5 stable releases
1.1.3 | Oct 22, 2024 |
---|---|
1.1.2 | Jun 24, 2024 |
1.1.1 | Jun 23, 2024 |
1.0.1 | Jan 23, 2024 |
1.0.0 | Aug 9, 2023 |
#87 in Text processing
153 downloads per month
100KB
2K
SLoC
llmvm-core
The core application for llmvm which is responsible for managing the following:
- Sending generation requests to backends
- Managing message threads
- Model presets
- Prompt templates
- Projects/workspaces
Installation
Install this application using cargo
.
cargo install llmvm-core
Usage
The core can either be invoked directly, or via a frontend that utilizes core.
To invoke directly, execute llmvm-core -h
for details.
Rust frontends should use build_core_service_from_config
from the llmvm-protocol crate to create a stdio or HTTP client, to communicate with the core.
llmvm-core http-server
can be invoked to create a HTTP server for remote clients.
Configuration
Run the core executable to generate a configuration file at:
- Linux:
~/.config/llmvm/core.toml
. - macOS:
~/Library/Application Support/com.djandries.llmvm/core.toml
- Windows:
AppData\Roaming\djandries\llmvm\config\core.toml
Key | Required? | Description |
---|---|---|
thread_ttl_secs |
No | The max time-to-live for threads in seconds. Threads with a last modified time older than the TTL will be removed. |
stdio_client |
No | Configuration for all backend stdio clients. See llmvm-protocol for details. |
http_backends.<backend name> |
No | HTTP client configurations for remote backends. See llmvm-protocol for details. |
Projects / workspaces
Projects can be created in given directory/workspace by running llmvm-core init-project
. An .llmvm
directory will be created in the current directory.
Inside the new directory, some subdirectories will be created for presets
, prompts
, threads
, logs
, config
and weights
.
Using projects can be useful for isolating the above resources for a given workspace.
All llmvm commands called within a workspace with a project will read/write to/from the .llmvm
subdirectories.
The global directory for each resource type will be used as a fallback, if a specific resource does not exist.
Prompt templates
Handlebars templates can be saved and used for prompt generation.
Prompt templates are saved in the prompts
directory of the current project directory, or global user data directory. The filename must end in .hbs
.
The global prompt directory is located at:
- Linux:
~/.local/share/llmvm/prompts
. - macOS:
~/Library/Application Support/com.djandries.llmvm/prompts
- Windows:
AppData\Roaming\djandries\llmvm\data\prompts
System role prompts
The system_role
block helper may be used to define a system role prompt. Here is an example:
{{#system_role}}
Do a good job.
{{/system_role}}
Anything outside of the block helper will be sent using the "user" role.
Built-in templates / template examples
The core comes with some built-in templates. See the prompts directory in this repo to see all built-in templates.
Threads
System, user and assistant messages can be stored in threads. If the frontend sets save_thread
to true in the generation request,
the prompt and model response will be saved to a new or existing thread. The generated thread ID will be provided in the response, via the thread_id
key.
Existing threads may be used in generation requests, by specifying existing_thread_id
in the request.
Threads are stored as JSON arrays in the threads
directory of the current project directory, or global user data directory.
The global threads directory is located at:
- Linux:
~/.local/share/llmvm/threads
. - macOS:
~/Library/Application Support/com.djandries.llmvm/threads
- Windows:
AppData\Roaming\djandries\llmvm\data\threads
Old threads will be automatically deleted, if they were not updated recently. If the last modified age exceeds the thread TTL (14 days by default), the thread will be deleted.
Presets
Presets contain generation parameters for core generation requests. The presets may contain prompt template ids, model ids, model parameters, prompt parameters and more. Here are the keys for a preset:
Key | Description |
---|---|
model | Model ID to use for generation. |
prompt_template_id | ID for a saved prompt template. |
custom_prompt_template | Text for a custom prompt template. |
max_tokens | Maximum amount of tokens to generate. |
model_parameters | Table of parameters for the model itself. |
prompt_parameters | Table of parameters for completing the prompt template. |
Preset ids may be specified in generation requests, and preset settings may be overridden explicitly within the request.
Model presets are saved in the presets
directory of the current project directory, or global user data directory. The filename must end in .toml
.
The global preset directory is located at:
- Linux:
~/.local/share/llmvm/presets
. - macOS:
~/Library/Application Support/com.djandries.llmvm/presets
- Windows:
AppData\Roaming\djandries\llmvm\data\presets
Built-in presets / preset examples
The core comes with some built-in presets. See the presets directory in this repo to see all built-in presets.
Logging
The crate uses the tracing library to handle logging. By default, all logging is written to stderr. If the --log-to-file
switch is provided,
logs will be saved to the logs
directory of the current project directory, or global user data directory.
The global logs directory is located at:
- Linux:
~/.local/share/llmvm/logs
. - macOS:
~/Library/Application Support/com.djandries.llmvm/logs
- Windows:
AppData\Roaming\djandries\llmvm\data\logs
License
Dependencies
~25–37MB
~663K SLoC