#!/usr/bin/env luajit package.path = (arg[0]:match("@?(.*/)") or arg[0]:match("@?(.*\\)")) .. "lib" .. package.config:sub(1, 1) .. "?.lua;" .. package.path local utility = require "utility" local prompts = require "prompts" local default_model = "gemma4:12b-mlx" local maximum_bytes = 40000 local read_all = function(file_name) return utility.open(file_name, "r", function(file) return file:read("*all") end) end local write_all = function(file_name, text) return utility.open(file_name, "w", function(file) file:write(text) file:write("\n") end) end local timings = {} local timing_report = function() local minimum, maximum, sum = math.huge, 0, 0 for _, delta in ipairs(timings) do if delta > maximum then maximum = delta end if delta < minimum then minimum = delta end sum = sum + delta end print("") print("Prompts took a total of " .. sum .. " minutes.") print("Average: " .. math.floor(sum / #timings) .. " minutes. Fastest: " .. minimum .. " minutes. Slowest: " .. maximum .. " minutes.") end local strip_reasoning = function(text, reasoning_lines) if not reasoning_lines then reasoning_lines = {} end local tab = text:split("\n") table.remove(tab, 1) -- remove "Thinking..." while true do local done = tab[1] == "...done thinking." local line = table.remove(tab, 1) if done then table.remove(tab, 1) -- remove newline after end of thinking return table.concat(tab, "\n") elseif #tab < 1 then return text -- no reasoning output else reasoning_lines[#reasoning_lines + 1] = line -- export thinking lines end end end local send_prompt = function(text, model) if type(text) == "table" then text = table.concat(text, "\n") end local tmp_file_name = utility.tmp_file_name() utility.open(tmp_file_name, "w", function(file) file:write(text) end) local start_time = os.time() -- word wrap breaks the raw output badly, so I need to implement my own for terminal output somehow local output = utility.capture_safe("cat " .. tmp_file_name:enquote() .. " | ollama run " .. (model or default_model) .. " --nowordwrap") os.execute("ollama stop " .. (model or default_model)) -- NOTE this makes things slower, but more stable local delta = math.floor( (os.time() - start_time) / 60 * 10 ) / 10 print("Took " .. delta .. " minutes.") timings[#timings + 1] = delta os.execute("rm " .. tmp_file_name) if not output then error("ollama failed to generate output") end output = output:sub(1, -2) -- strip extra newline from utility.capture_safe output = strip_reasoning(output) return output end local tree tree = function(path, fn) utility.list(path or ".", function(path_name) local blacklist = { [".git"] = true, [".gitkeep"] = true, [".gitignore"] = true, [".DS_Store"] = true, } if blacklist[path_name] then return end if utility.is_file(path_name) then fn(path_name) else tree(path .. utility.path_separator .. path_name, fn) end end) end local generate_cover_brief = function(name) local text = read_all("intermediates/" .. name) print("Generating cover brief.") text = send_prompt(prompts.cover_brief .. text) write_all("cover_briefs/" .. name, text) write_all("for_gemini/" .. name, "Title: " .. name:sub(1, -5) .. prompts.for_gemini .. text) end local combine_summaries = function(name) local summaries, i = {}, 1 while true do local summary_path = "intermediates/" .. name:sub(1, -5) .. "-summaries-" .. i .. ".txt" if utility.path_exists(summary_path) then print("Restored summary " .. i .. ".") summaries[i] = read_all(summary_path) else -- TODO how do we determine whether we ran out or needed to keep going? end end -- TODO I lost track of what I'm trying to do here end os.execute("mkdir -p extracted_texts" .. utility.commands.silence_output) os.execute("mkdir -p intermediates" .. utility.commands.silence_output) os.execute("mkdir -p cover_briefs" .. utility.commands.silence_output) os.execute("mkdir -p for_gemini" .. utility.commands.silence_output) tree("extracted_texts", function(file_name) local _, name, extension = utility.split_path_components(file_name) if utility.path_exists("cover_briefs/" .. name) then return end if utility.path_exists("intermediates/" .. name) then generate_cover_brief(name) return end if utility.path_exists("intermediates/" .. name:sub(1, -5) .. "-summaries-1.txt") then combine_summaries(name) generate_cover_brief(name) return end end) local process_intermediates = function(text, name) local result local outputs = {} -- TODO check if this would work just as well starting from 1 instead.. for i = 0, #text/maximum_bytes do print("Processing section " .. (i + 1) .. " of " .. math.floor(#text/maximum_bytes + 1)) local intermediate_name = "intermediates/" .. name:sub(1, -5) .. "-" .. tostring(#outputs + 1) .. ".txt" if utility.path_exists(intermediate_name) then result = read_all(intermediate_name) print("Loaded from file.") else local piece = text:sub(i * maximum_bytes, (i + 1) * maximum_bytes - 1) result = send_prompt(prompts.section_summarization .. piece) write_all(intermediate_name, result) end outputs[#outputs + 1] = result print(#result .. " characters added to intermediate context.") end text = table.concat(outputs, "\n\n") write_all("intermediates/" .. name, text) print("Saved primary intermediate prompt.") for i = 0, #text/maximum_bytes do local intermediate_name = "intermediates/" .. name:sub(1, -5) .. "-" .. tostring(#outputs + 1) .. ".txt" if utility.path_exists(intermediate_name) then os.execute("rm " .. intermediate_name:enquote()) end end print("Removed redundant intermediate prompts.") return result, outputs, text end tree("extracted_texts", function(file_name) local path, name, extension = utility.split_path_components(file_name) if utility.path_exists("cover_briefs/" .. name) then return end local text = read_all(file_name) local result -- TODO there is no way to recognize a dangling intermediate and pickup from there print(name) local outputs -- restore previous intermediate -- (this is where I realized I should redo how I'm processing all of this) if utility.path_exists("intermediates/" .. name) then end if #text > maximum_bytes then -- previously overwrites result, text, outputs result, outputs, text = process_intermediates(text, name) end -- handle too much context (works with up to 100 slices) if #outputs > 10 then local context_slices = {} while #outputs > 2 do local summary_pieces = {} for i = 1, 10 do if #outputs >= 1 then summary_pieces[#summary_pieces + 1] = table.remove(outputs, 1) end end print("Squishing context. " .. #outputs .. " samples remaining.") result = send_prompt(prompts.combine_summaries .. table.concat(summary_pieces, "\n\n")) context_slices[#context_slices + 1] = result print(#result .. " characters added to final context.") end text = table.concat(context_slices, "\n\n") write_all("intermediates/" .. name:sub(1, -5) .. " CONDENSED.txt", text) end end) timing_report()