FEATURE: AI Bot Gemini support. (#402)

It also corrects the syntax around tool support, which was wrong.

Gemini doesn't want us to include messages about previous tool invocations, so I had to shuffle around some code to send the response it generated from those invocations instead. For this, I created the "multi_turn" context, which bundles all the context involved in the interaction.

assets/javascripts/initializers/ai-bot-replies.js

@@ -12,7 +12,7 @@ import copyConversation from "../discourse/lib/copy-conversation";
 const AUTO_COPY_THRESHOLD = 4;
 
 function isGPTBot(user) {
-  return user && [-110, -111, -112, -113, -114].includes(user.id);
+  return user && [-110, -111, -112, -113, -114, -115].includes(user.id);
 }
 
 function attachHeaderIcon(api) {

config/locales/client.en.yml

@@ -197,6 +197,7 @@ en:
           gpt-3:
             5-turbo: "GPT-3.5"
           claude-2: "Claude 2"
+          gemini-pro: "Gemini"
           mixtral-8x7B-Instruct-V0:
             "1": "Mixtral-8x7B V0.1"
       sentiments:

config/settings.yml

@@ -274,6 +274,7 @@ discourse_ai:
       - gpt-4
       - gpt-4-turbo
       - claude-2
+      - gemini-pro
       - mixtral-8x7B-Instruct-V0.1
   ai_bot_add_to_header:
     default: true

lib/ai_bot/bot.rb

@@ -125,6 +125,8 @@ module DiscourseAi
             "gpt-3.5-turbo-16k"
           when DiscourseAi::AiBot::EntryPoint::MIXTRAL_ID
             "mistralai/Mixtral-8x7B-Instruct-v0.1"
+          when DiscourseAi::AiBot::EntryPoint::GEMINI_ID
+            "gemini-pro"
           else
             nil
           end
@@ -146,9 +148,10 @@ module DiscourseAi
           <summary>#{summary}</summary>
           <p>#{details}</p>
         </details>
+
         HTML
 
-        placeholder << custom_raw << "\n" if custom_raw
+        placeholder << custom_raw if custom_raw
 
         placeholder
       end

lib/ai_bot/entry_point.rb

@@ -10,12 +10,14 @@ module DiscourseAi
       CLAUDE_V2_ID = -112
       GPT4_TURBO_ID = -113
       MIXTRAL_ID = -114
+      GEMINI_ID = -115
       BOTS = [
         [GPT4_ID, "gpt4_bot", "gpt-4"],
         [GPT3_5_TURBO_ID, "gpt3.5_bot", "gpt-3.5-turbo"],
         [CLAUDE_V2_ID, "claude_bot", "claude-2"],
         [GPT4_TURBO_ID, "gpt4t_bot", "gpt-4-turbo"],
         [MIXTRAL_ID, "mixtral_bot", "mixtral-8x7B-Instruct-V0.1"],
+        [GEMINI_ID, "gemini_bot", "gemini-pro"],
       ]
 
       def self.map_bot_model_to_user_id(model_name)
@@ -30,6 +32,8 @@ module DiscourseAi
           CLAUDE_V2_ID
         in "mixtral-8x7B-Instruct-V0.1"
           MIXTRAL_ID
+        in "gemini-pro"
+          GEMINI_ID
         else
           nil
         end

lib/ai_bot/playground.rb

@@ -37,7 +37,6 @@ module DiscourseAi
 
         result = []
 
-        first = true
         context.each do |raw, username, custom_prompt|
           custom_prompt_translation =
             Proc.new do |message|
@@ -51,25 +50,22 @@ module DiscourseAi
 
                 custom_context[:name] = message[1] if custom_context[:type] != "assistant"
 
-                result << custom_context
+                custom_context
               end
             end
 
           if custom_prompt.present?
-            if first
+            result << {
-              custom_prompt.reverse_each(&custom_prompt_translation)
+              type: "multi_turn",
-              first = false
+              content: custom_prompt.reverse_each.map(&custom_prompt_translation).compact,
-            else
+            }
-              tool_call_and_tool = custom_prompt.first(2)
-              tool_call_and_tool.reverse_each(&custom_prompt_translation)
-            end
           else
             context = {
               content: raw,
               type: (available_bot_usernames.include?(username) ? "assistant" : "user"),
             }
 
-            context[:name] = username if context[:type] == "user"
+            context[:name] = clean_username(username) if context[:type] == "user"
 
             result << context
           end

lib/completions/dialects/chat_gpt.rb

@@ -65,7 +65,8 @@ module DiscourseAi
         def conversation_context
           return [] if prompt[:conversation_context].blank?
 
-          trimmed_context = trim_context(prompt[:conversation_context])
+          flattened_context = flatten_context(prompt[:conversation_context])
+          trimmed_context = trim_context(flattened_context)
 
           trimmed_context.reverse.map do |context|
             if context[:type] == "tool_call"

lib/completions/dialects/claude.rb

@@ -40,7 +40,8 @@ module DiscourseAi
           return "" if prompt[:conversation_context].blank?
 
           clean_context = prompt[:conversation_context].select { |cc| cc[:type] != "tool_call" }
-          trimmed_context = trim_context(clean_context)
+          flattened_context = flatten_context(clean_context)
+          trimmed_context = trim_context(flattened_context)
 
           trimmed_context
             .reverse

lib/completions/dialects/dialect.rb

@@ -164,6 +164,27 @@ module DiscourseAi
             #{tools}</tools>
           TEXT
         end
+
+        def flatten_context(context)
+          found_first_multi_turn = false
+
+          context
+            .map do |a_context|
+              if a_context[:type] == "multi_turn"
+                if found_first_multi_turn
+                  # Only take tool and tool_call_id from subsequent multi-turn interactions.
+                  # Drop assistant responses
+                  a_context[:content].last(2)
+                else
+                  found_first_multi_turn = true
+                  a_context[:content]
+                end
+              else
+                a_context
+              end
+            end
+            .flatten
+        end
       end
     end
   end

lib/completions/dialects/gemini.rb

@@ -15,6 +15,9 @@ module DiscourseAi
         end
 
         def translate
+          # Gemini complains if we don't alternate model/user roles.
+          noop_model_response = { role: "model", parts: { text: "Ok." } }
+
           gemini_prompt = [
             {
               role: "user",
@@ -22,7 +25,7 @@ module DiscourseAi
                 text: [prompt[:insts], prompt[:post_insts].to_s].join("\n"),
               },
             },
-            { role: "model", parts: { text: "Ok." } },
+            noop_model_response,
           ]
 
           if prompt[:examples]
@@ -34,7 +37,13 @@ module DiscourseAi
 
           gemini_prompt.concat(conversation_context) if prompt[:conversation_context]
 
-          gemini_prompt << { role: "user", parts: { text: prompt[:input] } }
+          if prompt[:input]
+            gemini_prompt << noop_model_response.dup if gemini_prompt.last[:role] == "user"
+
+            gemini_prompt << { role: "user", parts: { text: prompt[:input] } }
+          end
+
+          gemini_prompt
         end
 
         def tools
@@ -42,16 +51,23 @@ module DiscourseAi
 
           translated_tools =
             prompt[:tools].map do |t|
-              required_fields = []
+              tool = t.slice(:name, :description)
-              tool = t.dup
 
-              tool[:parameters] = t[:parameters].map do |p|
+              if t[:parameters]
-                required_fields << p[:name] if p[:required]
+                tool[:parameters] = t[:parameters].reduce(
+                  { type: "object", required: [], properties: {} },
+                ) do |memo, p|
+                  name = p[:name]
+                  memo[:required] << name if p[:required]
 
-                p.except(:required)
+                  memo[:properties][name] = p.except(:name, :required, :item_type)
+
+                  memo[:properties][name][:items] = { type: p[:item_type] } if p[:item_type]
+                  memo
+                end
               end
 
-              tool.merge(required: required_fields)
+              tool
             end
 
           [{ function_declarations: translated_tools }]
@@ -60,23 +76,42 @@ module DiscourseAi
         def conversation_context
           return [] if prompt[:conversation_context].blank?
 
-          trimmed_context = trim_context(prompt[:conversation_context])
+          flattened_context = flatten_context(prompt[:conversation_context])
+          trimmed_context = trim_context(flattened_context)
 
           trimmed_context.reverse.map do |context|
-            translated = {}
+            if context[:type] == "tool_call"
-            translated[:role] = (context[:type] == "user" ? "user" : "model")
+              function = JSON.parse(context[:content], symbolize_names: true)
 
-            part = {}
+              {
-
+                role: "model",
-            if context[:type] == "tool"
+                parts: {
-              part["functionResponse"] = { name: context[:name], content: context[:content] }
+                  functionCall: {
+                    name: function[:name],
+                    args: function[:arguments],
+                  },
+                },
+              }
+            elsif context[:type] == "tool"
+              {
+                role: "function",
+                parts: {
+                  functionResponse: {
+                    name: context[:name],
+                    response: {
+                      content: context[:content],
+                    },
+                  },
+                },
+              }
             else
-              part[:text] = context[:content]
+              {
+                role: context[:type] == "assistant" ? "model" : "user",
+                parts: {
+                  text: context[:content],
+                },
+              }
             end
-
-            translated[:parts] = [part]
-
-            translated
           end
         end
 
@@ -89,6 +124,19 @@ module DiscourseAi
         def calculate_message_token(context)
           self.class.tokenizer.size(context[:content].to_s + context[:name].to_s)
         end
+
+        private
+
+        def flatten_context(context)
+          context.map do |a_context|
+            if a_context[:type] == "multi_turn"
+              # Drop old tool calls and only keep bot response.
+              a_context[:content].find { |c| c[:type] == "assistant" }
+            else
+              a_context
+            end
+          end
+        end
       end
     end
   end

lib/completions/dialects/llama2_classic.rb

@@ -40,8 +40,8 @@ module DiscourseAi
           return "" if prompt[:conversation_context].blank?
 
           clean_context = prompt[:conversation_context].select { |cc| cc[:type] != "tool_call" }
-
+          flattened_context = flatten_context(clean_context)
-          trimmed_context = trim_context(clean_context)
+          trimmed_context = trim_context(flattened_context)
 
           trimmed_context
             .reverse

lib/completions/dialects/mixtral.rb

@@ -40,7 +40,8 @@ module DiscourseAi
           return "" if prompt[:conversation_context].blank?
 
           clean_context = prompt[:conversation_context].select { |cc| cc[:type] != "tool_call" }
-          trimmed_context = trim_context(clean_context)
+          flattened_context = flatten_context(clean_context)
+          trimmed_context = trim_context(flattened_context)
 
           trimmed_context
             .reverse

lib/completions/dialects/orca_style.rb

@@ -37,7 +37,8 @@ module DiscourseAi
           return "" if prompt[:conversation_context].blank?
 
           clean_context = prompt[:conversation_context].select { |cc| cc[:type] != "tool_call" }
-          trimmed_context = trim_context(clean_context)
+          flattened_context = flatten_context(clean_context)
+          trimmed_context = trim_context(flattened_context)
 
           trimmed_context
             .reverse

lib/completions/endpoints/base.rb

@@ -273,20 +273,19 @@ module DiscourseAi
             function_buffer.at("tool_id").inner_html = tool_name
           end
 
-          _read_parameters =
+          read_function
-            read_function
+            .at("parameters")
-              .at("parameters")
+            &.elements
-              &.elements
+            .to_a
-              .to_a
+            .each do |elem|
-              .each do |elem|
+              if paramenter = function_buffer.at(elem.name)&.text
-                if paramenter = function_buffer.at(elem.name)&.text
+                function_buffer.at(elem.name).inner_html = paramenter
-                  function_buffer.at(elem.name).inner_html = paramenter
+              else
-                else
+                param_node = read_function.at(elem.name)
-                  param_node = read_function.at(elem.name)
+                function_buffer.at("parameters").add_child(param_node)
-                  function_buffer.at("parameters").add_child(param_node)
+                function_buffer.at("parameters").add_child("\n")
-                  function_buffer.at("parameters").add_child("\n")
-                end
               end
+            end
 
           function_buffer
         end

lib/completions/endpoints/gemini.rb

@@ -42,10 +42,12 @@ module DiscourseAi
         end
 
         def prepare_payload(prompt, model_params, dialect)
+          tools = dialect.tools
+
           default_options
             .merge(contents: prompt)
             .tap do |payload|
-              payload[:tools] = dialect.tools if dialect.tools.present?
+              payload[:tools] = tools if tools.present?
               payload[:generationConfig].merge!(model_params) if model_params.present?
             end
         end
@@ -57,8 +59,12 @@ module DiscourseAi
         end
 
         def extract_completion_from(response_raw)
-          parsed = JSON.parse(response_raw, symbolize_names: true)
+          parsed =
-
+            if @streaming_mode
+              response_raw
+            else
+              JSON.parse(response_raw, symbolize_names: true)
+            end
           response_h = parsed.dig(:candidates, 0, :content, :parts, 0)
 
           @has_function_call ||= response_h.dig(:functionCall).present?
@@ -66,20 +72,11 @@ module DiscourseAi
         end
 
         def partials_from(decoded_chunk)
-          decoded_chunk
+          begin
-            .split("\n")
+            JSON.parse(decoded_chunk, symbolize_names: true)
-            .map do |line|
+          rescue JSON::ParserError
-              if line == ","
+            []
-                nil
+          end
-              elsif line.starts_with?("[")
-                line[1..-1]
-              elsif line.ends_with?("]")
-                line[0..-1]
-              else
-                line
-              end
-            end
-            .compact_blank
         end
 
         def extract_prompt_for_tokenizer(prompt)

lib/completions/llm.rb

@@ -62,6 +62,8 @@ module DiscourseAi
       #    { type: "user", name: "user1", content: "This is a new message by a user" },
       #    { type: "assistant", content: "I'm a previous bot reply, that's why there's no user" },
       #    { type: "tool", name: "tool_id", content: "I'm a tool result" },
+      #    { type: "tool_call_id", name: "tool_id", content: { name: "tool", args: { ...tool_args } } },
+      #    { type: "multi_turn", content: [assistant_reply_from_a_tool, tool_call, tool_call_id] }
       #   ]
       #
       #   - tools (optional - only functions supported): Array of functions a model can call. Each function is defined as a hash. Example:

spec/lib/completions/dialects/gemini_spec.rb

@@ -98,18 +98,18 @@ RSpec.describe DiscourseAi::Completions::Dialects::Gemini do
       expect(translated_context).to eq(
         [
           {
-            role: "model",
+            role: "function",
-            parts: [
+            parts: {
-              {
+              functionResponse: {
-                "functionResponse" => {
+                name: context.last[:name],
-                  name: context.last[:name],
+                response: {
                   content: context.last[:content],
                 },
               },
-            ],
+            },
           },
-          { role: "model", parts: [{ text: context.second[:content] }] },
+          { role: "model", parts: { text: context.second[:content] } },
-          { role: "user", parts: [{ text: context.first[:content] }] },
+          { role: "user", parts: { text: context.first[:content] } },
         ],
       )
     end
@@ -121,7 +121,7 @@ RSpec.describe DiscourseAi::Completions::Dialects::Gemini do
 
       translated_context = dialect.conversation_context
 
-      expect(translated_context.last.dig(:parts, 0, :text).length).to be <
+      expect(translated_context.last.dig(:parts, :text).length).to be <
         context.last[:content].length
     end
   end
@@ -133,16 +133,21 @@ RSpec.describe DiscourseAi::Completions::Dialects::Gemini do
           {
             name: "get_weather",
             description: "Get the weather in a city",
-            parameters: [
+            parameters: {
-              { name: "location", type: "string", description: "the city name" },
+              type: "object",
-              {
+              required: %w[location unit],
-                name: "unit",
+              properties: {
-                type: "string",
+                "location" => {
-                description: "the unit of measurement celcius c or fahrenheit f",
+                  type: "string",
-                enum: %w[c f],
+                  description: "the city name",
+                },
+                "unit" => {
+                  type: "string",
+                  description: "the unit of measurement celcius c or fahrenheit f",
+                  enum: %w[c f],
+                },
               },
-            ],
+            },
-            required: %w[location unit],
           },
         ],
       }

spec/lib/completions/endpoints/gemini_spec.rb

@@ -16,16 +16,21 @@ RSpec.describe DiscourseAi::Completions::Endpoints::Gemini do
     {
       name: "get_weather",
       description: "Get the weather in a city",
-      parameters: [
+      parameters: {
-        { name: "location", type: "string", description: "the city name" },
+        type: "object",
-        {
+        required: %w[location unit],
-          name: "unit",
+        properties: {
-          type: "string",
+          "location" => {
-          description: "the unit of measurement celcius c or fahrenheit f",
+            type: "string",
-          enum: %w[c f],
+            description: "the city name",
+          },
+          "unit" => {
+            type: "string",
+            description: "the unit of measurement celcius c or fahrenheit f",
+            enum: %w[c f],
+          },
         },
-      ],
+      },
-      required: %w[location unit],
     }
   end
 
@@ -126,7 +131,7 @@ RSpec.describe DiscourseAi::Completions::Endpoints::Gemini do
         end
       end
 
-    chunks = chunks.join("\n,\n").prepend("[").concat("\n]").split("")
+    chunks = chunks.join("\n,\n").prepend("[\n").concat("\n]").split("")
 
     WebMock
       .stub_request(

spec/lib/modules/ai_bot/bot_spec.rb

@@ -45,6 +45,7 @@ RSpec.describe DiscourseAi::AiBot::Bot do
           <summary>#{tool.summary}</summary>
           <p></p>
         </details>
+
         HTML
 
         context = {}

spec/lib/modules/ai_bot/playground_spec.rb

@@ -125,44 +125,18 @@ RSpec.describe DiscourseAi::AiBot::Playground do
         expect(context).to contain_exactly(
           *[
             { type: "user", name: user.username, content: third_post.raw },
-            { type: "assistant", content: custom_prompt.third.first },
+            {
-            { type: "tool_call", content: custom_prompt.second.first, name: "time" },
+              type: "multi_turn",
-            { type: "tool", name: "time", content: custom_prompt.first.first },
+              content: [
+                { type: "assistant", content: custom_prompt.third.first },
+                { type: "tool_call", content: custom_prompt.second.first, name: "time" },
+                { type: "tool", name: "time", content: custom_prompt.first.first },
+              ],
+            },
             { type: "user", name: user.username, content: first_post.raw },
           ],
         )
       end
     end
-
-    it "include replies generated from tools only once" do
-      custom_prompt = [
-        [
-          { args: { timezone: "Buenos Aires" }, time: "2023-12-14 17:24:00 -0300" }.to_json,
-          "time",
-          "tool",
-        ],
-        [
-          { name: "time", arguments: { name: "time", timezone: "Buenos Aires" }.to_json }.to_json,
-          "time",
-          "tool_call",
-        ],
-        ["I replied this thanks to the time command", bot_user.username],
-      ]
-      PostCustomPrompt.create!(post: second_post, custom_prompt: custom_prompt)
-      PostCustomPrompt.create!(post: first_post, custom_prompt: custom_prompt)
-
-      context = playground.conversation_context(third_post)
-
-      expect(context).to contain_exactly(
-        *[
-          { type: "user", name: user.username, content: third_post.raw },
-          { type: "assistant", content: custom_prompt.third.first },
-          { type: "tool_call", content: custom_prompt.second.first, name: "time" },
-          { type: "tool", name: "time", content: custom_prompt.first.first },
-          { type: "tool_call", content: custom_prompt.second.first, name: "time" },
-          { type: "tool", name: "time", content: custom_prompt.first.first },
-        ],
-      )
-    end
   end
 end