Add Filters to Model Configuration (#174)
llama-swap can strip specific keys in JSON requests. This is useful for removing the ability for clients to set sampling parameters like temperature, top_k, top_p, etc.
This commit is contained in:
@@ -1,93 +1,191 @@
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# ======
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# For a more detailed configuration example:
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# https://github.com/mostlygeek/llama-swap/wiki/Configuration
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# ======
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# llama-swap YAML configuration example
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# -------------------------------------
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#
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# - Below are all the available configuration options for llama-swap.
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# - Settings with a default value, or noted as optional can be omitted.
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# - Settings that are marked required must be in your configuration file
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# Seconds to wait for llama.cpp to be available to serve requests
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# Default (and minimum): 15 seconds
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healthCheckTimeout: 90
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# healthCheckTimeout: number of seconds to wait for a model to be ready to serve requests
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# - optional, default: 120
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# - minimum value is 15 seconds, anything less will be set to this value
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healthCheckTimeout: 500
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# valid log levels: debug, info (default), warn, error
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logLevel: debug
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# logLevel: sets the logging value
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# - optional, default: info
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# - Valid log levels: debug, info, warn, error
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logLevel: info
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# creating a coding profile with models for code generation and general questions
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groups:
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coding:
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swap: false
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members:
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- "qwen"
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- "llama"
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# startPort: sets the starting port number for the automatic ${PORT} macro.
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# - optional, default: 5800
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# - the ${PORT} macro can be used in model.cmd and model.proxy settings
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# - it is automatically incremented for every model that uses it
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startPort: 10001
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# macros: sets a dictionary of string:string pairs
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# - optional, default: empty dictionary
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# - these are reusable snippets
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# - used in a model's cmd, cmdStop, proxy and checkEndpoint
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# - useful for reducing common configuration settings
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macros:
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"latest-llama": >
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/path/to/llama-server/llama-server-ec9e0301
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--port ${PORT}
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# models: a dictionary of model configurations
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# - required
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# - each key is the model's ID, used in API requests
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# - model settings have default values that are used if they are not defined here
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# - below are examples of the various settings a model can have:
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# - available model settings: env, cmd, cmdStop, proxy, aliases, checkEndpoint, ttl, unlisted
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models:
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# keys are the model names used in API requests
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"llama":
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# cmd: the command to run to start the inference server.
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# - required
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# - it is just a string, similar to what you would run on the CLI
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# - using `|` allows for comments in the command, these will be parsed out
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# - macros can be used within cmd
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cmd: |
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models/llama-server-osx
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--port ${PORT}
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-m models/Llama-3.2-1B-Instruct-Q4_0.gguf
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# ${latest-llama} is a macro that is defined above
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${latest-llama}
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--model path/to/Qwen2.5-1.5B-Instruct-Q4_K_M.gguf
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# list of model name aliases this llama.cpp instance can serve
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# env: define an array of environment variables to inject into cmd's environment
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# - optional, default: empty array
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# - each value is a single string
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# - in the format: ENV_NAME=value
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env:
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- "CUDA_VISIBLE_DEVICES=0,1,2"
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# proxy: the URL where llama-swap routes API requests
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# - optional, default: http://localhost:${PORT}
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# - if you used ${PORT} in cmd this can be omitted
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# - if you use a custom port in cmd this *must* be set
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proxy: http://127.0.0.1:8999
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# aliases: alternative model names that this model configuration is used for
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# - optional, default: empty array
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# - aliases must be unique globally
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# - useful for impersonating a specific model
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aliases:
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- gpt-4o-mini
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- "gpt-4o-mini"
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- "gpt-3.5-turbo"
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# check this path for a HTTP 200 response for the server to be ready
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checkEndpoint: /health
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# checkEndpoint: URL path to check if the server is ready
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# - optional, default: /health
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# - use "none" to skip endpoint ready checking
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# - endpoint is expected to return an HTTP 200 response
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# - all requests wait until the endpoint is ready (or fails)
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checkEndpoint: /custom-endpoint
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# unload model after 5 seconds
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ttl: 5
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# ttl: automatically unload the model after this many seconds
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# - optional, default: 0
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# - ttl values must be a value greater than 0
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# - a value of 0 disables automatic unloading of the model
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ttl: 60
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"qwen":
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cmd: models/llama-server-osx --port ${PORT} -m models/qwen2.5-0.5b-instruct-q8_0.gguf
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aliases:
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- gpt-3.5-turbo
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# useModelName: overrides the model name that is sent to upstream server
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# - optional, default: ""
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# - useful when the upstream server expects a specific model name or format
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useModelName: "qwen:qwq"
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# Embedding example with Nomic
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# https://huggingface.co/nomic-ai/nomic-embed-text-v1.5-GGUF
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"nomic":
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cmd: |
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models/llama-server-osx --port ${PORT}
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-m models/nomic-embed-text-v1.5.Q8_0.gguf
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--ctx-size 8192
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--batch-size 8192
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--rope-scaling yarn
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--rope-freq-scale 0.75
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-ngl 99
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--embeddings
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# filters: a dictionary of filter settings
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# - optional, default: empty dictionary
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filters:
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# strip_params: a comma separated list of parameters to remove from the request
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# - optional, default: ""
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# - useful for preventing overriding of default server params by requests
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# - `model` parameter is never removed
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# - can be any JSON key in the request body
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# - recommended to stick to sampling parameters
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strip_params: "temperature, top_p, top_k"
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# Reranking example with bge-reranker
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# https://huggingface.co/gpustack/bge-reranker-v2-m3-GGUF
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"bge-reranker":
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cmd: |
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models/llama-server-osx --port ${PORT}
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-m models/bge-reranker-v2-m3-Q4_K_M.gguf
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--ctx-size 8192
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--reranking
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# Unlisted model example:
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"qwen-unlisted":
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# unlisted: true or false
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# - optional, default: false
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# - unlisted models do not show up in /v1/models or /upstream lists
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# - can be requested as normal through all apis
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unlisted: true
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cmd: llama-server --port ${PORT} -m Llama-3.2-1B-Instruct-Q4_K_M.gguf -ngl 0
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# Docker Support (v26.1.4+ required!)
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"dockertest":
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# Docker example:
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# container run times like Docker and Podman can also be used with a
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# a combination of cmd and cmdStop.
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"docker-llama":
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proxy: "http://127.0.0.1:${PORT}"
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cmd: |
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docker run --name dockertest
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--init --rm -p ${PORT}:8080 -v /mnt/nvme/models:/models
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ghcr.io/ggerganov/llama.cpp:server
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ghcr.io/ggml-org/llama.cpp:server
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--model '/models/Qwen2.5-Coder-0.5B-Instruct-Q4_K_M.gguf'
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"simple":
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# example of setting environment variables
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env:
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- CUDA_VISIBLE_DEVICES=0,1
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- env1=hello
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cmd: build/simple-responder --port ${PORT}
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unlisted: true
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# cmdStop: command to run to stop the model gracefully
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# - optional, default: ""
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# - useful for stopping commands managed by another system
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# - on POSIX systems: a SIGTERM is sent for graceful shutdown
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# - on Windows, taskkill is used
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# - processes are given 5 seconds to shutdown until they are forcefully killed
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# - the upstream's process id is available in the ${PID} macro
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cmdStop: docker stop dockertest
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# use "none" to skip check. Caution this may cause some requests to fail
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# until the upstream server is ready for traffic
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checkEndpoint: none
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# groups: a dictionary of group settings
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# - optional, default: empty dictionary
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# - provide advanced controls over model swapping behaviour.
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# - Using groups some models can be kept loaded indefinitely, while others are swapped out.
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# - model ids must be defined in the Models section
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# - a model can only be a member of one group
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# - group behaviour is controlled via the `swap`, `exclusive` and `persistent` fields
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# - see issue #109 for details
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#
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# NOTE: the example below uses model names that are not defined above for demonstration purposes
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groups:
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# group1 is same as the default behaviour of llama-swap where only one model is allowed
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# to run a time across the whole llama-swap instance
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"group1":
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# swap: controls the model swapping behaviour in within the group
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# - optional, default: true
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# - true : only one model is allowed to run at a time
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# - false: all models can run together, no swapping
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swap: true
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# don't use these, just for testing if things are broken
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"broken":
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cmd: models/llama-server-osx --port 8999 -m models/doesnotexist.gguf
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proxy: http://127.0.0.1:8999
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unlisted: true
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"broken_timeout":
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cmd: models/llama-server-osx --port 8999 -m models/qwen2.5-0.5b-instruct-q8_0.gguf
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proxy: http://127.0.0.1:9000
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unlisted: true
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# exclusive: controls how the group affects other groups
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# - optional, default: true
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# - true: causes all other groups to unload when this group runs a model
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# - false: does not affect other groups
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exclusive: true
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# members references the models defined above
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# required
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members:
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- "llama"
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- "qwen-unlisted"
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# Example:
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# - in this group all the models can run at the same time
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# - when a different group loads all running models in this group are unloaded
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"group2":
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swap: false
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exclusive: false
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members:
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- "docker-llama"
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- "modelA"
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- "modelB"
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# Example:
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# - a persistent group, prevents other groups from unloading it
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"forever":
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# persistent: prevents over groups from unloading the models in this group
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# - optional, default: false
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# - does not affect individual model behaviour
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persistent: true
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# set swap/exclusive to false to prevent swapping inside the group
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# and the unloading of other groups
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swap: false
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exclusive: false
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members:
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- "forever-modelA"
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- "forever-modelB"
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- "forever-modelc"
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@@ -42,9 +42,12 @@ func main() {
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time.Sleep(wait)
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}
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bodyBytes, _ := io.ReadAll(c.Request.Body)
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c.JSON(http.StatusOK, gin.H{
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"responseMessage": *responseMessage,
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"h_content_length": c.Request.Header.Get("Content-Length"),
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"request_body": string(bodyBytes),
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})
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})
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@@ -6,6 +6,7 @@ import (
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"os"
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"regexp"
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"runtime"
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"slices"
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"sort"
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"strconv"
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"strings"
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@@ -29,6 +30,9 @@ type ModelConfig struct {
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// Limit concurrency of HTTP requests to process
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ConcurrencyLimit int `yaml:"concurrencyLimit"`
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// Model filters see issue #174
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Filters ModelFilters `yaml:"filters"`
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}
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func (m *ModelConfig) UnmarshalYAML(unmarshal func(interface{}) error) error {
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@@ -63,6 +67,46 @@ func (m *ModelConfig) SanitizedCommand() ([]string, error) {
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return SanitizeCommand(m.Cmd)
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}
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// ModelFilters see issue #174
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type ModelFilters struct {
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StripParams string `yaml:"strip_params"`
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}
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func (m *ModelFilters) UnmarshalYAML(unmarshal func(interface{}) error) error {
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type rawModelFilters ModelFilters
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defaults := rawModelFilters{
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StripParams: "",
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}
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if err := unmarshal(&defaults); err != nil {
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return err
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}
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*m = ModelFilters(defaults)
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return nil
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}
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func (f ModelFilters) SanitizedStripParams() ([]string, error) {
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if f.StripParams == "" {
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return nil, nil
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}
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params := strings.Split(f.StripParams, ",")
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cleaned := make([]string, 0, len(params))
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for _, param := range params {
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trimmed := strings.TrimSpace(param)
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if trimmed == "model" || trimmed == "" {
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continue
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}
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cleaned = append(cleaned, trimmed)
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}
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// sort cleaned
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slices.Sort(cleaned)
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return cleaned, nil
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}
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type GroupConfig struct {
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Swap bool `yaml:"swap"`
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Exclusive bool `yaml:"exclusive"`
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@@ -212,6 +256,7 @@ func LoadConfigFromReader(r io.Reader) (Config, error) {
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modelConfig.CmdStop = strings.ReplaceAll(modelConfig.CmdStop, macroSlug, macroValue)
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modelConfig.Proxy = strings.ReplaceAll(modelConfig.Proxy, macroSlug, macroValue)
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modelConfig.CheckEndpoint = strings.ReplaceAll(modelConfig.CheckEndpoint, macroSlug, macroValue)
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modelConfig.Filters.StripParams = strings.ReplaceAll(modelConfig.Filters.StripParams, macroSlug, macroValue)
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}
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// enforce ${PORT} used in both cmd and proxy
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@@ -83,6 +83,9 @@ models:
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assert.Equal(t, "", model1.UseModelName)
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assert.Equal(t, 0, model1.ConcurrencyLimit)
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}
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// default empty filter exists
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assert.Equal(t, "", model1.Filters.StripParams)
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}
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func TestConfig_LoadPosix(t *testing.T) {
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@@ -300,3 +300,28 @@ models:
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})
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}
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}
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func TestConfig_ModelFilters(t *testing.T) {
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content := `
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macros:
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default_strip: "temperature, top_p"
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models:
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model1:
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cmd: path/to/cmd --port ${PORT}
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filters:
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strip_params: "model, top_k, ${default_strip}, , ,"
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`
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config, err := LoadConfigFromReader(strings.NewReader(content))
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assert.NoError(t, err)
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modelConfig, ok := config.Models["model1"]
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if !assert.True(t, ok) {
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t.FailNow()
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}
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// make sure `model` and enmpty strings are not in the list
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assert.Equal(t, "model, top_k, temperature, top_p, , ,", modelConfig.Filters.StripParams)
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sanitized, err := modelConfig.Filters.SanitizedStripParams()
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if assert.NoError(t, err) {
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assert.Equal(t, []string{"temperature", "top_k", "top_p"}, sanitized)
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}
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}
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@@ -80,6 +80,9 @@ models:
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assert.Equal(t, "", model1.UseModelName)
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assert.Equal(t, 0, model1.ConcurrencyLimit)
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}
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// default empty filter exists
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assert.Equal(t, "", model1.Filters.StripParams)
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}
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func TestConfig_LoadWindows(t *testing.T) {
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@@ -365,6 +365,21 @@ func (pm *ProxyManager) proxyOAIHandler(c *gin.Context) {
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}
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}
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// issue #174 strip parameters from the JSON body
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stripParams, err := pm.config.Models[realModelName].Filters.SanitizedStripParams()
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if err != nil { // just log it and continue
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pm.proxyLogger.Errorf("Error sanitizing strip params string: %s, %s", pm.config.Models[realModelName].Filters.StripParams, err.Error())
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} else {
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for _, param := range stripParams {
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pm.proxyLogger.Debugf("<%s> stripping param: %s", realModelName, param)
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bodyBytes, err = sjson.DeleteBytes(bodyBytes, param)
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if err != nil {
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pm.sendErrorResponse(c, http.StatusInternalServerError, fmt.Sprintf("error deleting parameter %s from request", param))
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return
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}
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}
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}
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c.Request.Body = io.NopCloser(bytes.NewBuffer(bodyBytes))
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// dechunk it as we already have all the body bytes see issue #11
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@@ -623,3 +623,37 @@ func TestProxyManager_ChatContentLength(t *testing.T) {
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assert.Equal(t, "81", response["h_content_length"])
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assert.Equal(t, "model1", response["responseMessage"])
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}
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func TestProxyManager_FiltersStripParams(t *testing.T) {
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modelConfig := getTestSimpleResponderConfig("model1")
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modelConfig.Filters = ModelFilters{
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StripParams: "temperature, model, stream",
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}
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config := AddDefaultGroupToConfig(Config{
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HealthCheckTimeout: 15,
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LogLevel: "error",
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Models: map[string]ModelConfig{
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"model1": modelConfig,
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},
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})
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proxy := New(config)
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defer proxy.StopProcesses(StopWaitForInflightRequest)
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reqBody := `{"model":"model1", "temperature":0.1, "x_param":"123", "y_param":"abc", "stream":true}`
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req := httptest.NewRequest("POST", "/v1/chat/completions", bytes.NewBufferString(reqBody))
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w := httptest.NewRecorder()
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proxy.ServeHTTP(w, req)
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assert.Equal(t, http.StatusOK, w.Code)
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var response map[string]string
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assert.NoError(t, json.Unmarshal(w.Body.Bytes(), &response))
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// `temperature` and `stream` are gone but model remains
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assert.Equal(t, `{"model":"model1", "x_param":"123", "y_param":"abc"}`, response["request_body"])
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// assert.Nil(t, response["temperature"])
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// assert.Equal(t, "123", response["x_param"])
|
||||
// assert.Equal(t, "abc", response["y_param"])
|
||||
// t.Logf("%v", response)
|
||||
}
|
||||
|
||||
BIN
ui/misc/logo.acorn
Normal file
BIN
ui/misc/logo.acorn
Normal file
Binary file not shown.
Reference in New Issue
Block a user