REASON_EOS_TOKEN = 1; + FINISH_REASON_STOP_SEQUENCE = 2; +} + message GeneratedText { /// Output string text = 1; /// Number of generated tokens uint32 generated_tokens = 2; /// Finish reason - string finish_reason = 3; + FinishReason finish_reason = 3; /// Seed optional uint64 seed = 4; } diff --git a/router/Cargo.toml b/router/Cargo.toml index 3abbc80b..20f032b1 100644 --- a/router/Cargo.toml +++ b/router/Cargo.toml @@ -1,6 +1,6 @@ [package] name = "text-generation-router" -version = "0.1.0" +version = "0.2.0" edition = "2021" authors = ["Olivier Dehaene"] description = "Text Generation Webserver" @@ -14,7 +14,7 @@ path = "src/main.rs" [dependencies] async-stream = "0.3.3" -axum = { version = "0.5.16", features = ["json", "serde_json"] } +axum = { version = "0.6.4", features = ["json"] } text-generation-client = { path = "client" } clap = { version = "4.0.15", features = ["derive", "env"] } futures = "0.3.24" @@ -29,4 +29,6 @@ tokio = { version = "1.21.1", features = ["rt", "rt-multi-thread", "parking_lot" tokio-stream = "0.1.11" tracing = "0.1.36" tracing-subscriber = { version = "0.3.15", features = ["json"] } +utoipa = { version = "3.0.1", features = ["axum_extras"] } +utoipa-swagger-ui = { version = "3.0.2", features = ["axum"] } diff --git a/router/client/Cargo.toml b/router/client/Cargo.toml index fdd32494..f4a900a4 100644 --- a/router/client/Cargo.toml +++ b/router/client/Cargo.toml @@ -1,6 +1,6 @@ [package] name = "text-generation-client" -version = "0.1.0" +version = "0.2.0" edition = "2021" [dependencies] diff --git a/router/client/src/lib.rs b/router/client/src/lib.rs index e0546b16..2767c605 100644 --- a/router/client/src/lib.rs +++ b/router/client/src/lib.rs @@ -7,8 +7,8 @@ mod sharded_client; pub use client::Client; pub use pb::generate::v1::{ - Batch, GeneratedText, Generation, NextTokenChooserParameters, PrefillTokens, Request, - StoppingCriteriaParameters, + Batch, FinishReason, GeneratedText, Generation, NextTokenChooserParameters, PrefillTokens, + Request, StoppingCriteriaParameters, }; pub use sharded_client::ShardedClient; use thiserror::Error; diff --git a/router/src/infer.rs b/router/src/infer.rs index 3661b0e0..159b7ca7 100644 --- a/router/src/infer.rs +++ b/router/src/infer.rs @@ -127,7 +127,7 @@ impl Infer { .into_iter() .zip(tokens.logprobs.into_iter()) .zip(tokens.texts.into_iter()) - .map(|((id, logprob), text)| Token(id, text, logprob)) + .map(|((id, logprob), text)| Token { id, text, logprob }) .collect(); } // Push last token @@ -282,11 +282,11 @@ fn send_generations(generations: Vec, entries: &mut IntMap, + #[serde(default)] + #[schema( + exclusive_minimum = 0.0, + nullable = true, + default = "null", + example = 1.03 + )] + pub repetition_penalty: Option, + #[serde(default)] + #[schema(exclusive_minimum = 0, nullable = true, default = "null", example = 10)] + pub top_k: Option, + #[serde(default)] + #[schema( + exclusive_minimum = 0.0, + maximum = 1.0, + nullable = true, + default = "null", + example = 0.95 + )] + pub top_p: Option, #[serde(default = "default_do_sample")] + #[schema(default = "false", example = true)] pub do_sample: bool, #[serde(default = "default_max_new_tokens")] + #[schema(exclusive_minimum = 0, exclusive_maximum = 512, default = "20")] pub max_new_tokens: u32, #[serde(default)] + #[schema(inline, max_items = 4, example = json!(["photographer"]))] pub stop: Vec, #[serde(default)] + #[schema(default = "true")] pub details: bool, #[serde(default)] pub seed: Option, } -fn default_temperature() -> f32 { - 1.0 -} -fn default_repetition_penalty() -> f32 { - 1.0 -} - -fn default_top_k() -> i32 { - 0 -} - -fn default_top_p() -> f32 { - 1.0 -} - fn default_do_sample() -> bool { false } @@ -57,10 +66,10 @@ fn default_max_new_tokens() -> u32 { fn default_parameters() -> GenerateParameters { GenerateParameters { - temperature: default_temperature(), - repetition_penalty: default_repetition_penalty(), - top_k: default_top_k(), - top_p: default_top_p(), + temperature: None, + repetition_penalty: None, + top_k: None, + top_p: None, do_sample: default_do_sample(), max_new_tokens: default_max_new_tokens(), stop: vec![], @@ -69,42 +78,77 @@ fn default_parameters() -> GenerateParameters { } } -#[derive(Clone, Debug, Deserialize)] +#[derive(Clone, Debug, Deserialize, ToSchema)] pub(crate) struct GenerateRequest { + #[schema(example = "My name is Olivier and I")] pub inputs: String, #[serde(default = "default_parameters")] pub parameters: GenerateParameters, } -#[derive(Debug, Serialize)] -pub struct Token(u32, String, f32); +#[derive(Debug, Serialize, ToSchema)] +pub struct Token { + #[schema(example = 0)] + id: u32, + #[schema(example = "test")] + text: String, + #[schema(nullable = true, example = -0.34)] + logprob: f32, +} -#[derive(Serialize)] +#[derive(Serialize, ToSchema)] +#[serde(rename_all(serialize = "snake_case"))] +pub(crate) enum FinishReason { + #[schema(rename = "length")] + Length, + #[serde(rename = "eos_token")] + #[schema(rename = "eos_token")] + EndOfSequenceToken, + #[schema(rename = "stop_sequence")] + StopSequence, +} + +#[derive(Serialize, ToSchema)] pub(crate) struct Details { - pub finish_reason: String, + #[schema(example = "length")] + pub finish_reason: FinishReason, + #[schema(example = 1)] pub generated_tokens: u32, + #[schema(example = 42)] pub seed: Option, - #[serde(skip_serializing_if = "Option::is_none")] pub prefill: Option>, - #[serde(skip_serializing_if = "Option::is_none")] pub tokens: Option>, } -#[derive(Serialize)] +#[derive(Serialize, ToSchema)] pub(crate) struct GenerateResponse { + #[schema(example = "test")] pub generated_text: String, #[serde(skip_serializing_if = "Option::is_none")] pub details: Option
, } -#[derive(Serialize)] -pub(crate) struct StreamResponse { - pub token: Token, - pub generated_text: Option, - pub details: Option
, +#[derive(Serialize, ToSchema)] +pub(crate) struct StreamDetails { + #[schema(example = "length")] + pub finish_reason: FinishReason, + #[schema(example = 1)] + pub generated_tokens: u32, + #[schema(example = 42)] + pub seed: Option, } -#[derive(Serialize)] +#[derive(Serialize, ToSchema)] +pub(crate) struct StreamResponse { + pub token: Token, + #[schema(nullable = true, default = "null", example = "test")] + pub generated_text: Option, + #[schema(nullable = true, default = "null")] + pub details: Option, +} + +#[derive(Serialize, ToSchema)] pub(crate) struct ErrorResponse { + #[schema(inline)] pub error: String, } diff --git a/router/src/server.rs b/router/src/server.rs index f79644e3..1a332088 100644 --- a/router/src/server.rs +++ b/router/src/server.rs @@ -1,8 +1,8 @@ /// HTTP Server logic use crate::infer::{InferError, InferStreamResponse}; use crate::{ - Details, ErrorResponse, GenerateParameters, GenerateRequest, GenerateResponse, Infer, - StreamResponse, Validation, + Details, ErrorResponse, FinishReason, GenerateParameters, GenerateRequest, GenerateResponse, + Infer, StreamDetails, StreamResponse, Token, Validation, }; use axum::extract::Extension; use axum::http::{HeaderMap, StatusCode}; @@ -19,6 +19,8 @@ use tokio::signal; use tokio::time::Instant; use tokio_stream::StreamExt; use tracing::instrument; +use utoipa::OpenApi; +use utoipa_swagger_ui::SwaggerUi; /// Health check method #[instrument(skip(infer))] @@ -32,13 +34,13 @@ async fn health(infer: Extension) -> Result<(), (StatusCode, Json) -> Result<(), (StatusCode, Json Some(Details { - finish_reason: response.generated_text.finish_reason, + finish_reason: FinishReason::from(response.generated_text.finish_reason), generated_tokens: response.generated_text.generated_tokens, prefill: Some(response.prefill), tokens: Some(response.tokens), @@ -132,7 +151,29 @@ async fn generate( Ok((headers, Json(response))) } -/// Generate stream method +/// Generate a stream of token using Server Side Events +#[utoipa::path( + post, + tag = "Text Generation Inference", + path = "/generate_stream", + request_body = GenerateRequest, + responses( + (status = 200, description = "Generated Text", body = [StreamResponse], + content_type="text/event-stream "), + (status = 424, description = "Generation Error", body = [ErrorResponse], + example = json!({"error": "Request failed during generation"}), + content_type="text/event-stream "), + (status = 429, description = "Model is overloaded", body = [ErrorResponse], + example = json!({"error": "Model is overloaded"}), + content_type="text/event-stream "), + (status = 422, description = "Input validation error", body = [ErrorResponse], + example = json!({"error": "Input validation error"}), + content_type="text/event-stream "), + (status = 500, description = "Incomplete generation", body = [ErrorResponse], + example = json!({"error": "Incomplete generation"}), + content_type="text/event-stream "), + ) +)] #[instrument( skip(infer), fields( @@ -185,11 +226,9 @@ async fn generate_stream( } => { // Token details let details = match details { - true => Some(Details { - finish_reason: generated_text.finish_reason, + true => Some(StreamDetails { + finish_reason: FinishReason::from(generated_text.finish_reason), generated_tokens: generated_text.generated_tokens, - prefill: None, - tokens: None, seed: generated_text.seed, }), false => None, @@ -265,6 +304,39 @@ pub async fn run( validation_workers: usize, addr: SocketAddr, ) { + // OpenAPI documentation + #[derive(OpenApi)] + #[openapi( + paths( + generate, + generate_stream, + ), + components( + schemas( + GenerateRequest, + GenerateParameters, + Token, + GenerateResponse, + Details, + FinishReason, + StreamResponse, + StreamDetails, + ErrorResponse, + ) + ), + tags( + (name = "Text Generation Inference", description = "Hugging Face Text Generation Inference API") + ), + info( + title = "Text Generation Inference", + license( + name = "Apache 2.0", + url = "https://www.apache.org/licenses/LICENSE-2.0" + ) + ) + )] + struct ApiDoc; + // Create state let validation = Validation::new(validation_workers, tokenizer, max_input_length); let infer = Infer::new( @@ -277,6 +349,7 @@ pub async fn run( // Create router let app = Router::new() + .merge(SwaggerUi::new("/docs").url("/api-doc/openapi.json", ApiDoc::openapi())) .route("/", post(generate)) .route("/generate", post(generate)) .route("/generate_stream", post(generate_stream)) @@ -320,6 +393,17 @@ async fn shutdown_signal() { tracing::info!("signal received, starting graceful shutdown"); } +impl From for FinishReason { + fn from(finish_reason: i32) -> Self { + let finish_reason = text_generation_client::FinishReason::from_i32(finish_reason).unwrap(); + match finish_reason { + text_generation_client::FinishReason::Length => FinishReason::Length, + text_generation_client::FinishReason::EosToken => FinishReason::EndOfSequenceToken, + text_generation_client::FinishReason::StopSequence => FinishReason::StopSequence, + } + } +} + /// Convert to Axum supported formats impl From for (StatusCode, Json) { fn from(err: InferError) -> Self { diff --git a/router/src/validation.rs b/router/src/validation.rs index 09220823..3cca48e9 100644 --- a/router/src/validation.rs +++ b/router/src/validation.rs @@ -110,30 +110,58 @@ fn validate( max_input_length: usize, rng: &mut ThreadRng, ) -> Result { - if request.parameters.temperature <= 0.0 { + let GenerateParameters { + temperature, + repetition_penalty, + top_k, + top_p, + do_sample, + max_new_tokens, + stop: stop_sequences, + seed, + .. + } = request.parameters; + + let temperature = temperature.unwrap_or(1.0); + if temperature <= 0.0 { return Err(ValidationError::Temperature); } - if request.parameters.repetition_penalty <= 0.0 { + + let repetition_penalty = repetition_penalty.unwrap_or(1.0); + if repetition_penalty <= 0.0 { return Err(ValidationError::RepetitionPenalty); } - if request.parameters.top_p <= 0.0 || request.parameters.top_p > 1.0 { + + let top_p = top_p.unwrap_or(1.0); + if top_p <= 0.0 || top_p > 1.0 { return Err(ValidationError::TopP); } - if request.parameters.top_k < 0 { - return Err(ValidationError::TopK); - } - if request.parameters.max_new_tokens > MAX_MAX_NEW_TOKENS { + + // Different because the proto default value is 0 while it is not a valid value + // for the user + let top_k: u32 = match top_k { + None => Ok(0), + Some(top_k) => { + if top_k <= 0 { + return Err(ValidationError::TopK); + } + Ok(top_k as u32) + } + }?; + + if max_new_tokens == 0 || max_new_tokens > MAX_MAX_NEW_TOKENS { return Err(ValidationError::MaxNewTokens(MAX_MAX_NEW_TOKENS)); } - if request.parameters.stop.len() > MAX_STOP_SEQUENCES { + + if stop_sequences.len() > MAX_STOP_SEQUENCES { return Err(ValidationError::StopSequence( MAX_STOP_SEQUENCES, - request.parameters.stop.len(), + stop_sequences.len(), )); } // If seed is None, assign a random one - let seed = match request.parameters.seed { + let seed = match seed { None => rng.gen(), Some(seed) => seed, }; @@ -147,21 +175,10 @@ fn validate( Err(ValidationError::InputLength(input_length, max_input_length)) } else { // Return ValidGenerateRequest - let GenerateParameters { - temperature, - repetition_penalty, - top_k, - top_p, - do_sample, - max_new_tokens, - stop: stop_sequences, - .. - } = request.parameters; - let parameters = NextTokenChooserParameters { temperature, repetition_penalty, - top_k: top_k as u32, + top_k, top_p, do_sample, seed, @@ -206,7 +223,7 @@ pub enum ValidationError { TopP, #[error("top_k must be strictly positive")] TopK, - #[error("max_new_tokens must be <= {0}")] + #[error("max_new_tokens must be strictly positive and <= {0}")] MaxNewTokens(u32), #[error("inputs must have less than {1} tokens. Given: {0}")] InputLength(usize, usize), diff --git a/server/README.md b/server/README.md index c7054b8d..8efd80ac 100644 --- a/server/README.md +++ b/server/README.md @@ -1,6 +1,6 @@ -# BLOOM Inference Python gRPC Server +# Text Generation Inference Python gRPC Server -A Python gRPC server for BLOOM Inference +A Python gRPC server for Text Generation Inference ## Install diff --git a/server/pyproject.toml b/server/pyproject.toml index 98d91125..87aa8cfb 100644 --- a/server/pyproject.toml +++ b/server/pyproject.toml @@ -1,7 +1,7 @@ [tool.poetry] name = "text-generation" -version = "0.1.0" -description = "BLOOM Inference Python gRPC Server" +version = "0.2.0" +description = "Text Generation Inference Python gRPC Server" authors = ["Olivier Dehaene "] [tool.poetry.scripts] diff --git a/server/tests/models/test_bloom.py b/server/tests/models/test_bloom.py index 871c0da0..b06d57f5 100644 --- a/server/tests/models/test_bloom.py +++ b/server/tests/models/test_bloom.py @@ -140,8 +140,7 @@ def test_causal_lm_generate_token_completion(default_bloom, default_bloom_batch) assert len(generations) == 1 assert ( - generations[0].generated_text.text - == "TestTestTestTestTestTestTestTestTestTest" + generations[0].generated_text.text == "TestTestTestTestTestTestTestTestTestTest" ) assert generations[0].request_id == default_bloom_batch.requests[0].id assert ( @@ -187,8 +186,7 @@ def test_causal_lm_generate_token_completion_multi( assert len(generations) == 1 assert ( - generations[0].generated_text.text - == "TestTestTestTestTestTestTestTestTestTest" + generations[0].generated_text.text == "TestTestTestTestTestTestTestTestTestTest" ) assert ( generations[0].request_id == default_multi_requests_bloom_batch.requests[0].id @@ -283,8 +281,7 @@ def test_batch_concatenate( assert len(generations) == 2 assert ( - generations[0].generated_text.text - == "TestTestTestTestTestTestTestTestTestTest" + generations[0].generated_text.text == "TestTestTestTestTestTestTestTestTestTest" ) assert generations[0].request_id == default_bloom_batch.requests[0].id assert ( @@ -306,8 +303,7 @@ def test_batch_concatenate( assert len(generations) == 1 assert ( - generations[0].generated_text.text - == "TestTestTestTestTestTestTestTestTestTest" + generations[0].generated_text.text == "TestTestTestTestTestTestTestTestTestTest" ) assert ( generations[0].request_id == default_multi_requests_bloom_batch.requests[0].id diff --git a/server/tests/test_utils.py b/server/tests/test_utils.py index 1dc6801b..ffe9be65 100644 --- a/server/tests/test_utils.py +++ b/server/tests/test_utils.py @@ -9,6 +9,7 @@ from text_generation.utils import ( StopSequenceCriteria, StoppingCriteria, LocalEntryNotFoundError, + FinishReason, ) @@ -24,13 +25,13 @@ def test_stop_sequence_criteria(): def test_stopping_criteria(): criteria = StoppingCriteria(0, [StopSequenceCriteria("/test;")], max_new_tokens=5) assert criteria(65827, "/test") == (False, None) - assert criteria(30, ";") == (True, "stop_sequence") + assert criteria(30, ";") == (True, FinishReason.FINISH_REASON_STOP_SEQUENCE) def test_stopping_criteria_eos(): criteria = StoppingCriteria(0, [StopSequenceCriteria("/test;")], max_new_tokens=5) assert criteria(1, "") == (False, None) - assert criteria(0, "") == (True, "eos_token") + assert criteria(0, "") == (True, FinishReason.FINISH_REASON_EOS_TOKEN) def test_stopping_criteria_max(): @@ -39,7 +40,7 @@ def test_stopping_criteria_max(): assert criteria(1, "") == (False, None) assert criteria(1, "") == (False, None) assert criteria(1, "") == (False, None) - assert criteria(1, "") == (True, "length") + assert criteria(1, "") == (True, FinishReason.FINISH_REASON_LENGTH) def test_weight_hub_files(): diff --git a/server/text_generation/cli.py b/server/text_generation/cli.py index b133cb0a..1418a803 100644 --- a/server/text_generation/cli.py +++ b/server/text_generation/cli.py @@ -13,7 +13,7 @@ app = typer.Typer() @app.command() def serve( - model_name: str, + model_id: str, revision: Optional[str] = None, sharded: bool = False, quantize: bool = False, @@ -46,16 +46,16 @@ def serve( os.getenv("MASTER_PORT", None) is not None ), "MASTER_PORT must be set when sharded is True" - server.serve(model_name, revision, sharded, quantize, uds_path) + server.serve(model_id, revision, sharded, quantize, uds_path) @app.command() def download_weights( - model_name: str, + model_id: str, revision: Optional[str] = None, extension: str = ".safetensors", ): - utils.download_weights(model_name, revision, extension) + utils.download_weights(model_id, revision, extension) if __name__ == "__main__": diff --git a/server/text_generation/models/__init__.py b/server/text_generation/models/__init__.py index 15d8e97e..943d45e9 100644 --- a/server/text_generation/models/__init__.py +++ b/server/text_generation/models/__init__.py @@ -30,31 +30,31 @@ torch.backends.cudnn.allow_tf32 = True def get_model( - model_name: str, revision: Optional[str], sharded: bool, quantize: bool + model_id: str, revision: Optional[str], sharded: bool, quantize: bool ) -> Model: - config = AutoConfig.from_pretrained(model_name, revision=revision) + config = AutoConfig.from_pretrained(model_id, revision=revision) if config.model_type == "bloom": if sharded: - return BLOOMSharded(model_name, revision, quantize=quantize) + return BLOOMSharded(model_id, revision, quantize=quantize) else: - return BLOOM(model_name, revision, quantize=quantize) + return BLOOM(model_id, revision, quantize=quantize) elif config.model_type == "gpt_neox": if sharded: - return GPTNeoxSharded(model_name, revision, quantize=quantize) + return GPTNeoxSharded(model_id, revision, quantize=quantize) else: - return GPTNeox(model_name, revision, quantize=quantize) - elif model_name.startswith("facebook/galactica"): + return GPTNeox(model_id, revision, quantize=quantize) + elif model_id.startswith("facebook/galactica"): if sharded: - return GalacticaSharded(model_name, revision, quantize=quantize) + return GalacticaSharded(model_id, revision, quantize=quantize) else: - return Galactica(model_name, revision, quantize=quantize) - elif "santacoder" in model_name: - return SantaCoder(model_name, revision, quantize) + return Galactica(model_id, revision, quantize=quantize) + elif "santacoder" in model_id: + return SantaCoder(model_id, revision, quantize) else: if sharded: raise ValueError("sharded is not supported for AutoModel") try: - return CausalLM(model_name, revision, quantize=quantize) + return CausalLM(model_id, revision, quantize=quantize) except Exception: - return Seq2SeqLM(model_name, revision, quantize=quantize) + return Seq2SeqLM(model_id, revision, quantize=quantize) diff --git a/server/text_generation/models/bloom.py b/server/text_generation/models/bloom.py index 4f55afc0..992d7b5b 100644 --- a/server/text_generation/models/bloom.py +++ b/server/text_generation/models/bloom.py @@ -57,10 +57,10 @@ class BLOOM(CausalLM): class BLOOMSharded(BLOOM): def __init__( - self, model_name: str, revision: Optional[str] = None, quantize: bool = False + self, model_id: str, revision: Optional[str] = None, quantize: bool = False ): - if not model_name.startswith("bigscience/bloom"): - raise ValueError(f"Model {model_name} is not supported") + if not model_id.startswith("bigscience/bloom"): + raise ValueError(f"Model {model_id} is not supported") self.process_group, self.rank, self.world_size = initialize_torch_distributed() self.master = self.rank == 0 @@ -72,22 +72,20 @@ class BLOOMSharded(BLOOM): dtype = torch.float32 tokenizer = AutoTokenizer.from_pretrained( - model_name, revision=revision, padding_side="left" + model_id, revision=revision, padding_side="left" ) config = AutoConfig.from_pretrained( - model_name, revision=revision, slow_but_exact=False, tp_parallel=True + model_id, revision=revision, slow_but_exact=False, tp_parallel=True ) config.pad_token_id = 3 # Only download weights for small models - if self.master and model_name == "bigscience/bloom-560m": - download_weights(model_name, revision=revision, extension=".safetensors") + if self.master and model_id == "bigscience/bloom-560m": + download_weights(model_id, revision=revision, extension=".safetensors") torch.distributed.barrier(group=self.process_group) - filenames = weight_files( - model_name, revision=revision, extension=".safetensors" - ) + filenames = weight_files(model_id, revision=revision, extension=".safetensors") if not filenames: raise ValueError("No safetensors weights found") diff --git a/server/text_generation/models/causal_lm.py b/server/text_generation/models/causal_lm.py index 1d1945cd..f21423ea 100644 --- a/server/text_generation/models/causal_lm.py +++ b/server/text_generation/models/causal_lm.py @@ -232,7 +232,7 @@ class CausalLMBatch(Batch): class CausalLM(Model): - def __init__(self, model_name: str, revision: Optional[str] = None, quantize=False): + def __init__(self, model_id: str, revision: Optional[str] = None, quantize=False): if torch.cuda.is_available(): device = torch.device("cuda") dtype = torch.bfloat16 if torch.cuda.is_bf16_supported() else torch.float32 @@ -244,10 +244,10 @@ class CausalLM(Model): dtype = torch.float32 tokenizer = AutoTokenizer.from_pretrained( - model_name, revision=revision, padding_side="left" + model_id, revision=revision, padding_side="left" ) self.model = AutoModelForCausalLM.from_pretrained( - model_name, + model_id, revision=revision, torch_dtype=dtype, device_map="auto" if torch.cuda.is_available() else None, diff --git a/server/text_generation/models/galactica.py b/server/text_generation/models/galactica.py index be9b1699..f1dc8a30 100644 --- a/server/text_generation/models/galactica.py +++ b/server/text_generation/models/galactica.py @@ -149,10 +149,10 @@ class Galactica(CausalLM): class GalacticaSharded(Galactica): def __init__( - self, model_name: str, revision: Optional[str] = None, quantize: bool = False + self, model_id: str, revision: Optional[str] = None, quantize: bool = False ): - if not model_name.startswith("facebook/galactica"): - raise ValueError(f"Model {model_name} is not supported") + if not model_id.startswith("facebook/galactica"): + raise ValueError(f"Model {model_id} is not supported") self.process_group, self.rank, self.world_size = initialize_torch_distributed() self.master = self.rank == 0 @@ -164,22 +164,20 @@ class GalacticaSharded(Galactica): dtype = torch.float32 tokenizer = AutoTokenizer.from_pretrained( - model_name, revision=revision, padding_side="left" + model_id, revision=revision, padding_side="left" ) config = AutoConfig.from_pretrained( - model_name, revision=revision, tp_parallel=True + model_id, revision=revision, tp_parallel=True ) tokenizer.pad_token_id = config.pad_token_id # Only download weights for small models - if self.master and model_name == "facebook/galactica-125m": - download_weights(model_name, revision=revision, extension=".safetensors") + if self.master and model_id == "facebook/galactica-125m": + download_weights(model_id, revision=revision, extension=".safetensors") torch.distributed.barrier(group=self.process_group) - filenames = weight_files( - model_name, revision=revision, extension=".safetensors" - ) + filenames = weight_files(model_id, revision=revision, extension=".safetensors") if not filenames: raise ValueError("No safetensors weights found") diff --git a/server/text_generation/models/gpt_neox.py b/server/text_generation/models/gpt_neox.py index a8f7f365..2d467f4c 100644 --- a/server/text_generation/models/gpt_neox.py +++ b/server/text_generation/models/gpt_neox.py @@ -49,7 +49,7 @@ class GPTNeox(CausalLM): class GPTNeoxSharded(GPTNeox): def __init__( - self, model_name: str, revision: Optional[str] = None, quantize: bool = False + self, model_id: str, revision: Optional[str] = None, quantize: bool = False ): self.process_group, self.rank, self.world_size = initialize_torch_distributed() self.master = self.rank == 0 @@ -61,22 +61,20 @@ class GPTNeoxSharded(GPTNeox): dtype = torch.float32 tokenizer = AutoTokenizer.from_pretrained( - model_name, revision=revision, padding_side="left" + model_id, revision=revision, padding_side="left" ) tokenizer.pad_token = tokenizer.eos_token config = AutoConfig.from_pretrained( - model_name, revision=revision, tp_parallel=True + model_id, revision=revision, tp_parallel=True ) # Only master download weights if self.master: - download_weights(model_name, revision=revision, extension=".safetensors") + download_weights(model_id, revision=revision, extension=".safetensors") torch.distributed.barrier(group=self.process_group) - filenames = weight_files( - model_name, revision=revision, extension=".safetensors" - ) + filenames = weight_files(model_id, revision=revision, extension=".safetensors") if not filenames: raise ValueError("No safetensors weights found") diff --git a/server/text_generation/models/santacoder.py b/server/text_generation/models/santacoder.py index 6c1a250f..fb496197 100644 --- a/server/text_generation/models/santacoder.py +++ b/server/text_generation/models/santacoder.py @@ -14,7 +14,7 @@ EOD = "<|endoftext|>" class SantaCoder(CausalLM): - def __init__(self, model_name: str, revision: Optional[str] = None, quantize=False): + def __init__(self, model_id: str, revision: Optional[str] = None, quantize=False): if torch.cuda.is_available(): device = torch.device("cuda") dtype = torch.bfloat16 if torch.cuda.is_bf16_supported() else torch.float32 @@ -26,7 +26,7 @@ class SantaCoder(CausalLM): dtype = torch.float32 tokenizer = AutoTokenizer.from_pretrained( - model_name, revision=revision, padding_side="left" + model_id, revision=revision, padding_side="left" ) tokenizer.add_special_tokens( { @@ -43,7 +43,7 @@ class SantaCoder(CausalLM): self.model = ( AutoModelForCausalLM.from_pretrained( - model_name, + model_id, revision=revision, torch_dtype=dtype, load_in_8bit=quantize, diff --git a/server/text_generation/models/seq2seq_lm.py b/server/text_generation/models/seq2seq_lm.py index 1ae266d8..27cbe1c0 100644 --- a/server/text_generation/models/seq2seq_lm.py +++ b/server/text_generation/models/seq2seq_lm.py @@ -289,7 +289,7 @@ class Seq2SeqLMBatch(Batch): class Seq2SeqLM(Model): - def __init__(self, model_name: str, revision: Optional[str] = None, quantize=False): + def __init__(self, model_id: str, revision: Optional[str] = None, quantize=False): if torch.cuda.is_available(): device = torch.device("cuda") dtype = torch.bfloat16 if torch.cuda.is_bf16_supported() else torch.float32 @@ -301,14 +301,14 @@ class Seq2SeqLM(Model): dtype = torch.float32 self.model = AutoModelForSeq2SeqLM.from_pretrained( - model_name, + model_id, revision=revision, torch_dtype=dtype, device_map="auto" if torch.cuda.is_available() else None, load_in_8bit=quantize, ).eval() tokenizer = AutoTokenizer.from_pretrained( - model_name, revision=revision, padding_side="left" + model_id, revision=revision, padding_side="left" ) tokenizer.bos_token_id = self.model.config.decoder_start_token_id diff --git a/server/text_generation/models/types.py b/server/text_generation/models/types.py index 30cd716a..d1117b80 100644 --- a/server/text_generation/models/types.py +++ b/server/text_generation/models/types.py @@ -7,6 +7,7 @@ from typing import List, Optional from transformers import PreTrainedTokenizerBase from text_generation.pb import generate_pb2 +from text_generation.pb.generate_pb2 import FinishReason class Batch(ABC): @@ -38,7 +39,7 @@ class Batch(ABC): class GeneratedText: text: str generated_tokens: int - finish_reason: str + finish_reason: FinishReason seed: Optional[int] def to_pb(self) -> generate_pb2.GeneratedText: diff --git a/server/text_generation/server.py b/server/text_generation/server.py index 852deebf..a8a9da6c 100644 --- a/server/text_generation/server.py +++ b/server/text_generation/server.py @@ -66,14 +66,14 @@ class TextGenerationService(generate_pb2_grpc.TextGenerationServiceServicer): def serve( - model_name: str, + model_id: str, revision: Optional[str], sharded: bool, quantize: bool, uds_path: Path, ): async def serve_inner( - model_name: str, + model_id: str, revision: Optional[str], sharded: bool = False, quantize: bool = False, @@ -89,7 +89,7 @@ def serve( local_url = unix_socket_template.format(uds_path, 0) server_urls = [local_url] - model = get_model(model_name, revision, sharded, quantize) + model = get_model(model_id, revision, sharded, quantize) server = aio.server(interceptors=[ExceptionInterceptor()]) generate_pb2_grpc.add_TextGenerationServiceServicer_to_server( @@ -109,4 +109,4 @@ def serve( logger.info("Signal received. Shutting down") await server.stop(0) - asyncio.run(serve_inner(model_name, revision, sharded, quantize)) + asyncio.run(serve_inner(model_id, revision, sharded, quantize)) diff --git a/server/text_generation/utils.py b/server/text_generation/utils.py index 8bbc7377..83458969 100644 --- a/server/text_generation/utils.py +++ b/server/text_generation/utils.py @@ -24,9 +24,11 @@ from transformers.generation.logits_process import ( ) from text_generation.pb import generate_pb2 +from text_generation.pb.generate_pb2 import FinishReason WEIGHTS_CACHE_OVERRIDE = os.getenv("WEIGHTS_CACHE_OVERRIDE", None) + class Sampling: def __init__(self, seed: int, device: str = "cpu"): self.generator = torch.Generator(device) @@ -129,15 +131,15 @@ class StoppingCriteria: def __call__(self, last_token: int, last_output: str) -> Tuple[bool, Optional[str]]: self.current_tokens += 1 if self.current_tokens >= self.max_new_tokens: - return True, "length" + return True, FinishReason.FINISH_REASON_LENGTH if last_token == self.eos_token_id: - return True, "eos_token" + return True, FinishReason.FINISH_REASON_EOS_TOKEN self.current_output += last_output for stop_sequence_criteria in self.stop_sequence_criterias: if stop_sequence_criteria(self.current_output): - return True, "stop_sequence" + return True, FinishReason.FINISH_REASON_STOP_SEQUENCE return False, None @@ -180,20 +182,20 @@ def initialize_torch_distributed(): return torch.distributed.distributed_c10d._get_default_group(), rank, world_size -def weight_hub_files(model_name, revision=None, extension=".safetensors"): +def weight_hub_files(model_id, revision=None, extension=".safetensors"): """Get the safetensors filenames on the hub""" api = HfApi() - info = api.model_info(model_name, revision=revision) + info = api.model_info(model_id, revision=revision) filenames = [s.rfilename for s in info.siblings if s.rfilename.endswith(extension)] return filenames -def try_to_load_from_cache(model_name, revision, filename): +def try_to_load_from_cache(model_id, revision, filename): """Try to load a file from the Hugging Face cache""" if revision is None: revision = "main" - object_id = model_name.replace("/", "--") + object_id = model_id.replace("/", "--") repo_cache = Path(HUGGINGFACE_HUB_CACHE) / f"models--{object_id}" if not repo_cache.is_dir(): @@ -228,38 +230,38 @@ def try_to_load_from_cache(model_name, revision, filename): return str(cached_file) if cached_file.is_file() else None -def weight_files(model_name, revision=None, extension=".safetensors"): +def weight_files(model_id, revision=None, extension=".safetensors"): """Get the local safetensors filenames""" if WEIGHTS_CACHE_OVERRIDE is not None: return list(Path(WEIGHTS_CACHE_OVERRIDE).glob(f"*{extension}")) - filenames = weight_hub_files(model_name, revision, extension) + filenames = weight_hub_files(model_id, revision, extension) files = [] for filename in filenames: cache_file = try_to_load_from_cache( - model_name, revision=revision, filename=filename + model_id, revision=revision, filename=filename ) if cache_file is None: raise LocalEntryNotFoundError( - f"File {filename} of model {model_name} not found in " + f"File {filename} of model {model_id} not found in " f"{os.getenv('HUGGINGFACE_HUB_CACHE', 'the local cache')}. " - f"Please run `text-generation-server download-weights {model_name}` first." + f"Please run `text-generation-server download-weights {model_id}` first." ) files.append(cache_file) return files -def download_weights(model_name, revision=None, extension=".safetensors"): +def download_weights(model_id, revision=None, extension=".safetensors"): """Download the safetensors files from the hub""" if WEIGHTS_CACHE_OVERRIDE is not None: return list(Path(WEIGHTS_CACHE_OVERRIDE).glob(f"*{extension}")) - filenames = weight_hub_files(model_name, revision, extension) + filenames = weight_hub_files(model_id, revision, extension) download_function = partial( hf_hub_download, - repo_id=model_name, + repo_id=model_id, local_files_only=False, )