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+# Edge Craft Retrieval-Augmented Generation
+
+Edge Craft RAG (EC-RAG) is a customizable, tunable and production-ready
+Retrieval-Augmented Generation system for edge solutions. It is designed to
+curate the RAG pipeline to meet hardware requirements at edge with guaranteed
+quality and performance.
+
+## Quick Start Guide
+
+### Run the server
+
+```bash
+pip install -r requirements.txt
+python3 -m edgecraftrag.server
+# Run Mega Service
+python3 -m edgecraftrag.ecrag
+```
+
+### ChatQnA with LLM Example (Command Line)
+
+```bash
+# Activate pipeline test_pipeline_education_case
+curl -X POST http://127.0.0.1:16010/v1/settings/pipelines -H "Content-Type: application/json" -d @examples/test_pipeline_education_case.json | jq '.'
+
+# Prepare data from directory
+curl -X POST http://127.0.0.1:16010/v1/data -H "Content-Type: application/json" -d @examples/test_data_dir.json | jq '.'
+
+# Query
+curl -X POST http://127.0.0.1:16010/v1/chatqna -H "Content-Type: application/json" -d '{"messages":"最喜小儿亡赖，溪头卧剥莲蓬”中，亡赖的读音是什么？意思是什么？"}' | jq '.'
+
+# Validate Mega Service
+curl -X POST http://127.0.0.1:16011/v1/chatqna -H "Content-Type: application/json" -d '{"messages":"最喜小儿亡赖 ，溪头卧剥莲蓬”中，亡赖的读音是什么？意思是什么？","top_n":5, "max_tokens":512}' | jq '.'
+```
+
+### ChatQnA with LLM Example (UI)
+
+```bash
+cd edgecraftrag/ui
+python3 -m ecragui
+```
+
+Open your browser, access [http://127.0.0.1:8082](http://127.0.0.1:8082)
+
+> Your browser should be running on the same host of your console, otherwise you will need to access UI with your host domain name instead of 127.0.0.1.
+
+## Pipeline Management
+
+### Create a pipeline
+
+```bash
+curl -X POST http://127.0.0.1:16010/v1/settings/pipelines -H "Content-Type: application/json" -d @examples/test_pipeline.json | jq '.'
+```
+
+It will take some time to prepare the embedding model.
+
+### Upload a text
+
+```bash
+curl -X POST http://127.0.0.1:16010/v1/data -H "Content-Type: application/json" -d @examples/test_data.json | jq '.'
+```
+
+### Provide a query to retrieve context with similarity search.
+
+```bash
+curl -X POST http://127.0.0.1:16010/v1/retrieval -H "Content-Type: application/json" -d @examples/test_query.json | jq '.'
+```
+
+### Create the second pipeline test2
+
+```bash
+curl -X POST http://127.0.0.1:16010/v1/settings/pipelines -H "Content-Type: application/json" -d @examples/test_pipeline2.json | jq '.'
+```
+
+### Check all pipelines
+
+```bash
+curl -X GET http://127.0.0.1:16010/v1/settings/pipelines -H "Content-Type: application/json" | jq '.'
+```
+
+### Compare similarity retrieval (test1) and keyword retrieval (test2)
+
+```bash
+# Activate pipeline test1
+curl -X PATCH http://127.0.0.1:16010/v1/settings/pipelines/test1 -H "Content-Type: application/json" -d '{"active": "true"}' | jq '.'
+# Similarity retrieval
+curl -X POST http://127.0.0.1:16010/v1/retrieval -H "Content-Type: application/json" -d '{"messages":"number"}' | jq '.'
+
+# Activate pipeline test2
+curl -X PATCH http://127.0.0.1:16010/v1/settings/pipelines/test2 -H "Content-Type: application/json" -d '{"active": "true"}' | jq '.'
+# Keyword retrieval
+curl -X POST http://127.0.0.1:16010/v1/retrieval -H "Content-Type: application/json" -d '{"messages":"number"}' | jq '.'
+
+```
+
+## Model Management
+
+### Load a model
+
+```bash
+curl -X POST http://127.0.0.1:16010/v1/settings/models -H "Content-Type: application/json" -d @examples/test_model_load.json | jq '.'
+```
+
+It will take some time to load the model.
+
+### Check all models
+
+```bash
+curl -X GET http://127.0.0.1:16010/v1/settings/models -H "Content-Type: application/json" | jq '.'
+```
+
+### Update a model
+
+```bash
+curl -X PATCH http://127.0.0.1:16010/v1/settings/models/BAAI/bge-reranker-large -H "Content-Type: application/json" -d @examples/test_model_update.json | jq '.'
+```
+
+### Check a certain model
+
+```bash
+curl -X GET http://127.0.0.1:16010/v1/settings/models/BAAI/bge-reranker-large -H "Content-Type: application/json" | jq '.'
+```
+
+### Delete a model
+
+```bash
+curl -X DELETE http://127.0.0.1:16010/v1/settings/models/BAAI/bge-reranker-large -H "Content-Type: application/json" | jq '.'
+```
+
+## File Management
+
+### Add a text
+
+```bash
+curl -X POST http://127.0.0.1:16010/v1/data -H "Content-Type: application/json" -d @examples/test_data.json | jq '.'
+```
+
+### Add files from existed file path
+
+```bash
+curl -X POST http://127.0.0.1:16010/v1/data -H "Content-Type: application/json" -d @examples/test_data_dir.json | jq '.'
+curl -X POST http://127.0.0.1:16010/v1/data -H "Content-Type: application/json" -d @examples/test_data_file.json | jq '.'
+```
+
+### Check all files
+
+```bash
+curl -X GET http://127.0.0.1:16010/v1/data/files -H "Content-Type: application/json" | jq '.'
+```
+
+### Check one file
+
+```bash
+curl -X GET http://127.0.0.1:16010/v1/data/files/test2.docx -H "Content-Type: application/json" | jq '.'
+```
+
+### Delete a file
+
+```bash
+curl -X DELETE http://127.0.0.1:16010/v1/data/files/test2.docx -H "Content-Type: application/json" | jq '.'
+```
+
+### Update a file
+
+```bash
+curl -X PATCH http://127.0.0.1:16010/v1/data/files/test.pdf -H "Content-Type: application/json" -d @examples/test_data_file.json | jq '.'
+```