rifatSDAS commited on
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Initial commit: GeoAI Coding Agent app

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  1. LICENSE.md +660 -0
  2. README.md +190 -2
  3. app.py +435 -0
  4. config.py +120 -0
  5. requirements.txt +15 -0
LICENSE.md ADDED
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+ # GNU AFFERO GENERAL PUBLIC LICENSE
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+ In the following three paragraphs, a "patent license" is any express
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+ If you convey a covered work, knowingly relying on a patent license,
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+ work and works based on it.
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+
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+ A patent license is "discriminatory" if it does not include within the
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+ scope of its coverage, prohibits the exercise of, or is conditioned on
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+ the non-exercise of one or more of the rights that are specifically
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+ granted under this License. You may not convey a covered work if you
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+ business of distributing software, under which you make payment to the
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+ third party based on the extent of your activity of conveying the
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+ work, and under which the third party grants, to any of the parties
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+ who would receive the covered work from you, a discriminatory patent
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+ license (a) in connection with copies of the covered work conveyed by
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+ connection with specific products or compilations that contain the
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+ covered work, unless you entered into that arrangement, or that patent
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+ license was granted, prior to 28 March 2007.
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+
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+ Nothing in this License shall be construed as excluding or limiting
520
+ any implied license or other defenses to infringement that may
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+ otherwise be available to you under applicable patent law.
522
+
523
+ ### 12. No Surrender of Others' Freedom.
524
+
525
+ If conditions are imposed on you (whether by court order, agreement or
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+ otherwise) that contradict the conditions of this License, they do not
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+ excuse you from the conditions of this License. If you cannot convey a
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+ terms that obligate you to collect a royalty for further conveying
532
+ from those to whom you convey the Program, the only way you could
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+ satisfy both those terms and this License would be to refrain entirely
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+ from conveying the Program.
535
+
536
+ ### 13. Remote Network Interaction; Use with the GNU General Public License.
537
+
538
+ Notwithstanding any other provision of this License, if you modify the
539
+ Program, your modified version must prominently offer all users
540
+ interacting with it remotely through a computer network (if your
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+ version supports such interaction) an opportunity to receive the
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+ Corresponding Source of your version by providing access to the
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+ Corresponding Source from a network server at no charge, through some
544
+ standard or customary means of facilitating copying of software. This
545
+ Corresponding Source shall include the Corresponding Source for any
546
+ work covered by version 3 of the GNU General Public License that is
547
+ incorporated pursuant to the following paragraph.
548
+
549
+ Notwithstanding any other provision of this License, you have
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+ permission to link or combine any covered work with a work licensed
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+ under version 3 of the GNU General Public License into a single
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+ License will continue to apply to the part which is the covered work,
554
+ but the work with which it is combined will remain governed by version
555
+ 3 of the GNU General Public License.
556
+
557
+ ### 14. Revised Versions of this License.
558
+
559
+ The Free Software Foundation may publish revised and/or new versions
560
+ of the GNU Affero General Public License from time to time. Such new
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+ versions will be similar in spirit to the present version, but may
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+ differ in detail to address new problems or concerns.
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+
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+ Each version is given a distinguishing version number. If the Program
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+ specifies that a certain numbered version of the GNU Affero General
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+ Public License "or any later version" applies to it, you have the
567
+ option of following the terms and conditions either of that numbered
568
+ version or of any later version published by the Free Software
569
+ Foundation. If the Program does not specify a version number of the
570
+ GNU Affero General Public License, you may choose any version ever
571
+ published by the Free Software Foundation.
572
+
573
+ If the Program specifies that a proxy can decide which future versions
574
+ of the GNU Affero General Public License can be used, that proxy's
575
+ public statement of acceptance of a version permanently authorizes you
576
+ to choose that version for the Program.
577
+
578
+ Later license versions may give you additional or different
579
+ permissions. However, no additional obligations are imposed on any
580
+ author or copyright holder as a result of your choosing to follow a
581
+ later version.
582
+
583
+ ### 15. Disclaimer of Warranty.
584
+
585
+ THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
586
+ APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
587
+ HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT
588
+ WARRANTY OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT
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+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
590
+ A PARTICULAR PURPOSE. THE ENTIRE RISK AS TO THE QUALITY AND
591
+ PERFORMANCE OF THE PROGRAM IS WITH YOU. SHOULD THE PROGRAM PROVE
592
+ DEFECTIVE, YOU ASSUME THE COST OF ALL NECESSARY SERVICING, REPAIR OR
593
+ CORRECTION.
594
+
595
+ ### 16. Limitation of Liability.
596
+
597
+ IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
598
+ WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR
599
+ CONVEYS THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES,
600
+ INCLUDING ANY GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES
601
+ ARISING OUT OF THE USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT
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+ NOT LIMITED TO LOSS OF DATA OR DATA BEING RENDERED INACCURATE OR
603
+ LOSSES SUSTAINED BY YOU OR THIRD PARTIES OR A FAILURE OF THE PROGRAM
604
+ TO OPERATE WITH ANY OTHER PROGRAMS), EVEN IF SUCH HOLDER OR OTHER
605
+ PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGES.
606
+
607
+ ### 17. Interpretation of Sections 15 and 16.
608
+
609
+ If the disclaimer of warranty and limitation of liability provided
610
+ above cannot be given local legal effect according to their terms,
611
+ reviewing courts shall apply local law that most closely approximates
612
+ an absolute waiver of all civil liability in connection with the
613
+ Program, unless a warranty or assumption of liability accompanies a
614
+ copy of the Program in return for a fee.
615
+
616
+ END OF TERMS AND CONDITIONS
617
+
618
+ ## How to Apply These Terms to Your New Programs
619
+
620
+ If you develop a new program, and you want it to be of the greatest
621
+ possible use to the public, the best way to achieve this is to make it
622
+ free software which everyone can redistribute and change under these
623
+ terms.
624
+
625
+ To do so, attach the following notices to the program. It is safest to
626
+ attach them to the start of each source file to most effectively state
627
+ the exclusion of warranty; and each file should have at least the
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+ "copyright" line and a pointer to where the full notice is found.
629
+
630
+ <one line to give the program's name and a brief idea of what it does.>
631
+ Copyright (C) <year> <name of author>
632
+
633
+ This program is free software: you can redistribute it and/or modify
634
+ it under the terms of the GNU Affero General Public License as
635
+ published by the Free Software Foundation, either version 3 of the
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+ License, or (at your option) any later version.
637
+
638
+ This program is distributed in the hope that it will be useful,
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+ but WITHOUT ANY WARRANTY; without even the implied warranty of
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+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
641
+ GNU Affero General Public License for more details.
642
+
643
+ You should have received a copy of the GNU Affero General Public License
644
+ along with this program. If not, see <https://www.gnu.org/licenses/>.
645
+
646
+ Also add information on how to contact you by electronic and paper
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+ mail.
648
+
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+ If your software can interact with users remotely through a computer
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+ get its source. For example, if your program is a web application, its
652
+ interface could display a "Source" link that leads users to an archive
653
+ of the code. There are many ways you could offer source, and different
654
+ solutions will be better for different programs; see section 13 for
655
+ the specific requirements.
656
+
657
+ You should also get your employer (if you work as a programmer) or
658
+ school, if any, to sign a "copyright disclaimer" for the program, if
659
+ necessary. For more information on this, and how to apply and follow
660
+ the GNU AGPL, see <https://www.gnu.org/licenses/>.
README.md CHANGED
@@ -1,6 +1,6 @@
1
  ---
2
  title: Geoai Coding Agent
3
- emoji: 📈
4
  colorFrom: pink
5
  colorTo: red
6
  sdk: gradio
@@ -8,7 +8,195 @@ sdk_version: 6.3.0
8
  app_file: app.py
9
  pinned: false
10
  license: agpl-3.0
11
- short_description: GeoAI Coding Agent - Geospatial AI Coding Assistant
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
12
  ---
13
 
14
  Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
1
  ---
2
  title: Geoai Coding Agent
3
+ emoji: 🌍
4
  colorFrom: pink
5
  colorTo: red
6
  sdk: gradio
 
8
  app_file: app.py
9
  pinned: false
10
  license: agpl-3.0
11
+ tags:
12
+ - geospatial
13
+ - geospatial-ai
14
+ - AI
15
+ - ML
16
+ - DL
17
+ - LLM
18
+ - satellite-data
19
+ - earth-observation
20
+ - nlp
21
+ - maps
22
+ - data-visualization
23
+ - natural-language
24
+ - gradio
25
+ - huggingface
26
+ short_description: GeoAI Coding Agent - Geospatial AI Coding Assistant"
27
+ ---
28
+
29
+ # 🌍 GeoAI Coding Agent
30
+
31
+ A **Geospatial AI Coding Assistant** powered by `Qwen/Qwen2.5-Coder-7B-Instruct` via HuggingFace Inference API.
32
+
33
+ Specialized in **GDAL/OGR**, **Rasterio**, **GeoPandas**, **xarray**, and geospatial development across multiple programming languages.
34
+
35
+ ![Python](https://img.shields.io/badge/Python-3.10+-blue.svg)
36
+ ![Gradio](https://img.shields.io/badge/Gradio-4.19+-orange.svg)
37
+ ![License](https://img.shields.io/badge/License-AGPL--3.0-green.svg)
38
+
39
+ ## ✨ Features
40
+
41
+ - **🗺️ Geospatial Expertise**: Deep knowledge of GDAL, Rasterio, GeoPandas, PyProj, xarray, and rioxarray
42
+ - **💻 Multi-Language Support**: Python, Java, C/C++, JavaScript, TypeScript, Rust
43
+ - **📥 Download Options**: Export responses as Markdown, Jupyter Notebooks, or code files
44
+ - **🎨 Code Editor Style UI**: Syntax highlighting with dark theme
45
+ - **🔒 BYOT (Bring Your Own Token)**: Uses your HuggingFace API token for inference
46
+ - **⚡ Streaming Responses**: Real-time token streaming for better UX
47
+
48
+ ## 🚀 Quick Start
49
+
50
+ ### Local Development
51
+
52
+ 1. **Clone the repository**
53
+ ```bash
54
+ git clone https://github.com/rifatSDAS/geoai-coding-agent.git
55
+ cd geoai-coding-agent
56
+ ```
57
+
58
+ 2. **Create virtual environment**
59
+ ```bash
60
+ python -m venv venv
61
+ source venv/bin/activate # Linux/Mac
62
+ # or
63
+ venv\Scripts\activate # Windows
64
+ ```
65
+
66
+ 3. **Install dependencies**
67
+ ```bash
68
+ pip install -r requirements.txt
69
+ ```
70
+
71
+ 4. **Run the application**
72
+ ```bash
73
+ python app.py
74
+ ```
75
+
76
+ 5. **Open in browser**: Navigate to `http://localhost:7860`
77
+
78
+ 6. **Enter your HuggingFace token**: Get one at [huggingface.co/settings/tokens](https://huggingface.co/settings/tokens)
79
+
80
+ ### Run Tests
81
+
82
+ ```bash
83
+ pytest test_app.py -v
84
+ ```
85
+
86
+ ## 🐳 HuggingFace Spaces Deployment
87
+
88
+ 1. **Create a new Space** at [huggingface.co/new-space](https://huggingface.co/new-space)
89
+ - Select **Gradio** as the SDK
90
+ - Choose **CPU basic** (free tier)
91
+
92
+ 2. **Upload files**
93
+ - `app.py`
94
+ - `config.py`
95
+ - `requirements.txt`
96
+ - `README.md` (optional)
97
+
98
+ 3. **That's it!** The Space will automatically build and deploy.
99
+
100
+ ## 📁 Project Structure
101
+
102
+ ```
103
+ geoai-coding-agent/
104
+ ├── app.py # Main Gradio application
105
+ ├── config.py # Configuration, prompts, templates
106
+ ├── test_app.py # Unit tests
107
+ ├── requirements.txt # Python dependencies
108
+ ├── .gitignore # Git ignore rules
109
+ └── README.md # This file
110
+ ```
111
+
112
+ ## 🎯 Example Queries
113
+
114
+ - *"Read a GeoTIFF with rasterio and calculate NDVI from Sentinel-2 bands"*
115
+ - *"Convert shapefile to GeoJSON using GDAL/OGR in Python"*
116
+ - *"Reproject a raster from EPSG:4326 to EPSG:32632 using rasterio"*
117
+ - *"Clip a large COG raster to a polygon boundary using rioxarray"*
118
+ - *"Create a spatial join between two GeoDataFrames in GeoPandas"*
119
+ - *"Implement parallel raster processing with GDAL in C++"*
120
+
121
+ ## ⚙️ Configuration
122
+
123
+ Key settings in `config.py`:
124
+
125
+ | Parameter | Default | Description |
126
+ | ---------------- | -------------------------------- | ------------------------------------------- |
127
+ | `MODEL_ID` | `Qwen/Qwen2.5-Coder-7B-Instruct` | HuggingFace model |
128
+ | `MAX_NEW_TOKENS` | `2048` | Maximum response length |
129
+ | `TEMPERATURE` | `0.3` | Sampling temperature (lower = more focused) |
130
+ | `TOP_P` | `0.9` | Nucleus sampling threshold |
131
+
132
+ ## 🔑 API Token
133
+
134
+ This application requires a **HuggingFace API token** for inference. This design:
135
+ - ✅ Keeps the Space free (no server-side costs)
136
+ - ✅ Prevents token limit overflow
137
+ - ✅ Gives users control over their usage
138
+
139
+ Get your free token at: [huggingface.co/settings/tokens](https://huggingface.co/settings/tokens)
140
+
141
+ ## 🛠️ Supported Languages
142
+
143
+ | Language | Extension | Use Case |
144
+ |------------|--------------|-------------------------------|
145
+ | Python | `.py` | GDAL, Rasterio, GeoPandas |
146
+ | Java | `.java` | GeoTools, JTS |
147
+ | C/C++ | `.c`, `.cpp` | GDAL C API, performance |
148
+ | JavaScript | `.js` | Leaflet, OpenLayers, Turf.js |
149
+ | TypeScript | `.ts` | Type-safe geospatial apps |
150
+ | Rust | `.rs` | GDAL Rust bindings, geo crate |
151
+
152
+ ## 📦 Dependencies
153
+
154
+ - **gradio**: Web UI framework
155
+ - **huggingface-hub**: HF Inference API client
156
+ - **pytest**: Testing framework
157
+
158
+ ## 🙏 Acknowledgments
159
+
160
+ - Inspired by [GeoAI-Assistance-Ext](https://github.com/rifatSDAS/GeoAI-Assistance-Ext) VS Code Extension
161
+ - Powered by [Qwen2.5-Coder](https://huggingface.co/Qwen/Qwen2.5-Coder-7B-Instruct)
162
+ - Built with [Gradio](https://gradio.app/)
163
+
164
+ ## About the Developer
165
+
166
+ Built by Dr. Kazi Rifat Ahmed, a **Full Stack Geospatial AI Engineer** specializing in:
167
+ - AI/ML-DL for geospatial applications
168
+ - Cloud-native geospatial software engineering & architecture
169
+ - Large-scale Satellite/Earth Observation data data analysis, processing, analytics, and visualization
170
+ - Blockchain and Quantum Computing for geospatial applications
171
+ - Research Advanced Geospatial Science, Technology, and Applications
172
+ - Co-founder and Technical Lead for Satellite Data Services business in Space sector, i.e., QuentuED (https://quentued.de) and Sensor Aktor (https://sensor-aktor.de)
173
+
174
+ ### Tech Stack Proficiency
175
+ Python | Java | JavaScript | TypeScript | C/C++ | Bash | Cloud-Native Architecture (kubernetes) | DevOps | AI/ML/DL | MLOps | LLM Integration | Blockchain | Remote Sensing Science & Technology | Geospatial Data Science & Engineering
176
+
177
+ ### Research Interests
178
+ Geospatial AI | Satellite Data Engineering | Drone Sensors | Geospatial Big Data Analytics | Earth Observation Systems & Sensors | Advanced Remote Sensing Techniques | Space Technology | Quantum Computing | Blockchain | | Satellite Data Services | Planetary Science & Exploration
179
+
180
+ ## 🤝 Contributing
181
+
182
+ Contributions are welcome! Please:
183
+
184
+ 1. Fork the repository
185
+ 2. Create a feature branch
186
+ 3. Make your changes
187
+ 4. Run tests: `pytest test_app.py -v`
188
+ 5. Submit a pull request
189
+
190
+ ## 📄 License
191
+
192
+ This project is licensed under the **GNU Affero General Public License v3.0** (AGPL-3.0).
193
+
194
+ See [LICENSE](LICENSE.md) for details.
195
+
196
+ ## Contact
197
+
198
+ For collaboration opportunities in satellite data services & applications, large-scale satellite data analytics, geospatial AI, blockchain & quantum computing for geospatial applications, or advanced geospatial science, technology & applications, feel free to reach out!
199
+
200
  ---
201
 
202
  Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
app.py ADDED
@@ -0,0 +1,435 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """
2
+ GeoAI Coding Agent - Main Application
3
+ ======================================
4
+ A Geospatial AI Coding Assistant powered by Qwen2.5-Coder-7B-Instruct.
5
+ Specialized in GDAL, Rasterio, GeoPandas, and geospatial development.
6
+ """
7
+
8
+ import gradio as gr
9
+ from huggingface_hub import InferenceClient
10
+ import re
11
+ import json
12
+ import tempfile
13
+ import os
14
+ from datetime import datetime
15
+ from typing import Generator, Tuple, Optional
16
+
17
+ # Get HF token from environment variable (HF Spaces secret)
18
+ HF_TOKEN = os.environ.get("HF_TOKEN", "")
19
+
20
+ from config import (
21
+ MODEL_ID,
22
+ MAX_NEW_TOKENS,
23
+ TEMPERATURE,
24
+ TOP_P,
25
+ REPETITION_PENALTY,
26
+ SUPPORTED_LANGUAGES,
27
+ SYSTEM_PROMPT,
28
+ EXAMPLE_PROMPTS,
29
+ NOTEBOOK_TEMPLATE,
30
+ MARKDOWN_TEMPLATE,
31
+ )
32
+
33
+
34
+ def create_client() -> Optional[InferenceClient]:
35
+ """Create HuggingFace Inference client with environment token."""
36
+ if not HF_TOKEN:
37
+ return None
38
+ try:
39
+ return InferenceClient(model=MODEL_ID, token=HF_TOKEN)
40
+ except Exception as e:
41
+ print(f"Error creating client: {e}")
42
+ return None
43
+
44
+
45
+ def extract_code_blocks(text: str) -> list[dict]:
46
+ """Extract code blocks with language info from response."""
47
+ pattern = r"```(\w+)?\n(.*?)```"
48
+ matches = re.findall(pattern, text, re.DOTALL)
49
+
50
+ blocks = []
51
+ for lang, code in matches:
52
+ lang = lang.lower() if lang else "python"
53
+ if lang in SUPPORTED_LANGUAGES:
54
+ blocks.append({
55
+ "language": lang,
56
+ "code": code.strip(),
57
+ "extension": SUPPORTED_LANGUAGES[lang]["extension"]
58
+ })
59
+ else:
60
+ # Default to python if unknown
61
+ blocks.append({
62
+ "language": "python",
63
+ "code": code.strip(),
64
+ "extension": ".py"
65
+ })
66
+ return blocks
67
+
68
+
69
+ def generate_response(
70
+ message: str,
71
+ history: list,
72
+ ) -> Generator[str, None, None]:
73
+ """Generate streaming response from the model."""
74
+
75
+ if not HF_TOKEN:
76
+ yield "⚠️ **Error**: Server configuration error. Please contact the administrator."
77
+ return
78
+
79
+ client = create_client()
80
+ if client is None:
81
+ yield "⚠️ **Error**: Failed to initialize the model client. Please try again later."
82
+ return
83
+
84
+ # Build messages for the API
85
+ messages = [{"role": "system", "content": SYSTEM_PROMPT}]
86
+
87
+ # Add conversation history (Gradio 6.x uses dict format with role/content)
88
+ for msg in history:
89
+ if isinstance(msg, dict):
90
+ messages.append({"role": msg["role"], "content": msg["content"]})
91
+
92
+ # Add current message
93
+ messages.append({"role": "user", "content": message})
94
+
95
+ try:
96
+ response_text = ""
97
+ stream = client.chat_completion(
98
+ messages=messages,
99
+ max_tokens=MAX_NEW_TOKENS,
100
+ temperature=TEMPERATURE,
101
+ top_p=TOP_P,
102
+ stream=True,
103
+ )
104
+
105
+ for chunk in stream:
106
+ if chunk.choices and chunk.choices[0].delta.content:
107
+ token = chunk.choices[0].delta.content
108
+ response_text += token
109
+ yield response_text
110
+
111
+ except Exception as e:
112
+ error_msg = str(e)
113
+ if "401" in error_msg or "unauthorized" in error_msg.lower():
114
+ yield "⚠️ **Authentication Error**: Invalid HuggingFace token. Please check your API token."
115
+ elif "429" in error_msg or "rate" in error_msg.lower():
116
+ yield "⚠️ **Rate Limit**: Too many requests. Please wait a moment and try again."
117
+ else:
118
+ yield f"⚠️ **Error**: {error_msg}"
119
+
120
+
121
+ def create_download_file(
122
+ response: str,
123
+ query: str,
124
+ file_format: str
125
+ ) -> Optional[str]:
126
+ """Create downloadable file from the response."""
127
+
128
+ if not response:
129
+ return None
130
+
131
+ timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
132
+
133
+ try:
134
+ if file_format == "markdown":
135
+ content = MARKDOWN_TEMPLATE.format(query=query, response=response)
136
+ filename = f"geoai_response_{timestamp}.md"
137
+
138
+ elif file_format == "notebook":
139
+ code_blocks = extract_code_blocks(response)
140
+ if not code_blocks:
141
+ # If no code blocks, create a markdown cell
142
+ code_cells = json.dumps([f"# No code blocks found\\n# Response:\\n# {response[:500]}..."])
143
+ else:
144
+ # Create code cells from extracted blocks
145
+ cells = [block["code"] for block in code_blocks if block["language"] == "python"]
146
+ if not cells:
147
+ cells = [code_blocks[0]["code"]] if code_blocks else ["# No Python code found"]
148
+ code_cells = json.dumps(cells)
149
+
150
+ content = NOTEBOOK_TEMPLATE.format(
151
+ query=query.replace('"', '\\"').replace('\n', '\\n'),
152
+ code_cells=code_cells
153
+ )
154
+ filename = f"geoai_notebook_{timestamp}.ipynb"
155
+
156
+ elif file_format == "code":
157
+ code_blocks = extract_code_blocks(response)
158
+ if not code_blocks:
159
+ return None
160
+
161
+ # Use the first code block
162
+ block = code_blocks[0]
163
+ content = block["code"]
164
+ filename = f"geoai_code_{timestamp}{block['extension']}"
165
+
166
+ else:
167
+ return None
168
+
169
+ # Write to temp file
170
+ temp_dir = tempfile.gettempdir()
171
+ filepath = os.path.join(temp_dir, filename)
172
+ with open(filepath, "w", encoding="utf-8") as f:
173
+ f.write(content)
174
+
175
+ return filepath
176
+
177
+ except Exception as e:
178
+ print(f"Error creating download file: {e}")
179
+ return None
180
+
181
+
182
+ def download_as_markdown(response: str, query: str) -> Optional[str]:
183
+ """Download response as Markdown."""
184
+ return create_download_file(response, query, "markdown")
185
+
186
+
187
+ def download_as_notebook(response: str, query: str) -> Optional[str]:
188
+ """Download response as Jupyter Notebook."""
189
+ return create_download_file(response, query, "notebook")
190
+
191
+
192
+ def download_as_code(response: str, query: str) -> Optional[str]:
193
+ """Download response as code file."""
194
+ return create_download_file(response, query, "code")
195
+
196
+
197
+ # Custom CSS for code editor style
198
+ CUSTOM_CSS = """
199
+ /* Full width container */
200
+ .gradio-container {
201
+ max-width: 100% !important;
202
+ width: 100% !important;
203
+ margin: 0 auto !important;
204
+ padding: 20px !important;
205
+ }
206
+
207
+ /* Code block styling */
208
+ .prose pre {
209
+ background-color: #1e1e1e !important;
210
+ border-radius: 8px;
211
+ padding: 16px;
212
+ overflow-x: auto;
213
+ }
214
+
215
+ .prose code {
216
+ font-family: 'JetBrains Mono', 'Fira Code', 'Consolas', monospace !important;
217
+ font-size: 14px;
218
+ }
219
+
220
+ /* Chat message styling */
221
+ .message {
222
+ font-family: 'Inter', sans-serif;
223
+ }
224
+
225
+ /* Header styling */
226
+ .header-text {
227
+ text-align: center;
228
+ margin-bottom: 20px;
229
+ }
230
+
231
+ /* Example buttons */
232
+ .example-btn {
233
+ font-size: 12px !important;
234
+ }
235
+
236
+ /* Download buttons container */
237
+ .download-container {
238
+ display: flex;
239
+ gap: 10px;
240
+ margin-top: 10px;
241
+ }
242
+ """
243
+
244
+ # Build the Gradio Interface
245
+ def create_app():
246
+ """Create and configure the Gradio application."""
247
+
248
+ with gr.Blocks(
249
+ title="GeoAI Coding Agent",
250
+ ) as app:
251
+
252
+ # Header
253
+ gr.Markdown(
254
+ """
255
+ # 🌍 GeoAI Coding Agent
256
+ ### Geospatial AI Coding Assistant powered by Qwen2.5-Coder-7B
257
+
258
+ Expert in **GDAL/OGR**, **Rasterio**, **GeoPandas**, **xarray**, and geospatial development.
259
+ Fluent in Python, Java, C/C++, JavaScript, TypeScript, and Rust.
260
+ """
261
+ )
262
+
263
+ # Main Chat Interface
264
+ chatbot = gr.Chatbot(
265
+ label="GeoAI Conversation",
266
+ height=500,
267
+ type="messages",
268
+ )
269
+
270
+ # Input Row
271
+ with gr.Row():
272
+ msg_input = gr.Textbox(
273
+ label="Your Query",
274
+ placeholder="Ask about geospatial coding... (e.g., 'Read GeoTIFF with rasterio and reproject to UTM')",
275
+ lines=3,
276
+ scale=4,
277
+ )
278
+ submit_btn = gr.Button("🚀 Generate", variant="primary", scale=1)
279
+
280
+ # Example Prompts
281
+ gr.Markdown("### 💡 Example Prompts")
282
+ with gr.Row():
283
+ example_btns = []
284
+ for i, example in enumerate(EXAMPLE_PROMPTS[:4]):
285
+ btn = gr.Button(
286
+ example[:50] + "..." if len(example) > 50 else example,
287
+ size="sm",
288
+ elem_classes=["example-btn"],
289
+ )
290
+ example_btns.append((btn, example))
291
+
292
+ with gr.Row():
293
+ for i, example in enumerate(EXAMPLE_PROMPTS[4:8]):
294
+ btn = gr.Button(
295
+ example[:50] + "..." if len(example) > 50 else example,
296
+ size="sm",
297
+ elem_classes=["example-btn"],
298
+ )
299
+ example_btns.append((btn, example))
300
+
301
+ # Download Section
302
+ gr.Markdown("### 📥 Download Response")
303
+ with gr.Row():
304
+ download_md_btn = gr.Button("📄 Markdown", size="sm")
305
+ download_nb_btn = gr.Button("📓 Notebook", size="sm")
306
+ download_code_btn = gr.Button("💻 Code File", size="sm")
307
+
308
+ download_file = gr.File(label="Download", visible=False)
309
+
310
+ # State for tracking last response
311
+ last_response = gr.State("")
312
+ last_query = gr.State("")
313
+
314
+ # Event Handlers
315
+ def user_message(message, history):
316
+ """Handle user message submission."""
317
+ if not message.strip():
318
+ return "", history
319
+ return "", history + [{"role": "user", "content": message}]
320
+
321
+ def bot_response(history):
322
+ """Generate bot response with streaming."""
323
+ if not history:
324
+ return history, "", ""
325
+
326
+ user_msg = history[-1]["content"]
327
+
328
+ for response in generate_response(
329
+ user_msg,
330
+ history[:-1],
331
+ ):
332
+ yield history + [{"role": "assistant", "content": response}], response, user_msg
333
+
334
+ def make_set_example(example_text):
335
+ """Create a function that returns the example prompt."""
336
+ def set_example():
337
+ return example_text
338
+ return set_example
339
+
340
+ def handle_download_md(response, query):
341
+ """Handle markdown download."""
342
+ filepath = download_as_markdown(response, query)
343
+ if filepath:
344
+ return gr.File(value=filepath, visible=True)
345
+ return gr.File(visible=False)
346
+
347
+ def handle_download_nb(response, query):
348
+ """Handle notebook download."""
349
+ filepath = download_as_notebook(response, query)
350
+ if filepath:
351
+ return gr.File(value=filepath, visible=True)
352
+ return gr.File(visible=False)
353
+
354
+ def handle_download_code(response, query):
355
+ """Handle code file download."""
356
+ filepath = download_as_code(response, query)
357
+ if filepath:
358
+ return gr.File(value=filepath, visible=True)
359
+ return gr.File(visible=False)
360
+
361
+ # Wire up events
362
+ submit_btn.click(
363
+ user_message,
364
+ [msg_input, chatbot],
365
+ [msg_input, chatbot],
366
+ queue=False,
367
+ ).then(
368
+ bot_response,
369
+ [chatbot],
370
+ [chatbot, last_response, last_query],
371
+ )
372
+
373
+ msg_input.submit(
374
+ user_message,
375
+ [msg_input, chatbot],
376
+ [msg_input, chatbot],
377
+ queue=False,
378
+ ).then(
379
+ bot_response,
380
+ [chatbot],
381
+ [chatbot, last_response, last_query],
382
+ )
383
+
384
+ # Example button clicks
385
+ for btn, example in example_btns:
386
+ btn.click(make_set_example(example), inputs=[], outputs=[msg_input])
387
+
388
+ # Download button clicks
389
+ download_md_btn.click(
390
+ handle_download_md,
391
+ [last_response, last_query],
392
+ [download_file],
393
+ )
394
+
395
+ download_nb_btn.click(
396
+ handle_download_nb,
397
+ [last_response, last_query],
398
+ [download_file],
399
+ )
400
+
401
+ download_code_btn.click(
402
+ handle_download_code,
403
+ [last_response, last_query],
404
+ [download_file],
405
+ )
406
+
407
+ # Footer
408
+ gr.Markdown(
409
+ """
410
+ ---
411
+ *GeoAI Coding Agent - Geospatial AI Coding Assistant*
412
+
413
+ **Built by:** [rifatSDAS](https://github.com/rifatSDAS)
414
+ """
415
+ )
416
+
417
+ return app
418
+
419
+
420
+ # Main entry point
421
+ if __name__ == "__main__":
422
+ app = create_app()
423
+ app.queue()
424
+ app.launch(
425
+ server_name="0.0.0.0",
426
+ server_port=7860,
427
+ share=False,
428
+ show_error=True,
429
+ theme=gr.themes.Soft(
430
+ primary_hue="blue",
431
+ secondary_hue="slate",
432
+ neutral_hue="slate",
433
+ ),
434
+ css=CUSTOM_CSS,
435
+ )
config.py ADDED
@@ -0,0 +1,120 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """
2
+ GeoAI Coding Agent - Configuration
3
+ ===================================
4
+ Configuration settings for the Geospatial AI Coding Assistant.
5
+ Uses Qwen/Qwen2.5-Coder-7B-Instruct via HuggingFace Inference API.
6
+ """
7
+
8
+ # Model Configuration
9
+ MODEL_ID = "Qwen/Qwen2.5-Coder-7B-Instruct"
10
+ MAX_NEW_TOKENS = 2048
11
+ TEMPERATURE = 0.3
12
+ TOP_P = 0.9
13
+ REPETITION_PENALTY = 1.1
14
+
15
+ # Supported Languages
16
+ SUPPORTED_LANGUAGES = {
17
+ "python": {"extension": ".py", "highlight": "python", "mime": "text/x-python"},
18
+ "java": {"extension": ".java", "highlight": "java", "mime": "text/x-java"},
19
+ "cpp": {"extension": ".cpp", "highlight": "cpp", "mime": "text/x-c++src"},
20
+ "c": {"extension": ".c", "highlight": "c", "mime": "text/x-csrc"},
21
+ "javascript": {"extension": ".js", "highlight": "javascript", "mime": "text/javascript"},
22
+ "typescript": {"extension": ".ts", "highlight": "typescript", "mime": "text/typescript"},
23
+ "rust": {"extension": ".rs", "highlight": "rust", "mime": "text/x-rustsrc"},
24
+ "markdown": {"extension": ".md", "highlight": "markdown", "mime": "text/markdown"},
25
+ "json": {"extension": ".json", "highlight": "json", "mime": "application/json"},
26
+ "bash": {"extension": ".sh", "highlight": "bash", "mime": "text/x-sh"},
27
+ }
28
+
29
+ # Geospatial System Prompt
30
+ SYSTEM_PROMPT = """You are GeoAI Coding Agent, an expert Geospatial Software Engineer specialized in:
31
+
32
+ ## Core Expertise
33
+ - **GDAL/OGR**: Raster/vector processing, format conversions, coordinate transformations
34
+ - **Rasterio & Fiona**: Pythonic interfaces for raster/vector I/O with NumPy integration
35
+ - **GeoPandas & Shapely**: Spatial dataframes, geometric operations, spatial joins
36
+ - **PyProj & PROJ**: Coordinate reference systems, transformations, geodetic calculations
37
+ - **xarray & rioxarray**: Large-scale raster processing, NetCDF/Zarr, lazy loading
38
+
39
+ ## Language Proficiency
40
+ Python, Java, C/C++, JavaScript, TypeScript, Rust
41
+
42
+ ## Response Guidelines
43
+ 1. **Be concise**: Provide working code with minimal but meaningful explanations
44
+ 2. **Code first**: Lead with the solution, explain key points after
45
+ 3. **Best practices**: Include error handling, type hints (Python), and memory efficiency
46
+ 4. **Geospatial focus**: Optimize for large Earth Observation datasets
47
+ 5. **Format code blocks** with language specification: ```python, ```java, ```cpp, etc.
48
+
49
+ ## Response Structure
50
+ ```[language]
51
+ # Your code here
52
+ ```
53
+
54
+ **Key Points:**
55
+ - Brief explanation of the approach (2-3 sentences max)
56
+ - Any important caveats or dependencies
57
+
58
+ Do NOT include lengthy introductions or excessive explanations. Users are professionals who need working code quickly."""
59
+
60
+ # Example prompts for UI
61
+ EXAMPLE_PROMPTS = [
62
+ "Read a GeoTIFF with rasterio and calculate NDVI from Sentinel-2 bands",
63
+ "Convert shapefile to GeoJSON using GDAL/OGR in Python",
64
+ "Reproject a raster from EPSG:4326 to EPSG:32632 using rasterio",
65
+ "Clip a large COG raster to a polygon boundary using rioxarray",
66
+ "Create a spatial join between two GeoDataFrames in GeoPandas",
67
+ "Read and mosaic multiple NetCDF files with xarray",
68
+ "Implement parallel raster processing with GDAL in C++",
69
+ "Calculate zonal statistics using rasterstats in Python",
70
+ ]
71
+
72
+ # File download templates
73
+ NOTEBOOK_TEMPLATE = '''{{
74
+ "cells": [
75
+ {{
76
+ "cell_type": "markdown",
77
+ "metadata": {{}},
78
+ "source": [
79
+ "# GeoAI Generated Code\\n",
80
+ "\\n",
81
+ "Generated by GeoAI Coding Agent\\n",
82
+ "\\n",
83
+ "## Query\\n",
84
+ "{query}"
85
+ ]
86
+ }},
87
+ {{
88
+ "cell_type": "code",
89
+ "execution_count": null,
90
+ "metadata": {{}},
91
+ "outputs": [],
92
+ "source": {code_cells}
93
+ }}
94
+ ],
95
+ "metadata": {{
96
+ "kernelspec": {{
97
+ "display_name": "Python 3",
98
+ "language": "python",
99
+ "name": "python3"
100
+ }},
101
+ "language_info": {{
102
+ "name": "python",
103
+ "version": "3.10.0"
104
+ }}
105
+ }},
106
+ "nbformat": 4,
107
+ "nbformat_minor": 4
108
+ }}'''
109
+
110
+ MARKDOWN_TEMPLATE = """# GeoAI Generated Code
111
+
112
+ ## Query
113
+ {query}
114
+
115
+ ## Response
116
+ {response}
117
+
118
+ ---
119
+ *Generated by GeoAI Coding Agent*
120
+ """
requirements.txt ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # GeoAI Coding Agent - Dependencies
2
+ # ==================================
3
+ # For HuggingFace Spaces deployment
4
+
5
+ # Core Framework
6
+ gradio
7
+
8
+ # HuggingFace Integration
9
+ huggingface-hub
10
+
11
+ # Testing
12
+ pytest
13
+
14
+ # Utilities (included in Python stdlib but listed for clarity)
15
+ # json, re, os, tempfile, datetime - stdlib