diff --git a/llama_api/server/app_settings.py b/llama_api/server/app_settings.py index d9cda2d..bd472da 100644 --- a/llama_api/server/app_settings.py +++ b/llama_api/server/app_settings.py @@ -155,6 +155,7 @@ def run( skip_pytorch_install: bool = False, skip_tensorflow_install: bool = False, skip_compile: bool = False, + api_key: Optional[str] = None, ) -> None: initialize_before_launch( git_and_disk_paths=Config.git_and_disk_paths, @@ -169,6 +170,7 @@ def run( from uvicorn import Server as UvicornServer environ["MAX_WORKERS"] = str(max_workers) + environ["API_KEY"] = api_key or "" UvicornServer( config=UvicornConfig( diff --git a/llama_api/utils/errors.py b/llama_api/utils/errors.py index 2131101..f1580b3 100644 --- a/llama_api/utils/errors.py +++ b/llama_api/utils/errors.py @@ -1,3 +1,5 @@ +from functools import cached_property +from os import environ from pathlib import Path from re import Match, Pattern, compile from typing import Callable, Coroutine, Dict, Optional, Tuple, Union @@ -124,6 +126,17 @@ class RouteErrorHandler(APIRoute): ): ErrorResponseFormatters.model_not_found, } + api_key: Optional[str] = environ.get("API_KEY", None) or None + + @cached_property + def authorization(self) -> Optional[str]: + """API key for authentication""" + if self.api_key is None: + return None + if not self.api_key.startswith("sk-"): + self.api_key = f"sk-{self.api_key}" + return f"Bearer {self.api_key}" + def error_message_wrapper( self, error: Exception, @@ -154,7 +167,7 @@ def error_message_wrapper( return 500, ErrorResponse( message=str(error), type="internal_server_error", - param=f"traceback:: {self.parse_trackback(error)}", + param=f"traceback:: {parse_trackback(error)}", code=type(error).__name__, ) @@ -167,6 +180,47 @@ async def custom_route_handler(self, request: Request) -> Response: """Defines custom route handler that catches exceptions and formats in OpenAI style error response""" try: + if self.authorization is not None: + # Check API key + authorization = request.headers.get( + "Authorization", + request.query_params.get("authorization", None), + ) # type: Optional[str] + if not authorization or not authorization.startswith( + "Bearer " + ): + error_response = ErrorResponse( + message=( + ( + "You didn't provide an API key. " + "You need to provide your API key in " + "an Authorization header using Bearer auth " + "(i.e. Authorization: Bearer YOUR_KEY)." + ) + ), + type="invalid_request_error", + param=None, + code=None, + ) + return JSONResponse( + {"error": error_response}, + status_code=401, + ) + if authorization != self.authorization: + api_key = authorization[len("Bearer ") :] # noqa: E203 + error_response = ErrorResponse( + message=( + "Incorrect API key provided: " + + mask_secret(api_key, 8, 4) + ), + type="invalid_request_error", + param=None, + code="invalid_api_key", + ) + return JSONResponse( + {"error": error_response}, + status_code=401, + ) return await super().get_route_handler()(request) except Exception as error: json_body = await request.json() @@ -200,23 +254,36 @@ async def custom_route_handler(self, request: Request) -> Response: status_code=status_code, ) - def parse_trackback(self, exception: Exception) -> str: - """Parses traceback information from the exception""" - if ( - exception.__traceback__ is not None - and exception.__traceback__.tb_next is not None - ): - # Get previous traceback from the exception - traceback = exception.__traceback__.tb_next - # Get filename, function name, and line number - try: - co_filename = Path(traceback.tb_frame.f_code.co_filename).name - except Exception: - co_filename = "UNKNOWN" - co_name = traceback.tb_frame.f_code.co_name - lineno = traceback.tb_lineno - return f"Error in {co_filename} at line {lineno} in {co_name}" +def parse_trackback(exception: Exception) -> str: + """Parses traceback information from the exception""" + if ( + exception.__traceback__ is not None + and exception.__traceback__.tb_next is not None + ): + # Get previous traceback from the exception + traceback = exception.__traceback__.tb_next - # If traceback is not available, return UNKNOWN - return "UNKNOWN" + # Get filename, function name, and line number + try: + co_filename = Path(traceback.tb_frame.f_code.co_filename).name + except Exception: + co_filename = "UNKNOWN" + co_name = traceback.tb_frame.f_code.co_name + lineno = traceback.tb_lineno + return f"Error in {co_filename} at line {lineno} in {co_name}" + + # If traceback is not available, return UNKNOWN + return "UNKNOWN" + + +def mask_secret(api_key: str, n_start: int, n_end: int) -> str: + length = len(api_key) + if length <= n_start + n_end: + return api_key + else: + return ( + api_key[:n_start] + + "*" * (length - n_start - n_end) + + api_key[-n_end:] + ) diff --git a/main.py b/main.py index 3939e19..74a0f1e 100644 --- a/main.py +++ b/main.py @@ -19,7 +19,6 @@ help="Maximum number of process workers to run; default is 1", ) parser.add_argument( - "-i", "--install-pkgs", action="store_true", help="Install all required packages before running the server", @@ -43,9 +42,11 @@ help="Skip installing tensorflow, if `install-pkgs` is set", ) parser.add_argument( - "--skip-compile", - action="store_true", - help="Skip compiling the shared library of LLaMA C++ code", + 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You can download it from [this link](https://www.python.org/downloads/) +1. **Python 3.8 / 3.9 / 3.10 / 3.11** is required to run the server. You can download it from https://www.python.org/downloads/ +2. **llama.cpp**: To use llama.cpp, and if you are **Windows** user, download [CMake](https://cmake.org/download/) to compile library. -3. **ExLlama**: If you are **Windows** user and you want to use ExLlama, follow the instruction of this [repository](https://github.com/turboderp/exllama#windows-prerequisites). Maybe this requires to install both [MSVC 2022](https://visualstudio.microsoft.com/downloads/) and [CUDA Toolkit 11.8](https://developer.nvidia.com/cuda-11-8-0-download-archive). +3. **ExLlama**: To use ExLlama, install the prerequisites of this [repository](https://github.com/turboderp/exllama). Maybe **Windows** user needs to install both [MSVC 2022](https://visualstudio.microsoft.com/downloads/) and [CUDA Toolkit 11.8](https://developer.nvidia.com/cuda-11-8-0-download-archive). -## How can I get the models? +## How to download the models - #### 1. **Automatic download** (_Recommended_) - > ![image](contents/auto-download-model.png) - - - Just set **model_path** of your own model defintion in `model_definitions.py` as actual **huggingface repository** and run the server. The server will automatically download the model from HuggingFace.co, when the model is requested for the first time. - - #### 2. **Manual download** - > ![image](contents/example-models.png) - - - You can download the models manually if you want. I prefer to use the [following link](https://huggingface.co/TheBloke) to download the models +You can download the models from HuggingFace. I prefer to use the following link to download the models: https://huggingface.co/TheBloke +1. **LLama.cpp** models: Download the **bin** file from the GGML model page. Choose quantization method you prefer. The bin file name will be the **model_path**. + *Available quantizations: q4_0, q4_1, q5_0, q5_1, q8_0, q2_K, q3_K_S, q3_K_M, q3_K_L, q4_K_S, q4_K_M, q5_K_S, q6_K* -1. For **LLama.cpp** models: Download the **bin** file from the GGML model page. Choose quantization method you prefer. The bin file name will be the **model_path**. +2. **Exllama** models: Download three files from the GPTQ model page: **config.json / tokenizer.model / xxx.safetensors** and put them in a folder. The folder name will be the **model_path**. - The LLama.cpp GGML model must be put here as a **bin** file, in `models/ggml/`. +## Where to put the models - For example, if you downloaded a q4_0 quantized model from [this link](https://huggingface.co/TheBloke/robin-7B-v2-GGML), - The path of the model has to be **robin-7b.ggmlv3.q4_0.bin**. +> **Note:** The models are not included in this repository. You have to download them from HuggingFace. - *Available quantizations: q4_0, q4_1, q5_0, q5_1, q8_0, q2_K, q3_K_S, q3_K_M, q3_K_L, q4_K_S, q4_K_M, q5_K_S, q6_K* -2. For **Exllama** models: Download three files from the GPTQ model page: **config.json / tokenizer.model / \*.safetensors** and put them in a folder. The folder name will be the **model_path**. +### 1. Llama.cpp +The LLama.cpp GGML model must be put here as a **bin** file, in `models/ggml/`. - The Exllama GPTQ model must be put here as a **folder**, in `models/gptq/`. +For example, if you downloaded a q4_0 quantized model from "https://huggingface.co/TheBloke/robin-7B-v2-GGML", +The path of the model has to be **robin-7b.ggmlv3.q4_0.bin**. - For example, if you downloaded 3 files from [this link](https://huggingface.co/TheBloke/orca_mini_7B-GPTQ/tree/main), +### 2. Exllama +The Exllama GPTQ model must be put here as a **folder**, in `models/gptq/`. - - orca-mini-7b-GPTQ-4bit-128g.no-act.order.safetensors - - tokenizer.model - - config.json +For example, if you downloaded 3 files from "https://huggingface.co/TheBloke/orca_mini_7B-GPTQ/tree/main": - then you need to put them in a folder. - The path of the model has to be the folder name. Let's say, **orca_mini_7b**, which contains the 3 files. +- orca-mini-7b-GPTQ-4bit-128g.no-act.order.safetensors +- tokenizer.model +- config.json +Then you need to put them in a folder. +The path of the model has to be the folder name. Let's say, **orca_mini_7b**, which contains the 3 files. +![image](contents/example-models.png) ## Where to define the models -Define llama.cpp & exllama models in `model_definitions.py`. You can define all necessary parameters to load the models there. Refer to the example in the file. For detailed options, refer to the `llama_api/schemas/models.py` file. +Define llama.cpp & exllama models in `model_definitions.py`. You can define all necessary parameters to load the models there. Refer to the example in the file. ## How to run server -All required packages will be **installed automatically** with this command. +All required packages will be installed automatically with this command. ```bash python -m main --install-pkgs ``` -If you already have all required packages installed, you can **skip the installation** with this command. +If you already have all required packages installed, you can skip the installation with this command. ```bash python -m main ``` -**Options**: +Options: ```b -h, --help show this help message and exit - --port PORT Port to run the server on; default is 8000 - --max-workers MAX_WORKERS + -p PORT, --port PORT Port to run the server on; default is 8000 + -w MAX_WORKERS, --max-workers MAX_WORKERS Maximum number of process workers to run; default is 1 --install-pkgs Install all required packages before running the server - --force-cuda Force CUDA version of pytorch to be used when installing pytorch. e.g. torch==2.0.1+cu118 + --force-cuda Force CUDA version of pytorch to be usedwhen installing pytorch. e.g. torch==2.0.1+cu118 --skip-torch-install Skip installing pytorch, if `install-pkgs` is set --skip-tf-install Skip installing tensorflow, if `install-pkgs` is set + -k API_KEY, --api-key API_KEY + API key to use for the server ``` ## Usage: Text Completion diff --git a/requirements.txt b/requirements.txt index 2c76573..75b8ca9 100644 --- a/requirements.txt +++ b/requirements.txt @@ -11,7 +11,7 @@ click==8.1.6 ; python_full_version >= "3.8.1" and python_version < "3.12" cmake==3.27.0 ; python_full_version >= "3.8.1" and python_version < "3.12" colorama==0.4.6 ; python_full_version >= "3.8.1" and python_version < "3.12" and (os_name == "nt" or platform_system == "Windows") crashtest==0.4.1 ; python_full_version >= "3.8.1" and python_version < "3.12" -cryptography==41.0.2 ; python_full_version >= "3.8.1" and python_version < "3.12" and sys_platform == "linux" +cryptography==41.0.3 ; python_full_version >= "3.8.1" and python_version < "3.12" and sys_platform == "linux" diskcache==5.6.1 ; python_full_version >= "3.8.1" and python_version < "3.12" distlib==0.3.7 ; python_full_version >= "3.8.1" and python_version < "3.12" dulwich==0.21.5 ; python_full_version >= "3.8.1" and python_version < "3.12" @@ -80,7 +80,7 @@ transformers==4.31.0 ; python_full_version >= "3.8.1" and python_version < "3.12 trove-classifiers==2023.7.6 ; python_full_version >= "3.8.1" and python_version < "3.12" typing-extensions==4.7.1 ; python_full_version >= "3.8.1" and python_version < "3.12" urllib3==1.26.16 ; python_full_version >= "3.8.1" and python_version < "3.12" -uvicorn[standard]==0.23.1 ; python_full_version >= "3.8.1" and python_version < "3.12" +uvicorn[standard]==0.23.2 ; python_full_version >= "3.8.1" and python_version < "3.12" uvloop==0.17.0 ; (sys_platform != "win32" and sys_platform != "cygwin") and platform_python_implementation != "PyPy" and python_full_version >= "3.8.1" and python_version < "3.12" virtualenv==20.24.2 ; python_full_version >= "3.8.1" and python_version < "3.12" watchfiles==0.19.0 ; python_full_version >= "3.8.1" and python_version < "3.12"