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FastAPI-Backend-Models

Commit History

Dec 13, 2025

10:34
similarity

Yassine Mhirsi

22ad0ba

Dec 12, 2025

23:22
refactor: Update file path handling in TopicSimilarityService for improved error reporting and ensure absolute paths for topic and embeddings cache files

Yassine Mhirsi

e97ac87
23:11
test

Yassine Mhirsi

d25effa
23:10
feat: Add topic similarity service using Google Generative AI embeddings, enabling improved topic matching and similarity analysis. Update topic extraction logic to utilize this service and enhance overall functionality.

Yassine Mhirsi

a453c29
17:43
refactor: Simplify topic extraction logic in TopicService by removing Pydantic schema, enhancing JSON response handling, and adding fuzzy matching for improved topic validation.

Yassine Mhirsi

94c2a9a
17:37
feat: Introduce predefined topics list in TopicService and enhance topic extraction logic to validate against this list, ensuring accurate topic matching and improved error handling.

Yassine Mhirsi

7218dd0
17:06
fix: Update topic extraction instructions in TopicService to specify that the main idea should be captured in simple English.

Yassine Mhirsi

77f9f6f
17:01
fix: Clarify topic extraction instructions in the TopicService to specify that the output should be a single sentence capturing the main idea.

Yassine Mhirsi

0ab4347
16:45
feat: Enhance analysis endpoints to support JSON body input and CSV file uploads for argument analysis

Yassine Mhirsi

7a0be7b
16:38
fix: Update error logging for route loading failures and enhance route debugging with detailed logging of available routes

Yassine Mhirsi

5eb5350
16:30
refactor: Change analysis endpoint prefixes from "" to "analyse" and update related route methods to use "stance"

Yassine Mhirsi

06928e7
16:19
feat: Add analysis endpoints and service for processing arguments, extracting topics, and predicting stance

Yassine Mhirsi

430b54f
15:43
feat: Implement user management service with Supabase integration, including user registration, retrieval, and name update endpoints.

Yassine Mhirsi

6e8d513
05:22
feat: Add `GenerateModelManager` for loading Hugging Face generation models and performing text generation.

S01Nour

2ed0ab3
04:36
feat: Implement generation model manager for Hugging Face Seq2Seq models and add a debug script for testing generation.

S01Nour

c924863
04:10
chore: Update and manage project dependencies.

S01Nour

b74a137
03:36
chore: Update dependencies in requirements.txt.

S01Nour

886aa72
03:34
chore: Manage project dependency protobuf v 3.20.1

S01Nour

10d514a
03:13
chore: update project dependency protobuf v 3.20.3

S01Nour

6ae645b

Dec 11, 2025

19:04
build: update project dependencies

S01Nour

bc697b4
18:55
Update project dependencies.

S01Nour

577c31d
18:35
Merge branch 'main' of https://huggingface.co/spaces/NLP-Debater-Project/FastAPI-Backend-Models

S01Nour

bc08348
18:35
chore: remove default fallback value for HUGGINGFACE_GENERATE_MODEL_ID.

S01Nour

f67ac7b
18:27
Merge branch 'main' of https://huggingface.co/spaces/NLP-Debater-Project/FastAPI-Backend-Models

malek-messaoudii

057f490
18:26
Update config.py

malek-messaoudii

36260ab
18:11
Merge branch 'main' of https://huggingface.co/spaces/NLP-Debater-Project/FastAPI-Backend-Models

Yassine Mhirsi

f101875
18:10
feat: Add topic-related schemas and API routes for topic management, along with LangChain dependencies in requirements.

Yassine Mhirsi

2380f6f
17:22
feat: Refactor stance detection, keypoint matching, and argument generation to utilize dedicated model managers for improved reliability and response handling

malek-messaoudii

76c719b
17:02
feat: Implement audio transcription and speech generation endpoints with file upload support and improved response handling

malek-messaoudii

200de02
17:01
feat: Enhance ToolCallRequest and ToolCallResponse models with detailed examples and descriptions for improved clarity and usability in MCP tool calls.

malek-messaoudii

bd8a3b8
16:41
refactor: Remove GenerateArgumentRequest and GenerateArgumentResponse models; update generate_argument endpoint to accept topic and position parameters.

malek-messaoudii

c508ed0
10:57
fix: update default Hugging Face generate model ID to `NLP-Debater-Project/kpa-t5-improved`

S01Nour

682062a
10:48
feat: Introduce FastAPI endpoints for single and batch text generation with Pydantic models and Hugging Face model management.

S01Nour

306b243
10:15
feat: Add text generation endpoint with corresponding request and response models.

S01Nour

2f878ea
10:14
feat: add Pydantic models for text generation requests and responses.

S01Nour

625daea
10:10
feat: Add FastAPI endpoint for text generation with request and response models.

S01Nour

66ccc9d
09:54
feat: Add logging, FastAPI imports, and integrate Hugging Face generation model manager.

S01Nour

60af588
09:50
style: remove redundant comment from kpa_model_manager import.

S01Nour

25481b5
09:41
Merge branch 'main' of https://huggingface.co/spaces/NLP-Debater-Project/FastAPI-Backend-Models

S01Nour

a8d3acb
09:41
refactor: Remove notebook and establish API routing structure.

S01Nour

65bf3d8
09:18
Delete kpa-t5-improved.ipynb

S01Nour

Verified signature
e6b0f98
09:17
Merge branch 'main' of https://huggingface.co/spaces/NLP-Debater-Project/FastAPI-Backend-Models

S01Nour

6db5781
09:03
feat: Add text generation API endpoint with T5 model integration.

S01Nour

0d13811

Dec 10, 2025

22:42
Add response models for new MCP tools: DetectStance, MatchKeypoint, TranscribeAudio, GenerateSpeech, and GenerateArgument

malek-messaoudii

45e145b
22:02
Enhance MCP tool performance by implementing asynchronous handling in tool calls

malek-messaoudii

997d57e
21:06
Update MCP tool calls to use asynchronous handling for improved performance and responsiveness

malek-messaoudii

dd55f1d
20:37
Refactor MCP tool handling to use hardcoded tool definitions and improve return value handling in health check and tool calls

malek-messaoudii

b36d7d0
18:32
Update expose

malek-messaoudii

f171734
18:13
Update mcp_service.py

malek-messaoudii

812086d
15:55
update mcp part

malek-messaoudii

1315b27

Commit History

Dec 13, 2025

similarity

Dec 12, 2025

refactor: Update file path handling in TopicSimilarityService for improved error reporting and ensure absolute paths for topic and embeddings cache files

test

feat: Add topic similarity service using Google Generative AI embeddings, enabling improved topic matching and similarity analysis. Update topic extraction logic to utilize this service and enhance overall functionality.

refactor: Simplify topic extraction logic in TopicService by removing Pydantic schema, enhancing JSON response handling, and adding fuzzy matching for improved topic validation.

feat: Introduce predefined topics list in TopicService and enhance topic extraction logic to validate against this list, ensuring accurate topic matching and improved error handling.

fix: Update topic extraction instructions in TopicService to specify that the main idea should be captured in simple English.

fix: Clarify topic extraction instructions in the TopicService to specify that the output should be a single sentence capturing the main idea.

feat: Enhance analysis endpoints to support JSON body input and CSV file uploads for argument analysis

fix: Update error logging for route loading failures and enhance route debugging with detailed logging of available routes

refactor: Change analysis endpoint prefixes from "" to "analyse" and update related route methods to use "stance"

feat: Add analysis endpoints and service for processing arguments, extracting topics, and predicting stance

feat: Implement user management service with Supabase integration, including user registration, retrieval, and name update endpoints.

feat: Add `GenerateModelManager` for loading Hugging Face generation models and performing text generation.

feat: Implement generation model manager for Hugging Face Seq2Seq models and add a debug script for testing generation.

chore: Update and manage project dependencies.

chore: Update dependencies in requirements.txt.

chore: Manage project dependency protobuf v 3.20.1

chore: update project dependency protobuf v 3.20.3

Dec 11, 2025

build: update project dependencies

Update project dependencies.

Merge branch 'main' of https://huggingface.co/spaces/NLP-Debater-Project/FastAPI-Backend-Models

chore: remove default fallback value for HUGGINGFACE_GENERATE_MODEL_ID.

Merge branch 'main' of https://huggingface.co/spaces/NLP-Debater-Project/FastAPI-Backend-Models

Update config.py

Merge branch 'main' of https://huggingface.co/spaces/NLP-Debater-Project/FastAPI-Backend-Models

feat: Add topic-related schemas and API routes for topic management, along with LangChain dependencies in requirements.

feat: Refactor stance detection, keypoint matching, and argument generation to utilize dedicated model managers for improved reliability and response handling

feat: Implement audio transcription and speech generation endpoints with file upload support and improved response handling

feat: Enhance ToolCallRequest and ToolCallResponse models with detailed examples and descriptions for improved clarity and usability in MCP tool calls.

refactor: Remove GenerateArgumentRequest and GenerateArgumentResponse models; update generate_argument endpoint to accept topic and position parameters.

fix: update default Hugging Face generate model ID to `NLP-Debater-Project/kpa-t5-improved`

feat: Introduce FastAPI endpoints for single and batch text generation with Pydantic models and Hugging Face model management.

feat: Add text generation endpoint with corresponding request and response models.

feat: add Pydantic models for text generation requests and responses.

feat: Add FastAPI endpoint for text generation with request and response models.

feat: Add logging, FastAPI imports, and integrate Hugging Face generation model manager.

style: remove redundant comment from kpa_model_manager import.

Merge branch 'main' of https://huggingface.co/spaces/NLP-Debater-Project/FastAPI-Backend-Models

refactor: Remove notebook and establish API routing structure.

Delete kpa-t5-improved.ipynb

Merge branch 'main' of https://huggingface.co/spaces/NLP-Debater-Project/FastAPI-Backend-Models

feat: Add text generation API endpoint with T5 model integration.

Dec 10, 2025

Add response models for new MCP tools: DetectStance, MatchKeypoint, TranscribeAudio, GenerateSpeech, and GenerateArgument

Enhance MCP tool performance by implementing asynchronous handling in tool calls

Update MCP tool calls to use asynchronous handling for improved performance and responsiveness

Refactor MCP tool handling to use hardcoded tool definitions and improve return value handling in health check and tool calls

Update expose

Update mcp_service.py

update mcp part