llm-models.el

;;; llm-models.el --- Specification of model capabilities -*- lexical-binding: t; package-lint-main-file: "llm.el" -*-

;; Copyright (c) 2024-2025  Free Software Foundation, Inc.

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;; modify it under the terms of the GNU General Public License as
;; published by the Free Software Foundation; either version 3 of the
;; License, or (at your option) any later version.
;;
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;; WITHOUT ANY WARRANTY; without even the implied warranty of
;; MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
;; General Public License for more details.
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;; along with GNU Emacs.  If not, see <http://www.gnu.org/licenses/>.

;;; Commentary:
;; This file specifies the capabilities of the models that can be used
;; by the `llm' package.

;;; Code:
(require 'cl-lib)
(require 'rx)
(require 'seq)

(cl-defstruct llm-model
  "A struct representing a model.
NAME is the name of the model, appropriate for showing a user.

CAPABILITIES is a list of symbols representing the capabilities of the
model, one of `embedding', `generation', `tool-use',
`image-input', `image-output', `audio-input', `video-input', 'pdf-input',
`caching' and `free-software'.

REGEX is a regular expression that can be used to identify the model, uniquely (it shouldn't conflict with any other model)"
  name
  symbol
  capabilities
  context-length
  regex)

(defconst llm-models
  (list
   ;; https://platform.openai.com/docs/models
   (make-llm-model
    :name "GPT-3.5 Turbo" :symbol 'gpt-3.5-turbo
    :capabilities '(generation tool-use)
    :context-length 16385
    :regex "gpt-3\\.5-turbo\\'")
   (make-llm-model
    :name "GPT-3.5 Turbo Instruct" :symbol 'gpt-3.5-turbo-instruct
    :capabilities '(generation tool-use)
    :context-length 4096
    :regex "gpt-3\\.5-turbo-instruct")
   (make-llm-model
    :name "GPT-4o" :symbol 'gpt-4o
    :capabilities '(generation tool-use image-input)
    ;; For here and below, context length is smaller for most customers than
    ;; advertised.  Only some corporate accounts have the larger context length.
    :context-length 30000
    :regex "gpt-4o\\'")
   (make-llm-model
    :name "GPT-4o mini" :symbol 'gpt-4o-mini
    :capabilities '(generation tool-use image-input)
    :context-length 30000
    :regex "gpt-4o-mini")
   (make-llm-model
    :name "o1 Preview" :symbol 'o1-preview
    :capabilities '(generation)
    :context-length 30000
    :regex "o1-preview")
   (make-llm-model
    :name "o1 Mini" :symbol 'o1-mini
    :capabilities '(generation)
    :context-length 30000
    :regex "o1-mini")
   (make-llm-model
    :name "o3 Mini" :symbol 'o3-mini
    :capabilities '(generation)
    :context-length 30000
    :regex "o3-mini")
   (make-llm-model
    :name "GPT-4 Turbo" :symbol 'gpt-4-turbo
    :capabilities '(generation tool-use image-input)
    :context-length 30000
    :regex (rx (or "gpt-4-turbo" "gpt-4-0125" "gpt-4-1106")))
   (make-llm-model
    :name "GPT-4" :symbol 'gpt-4
    :capabilities '(generation tool-use image-input)
    :context-length 8192
    :regex (rx (or (seq "gpt-4" string-end) "gpt-4-0613" "gpt-4-0314")))
   (make-llm-model
    :name "text-embedding-3-large" :symbol 'text-embedding-3-large
    :capabilities '(embedding)
    :context-length 8192
    :regex "text-embedding-3-large")
   (make-llm-model
    :name "text-embedding-3-small" :symbol 'text-embedding-3-small
    :capabilities '(embedding)
    :context-length 8192
    :regex "text-embedding-3-small")
   (make-llm-model
    :name "text-embedding-ada-002" :symbol 'text-embedding-ada-002
    :capabilities '(embedding)
    :context-length 8192
    :regex "text-embedding-ada-002")
   ;; https://docs.anthropic.com/en/docs/about-claude/models
   (make-llm-model
    :name "Claude 3.7 Sonnet" :symbol 'claude-3.7-sonnet
    :capabilities '(generation tool-use image-input pdf-input caching)
    :context-length 200000
    :regex "claude-3.7-sonnet")
   (make-llm-model
    :name "Claude 3.5 Sonnet" :symbol 'claude-3.5-sonnet
    :capabilities '(generation tool-use image-input pdf-input caching)
    :context-length 200000
    :regex "claude-3.5-sonnet")
   (make-llm-model
    :name "Claude 3 Opus" :symbol 'claude-3-opus
    :capabilities '(generation tool-use image-input caching)
    :context-length 200000
    :regex "claude-3-opus")
   (make-llm-model
    :name "Claude 3 Sonnet" :symbol 'claude-3-sonnet
    :capabilities '(generation tool-use image-input caching)
    :context-length 200000
    :regex "claude-3-sonnet")
   (make-llm-model
    :name "Claude 3 Haiku" :symbol 'claude-3-haiku
    :capabilities '(generation tool-use image-input)
    :context-length 200000
    :regex "claude-3-haiku")
   ;; https://ai.google.dev/gemini-api/docs/models/gemini
   (make-llm-model
    :name "Gemini 2.0 Flash" :symbol 'gemini-2.0-flash
    :capabilities '(generation tool-use image-input audio-input video-input)
    :context-length 1048576
    :regex "gemini-2\\.0-flash\\(-exp\\)?$")
   (make-llm-model
    :name "Gemini 2.0 Flash Thinking" :symbol 'gemini-2.0-flash-thinking
    :capabilities '(generation)
    :context-length 32768
    :regex "gemini-2\\.0-flash-thinking")
   (make-llm-model
    :name "Gemini 2.5 Pro" :symbol 'gemini-2.5-pro
    :capabilities '(generation tool-use image-input audio-input video-input)
    :context-length 1048576
    :regex "gemini-2\\.5-pro")
   (make-llm-model
    :name "Gemini 2.0 Pro" :symbol 'gemini-2.0-pro
    :capabilities '(generation tool-use image-input audio-input video-input)
    :context-length 1048576
    :regex "gemini-2\\.0-pro")
   (make-llm-model
    :name "Gemini 1.5 Flash" :symbol 'gemini-1.5-flash
    :capabilities '(generation tool-use image-input audio-input video-input)
    :context-length 1048576
    :regex "gemini-1\\.5-flash")
   (make-llm-model
    :name "Gemini 1.5 Pro" :symbol 'gemini-1.5-pro
    :capabilities '(generation tool-use image-input audio-input video-input)
    :context-length 2097152
    :regex "gemini-1\\.5-pro")
   (make-llm-model
    :name "Gemini 1.0 Pro" :symbol 'gemini-1.0-pro
    :capabilities '(generation tool-use)
    ;; Context length is not specified in the documentation
    :context-length 8192
    :regex (rx (or "gemini-1\\.0-pro" "gemini-pro")))
   (make-llm-model
    :name "Text Embedding (Gemini)" :symbol 'gemini-text-embedding-004
    :capabilities '(embedding)
    :context-length 2048
    :regex "text-embedding-004")
   (make-llm-model
    :name "Embedding (Gemini)" :symbol 'gemini-embedding-001
    :capabilities '(embedding)
    :context-length 2048
    :regex "embedding-001")
   ;; https://ollama.com/library?sort=popular
   (make-llm-model
    :name "Llama 3" :symbol 'llama-3
    :capabilities '(generation)
    :context-length 8192
    :regex "llama-?3\\'")
   (make-llm-model
    :name "Llama 3.1" :symbol 'llama-3.1
    :capabilities '(generation tool-use)
    :context-length 128000
    :regex "llama-?3\\.1")
   (make-llm-model
    :name "Llama 3.2" :symbol 'llama-3.2
    :capabilities '(generation tool-use)
    :context-length 128000
    :regex "llama-?3\\.2")
   (make-llm-model
    :name "Llama 3.3" :symbol 'llama-3.3
    :capabilities '(generation tool-use)
    :context-length 128000
    :regex "llama-?3\\.3")
   (make-llm-model
    :name "qwq" :symbol 'qwq
    :capabilities '(generation tool-use)
    :context-length 32768
    :regex "qwq")
   (make-llm-model
    :name "Gemma 2" :symbol 'gemma-2
    :capabilities '(generation free-software)  ;; Apache license
    :context-length 8192
    :regex "gemma-?2")
   (make-llm-model
    :name "deepseek-r1" :symbol 'deepseek-r1
    :capabilities '(generation free-software)  ;; MIT license
    :context-length 128000
    :regex "deepseek-r1")
   (make-llm-model
    :name "deepseek-reasoner" :symbol 'deepseek-reasoner
    :capabilities '(generation reasoning)
    :context-length 65536
    :regex "deepseek-reasoner")
   (make-llm-model
    :name "deepseek-chat" :symbol 'deepseek-chat
    :capabilities '(generation)
    :context-length 65536
    :regex "deepseek-chat")
   (make-llm-model
    :name "Mistral" :symbol 'mistral
    :capabilities '(generation tool-use free-software)  ;; Apache license
    :context-length 8192
    :regex "mistral")
   (make-llm-model
    :name "Llava" :symbol 'llava
    :capabilities '(generation image-input free-software)  ;; Apache license
    :context-length 4096
    :regex "llava")
   (make-llm-model
    :name "Nomic" :symbol 'nomic-embed-text
    :capabilities '(embedding free-software)  ;; Apache license
    :context-length 8192
    :regex "nomic-embed-text")
   (make-llm-model
    :name "MXBai Embed Large" :symbol 'mxbai-embed-large
    :capabilities '(embedding free-software)  ;; Apache license
    :context-length 512
    :regex "mxbai-embed-large")
   (make-llm-model
    :name "All MiniLM" :symbol 'all-minilm
    :capabilities '(embedding free-software)  ;; Apache license
    :context-length 256
    :regex "all-minilm")
   (make-llm-model
    :name "Snowflake Arctic Embed" :symbol 'snowflake-arctic-embed
    :capabilities '(embedding free-software)  ;; Apache license
    :context-length 8192
    :regex "snowflake-arctic-embed")
   (make-llm-model
    :name "Snowflake Arctic Embed 2.0" :symbol 'snowflake-arctic-embed2
    :capabilities '(embedding free-software)  ;; Apache license
    :context-length 8192
    :regex "snowflake-arctic-embed2")
   (make-llm-model
    :name "Qwen 2.5" :symbol 'qwen-2.5
    :capabilities '(generation tool-use)  ;; Apache license for some variations only
    :context-length 128000
    :regex "qwen-2\\.5")
   (make-llm-model
    :name "Nemotron Mini" :symbol 'nemotron-mini
    :capabilities '(generation tool-use)
    :context-length 4096
    :regex "nemotron-mini")
   (make-llm-model
    :name "BGE-M3" :symbol 'bge-m3
    :capabilities '(embedding free-software)  ;; MIT license
    :context-length 8192
    :regex "bge-m3")))

(defun llm-models-by-symbol (symbol)
  "Return the model with SYMBOL."
  (cl-find symbol llm-models :key #'llm-model-symbol))

(defun llm-models-match (name)
  "Return the model that matches NAME."
  (seq-find (lambda (model) (string-match-p (llm-model-regex model) (downcase name))) llm-models))

(cl-defun llm-models-add (&key name symbol capabilities context-length regex)
  "Add a model to the list of models.

NAME is the name of the model, appropriate for showing a user.

SYMBOL is a symbol representing the model, which just needs to be a
unique symbol, and can also be searched on.

CAPABILITIES is a list of symbols representing the capabilities of the
model.  See `llm-capabilities' for the potential list of supported
capabilities.  This may have some capabilities not yet supported by the
`llm-capabilities'.

CONTEXT-LENGTH is the maximum length of the context that can be used as
input.

REGEX is a regular expression that will be used to identify the model
uniquely, matched against the model specified by the user."
  (push (make-llm-model :name name
                        :symbol symbol
                        :capabilities capabilities
                        :context-length context-length
                        :regex regex) llm-models))

(provide 'llm-models)

;;; llm-models.el ends here