return {
  {
    'huggingface/llm.nvim',
    config = function()
      local function get_stop_tokens(model)
        if model:match '^codellama' then
          return { '<PRE>', '<SUF>', '<MID>', '<EOT>' }
        elseif model:match '^qwen' then
          return {
            '<|endoftext|>',
            '<|fim_prefix|>',
            '<|fim_middle|>',
            '<|fim_suffix|>',
            '<|fim_pad|>',
            '<|repo_name|>',
            '<|file_sep|>',
            '<|im_start|>',
            '<|im_end|>',
          }
        elseif model:match '^starcoder' then
          return { '<fim_prefix>', '<fim_suffix>', '<fim_middle>', '<file_sep>', '<|endoftext|>' }
        elseif model:match '^codestral' then
          return { '[INST]', '[/INST]', '[PREFIX]', '[MIDDLE]', '[SUFFIX]' }
        elseif model:match '^deepseek%-coder' then
          return { '<｜fim▁begin｜>', '<｜fim▁hole｜>', '<｜fim▁end｜>', '<｜end▁of▁sentence｜>' }
        elseif model:match '^granite%-code' then
          return { 'System:', 'Question:', 'Answer:' }
        end
      end

      local function get_fim_options(model)
        if model:match '^codellama' then
          --return '<PRE> ' .. prefix .. ' <SUF>' .. suffix .. ' <MID>'
          return {
            enabled = true,
            prefix = '<PRE> ',
            suffix = ' <SUF>',
            middle = ' <MID>',
          }
        elseif model:match '^qwen' then
          -- return '<|fim_prefix|>' .. prefix .. '<|fim_suffix|>' .. suffix .. '<|fim_middle|>'
          return {
            enabled = true,
            prefix = '<|fim_prefix|>',
            suffix = '<|fim_suffix|>',
            middle = '<|fim_middle|>',
          }
        elseif model:match '^starcoder' then
          -- return '<fim_prefix>' .. prefix .. '<fim_suffix>' .. suffix .. '<fim_middle>'
          return {
            enabled = true,
            prefix = '<fim_prefix>',
            suffix = '<fim_suffix>',
            middle = '<fim_middle>',
          }
        elseif model:match '^codestral' then
          -- return '[SUFFIX]' .. suffix .. '[PREFIX]' .. prefix
          return {
            enabled = true,
            prefix = '[PREFIX]',
            suffix = '[SUFFIX]',
            middle = '',
          }
        elseif model:match '^deepseek%-coder' then
          -- return '<｜fim▁begin｜>' .. prefix .. '<｜fim▁hole｜>' .. suffix .. '<｜fim▁end｜>'
          return {
            enabled = true,
            prefix = '<｜fim▁begin｜>',
            suffix = '<｜fim▁hole｜>',
            middle = '<｜fim▁end｜>',
          }
        elseif model:match '^granite%-code' then
          -- return '<fim_prefix> ' .. prefix .. '<fim_suffix> ' .. suffix .. '<fim_middle>'
          return {
            enabled = true,
            prefix = '<fim_prefix> ',
            suffix = '<fim_suffix> ',
            middle = '<fim_middle>',
          }
        end
      end

      local llama_base_url = os.getenv 'LLAMA_API_BASE' or 'http://localhost:11434'
      local llama_api_key = os.getenv 'LLAMA_API_KEY'
      local model = 'codellama:13b-code-q4_K_M'
      -- local model = 'qwen2.5-coder:7b-base-q4_K_M'
      -- local model = 'starcoder2:7b-q4_K_M'
      -- local model = 'codestral:22b-v0.1-q4_K_M'
      -- local model = 'deepseek-coder-v2:16b-lite-base-q4_K_M-fixed'
      -- local model = 'granite-code:8b-base-q4_K_M'

      require('llm').setup {
        enable_suggestions_on_startup = false,
        accept_keymap = '<Tab>',
        dismiss_keymap = '<S-Tab>',
        api_token = llama_api_key,
        model = model,
        backend = 'ollama',
        url = llama_base_url .. '/api/generate',
        tokens_to_clear = get_stop_tokens(model),
        fim = get_fim_options(model),
        debounce_ms = 500,
        request_body = {
          temperature = 0.2,
          n = 1,
          -- max_tokens = 256,
          -- stop = get_stop_tokens(model),
        },
        lsp = {
          -- NOTE: custom fork of llm-ls is required to use api keys with ollama (e.g. via open webui)
          -- to install:
          --     git clone https://code.blarg.ca/gered/llm-ls.git
          --     cd llm-ls/
          --     cargo install --path ./crates/llm-ls/ --locked
          bin_path = os.getenv 'HOME' .. '/.cargo/bin/llm-ls',
          -- host = '127.0.0.1',
          -- port = 12345,
          -- cmd_env = { LLM_LOG_LEVEL = 'INFO' },
        },
      }

      local function map(mode, lhs, rhs, desc)
        local opts = { silent = true, noremap = true, desc = desc or '' }
        vim.keymap.set(mode, lhs, rhs, opts)
      end

      map('i', '<C-x>', '<Cmd>LLMSuggestion<CR>', 'Request LLM suggestion')
      map('n', '<leader>ta', '<Cmd>LLMToggleAutoSuggest<CR>', 'Toggle: LLM [A]uto Suggestions')
      map('i', '<Tab>', function()
        local llm = require 'llm.completion'
        if llm.shown_suggestion ~= nil then
          llm.complete()
        else
          local keys = vim.api.nvim_replace_termcodes('<Tab>', true, false, true)
          vim.api.nvim_feedkeys(keys, 'n', false)
        end
      end)
    end,
  },
}