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#!/usr/bin/env luajit
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package.path = (arg[0]:match("@?(.*/)") or arg[0]:match("@?(.*\\)")) .. "lib" .. package.config:sub(1, 1) .. "?.lua;" .. package.path
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local utility = require "utility"
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local json = utility.require("dkjson")
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local PATH = "vault-snapshot"
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local whitelist = { md = true, }
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local tree
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tree = function(path, fn)
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utility.list(path or ".", function(path_name)
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if utility.is_file(path_name) then
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fn(path_name)
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else
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tree(path .. utility.path_separator .. path_name, fn)
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end
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end)
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end
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local embeddings = {}
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local files_processed = 0
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-- TODO estimate files by doing tree without processing, then process the files after
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local total_file_count = 2201
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tree(PATH, function(file_name)
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local path, name, extension = utility.split_path_components(file_name)
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if not extension then
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return
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end
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if not whitelist[extension] then
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files_processed = files_processed + 1
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return
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end
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local file_contents = utility.open(file_name, "r", function(file)
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return file:read("*all")
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end)
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local embedding_model = "nomic-embed-text"
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local output = utility.capture_safe("ollama run " .. embedding_model .. " " .. file_contents:enquote())
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output = output:sub(1, -2) -- strip extra newline from utility.capture_safe
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output = setmetatable({ vector = output }, {
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__tojson = function(self, state)
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return self.vector
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end
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})
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embeddings[file_name] = { vector = output }
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files_processed = files_processed + 1
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print("(estimate) Finished " .. files_processed .. "/" .. total_file_count .. " (" .. math.floor(files_processed/total_file_count * 100) .. "%)")
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end)
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local file = utility.open("dump.txt", "w", function(file)
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local final_output = json.encode(final_output, { indent = true })
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file:write(final_output)
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file:write("\n")
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end)
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