google-query-reasoning.jl

### A Pluto.jl notebook ###
# v0.19.26

using Markdown
using InteractiveUtils

# ╔═╡ 30f053e3-b12c-44b9-abfb-a973451e5557
md"""
# Google Tool Executor

This notebook parses a simple collection of a LLM reasoning format and generates the GOOGLE tool outputs
```
QUESTION: question
THOUGHT: [GOOGLE(query: "query")]  
```

The steps are
1. load data
2. execute google queries
3. extract content
4. write end result
"""

# ╔═╡ 066d33d3-4100-4351-94ff-e0e1f93ea27d
mutable struct GooglePrompt
	question::String
	thought::String
	query::Union{String, Nothing}
end

# ╔═╡ 2d30cf3a-08ff-11ee-1fa8-e5fd1c2d19ff
begin
	lines = readlines("reasoning_google.raw")
	filter(x -> x != "", lines)
end

# ╔═╡ 485a046d-b443-4536-a7c2-4bfdc15a542c
begin
	prompts = []
	
	current_prompt = GooglePrompt("", "", nothing)
	

	for line in lines
		if startswith(line, "QUESTION:")
			current_prompt.question = line
		elseif startswith(line, "THOUGHT:")
			current_prompt.thought = line
			google_re = re = Regex("\\[GOOGLE\\(query: \"(.+)\"\\)\\]")
			m = match(google_re, line)
			if m == nothing
				@show "NO GOOGLE QUERY IN: " * line
			else
				current_prompt.query = m[1]
				push!(prompts, deepcopy(current_prompt))
			end
		end
	end

	@show length(prompts)
	prompts
end

# ╔═╡ 922f3bed-cede-4dfb-8787-67e160dd53c3
begin
	using HTTP
	using JSON

	mutable struct UrlResult
		url::String
		result::Union{String, Nothing}
	end

	struct GoogleQuery
		links::Array{UrlResult}
		prompt::GooglePrompt
	end

	queries = []
	
	google_key = ENV["GOOGLE_KEY"]
	for prompt in prompts
		r = HTTP.request("GET", "https://customsearch.googleapis.com/customsearch/v1?cx=54fc72354050141a6&q=" * HTTP.escapeuri(prompt.query) * "&key=$google_key")
		if r.status != 200
			println("Unsuccessful call")
			return
		end
		res = JSON.parse(String(r.body))
		links = map(item -> UrlResult(item["link"], nothing), res["items"])
		push!(queries, GoogleQuery(links, prompt))
	end

	queries
end

# ╔═╡ e41cd03d-c7f4-4b6e-a0b7-7868cb62c182
md"""
# Parsing content
Next we are going to use chrome headless to download the HTML \
Then we are going to use pandoc to convert it to markdown

We apply a special filter to remove extra formatting
```lua
function remove_attr (x)
	if x.attr then
		x.attr = pandoc.Attr()
		return x
	end
end
  
return {{Inline = remove_attr, Block = remove_attr}}
```
"""

# ╔═╡ 04005fed-b1c4-4d6c-994f-883192f2713a
begin
	queries_limit = 30
	links_limit = 3
	
	for query in queries[1:queries_limit]
		println(query.prompt.query)
		for link in query.links[1:links_limit]
			markdown_cmd = Cmd([
				"node",
				"web2md/build/index.js",
				link.url
			])
		
			markdown = String(readchomp(markdown_cmd))
			markdown = replace(markdown, r"<\/?div>" => "")
			markdown = replace(markdown, r"\s+$" => "")
			markdown = replace(markdown, r"^\s+" => "")
			markdown = replace(markdown, r"\n{2,}" => "\n")
			link.result = String(markdown)
		end
	end

	queries
end

# ╔═╡ b6cdb8ec-82a1-487b-9c72-3fef10303c25
function split_string_equal_segments(s::AbstractString, n::Integer)
	# Calculate the length of each segment
	segment_length = ceil(Int, length(s) / n)

	# Split the string into equal segments
	segments = split(s, "")

	# Merge segments to create equal-sized segments
	merged_segments = [join(segments[(i-1)*segment_length+1:min(i*segment_length, end)]) for i in 1:n]

	return merged_segments
end

# ╔═╡ 99594fcc-0603-4652-bcac-3dc870c7cfba
# roughly estimate the token count, note that we try to consistently aim for a too high estimate to avoid token limit errors
begin
	struct LinkTokens
		tokens::Float32
		link::String
	end
	
	token_counts = []

	for query in queries[1:queries_limit]
		for link in query.links[1:links_limit]
			text = link.result
			newlines = count('\n', text)
			words = split(text, [' ', '\n', '-', '/', '\'', '.', '_']) |> length
			tokens = (words * 1.8) + newlines # high estimate
			push!(token_counts, LinkTokens(tokens, link.url))		
		end
	end

	token_counts
end

# ╔═╡ fd5234a4-b9d9-4040-8b96-63362d4d8355
begin
	using Plots
	
	tokens_website = map(t -> t.tokens, token_counts)
	links = map(t -> t.link, token_counts)
	scatter(links, tokens_website, label="tokens", size=(3000, 2000), linewidth=5, thickness_scaling = 1)
end

# ╔═╡ 0b928400-45d9-45f9-b003-303590534ddc
filter(t -> t.tokens > 20000, token_counts)

# ╔═╡ c7ed774a-1f1c-4af7-9783-8369b0df0474
begin
	link = queries[1].links[1]
			
	text = link.result
	newlines = count('\n', text)
	words = split(text, [' ', '\n', '-', '/', '\'', '.', '_']) |> length
	tokens = (words * 1.8) + newlines # high estimate
	
	segment_count = trunc(Int, cld(tokens, 3500))
	segments = split_string_equal_segments(text, segment_count)
	(tokens, segments)
end

# ╔═╡ c4d1f0d1-86c8-4e95-a716-2795fc5699d6
begin
	secret_key = ""
	model = "text-davinci-003"

	responses = []
	for query in queries[1:1]
		for link in query.links[1:links_limit]
			
			text = link.result
			newlines = count('\n', text)
			words = split(text, [' ', '\n', '-', '/', '\'', '.', '_']) |> length
			tokens = (words * 1.8) + newlines # high estimate
			
			segment_count = trunc(Int, cld(tokens, 3500))
			segments = split_string_equal_segments(text, segment_count)

			question = query.prompt.query
			for segment in segments
				prompt = build_prompt(question, segment)
				response = request_openai(prompt)
				push!(responses, response)
			end
		end
	end

	responses
end

# ╔═╡ 5c2ab85e-87e5-4fc8-9860-bb44541f5ba0
begin
		function build_prompt(query::String, segment::String)
		return """
$segment\n
Reply with a json object with the answer found in the above text to the following question: $query
Never create a reply if it wasn't in the text, at all times prefer to reply with null instead of filling in the answer from previously known knowledge. You know nothing else but the text that has been given to you. You do not have any previous knowledge of anything
e.g.
no answer found in the text: { "reply": null }
		"""
	end

	function request_openai(prompt::String)
		create_completion = Cmd([
			"curl",
			"https://api.openai.com/v1/completions",
			"-H",
			"Content-Type: application/json",
			"-H",
			"Authorization: Bearer $secret_key",
			"-d",
			JSON.json(
				Dict(
					"model" => model,
					"max_tokens" => 256,
					"temperature" => 1,
					"prompt" => prompt
				)
			)
		])
		json = JSON.parse(readchomp(create_completion))
		try
			return JSON.parse(json["choices"][1]["text"])
		catch e
			println(e)
			println(json)
			return ""
		end
	end
end

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uuid = "442fdcdd-2543-5da2-b0f3-8c86c306513e"
version = "0.3.2"

[[deps.Missings]]
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[[deps.Mmap]]
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[[deps.MozillaCACerts_jll]]
uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
version = "2022.10.11"

[[deps.NaNMath]]
git-tree-sha1 = "b086b7ea07f8e38cf122f5016af580881ac914fe"
uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
version = "0.3.7"

[[deps.NetworkOptions]]
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version = "1.2.0"

[[deps.OpenBLAS_jll]]
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uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
version = "0.3.21+4"

[[deps.OpenLibm_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
version = "0.8.1+0"

[[deps.OpenSSL]]
deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2"
uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
version = "1.4.1"

[[deps.OpenSSL_jll]]
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git-tree-sha1 = "cae3153c7f6cf3f069a853883fd1919a6e5bab5b"
uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
version = "3.0.9+0"

[[deps.OpenSpecFun_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "13652491f6856acfd2db29360e1bbcd4565d04f1"
uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e"
version = "0.5.5+0"

[[deps.OrderedCollections]]
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uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
version = "1.6.0"

[[deps.Parsers]]
deps = ["Dates", "PrecompileTools", "UUIDs"]
git-tree-sha1 = "a5aef8d4a6e8d81f171b2bd4be5265b01384c74c"
uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
version = "2.5.10"

[[deps.Pkg]]
deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
version = "1.9.0"

[[deps.PlotThemes]]
deps = ["PlotUtils", "Requires", "Statistics"]
git-tree-sha1 = "a3a964ce9dc7898193536002a6dd892b1b5a6f1d"
uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
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[[deps.PlotUtils]]
deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"]
git-tree-sha1 = "f92e1315dadf8c46561fb9396e525f7200cdc227"
uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
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[[deps.Plots]]
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git-tree-sha1 = "f3a57a5acc16a69c03539b3684354cbbbb72c9ad"
uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
version = "1.15.2"

[[deps.PrecompileTools]]
deps = ["Preferences"]
git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81"
uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
version = "1.1.2"

[[deps.Preferences]]
deps = ["TOML"]
git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
uuid = "21216c6a-2e73-6563-6e65-726566657250"
version = "1.4.0"

[[deps.Printf]]
deps = ["Unicode"]
uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"

[[deps.REPL]]
deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"

[[deps.Random]]
deps = ["SHA", "Serialization"]
uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"

[[deps.RecipesBase]]
deps = ["PrecompileTools"]
git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
version = "1.3.4"

[[deps.RecipesPipeline]]
deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase"]
git-tree-sha1 = "1f27772b89958deed68d2709e5f08a5e5f59a5af"
uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
version = "0.3.7"

[[deps.Reexport]]
git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
uuid = "189a3867-3050-52da-a836-e630ba90ab69"
version = "1.2.2"

[[deps.Requires]]
deps = ["UUIDs"]
git-tree-sha1 = "838a3a4188e2ded87a4f9f184b4b0d78a1e91cb7"
uuid = "ae029012-a4dd-5104-9daa-d747884805df"
version = "1.3.0"

[[deps.SHA]]
uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
version = "0.7.0"

[[deps.Scratch]]
deps = ["Dates"]
git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a"
uuid = "6c6a2e73-6563-6170-7368-637461726353"
version = "1.2.0"

[[deps.Serialization]]
uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"

[[deps.Showoff]]
deps = ["Dates", "Grisu"]
git-tree-sha1 = "91eddf657aca81df9ae6ceb20b959ae5653ad1de"
uuid = "992d4aef-0814-514b-bc4d-f2e9a6c4116f"
version = "1.0.3"

[[deps.SimpleBufferStream]]
git-tree-sha1 = "874e8867b33a00e784c8a7e4b60afe9e037b74e1"
uuid = "777ac1f9-54b0-4bf8-805c-2214025038e7"
version = "1.1.0"

[[deps.Sockets]]
uuid = "6462fe0b-24de-5631-8697-dd941f90decc"

[[deps.SortingAlgorithms]]
deps = ["DataStructures"]
git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00"
uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
version = "1.1.0"

[[deps.SparseArrays]]
deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"]
uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"

[[deps.SpecialFunctions]]
deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
version = "2.2.0"

    [deps.SpecialFunctions.extensions]
    SpecialFunctionsChainRulesCoreExt = "ChainRulesCore"

    [deps.SpecialFunctions.weakdeps]
    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"

[[deps.StaticArrays]]
deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83"
uuid = "90137ffa-7385-5640-81b9-e52037218182"
version = "1.5.26"

[[deps.StaticArraysCore]]
git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
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[[deps.StatsAPI]]
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git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7"
uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
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[[deps.StatsBase]]
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git-tree-sha1 = "d1bf48bfcc554a3761a133fe3a9bb01488e06916"
uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
version = "0.33.21"

[[deps.StructArrays]]
deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"]
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uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
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[[deps.SuiteSparse_jll]]
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uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
version = "5.10.1+6"

[[deps.TOML]]
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version = "1.0.3"

[[deps.TableTraits]]
deps = ["IteratorInterfaceExtensions"]
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version = "1.0.1"

[[deps.Tables]]
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[[deps.Tar]]
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version = "1.10.0"

[[deps.TensorCore]]
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uuid = "62fd8b95-f654-4bbd-a8a5-9c27f68ccd50"
version = "0.1.1"

[[deps.Test]]
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uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"

[[deps.TranscodingStreams]]
deps = ["Random", "Test"]
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uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
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[[deps.URIs]]
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uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
version = "1.4.2"

[[deps.UUIDs]]
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uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"

[[deps.Unicode]]
uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"

[[deps.Zlib_jll]]
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version = "1.2.13+0"

[[deps.libblastrampoline_jll]]
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uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
version = "5.8.0+0"

[[deps.nghttp2_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
version = "1.48.0+0"

[[deps.p7zip_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
version = "17.4.0+0"
"""

# ╔═╡ Cell order:
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# ╠═c4d1f0d1-86c8-4e95-a716-2795fc5699d6
# ╟─00000000-0000-0000-0000-000000000001
# ╟─00000000-0000-0000-0000-000000000002