├── src
    ├── Lumina.res
    └── Lumina - Local Generative AI.groupproj
├── media
    ├── delphi.png
    └── lumina.png
├── examples
    └── testbed
    │   ├── Testbed.dpr
    │   ├── Testbed.res
    │   ├── Testbed_Icon.ico
    │   ├── UTestbed.pas
    │   └── Testbed.dproj
├── virustotal.txt
├── .github
    └── FUNDING.yml
├── LICENSE
├── .gitignore
└── README.md


/src/Lumina.res:
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https://raw.githubusercontent.com/tinyBigGAMES/Lumina/HEAD/src/Lumina.res


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/media/delphi.png:
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https://raw.githubusercontent.com/tinyBigGAMES/Lumina/HEAD/media/delphi.png


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/media/lumina.png:
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https://raw.githubusercontent.com/tinyBigGAMES/Lumina/HEAD/media/lumina.png


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/examples/testbed/Testbed.dpr:
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https://raw.githubusercontent.com/tinyBigGAMES/Lumina/HEAD/examples/testbed/Testbed.dpr


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/examples/testbed/Testbed.res:
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https://raw.githubusercontent.com/tinyBigGAMES/Lumina/HEAD/examples/testbed/Testbed.res


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/examples/testbed/Testbed_Icon.ico:
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https://raw.githubusercontent.com/tinyBigGAMES/Lumina/HEAD/examples/testbed/Testbed_Icon.ico


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/virustotal.txt:
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1 | VirtusTotal report for Lumina Project
2 | =====================================
3 | 
4 | Lumina.res: https://www.virustotal.com/gui/file/09dc6958d085c412dd8c6ec31f610700795f051f684fedff1cfe47096da70879
5 | 


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/.github/FUNDING.yml:
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 1 | # These are supported funding model platforms
 2 | 
 3 | github: tinyBigGAMES # Replace with up to 4 GitHub Sponsors-enabled usernames e.g., [user1, user2]
 4 | patreon: # Replace with a single Patreon username
 5 | open_collective: # Replace with a single Open Collective username
 6 | ko_fi: # Replace with a single Ko-fi username
 7 | tidelift: # Replace with a single Tidelift platform-name/package-name e.g., npm/babel
 8 | community_bridge: # Replace with a single Community Bridge project-name e.g., cloud-foundry
 9 | liberapay: # Replace with a single Liberapay username
10 | issuehunt: # Replace with a single IssueHunt username
11 | lfx_crowdfunding: # Replace with a single LFX Crowdfunding project-name e.g., cloud-foundry
12 | polar: # Replace with a single Polar username
13 | buy_me_a_coffee: # Replace with a single Buy Me a Coffee username
14 | thanks_dev: # Replace with a single thanks.dev username
15 | custom: # Replace with up to 4 custom sponsorship URLs e.g., ['link1', 'link2']
16 | 


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/src/Lumina - Local Generative AI.groupproj:
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 1 | <Project xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
 2 |     <PropertyGroup>
 3 |         <ProjectGuid>{4EA3BFB9-BDA4-4113-883A-17BBCD36DA33}</ProjectGuid>
 4 |     </PropertyGroup>
 5 |     <ItemGroup>
 6 |         <Projects Include="..\examples\testbed\Testbed.dproj">
 7 |             <Dependencies/>
 8 |         </Projects>
 9 |     </ItemGroup>
10 |     <ProjectExtensions>
11 |         <Borland.Personality>Default.Personality.12</Borland.Personality>
12 |         <Borland.ProjectType/>
13 |         <BorlandProject>
14 |             <Default.Personality/>
15 |         </BorlandProject>
16 |     </ProjectExtensions>
17 |     <Target Name="Testbed">
18 |         <MSBuild Projects="..\examples\testbed\Testbed.dproj"/>
19 |     </Target>
20 |     <Target Name="Testbed:Clean">
21 |         <MSBuild Projects="..\examples\testbed\Testbed.dproj" Targets="Clean"/>
22 |     </Target>
23 |     <Target Name="Testbed:Make">
24 |         <MSBuild Projects="..\examples\testbed\Testbed.dproj" Targets="Make"/>
25 |     </Target>
26 |     <Target Name="Build">
27 |         <CallTarget Targets="Testbed"/>
28 |     </Target>
29 |     <Target Name="Clean">
30 |         <CallTarget Targets="Testbed:Clean"/>
31 |     </Target>
32 |     <Target Name="Make">
33 |         <CallTarget Targets="Testbed:Make"/>
34 |     </Target>
35 |     <Import Project="$(BDS)\Bin\CodeGear.Group.Targets" Condition="Exists('$(BDS)\Bin\CodeGear.Group.Targets')"/>
36 | </Project>
37 | 


--------------------------------------------------------------------------------
/LICENSE:
--------------------------------------------------------------------------------
 1 | BSD 3-Clause License
 2 | 
 3 | Copyright (c) 2024-present, tinyBigGAMES LLC
 4 | 
 5 | Redistribution and use in source and binary forms, with or without
 6 | modification, are permitted provided that the following conditions are met:
 7 | 
 8 | 1. Redistributions of source code must retain the above copyright notice, this
 9 |    list of conditions and the following disclaimer.
10 | 
11 | 2. Redistributions in binary form must reproduce the above copyright notice,
12 |    this list of conditions and the following disclaimer in the documentation
13 |    and/or other materials provided with the distribution.
14 | 
15 | 3. Neither the name of the copyright holder nor the names of its
16 |    contributors may be used to endorse or promote products derived from
17 |    this software without specific prior written permission.
18 | 
19 | THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
20 | AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
21 | IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
22 | DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
23 | FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
24 | DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
25 | SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
26 | CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
27 | OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
28 | OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
29 | 


--------------------------------------------------------------------------------
/.gitignore:
--------------------------------------------------------------------------------
 1 | # Uncomment these types if you want even more clean repository. But be careful.
 2 | # It can make harm to an existing project source. Read explanations below.
 3 | #
 4 | # Resource files are binaries containing manifest, project icon and version info.
 5 | # They can not be viewed as text or compared by diff-tools. Consider replacing them with .rc files.
 6 | #*.res
 7 | #
 8 | # Type library file (binary). In old Delphi versions it should be stored.
 9 | # Since Delphi 2009 it is produced from .ridl file and can safely be ignored.
10 | #*.tlb
11 | #
12 | # Diagram Portfolio file. Used by the diagram editor up to Delphi 7.
13 | # Uncomment this if you are not using diagrams or use newer Delphi version.
14 | #*.ddp
15 | #
16 | # Visual LiveBindings file. Added in Delphi XE2.
17 | # Uncomment this if you are not using LiveBindings Designer.
18 | #*.vlb
19 | #
20 | # Deployment Manager configuration file for your project. Added in Delphi XE2.
21 | # Uncomment this if it is not mobile development and you do not use remote debug feature.
22 | #*.deployproj
23 | #
24 | # C++ object files produced when C/C++ Output file generation is configured.
25 | # Uncomment this if you are not using external objects (zlib library for example).
26 | #*.obj
27 | #
28 | 
29 | # Default Delphi compiler directories
30 | # Content of this directories are generated with each Compile/Construct of a project.
31 | # Most of the time, files here have not there place in a code repository.
32 | #Win32/
33 | #Win64/
34 | #OSX64/
35 | #OSXARM64/
36 | #Android/
37 | #Android64/
38 | #iOSDevice64/
39 | #Linux64/
40 | 
41 | # Delphi compiler-generated binaries (safe to delete)
42 | *.exe
43 | *.dll
44 | *.bpl
45 | *.bpi
46 | *.dcp
47 | *.so
48 | *.apk
49 | *.drc
50 | *.map
51 | *.dres
52 | *.rsm
53 | *.tds
54 | *.dcu
55 | *.lib
56 | *.a
57 | *.o
58 | *.ocx
59 | 
60 | # Delphi autogenerated files (duplicated info)
61 | *.cfg
62 | *.hpp
63 | *Resource.rc
64 | 
65 | # Delphi local files (user-specific info)
66 | *.local
67 | *.identcache
68 | *.projdata
69 | *.tvsconfig
70 | *.dsk
71 | 
72 | # Delphi history and backups
73 | __history/
74 | __recovery/
75 | *.~*
76 | 
77 | # Castalia statistics file (since XE7 Castalia is distributed with Delphi)
78 | *.stat
79 | 
80 | # Boss dependency manager vendor folder https://github.com/HashLoad/boss
81 | modules/
82 | zip_latest_commit.cmd
83 | Lumina.zip
84 | *.dsv
85 | examples/testbed/Testbed.dsv
86 | bin/example.db
87 | bin/test02.db
88 | 
89 | bin/test04.db
90 | 


--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
  1 | ![Lumina](media/lumina.png)  
  2 | [![Chat on Discord](https://img.shields.io/discord/754884471324672040?style=for-the-badge)](https://discord.gg/tPWjMwK)
  3 | [![Follow on Bluesky](https://img.shields.io/badge/Bluesky-tinyBigGAMES-blue?style=for-the-badge&logo=bluesky)](https://bsky.app/profile/tinybiggames.com)
  4 | 
  5 | # 🌟 Lumina: Advanced Local Generative AI for Delphi Developers 💻🤖
  6 | 
  7 | Lumina offers a cutting-edge 🛠️ for Delphi developers to seamlessly integrate advanced generative AI capabilities into their 📱. Built on the computational backbone of **llama.cpp** 🐪, Lumina prioritizes data privacy 🔒, performance ⚡, and a user-friendly API 📚, making it a powerful tool for local AI inference 🤖.
  8 | 
  9 | ## 🧐 Why Choose Lumina?
 10 | 
 11 | - **Localized Processing** 🏠: Operates entirely offline, ensuring sensitive data remains confidential 🛡️ while offering complete computational control 🧠.
 12 | - **Broad Model Compatibility** 🌐: Supports **GGUF models** compliant with llama.cpp standards, granting access to diverse AI architectures 🧩.
 13 | - **Intuitive Development Interface** 🎛️: A concise, flexible API simplifies model management 🗂️, inference execution 🧮, and callback customization 🎚️, minimizing implementation complexity.
 14 | - **Future-Ready Scalability** 🚀: This release emphasizes stability 🏗️ and foundational features, with plans for multi-turn conversation 💬 and retrieval-augmented generation (RAG) 🔍 in future updates.
 15 | 
 16 | ## 🛠️ Key Functionalities
 17 | 
 18 | ### 🤖 Advanced AI Integration
 19 | 
 20 | Lumina expands your development toolkit 🎒 with capabilities such as:
 21 | - Dynamic chatbot creation 💬.
 22 | - Automated text generation 📝 and summarization 📰.
 23 | - Context-sensitive content generation ✍️.
 24 | - Real-time inference for adaptive processes ⚡.
 25 | 
 26 | ### 🔒 Privacy-Driven AI Execution
 27 | 
 28 | - Operates independently of external networks 🛡️, guaranteeing data security.
 29 | - Uses Vulkan 🖥️ for optional GPU acceleration to enhance performance.
 30 | 
 31 | ### ⚙️ Performance Optimization
 32 | 
 33 | - Configurable GPU utilization through the `AGPULayers` parameter 🧩.
 34 | - Dynamic thread allocation based on hardware capabilities 🖥️ via `AMaxThreads`.
 35 | - Comprehensive performance metrics 📊, offering insights into throughput 📈 and efficiency.
 36 | 
 37 | ### 🔗 Streamlined Integration
 38 | 
 39 | - Embedded dependencies eliminate the need for external libraries 📦.
 40 | - Lightweight architecture (~2.5MB overhead) ensures broad deployment compatibility 🌍.
 41 | 
 42 | ## 📥 Installation
 43 | 
 44 | 1. **Download the Repository** 📦
 45 |    - [Download here](https://github.com/tinyBigGAMES/Lumina/archive/refs/heads/main.zip) and extract the files to your preferred directory 📂.
 46 | 
 47 | 2. **Acquire a GGUF Model** 🧠
 48 |    - Obtain a model from [Hugging Face](https://huggingface.co), such as [Gemma 2.2B GGUF (Q8_0)](https://huggingface.co/bartowski/gemma-2-2b-it-abliterated-GGUF/resolve/main/gemma-2-2b-it-abliterated-Q8_0.gguf?download=true). Save it to a directory accessible to your application (e.g., `C:/LLM/GGUF`) 💾.
 49 | 
 50 | 3. **Ensure GPU Compatibility** 🎮
 51 |    - Verify Vulkan compatibility for enhanced performance ⚡. Adjust `AGPULayers` as needed to accommodate VRAM limitations 📉.
 52 | 
 53 | 4. **✨ TLumina Class** 
 54 |    - 📜 Add `Lumina` to your `uses` section.  
 55 |    - 🛠️ Create an instance of `TLumina`.  
 56 |    - 🚀 All functionality will then be at your disposal. That simple! 🎉
 57 | 
 58 | 5. **Explore Examples** 🔍
 59 |    - Check the `examples` directory for detailed usage demonstrations 📚.
 60 | 
 61 | ## 🛠️ Usage
 62 | 
 63 | ### 🔧 Basic Setup
 64 | 
 65 | Integrate Lumina into your Delphi project 🖥️:
 66 | 
 67 | ```delphi
 68 | var
 69 |   Lumina: TLumina;
 70 | begin
 71 |   Lumina := TLumina.Create;
 72 |   try
 73 |     if Lumina.LoadModel('C:\LLM\GGUF\gemma-2-2b-it-abliterated-Q8_0.gguf',
 74 |       '', 8192, -1, 8) then
 75 |     begin
 76 |       if Lumina.SimpleInference('What is the capital of Italy?') then
 77 |         WriteLn('Inference completed successfully.')
 78 |       else
 79 |         WriteLn('Error: ', Lumina.GetError);
 80 |     end;
 81 |   finally
 82 |     Lumina.Free;
 83 |   end;
 84 | end;
 85 | ```
 86 | 
 87 | ### 🎚️ Customizing Callbacks
 88 | 
 89 | Define custom behavior using Lumina’s callback functions 🛠️:
 90 | 
 91 | ```delphi
 92 | procedure NextTokenCallback(const AToken: string; const AUserData: Pointer);
 93 | begin
 94 |   Write(AToken);
 95 | end;
 96 | 
 97 | Lumina.SetNextTokenCallback(NextTokenCallback, nil);
 98 | ```
 99 | 
100 | ## 📖 API Reference
101 | 
102 | ### 🧩 Core Methods
103 | 
104 | - **LoadModel** 📂
105 |   - Parameters:
106 |     - `AModelFilename`: Path to the GGUF model file 📄.
107 |     - `ATemplate`: Optional inference template 📝.
108 |     - `AMaxContext`: Maximum context size (default: 512) 🧠.
109 |     - `AGPULayers`: GPU layer configuration (-1 for maximum) 🎮.
110 |     - `AMaxThreads`: Number of CPU threads allocated 🖥️.
111 |   - Returns a boolean indicating success ✅.
112 | 
113 | - **SimpleInference** 🧠
114 |   - Accepts a single query for immediate processing 📝.
115 |   - Returns a boolean indicating success ✅.
116 | 
117 | - **SetNextTokenCallback** 💬
118 |   - Assigns a handler to process tokens during inference 🧩.
119 | 
120 | - **UnloadModel** ❌
121 |   - Frees resources allocated during model loading 🗑️.
122 | 
123 | - **GetPerformanceResult** 📊
124 |   - Provides metrics, including token generation rates 📈.
125 | 
126 | ## 🛠️ Advanced Configurations
127 | 
128 | ### 🧠 Custom Inference Templates
129 | 
130 | Lumina will use the template defined in the model's meta data by default, but you can also define custom templates to match your model’s requirements or change its behavor. These are some common model templates ✍️:
131 | 
132 | ```delphi
133 | const
134 |   CHATML_TEMPLATE = '<|im_start|>{role} {content}<|im_end|><|im_start|>assistant';
135 |   GEMMA_TEMPLATE  = '<start_of_turn>{role} {content}<end_of_turn>';
136 |   PHI_TEMPLATE    = '<|{role}|> {content}<|end|><|assistant|>';
137 | ```
138 | 
139 | - **{role}** - will be replaced with the role (user, assistant, etc.)
140 | - **{content}** - will be replaced with the content sent to the model
141 | 
142 | ### 🎮 GPU Optimization
143 | 
144 | - `AGPULayers` values:
145 |   - `-1`: Utilize all available layers (default) 🖥️.
146 |   - `0`: CPU-only processing 🖥️.
147 |   - Custom values for partial GPU utilization 🎛️.
148 | 
149 | ### 📊 Performance Metrics
150 | 
151 | Retrieve detailed operational metrics 📈:
152 | 
153 | ```delphi
154 | var
155 |   Perf: TLumina.PerformanceResult;
156 | begin
157 |   Perf := Lumina.GetPerformanceResult;
158 |   WriteLn('Tokens/Sec: ', Perf.TokensPerSecond);
159 |   WriteLn('Input Tokens: ', Perf.TotalInputTokens);
160 |   WriteLn('Output Tokens: ', Perf.TotalOutputTokens);
161 | end;
162 | ```
163 | 
164 | ## 🎙️ Media  
165 | 
166 | ### 🌊 Deep Dive Podcast  
167 | Discover in-depth discussions and insights about **Lumina** and its innovative features. 🚀✨
168 | 
169 | https://github.com/user-attachments/assets/165e3dee-b29f-4478-b9ef-4fb6d2df2485
170 | 
171 | 
172 | ### 🛠️ Support and Resources
173 | 
174 | - Report issues via the [Issue Tracker](https://github.com/tinyBigGAMES/Lumina/issues) 🐞.
175 | - Engage in discussions on the [Forum](https://github.com/tinyBigGAMES/Lumina/discussions) and [Discord](https://discord.gg/tPWjMwK) 💬.
176 | - Learn more at [Learn Delphi](https://learndelphi.org) 📚.
177 | 
178 | ### 🤝 Contributing  
179 | 
180 | Contributions to **✨ Lumina** are highly encouraged! 🌟  
181 | - 🐛 **Report Issues:** Submit issues if you encounter bugs or need help.  
182 | - 💡 **Suggest Features:** Share your ideas to make **Lumina** even better.  
183 | - 🔧 **Create Pull Requests:** Help expand the capabilities and robustness of the library.  
184 | 
185 | Your contributions make a difference! 🙌✨
186 | 
187 | #### Contributors 👥🤝
188 | <br/>
189 | 
190 | <a href="https://github.com/tinyBigGAMES/Lumina/graphs/contributors">
191 |   <img src="https://contrib.rocks/image?repo=tinyBigGAMES/Lumina&max=500&columns=20&anon=1" />
192 | </a>
193 | 
194 | ### 📜 Licensing
195 | 
196 | **Lumina** is distributed under the 🆓 **BSD-3-Clause License**, allowing for redistribution and use in both source and binary forms, with or without modification, under specific conditions. See the [LICENSE](https://github.com/tinyBigGAMES/Lumina?tab=BSD-3-Clause-1-ov-file#BSD-3-Clause-1-ov-file) file for more details.
197 | 
198 | ---
199 | 
200 | Advance your Delphi applications with Lumina 🌟 – a sophisticated solution for integrating local generative AI 🤖.
201 | 
202 | <p align="center">
203 | <img src="media/delphi.png" alt="Delphi">
204 | </p>
205 | <h5 align="center">
206 | 
207 | Made with :heart: in Delphi
208 | </h5>
209 | 
210 | 


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/examples/testbed/UTestbed.pas:
--------------------------------------------------------------------------------
  1 | {===============================================================================
  2 |   _                  _
  3 |  | |    _  _  _ __  (_) _ _   __ _ ™
  4 |  | |__ | || || '  \ | || ' \ / _` |
  5 |  |____| \_,_||_|_|_||_||_||_|\__,_|
  6 |         Local Generative AI
  7 | 
  8 |  Copyright © 2024-present tinyBigGAMES™ LLC
  9 |  All Rights Reserved.
 10 | 
 11 |  https://github.com/tinyBigGAMES/Lumina
 12 | 
 13 | ===============================================================================}
 14 | 
 15 | unit UTestbed;
 16 | 
 17 | interface
 18 | 
 19 | procedure RunTests();
 20 | 
 21 | implementation
 22 | 
 23 | uses
 24 |   WinApi.Windows,
 25 |   System.SysUtils,
 26 |   System.IOUtils,
 27 |   System.Math,
 28 |   Lumina;
 29 | 
 30 | procedure Pause();
 31 | begin
 32 |   WriteLn;
 33 |   Write('Press ENTER to continue...');
 34 |   ReadLn;
 35 |   WriteLn;
 36 | end;
 37 | 
 38 | procedure InfoCallback(const AText: string; const AUserData: Pointer);
 39 | var
 40 |   LLumina: TLumina;
 41 | begin
 42 |   LLumina := TLumina(AUserData);
 43 |   if not Assigned(LLumina) then Exit;
 44 | 
 45 |   // Uncomment to display model info
 46 |   //LLumina.Print(AText, []);
 47 | end;
 48 | 
 49 | procedure ProgressCallback(const AModelFilename: string; const AProgress: Single; const AUserData: Pointer);
 50 | var
 51 |   LLumina: TLumina;
 52 | begin
 53 |   LLumina := TLumina(AUserData);
 54 |   if not Assigned(LLumina) then Exit;
 55 | 
 56 |   LLumina.Print(#13+'Loading %s(%3.2f%%)...', [AModelFilename, AProgress]);
 57 |   if AProgress >= 100  then
 58 |   begin
 59 |     // clear line
 60 |     LLumina.Print(#13 + #27 + '[K', []);
 61 |   end;
 62 | end;
 63 | 
 64 | function CancelCallback(const AUserData: Pointer): Boolean;
 65 | begin
 66 |   Result := Boolean(GetAsyncKeyState(VK_ESCAPE) <> 0);
 67 | end;
 68 | 
 69 | const
 70 | function_call1 =
 71 | '''
 72 | Cutting Knowledge Date: December 2023
 73 | Today Date: 23 July 2024
 74 | 
 75 | When you receive a tool call response, use the output to format an answer to the orginal user question.
 76 | 
 77 | You are a helpful assistant with tool calling capabilities.<|eot_id|><|start_header_id|>user<|end_header_id|>
 78 | 
 79 | Given the following functions, please respond with a JSON for a function call with its proper arguments that best answers the given prompt.
 80 | 
 81 | Respond in the format {"name": function name, "parameters": dictionary of argument name and its value}. Do not use variables.
 82 | 
 83 | {
 84 |     "type": "function",
 85 |     "function": {
 86 |     "name": "get_current_conditions",
 87 |     "description": "Get the current weather conditions for a specific location",
 88 |     "parameters": {
 89 |         "type": "object",
 90 |         "properties": {
 91 |         "location": {
 92 |             "type": "string",
 93 |             "description": "The city and state, e.g., San Francisco, CA"
 94 |         },
 95 |         "unit": {
 96 |             "type": "string",
 97 |             "enum": ["Celsius", "Fahrenheit"],
 98 |             "description": "The temperature unit to use. Infer this from the user's location."
 99 |         }
100 |         },
101 |         "required": ["location", "unit"]
102 |     }
103 |     }
104 | }
105 | 
106 | Question: what is the weather like in San Fransisco?
107 | ''';
108 | 
109 | function_call2 =
110 | '''
111 | You are an expert in composing functions. You are given a question and a set of possible functions.
112 | Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
113 | If none of the functions can be used, point it out. If the given question lacks the parameters required by the function,also point it out. You should only return the function call in tools call sections.
114 | If you decide to invoke any of the function(s), you MUST respond in the format of [func_name1(params_name1=params_value1, params_name2=params_value2...), func_name2(params)]
115 | 
116 | Here is a list of functions in JSON format that you can invoke.
117 | [
118 |     {
119 |         "name": "get_user_info",
120 |         "description": "Retrieve details for a specific user by their unique identifier. Note that the provided function is in Python 3 syntax.",
121 |         "parameters": {
122 |             "type": "dict",
123 |             "required": [
124 |                 "user_id"
125 |             ],
126 |             "properties": {
127 |                 "user_id": {
128 |                 "type": "integer",
129 |                 "description": "The unique identifier of the user. It is used to fetch the specific user details from the database."
130 |             },
131 |             "special": {
132 |                 "type": "string",
133 |                 "description": "Any special information or parameters that need to be considered while fetching user details.",
134 |                 "default": "none"
135 |                 }
136 |             }
137 |         }
138 |     }
139 | ]
140 | 
141 | 
142 | Can you retrieve the details for the user with the ID 7890, who has black as their special request?
143 | Can you retrieve the details for the user with the ID 6889, who has white as their special request?
144 | Can you retrieve the details for the user with the ID 1000, who has red as their special request?
145 | 
146 | ''';
147 | 
148 | procedure Test01();
149 | var
150 |   LLumina: TLumina;
151 |   LPerf: TLumina.PerformanceResult;
152 |   LQuestion: string;
153 |   LModel: string;
154 |   LAddAssistant: Boolean;
155 | begin
156 |   //LQuestion := function_call2;
157 |   LQuestion := 'what is AI?';
158 | 
159 |   //LQuestion := 'What happen in feb 2023 according to your knowledge?';
160 |   //LQuestion := 'who is bill gates?';
161 |   //LQuestion := 'what is KNO3?';
162 |   //LQuestion := 'hello in: spanish, japanese, chinese';
163 |   //LQuestion := 'how to make KNO3? (detailed steps)';
164 | 
165 |   LModel := 'C:/LLM/GGUF/gemma-2-2b-it-abliterated-Q8_0.gguf';
166 |   LAddAssistant := False;
167 | 
168 |   //LModel := 'C:\LLM\GGUF\hermes-3-llama-3.2-3b-abliterated-q8_0.gguf';
169 |   //LAddAssistant := True;
170 | 
171 |   //LModel := 'C:\LLM\GGUF\dolphin3.0-llama3.2-1b-q8_0.gguf';
172 |   //LAddAssistant := True;
173 | 
174 |   try
175 |     LLumina := TLumina.Create();
176 |     try
177 |       LLumina.SetInfoCallback(InfoCallback, LLumina);
178 |       LLumina.SetProgressCallback(ProgressCallback, LLumina);
179 |       LLumina.SetCancelCallback(CancelCallback, LLumina);
180 | 
181 |       if LLumina.LoadModel(LModel, '', 1024*8, -1, 4, LAddAssistant) then
182 |       begin
183 |       if LLumina.SimpleInference(LQuestion) then
184 |         begin
185 |           LPerf := LLumina.GetPerformanceResult();
186 |           writeln;
187 |           writeln;
188 |           writeln('Input Tokens: ', LPerf.TotalInputTokens);
189 |           writeln('Output Tokens: ', LPerf.TotalOutputTokens);
190 |           writeln('Tokens/Sec   : ', LPerf.TokensPerSecond:3:2);
191 |         end
192 |       else
193 |         begin
194 |           WriteLn('Error: ', LLumina.GetError());
195 |         end;
196 | 
197 |         LLumina.UnloadModel();
198 |       end;
199 |     finally
200 |       LLumina.Free();
201 |     end;
202 |   except
203 |     on E: Exception do
204 |       Writeln(E.ClassName, ': ', E.Message);
205 |   end;
206 | end;
207 | 
208 | procedure Test02();
209 | 
210 | var
211 |   DB: PSQLite3;
212 |   Stmt: Psqlite3_stmt;
213 |   SQL: PAnsiChar;
214 |   Res: Integer;
215 | 
216 | procedure CheckError(Res: Integer; DB: Psqlite3);
217 | begin
218 |   if Res = SQLITE_OK then exit;
219 |   if Res = SQLITE_DONE then Exit;
220 |   raise Exception.CreateFmt('SQLite error %d: %s', [Res, sqlite3_errmsg(DB)]);
221 | end;
222 | 
223 | begin
224 |   db := nil;
225 |   stmt := nil;
226 | 
227 |   try
228 |     // remove existing database
229 |     DeleteFile('test02.db');
230 | 
231 |     // Open database
232 |     Res := sqlite3_open('test02.db', @DB);
233 |     CheckError(Res, DB);
234 | 
235 |     try
236 |       // Create table
237 |       SQL := 'CREATE TABLE IF NOT EXISTS users (id INTEGER PRIMARY KEY, name TEXT);';
238 |       Res := sqlite3_exec(DB, SQL, nil, nil, nil);
239 |       CheckError(Res, DB);
240 | 
241 |       // Insert data
242 |       SQL := 'INSERT INTO users (name) VALUES (''John Doe'');';
243 |       Res := sqlite3_exec(DB, SQL, nil, nil, nil);
244 |       CheckError(Res, DB);
245 | 
246 |       // Query data
247 |       SQL := 'SELECT id, name FROM users;';
248 |       Res := sqlite3_prepare_v2(DB, SQL, -1, @Stmt, nil);
249 |       CheckError(Res, DB);
250 | 
251 |       while sqlite3_step(Stmt) = SQLITE_ROW do
252 |       begin
253 |         WriteLn('ID: ', sqlite3_column_int(Stmt, 0));
254 |         WriteLn('Name: ', String(AnsiString(PAnsiChar(sqlite3_column_text(Stmt, 1)))));
255 |       end;
256 | 
257 |       // Finalize statement
258 |       sqlite3_finalize(Stmt);
259 |     finally
260 |       // Close database
261 |       sqlite3_close(DB);
262 |     end;
263 | 
264 |   except
265 |     on E: Exception do
266 |       Writeln(E.ClassName, ': ', E.Message);
267 |   end;
268 | end;
269 | 
270 | procedure Test03();
271 | type
272 |   TVector4 = array[0..3] of Single;
273 |   TItem = record
274 |     id: sqlite3_int64;
275 |     vector: TVector4;
276 |   end;
277 | 
278 | const
279 |   items: array[0..4] of TItem = (
280 |     (id: 1; vector: (0.1, 0.1, 0.1, 0.1)),
281 |     (id: 2; vector: (0.2, 0.2, 0.2, 0.2)),
282 |     (id: 3; vector: (0.3, 0.3, 0.3, 0.3)),
283 |     (id: 4; vector: (0.4, 0.4, 0.4, 0.4)),
284 |     (id: 5; vector: (0.5, 0.5, 0.5, 0.5))
285 |   );
286 | 
287 |   query: TVector4 = (0.3, 0.3, 0.3, 0.3);
288 | var
289 |   DB: Psqlite3;
290 |   Stmt: Psqlite3_stmt;
291 |   RC: Integer;
292 |   I: Integer;
293 |   ErrMsg: PAnsiChar;
294 |   rowid: Int64;
295 |   distance: Double;
296 | 
297 | procedure AssertSQLite(rc: Integer);
298 | begin
299 |   Assert(rc = SQLITE_OK);
300 | end;
301 | 
302 | begin
303 |   // Open in-memory database
304 |   rc := sqlite3_open(':memory:', @db);
305 |   AssertSQLite(rc);
306 | 
307 |   // Initialize SQLite vector extension
308 |   rc := sqlite3_vec_init(db, @ErrMsg, nil);
309 |   AssertSQLite(rc);
310 | 
311 |   // Check versions
312 |   rc := sqlite3_prepare_v2(db, 'SELECT sqlite_version(), vec_version()', -1, @stmt, nil);
313 |   AssertSQLite(rc);
314 | 
315 |   rc := sqlite3_step(stmt);
316 |   if rc = SQLITE_ROW then
317 |     WriteLn(Format('sqlite_version=%s, vec_version=%s', [
318 |       PAnsiChar(sqlite3_column_text(stmt, 0)),
319 |       PAnsiChar(sqlite3_column_text(stmt, 1))
320 |     ]));
321 |   sqlite3_finalize(stmt);
322 | 
323 |     // Create virtual table
324 |     rc := sqlite3_prepare_v2(db,
325 |       'CREATE VIRTUAL TABLE vec_items USING vec0(embedding float[4])',
326 |       -1, @stmt, nil);
327 |     AssertSQLite(rc);
328 |     rc := sqlite3_step(stmt);
329 |     Assert(rc = SQLITE_DONE);
330 |     sqlite3_finalize(stmt);
331 | 
332 |     // Begin transaction
333 |     rc := sqlite3_exec(db, 'BEGIN', nil, nil, @errMsg);
334 |     AssertSQLite(rc);
335 | 
336 |     // Insert items
337 |     rc := sqlite3_prepare_v2(db,
338 |       'INSERT INTO vec_items(rowid, embedding) VALUES (?, ?)',
339 |       -1, @stmt, nil);
340 |     AssertSQLite(rc);
341 | 
342 |     for i := Low(items) to High(items) do
343 |     begin
344 |       sqlite3_bind_int64(stmt, 1, items[i].id);
345 |       sqlite3_bind_blob(stmt, 2, @items[i].vector, SizeOf(items[i].vector), SQLITE_STATIC);
346 |       rc := sqlite3_step(stmt);
347 |       Assert(rc = SQLITE_DONE);
348 |       sqlite3_reset(stmt);
349 |     end;
350 |     sqlite3_finalize(stmt);
351 | 
352 |     // Commit transaction
353 |     rc := sqlite3_exec(db, 'COMMIT', nil, nil, @errMsg);
354 |     AssertSQLite(rc);
355 | 
356 |     // Query nearest neighbors
357 |     rc := sqlite3_prepare_v2(db,
358 |       'SELECT ' +
359 |       '  rowid, ' +
360 |       '  distance ' +
361 |       'FROM vec_items ' +
362 |       'WHERE embedding MATCH ?1 ' +
363 |       'ORDER BY distance ' +
364 |       'LIMIT 3',
365 |       -1, @stmt, nil);
366 |     AssertSQLite(rc);
367 | 
368 |     sqlite3_bind_blob(stmt, 1, @query[0], SizeOf(query), SQLITE_STATIC);
369 | 
370 |     while True do
371 |     begin
372 |       rc := sqlite3_step(stmt);
373 |       if rc = SQLITE_DONE then
374 |         Break;
375 |       Assert(rc = SQLITE_ROW);
376 | 
377 |       rowid := sqlite3_column_int64(stmt, 0);
378 |       distance := sqlite3_column_double(stmt, 1);
379 |       WriteLn(Format('rowid=%d distance=%f', [rowid, distance]));
380 |     end;
381 |     sqlite3_finalize(stmt);
382 | 
383 |   sqlite3_close(db);
384 | end;
385 | 
386 | 
387 | {
388 |   You can download an embedding model here:
389 |   https://huggingface.co/asg017/sqlite-lembed-model-examples/resolve/main/all-MiniLM-L6-v2/all-MiniLM-L6-v2.e4ce9877.q8_0.gguf
390 |   Place in a desired location, for example "C:/LLM/GGUF/all-MiniLM-L6-v2.e4ce9877.q8_0.gguf"
391 | }
392 | procedure Test04();
393 | const
394 |   {
395 |     CSQL1
396 | 
397 |     Copied from lembed readme - https://github.com/asg017/sqlite-lembed
398 |     Sets up lembed to use all-MiniLM-L6-v2.gguf
399 |     Creates the articles table
400 |     Inserts random NPR headlines
401 |     Builds a vector table with embeddings of the headlines
402 |     Inserts the data into the vector table
403 |   }
404 |   CSQL1 =
405 |   '''
406 |   INSERT INTO temp.lembed_models(name, model)
407 |     select 'all-MiniLM-L6-v2', lembed_model_from_file('C:/LLM/GGUF/all-MiniLM-L6-v2.e4ce9877.q8_0.gguf');
408 | 
409 |   create table articles(
410 |     headline text
411 |   );
412 | 
413 |   -- Random NPR headlines from 2024-06-04
414 |   insert into articles VALUES
415 |     ('Shohei Ohtani''s ex-interpreter pleads guilty to charges related to gambling and theft'),
416 |     ('The jury has been selected in Hunter Biden''s gun trial'),
417 |     ('Larry Allen, a Super Bowl champion and famed Dallas Cowboy, has died at age 52'),
418 |     ('After saying Charlotte, a lone stingray, was pregnant, aquarium now says she''s sick'),
419 |     ('An Epoch Times executive is facing money laundering charge');
420 | 
421 |   -- Build a vector table with embeddings of article headlines
422 |   create virtual table vec_articles using vec0(
423 |     headline_embeddings float[384]
424 |   );
425 | 
426 |   insert into vec_articles(rowid, headline_embeddings)
427 |     select rowid, lembed('all-MiniLM-L6-v2', headline)
428 |     from articles;
429 |   ''';
430 | 
431 |   {
432 |     CSQL2
433 | 
434 |     Semantic search example from lembed readme.
435 |     Searches on "firearm courtroom" and returns results based on the join.
436 |     Limits to three returned results.
437 |   }
438 |   const CSQL2 =
439 |   '''
440 |   with matches as (
441 |       select
442 |         rowid,
443 |         distance
444 |       from vec_articles
445 |       where headline_embeddings match lembed('all-MiniLM-L6-v2', 'firearm courtroom')
446 |       order by distance
447 |       limit 3
448 |     )
449 |     select
450 |       headline,
451 |       distance
452 |     from matches
453 |     left join articles on articles.rowid = matches.rowid;
454 |   ''';
455 | 
456 | var
457 |   DB: PSQLite3;
458 |   ErrMsg: PAnsiChar;
459 |   Rc: Integer;
460 |   RowNumber: Integer;
461 |   stmt: Psqlite3_stmt;
462 | 
463 |   procedure CheckError(ResultCode: Integer; Msg: string='');
464 |   begin
465 |     if ResultCode = SQLITE_OK then exit;
466 |     if ResultCode = SQLITE_DONE then exit;
467 |     Writeln(Msg, ': ', sqlite3_errmsg(DB));
468 |     Halt(1);
469 |   end;
470 | 
471 |   procedure ExecuteSQL(const SQL: string);
472 |   var
473 |     LSQL: UTF8String;
474 |   begin
475 |     LSql := PAnsiChar(AnsiString(SQL));
476 |     Rc := sqlite3_exec(DB, PUTF8Char(LSql), nil, nil, @ErrMsg);
477 |     if Rc <> SQLITE_OK then
478 |     begin
479 |       Writeln('SQL error: ', string(ErrMsg));
480 |       sqlite3_free(ErrMsg);
481 |       Halt(1);
482 |     end;
483 |   end;
484 | 
485 | begin
486 |   try
487 |     // Remove old file to keep test idempotent
488 |     DeleteFile('test04.db');
489 | 
490 |     // Open the database
491 |     CheckError(sqlite3_open('test04.db', @DB));
492 | 
493 |     // Initialize sqlite vec and lembed addons
494 |     CheckError(sqlite3_vec_init(db, @ErrMsg, nil));
495 |     CheckError(sqlite3_lembed_init(DB, @ErrMsg, nil));
496 | 
497 |     // Initial SQL, see variable comment for details of what it does
498 |     ExecuteSQL(CSQL1);
499 | 
500 |     // SQL to perform vector search, see variable comment for the details
501 |     CheckError(sqlite3_prepare_v2(DB, CSQL2, -1, @Stmt, nil));
502 | 
503 |     // Loop the returned rows
504 |     RowNumber := 0;
505 |     while sqlite3_step(Stmt) = SQLITE_ROW do begin
506 |       Write(RowNumber);
507 |       Write(': ');
508 |       Write(String(PAnsiChar(SQLite3_Column_Name(Stmt, 0)))); // Column name
509 |       Write(': ');
510 |       WriteLn(String(PAnsiChar(sqlite3_column_text(Stmt, 0)))); // Column data
511 |       Inc(RowNumber);
512 |     end;
513 | 
514 |     // Deletes the prepared statement and closes the db, part of cleanup.
515 |     sqlite3_finalize(stmt);
516 |     sqlite3_close(DB);
517 | 
518 |     Writeln('Script executed successfully.');
519 | 
520 |   except
521 |     on E: Exception do
522 |       Writeln(E.ClassName, ': ', E.Message);
523 |   end;
524 | end;
525 | 
526 | procedure RunTests();
527 | var
528 |   LNum: Integer;
529 | begin
530 |   LNum := 01;
531 | 
532 |   case LNum of
533 |     01: Test01();
534 |     02: Test02();
535 |     03: Test03();
536 |     04: Test04();
537 |   end;
538 | 
539 |   Pause();
540 | end;
541 | 
542 | 
543 | end.
544 | 


--------------------------------------------------------------------------------
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--------------------------------------------------------------------------------
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   8 |         <Platform Condition="'$(Platform)'==''">Win64</Platform>
   9 |         <ProjectName Condition="'$(ProjectName)'==''">Testbed</ProjectName>
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 118 |             <MainSource>MainSource</MainSource>
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1113 |                 <ProjectRoot Platform="iOSDevice32" Name="$(PROJECTNAME).app"/>
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1116 |                 <ProjectRoot Platform="Linux64" Name="$(PROJECTNAME)"/>
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1118 |                 <ProjectRoot Platform="OSX64" Name="$(PROJECTNAME).app"/>
1119 |                 <ProjectRoot Platform="OSXARM64" Name="$(PROJECTNAME).app"/>
1120 |                 <ProjectRoot Platform="Win32" Name="$(PROJECTNAME)"/>
1121 |                 <ProjectRoot Platform="Win64" Name="$(PROJECTNAME)"/>
1122 |                 <ProjectRoot Platform="Win64x" Name="$(PROJECTNAME)"/>
1123 |             </Deployment>
1124 |             <Platforms>
1125 |                 <Platform value="Win32">False</Platform>
1126 |                 <Platform value="Win64">True</Platform>
1127 |             </Platforms>
1128 |         </BorlandProject>
1129 |         <ProjectFileVersion>12</ProjectFileVersion>
1130 |     </ProjectExtensions>
1131 |     <Import Project="$(BDS)\Bin\CodeGear.Delphi.Targets" Condition="Exists('$(BDS)\Bin\CodeGear.Delphi.Targets')"/>
1132 |     <Import Project="$(APPDATA)\Embarcadero\$(BDSAPPDATABASEDIR)\$(PRODUCTVERSION)\UserTools.proj" Condition="Exists('$(APPDATA)\Embarcadero\$(BDSAPPDATABASEDIR)\$(PRODUCTVERSION)\UserTools.proj')"/>
1133 |     <Import Project="$(MSBuildProjectName).deployproj" Condition="Exists('$(MSBuildProjectName).deployproj')"/>
1134 | </Project>
1135 | 


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