diff --git a/README.zh.md b/README.zh.md
index c2b0b8b29..a1fe556ab 100644
--- a/README.zh.md
+++ b/README.zh.md
@@ -1,4 +1,10 @@
# DB-GPT: 用私有化LLM技术定义数据库下一代交互方式
+
+
@@ -50,7 +56,6 @@ DB-GPT 是一个开源的以数据库为基础的GPT实验项目，使用本地
示例通过 RTX 4090 GPU 演示
-
https://github.com/csunny/DB-GPT/assets/13723926/55f31781-1d49-4757-b96e-7ef6d3dbcf80
#### 根据自然语言对话生成分析图表
@@ -96,6 +101,8 @@ https://github.com/csunny/DB-GPT/assets/13723926/55f31781-1d49-4757-b96e-7ef6d3d
- 知识库管理(目前支持 txt, pdf, md, html, doc, ppt, and url)
- 数据库知识问答
- 数据处理
+- 数据库对话
+- Chat2Dashboard
- 插件模型
- 支持自定义插件执行任务，原生支持Auto-GPT插件。如:
- SQL自动执行，获取查询结果
@@ -104,11 +111,13 @@ https://github.com/csunny/DB-GPT/assets/13723926/55f31781-1d49-4757-b96e-7ef6d3d
- 非结构化数据支持包括PDF、MarkDown、CSV、WebURL
- 多模型支持
- - 支持多种大语言模型, 当前已支持Vicuna(7b,13b), ChatGLM-6b(int4, int8), guanaco(7b,13b,33b), Gorilla(7b,13b), 🔥 llama-2(7b, 13b, 70b)
- - TODO: baichuan(7b, 13b)
-
-
-[](https://star-history.com/#csunny/DB-GPT)
+ - 支持多种大语言模型, 当前已支持如下模型:
+ - Vicuna(7b,13b)
+ - ChatGLM-6b(int4,int8)
+ - guanaco(7b,13b,33b)
+ - Gorilla(7b,13b)
+ - 🔥 llama-2(7b,13b,70b)
+ - baichuan(7b,13b)
## 架构方案
DB-GPT基于 [FastChat](https://github.com/lm-sys/FastChat) 构建大模型运行环境，并提供 vicuna 作为基础的大语言模型。此外，我们通过LangChain提供私域知识库问答能力。同时我们支持插件模式, 在设计上原生支持Auto-GPT插件。我们的愿景是让围绕数据库和LLM构建应用程序更加简便和便捷。
@@ -195,5 +204,3 @@ The MIT License (MIT)
-
-
diff --git a/assets/LOGO.png b/assets/LOGO.png
new file mode 100644
index 000000000..d08919a7f
Binary files /dev/null and b/assets/LOGO.png differ
diff --git a/assets/wechat.jpg b/assets/wechat.jpg
index 4aa0e1258..596dc0926 100644
Binary files a/assets/wechat.jpg and b/assets/wechat.jpg differ
diff --git a/docker-compose.yml b/docker-compose.yml
index 9f17e160f..2f19a0d57 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -2,57 +2,45 @@ version: '3.10'
services:
db:
- image: mysql:8.0.33
+ image: mysql/mysql-server
environment:
- MYSQL_DATABASE: 'db'
MYSQL_USER: 'user'
MYSQL_PASSWORD: 'password'
MYSQL_ROOT_PASSWORD: 'aa123456'
ports:
- 3306:3306
volumes:
- - my-db:/var/lib/mysql
+ - dbgpt-myql-db:/var/lib/mysql
+ - ./docker/examples/my.cnf:/etc/my.cnf
+ - ./docker/examples/sqls:/docker-entrypoint-initdb.d
+ - ./assets/schema/knowledge_management.sql:/docker-entrypoint-initdb.d/knowledge_management.sql
restart: unless-stopped
+ networks:
+ - dbgptnet
webserver:
- build:
- context: .
- dockerfile: Dockerfile
- command: python3 pilot/server/webserver.py
+ image: db-gpt:latest
+ command: python3 pilot/server/dbgpt_server.py
environment:
- - MODEL_SERVER=http://llmserver:8000
- LOCAL_DB_HOST=db
- - WEB_SERVER_PORT=7860
+ - LOCAL_DB_PASSWORD=aa123456
- ALLOWLISTED_PLUGINS=db_dashboard
- depends_on:
- - db
- - llmserver
- volumes:
- - ./models:/app/models
- - ./plugins:/app/plugins
- - data:/app/pilot/data
- env_file:
- - .env.template
- ports:
- - 7860:7860/tcp
- expose:
- - 7860/tcp
- restart: unless-stopped
- llmserver:
- build:
- context: .
- dockerfile: Dockerfile
- command: python3 pilot/server/llmserver.py
- environment:
- - LOCAL_DB_HOST=db
+ - LLM_MODEL=vicuna-13b
depends_on:
- db
volumes:
- - ./models:/app/models
+ - /data:/data
+ # Please modify it to your own model directory
+ - /data/models:/app/models
+ - dbgpt-data:/app/pilot/data
+ - dbgpt-message:/app/pilot/message
env_file:
- .env.template
ports:
- - 8000:8000
+ - 5000:5000/tcp
+ # webserver may be failed, it must wait all sqls in /docker-entrypoint-initdb.d execute finish.
restart: unless-stopped
+ networks:
+ - dbgptnet
deploy:
resources:
reservations:
@@ -60,17 +48,11 @@ services:
- driver: nvidia
device_ids: ['0']
capabilities: [gpu]
- tunnel:
- image: cloudflare/cloudflared:latest
- container_name: cloudflared-tunnel
- restart: unless-stopped
- environment:
- - TUNNEL_URL=http://webserver:7860
- command: tunnel --no-autoupdate
- depends_on:
- - webserver
-
-
volumes:
- my-db:
- data:
+ dbgpt-myql-db:
+ dbgpt-data:
+ dbgpt-message:
+networks:
+ dbgptnet:
+ driver: bridge
+ name: dbgptnet
\ No newline at end of file
diff --git a/docker/allinone/Dockerfile b/docker/allinone/Dockerfile
new file mode 100644
index 000000000..496f7b2bf
--- /dev/null
+++ b/docker/allinone/Dockerfile
@@ -0,0 +1,30 @@
+ARG BASE_IMAGE="db-gpt:latest"
+
+FROM ${BASE_IMAGE}
+
+RUN apt-get update && apt-get install -y wget gnupg lsb-release net-tools
+
+RUN apt-key adv --keyserver keyserver.ubuntu.com --recv-keys 467B942D3A79BD29
+
+RUN wget https://dev.mysql.com/get/mysql-apt-config_0.8.17-1_all.deb
+RUN dpkg -i mysql-apt-config_0.8.17-1_all.deb
+
+RUN apt-get update && apt-get install -y mysql-server && apt-get clean
+
+# Remote access
+RUN sed -i 's/bind-address\s*=\s*127.0.0.1/bind-address = 0.0.0.0/g' /etc/mysql/mysql.conf.d/mysqld.cnf \
+ && echo "[mysqld]\ncharacter_set_server=utf8mb4\ncollation-server=utf8mb4_unicode_ci\ninit_connect='SET NAMES utf8mb4'\n[mysql]\ndefault-character-set=utf8mb4\n[client]\ndefault-character-set=utf8mb4\n" >> /etc/mysql/my.cnf
+
+# Init sql
+RUN mkdir /docker-entrypoint-initdb.d \
+ && echo "USE mysql;\nUPDATE user SET Host='%' WHERE User='root';\nFLUSH PRIVILEGES;" > /docker-entrypoint-initdb.d/init.sql
+
+ENV MYSQL_ROOT_PASSWORD=aa123456
+ENV LOCAL_DB_PASSWORD="$MYSQL_ROOT_PASSWORD"
+
+RUN cp /app/assets/schema/knowledge_management.sql /docker-entrypoint-initdb.d/
+
+COPY docker/allinone/allinone-entrypoint.sh /usr/local/bin/allinone-entrypoint.sh
+COPY docker/examples/sqls/ /docker-entrypoint-initdb.d/
+
+ENTRYPOINT ["/usr/local/bin/allinone-entrypoint.sh"]
\ No newline at end of file
diff --git a/docker/allinone/allinone-entrypoint.sh b/docker/allinone/allinone-entrypoint.sh
new file mode 100755
index 000000000..d061d8d60
--- /dev/null
+++ b/docker/allinone/allinone-entrypoint.sh
@@ -0,0 +1,17 @@
+#!/bin/bash
+
+service mysql start
+
+# execute all mysql init script
+for file in /docker-entrypoint-initdb.d/*.sql
+do
+ echo "execute sql file: $file"
+ mysql -u root -p${MYSQL_ROOT_PASSWORD} < "$file"
+done
+
+mysql -u root -p${MYSQL_ROOT_PASSWORD} -e "
+ALTER USER 'root'@'%' IDENTIFIED WITH mysql_native_password BY '$MYSQL_ROOT_PASSWORD';
+FLUSH PRIVILEGES;
+"
+
+python3 pilot/server/dbgpt_server.py
\ No newline at end of file
diff --git a/docker/allinone/build_image.sh b/docker/allinone/build_image.sh
new file mode 100755
index 000000000..9ff255cc8
--- /dev/null
+++ b/docker/allinone/build_image.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+
+SCRIPT_LOCATION=$0
+cd "$(dirname "$SCRIPT_LOCATION")"
+WORK_DIR=$(pwd)
+
+IMAGE_NAME="db-gpt-allinone"
+
+docker build -f Dockerfile -t $IMAGE_NAME $WORK_DIR/../../
\ No newline at end of file
diff --git a/docker/allinone/run.sh b/docker/allinone/run.sh
new file mode 100755
index 000000000..913dcef4d
--- /dev/null
+++ b/docker/allinone/run.sh
@@ -0,0 +1,13 @@
+#!/bin/bash
+
+docker run --gpus "device=0" -d -p 3306:3306 \
+ -p 5000:5000 \
+ -e LOCAL_DB_HOST=127.0.0.1 \
+ -e LOCAL_DB_PASSWORD=aa123456 \
+ -e MYSQL_ROOT_PASSWORD=aa123456 \
+ -e LLM_MODEL=vicuna-13b \
+ -e LANGUAGE=zh \
+ -v /data:/data \
+ -v /data/models:/app/models \
+ --name db-gpt-allinone \
+ db-gpt-allinone
\ No newline at end of file
diff --git a/docker/allinone/run_proxyllm.sh b/docker/allinone/run_proxyllm.sh
new file mode 100755
index 000000000..7823c5d78
--- /dev/null
+++ b/docker/allinone/run_proxyllm.sh
@@ -0,0 +1,19 @@
+#!/bin/bash
+
+# Your api key
+PROXY_API_KEY="$PROXY_API_KEY"
+PROXY_SERVER_URL="${PROXY_SERVER_URL-'https://api.openai.com/v1/chat/completions'}"
+
+docker run --gpus "device=0" -d -p 3306:3306 \
+ -p 5000:5000 \
+ -e LOCAL_DB_HOST=127.0.0.1 \
+ -e LOCAL_DB_PASSWORD=aa123456 \
+ -e MYSQL_ROOT_PASSWORD=aa123456 \
+ -e LLM_MODEL=proxyllm \
+ -e PROXY_API_KEY=$PROXY_API_KEY \
+ -e PROXY_SERVER_URL=$PROXY_SERVER_URL \
+ -e LANGUAGE=zh \
+ -v /data:/data \
+ -v /data/models:/app/models \
+ --name db-gpt-allinone \
+ db-gpt-allinone
\ No newline at end of file
diff --git a/docker/base/Dockerfile b/docker/base/Dockerfile
new file mode 100644
index 000000000..1b9274fea
--- /dev/null
+++ b/docker/base/Dockerfile
@@ -0,0 +1,25 @@
+FROM nvidia/cuda:11.8.0-devel-ubuntu22.04
+
+RUN apt-get update && apt-get install -y git python3 pip wget \
+ && apt-get clean
+
+# download code from githu: https://github.com/csunny/DB-GPT
+# ENV DBGPT_VERSION="v0.3.3"
+# RUN wget https://github.com/csunny/DB-GPT/archive/refs/tags/$DBGPT_VERSION.zip
+
+# clone latest code, and rename to /app
+RUN git clone https://github.com/csunny/DB-GPT.git /app
+
+WORKDIR /app
+
+RUN pip3 install --upgrade pip \
+ && pip3 install --no-cache-dir -r requirements.txt \
+ && pip3 install seaborn mpld3 \
+ && wget https://github.com/explosion/spacy-models/releases/download/zh_core_web_sm-3.5.0/zh_core_web_sm-3.5.0-py3-none-any.whl -O /tmp/zh_core_web_sm-3.5.0-py3-none-any.whl \
+ && pip3 install /tmp/zh_core_web_sm-3.5.0-py3-none-any.whl \
+ && rm /tmp/zh_core_web_sm-3.5.0-py3-none-any.whl \
+ && rm -rf `pip3 cache dir`
+
+# RUN python3 -m spacy download zh_core_web_sm
+
+EXPOSE 5000
\ No newline at end of file
diff --git a/docker/base/build_image.sh b/docker/base/build_image.sh
new file mode 100755
index 000000000..7c4be28bf
--- /dev/null
+++ b/docker/base/build_image.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+
+SCRIPT_LOCATION=$0
+cd "$(dirname "$SCRIPT_LOCATION")"
+WORK_DIR=$(pwd)
+
+IMAGE_NAME="db-gpt"
+docker build -f Dockerfile -t $IMAGE_NAME $WORK_DIR/../../
\ No newline at end of file
diff --git a/docker/build_all_images.sh b/docker/build_all_images.sh
new file mode 100755
index 000000000..a49015c26
--- /dev/null
+++ b/docker/build_all_images.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+
+SCRIPT_LOCATION=$0
+cd "$(dirname "$SCRIPT_LOCATION")"
+WORK_DIR=$(pwd)
+
+bash $WORK_DIR/base/build_image.sh
+
+bash $WORK_DIR/allinone/build_image.sh
\ No newline at end of file
diff --git a/docker/examples/my.cnf b/docker/examples/my.cnf
new file mode 100644
index 000000000..467295bcc
--- /dev/null
+++ b/docker/examples/my.cnf
@@ -0,0 +1,44 @@
+# For advice on how to change settings please see
+# http://dev.mysql.com/doc/refman/8.0/en/server-configuration-defaults.html
+
+[mysqld]
+#
+# Remove leading # and set to the amount of RAM for the most important data
+# cache in MySQL. Start at 70% of total RAM for dedicated server, else 10%.
+# innodb_buffer_pool_size = 128M
+#
+# Remove leading # to turn on a very important data integrity option: logging
+# changes to the binary log between backups.
+# log_bin
+#
+# Remove leading # to set options mainly useful for reporting servers.
+# The server defaults are faster for transactions and fast SELECTs.
+# Adjust sizes as needed, experiment to find the optimal values.
+# join_buffer_size = 128M
+# sort_buffer_size = 2M
+# read_rnd_buffer_size = 2M
+
+# Remove leading # to revert to previous value for default_authentication_plugin,
+# this will increase compatibility with older clients. For background, see:
+# https://dev.mysql.com/doc/refman/8.0/en/server-system-variables.html#sysvar_default_authentication_plugin
+# default-authentication-plugin=mysql_native_password
+skip-host-cache
+skip-name-resolve
+datadir=/var/lib/mysql
+socket=/var/lib/mysql/mysql.sock
+secure-file-priv=/var/lib/mysql-files
+user=mysql
+
+pid-file=/var/run/mysqld/mysqld.pid
+
+# add example config
+
+default-authentication-plugin=mysql_native_password
+character_set_server=utf8mb4
+collation-server=utf8mb4_unicode_ci
+init_connect='SET NAMES utf8mb4'
+
+[mysql]
+default-character-set=utf8mb4
+[client]
+default-character-set=utf8mb4
\ No newline at end of file
diff --git a/docker/examples/sqls/case_1_student_manager.sql b/docker/examples/sqls/case_1_student_manager.sql
new file mode 100644
index 000000000..c80da5c42
--- /dev/null
+++ b/docker/examples/sqls/case_1_student_manager.sql
@@ -0,0 +1,63 @@
+create database case_1_student_manager character set utf8;
+use case_1_student_manager;
+
+CREATE TABLE students (
+ student_id INT PRIMARY KEY,
+ student_name VARCHAR(100) COMMENT '学生姓名',
+ major VARCHAR(100) COMMENT '专业',
+ year_of_enrollment INT COMMENT '入学年份',
+ student_age INT COMMENT '学生年龄'
+) COMMENT '学生信息表';
+
+CREATE TABLE courses (
+ course_id INT PRIMARY KEY,
+ course_name VARCHAR(100) COMMENT '课程名称',
+ credit FLOAT COMMENT '学分'
+) COMMENT '课程信息表';
+
+CREATE TABLE scores (
+ student_id INT,
+ course_id INT,
+ score INT COMMENT '得分',
+ semester VARCHAR(50) COMMENT '学期',
+ PRIMARY KEY (student_id, course_id),
+ FOREIGN KEY (student_id) REFERENCES students(student_id),
+ FOREIGN KEY (course_id) REFERENCES courses(course_id)
+) COMMENT '学生成绩表';
+
+
+INSERT INTO students (student_id, student_name, major, year_of_enrollment, student_age) VALUES
+(1, '张三', '计算机科学', 2020, 20),
+(2, '李四', '计算机科学', 2021, 19),
+(3, '王五', '物理学', 2020, 21),
+(4, '赵六', '数学', 2021, 19),
+(5, '周七', '计算机科学', 2022, 18),
+(6, '吴八', '物理学', 2020, 21),
+(7, '郑九', '数学', 2021, 19),
+(8, '孙十', '计算机科学', 2022, 18),
+(9, '刘十一', '物理学', 2020, 21),
+(10, '陈十二', '数学', 2021, 19);
+
+INSERT INTO courses (course_id, course_name, credit) VALUES
+(1, '计算机基础', 3),
+(2, '数据结构', 4),
+(3, '高等物理', 3),
+(4, '线性代数', 4),
+(5, '微积分', 5),
+(6, '编程语言', 4),
+(7, '量子力学', 3),
+(8, '概率论', 4),
+(9, '数据库系统', 4),
+(10, '计算机网络', 4);
+
+INSERT INTO scores (student_id, course_id, score, semester) VALUES
+(1, 1, 90, '2020年秋季'),
+(1, 2, 85, '2021年春季'),
+(2, 1, 88, '2021年秋季'),
+(2, 2, 90, '2022年春季'),
+(3, 3, 92, '2020年秋季'),
+(3, 4, 85, '2021年春季'),
+(4, 3, 88, '2021年秋季'),
+(4, 4, 86, '2022年春季'),
+(5, 1, 90, '2022年秋季'),
+(5, 2, 87, '2023年春季');
diff --git a/docker/examples/sqls/case_2_ecom.sql b/docker/examples/sqls/case_2_ecom.sql
new file mode 100644
index 000000000..385ab6ee8
--- /dev/null
+++ b/docker/examples/sqls/case_2_ecom.sql
@@ -0,0 +1,63 @@
+create database case_2_ecom character set utf8;
+use case_2_ecom;
+
+CREATE TABLE users (
+ user_id INT PRIMARY KEY,
+ user_name VARCHAR(100) COMMENT '用户名',
+ user_email VARCHAR(100) COMMENT '用户邮箱',
+ registration_date DATE COMMENT '注册日期',
+ user_country VARCHAR(100) COMMENT '用户国家'
+) COMMENT '用户信息表';
+
+CREATE TABLE products (
+ product_id INT PRIMARY KEY,
+ product_name VARCHAR(100) COMMENT '商品名称',
+ product_price FLOAT COMMENT '商品价格'
+) COMMENT '商品信息表';
+
+CREATE TABLE orders (
+ order_id INT PRIMARY KEY,
+ user_id INT,
+ product_id INT,
+ quantity INT COMMENT '数量',
+ order_date DATE COMMENT '订单日期',
+ FOREIGN KEY (user_id) REFERENCES users(user_id),
+ FOREIGN KEY (product_id) REFERENCES products(product_id)
+) COMMENT '订单信息表';
+
+
+INSERT INTO users (user_id, user_name, user_email, registration_date, user_country) VALUES
+(1, 'John', 'john@gmail.com', '2020-01-01', 'USA'),
+(2, 'Mary', 'mary@gmail.com', '2021-01-01', 'UK'),
+(3, 'Bob', 'bob@gmail.com', '2020-01-01', 'USA'),
+(4, 'Alice', 'alice@gmail.com', '2021-01-01', 'UK'),
+(5, 'Charlie', 'charlie@gmail.com', '2020-01-01', 'USA'),
+(6, 'David', 'david@gmail.com', '2021-01-01', 'UK'),
+(7, 'Eve', 'eve@gmail.com', '2020-01-01', 'USA'),
+(8, 'Frank', 'frank@gmail.com', '2021-01-01', 'UK'),
+(9, 'Grace', 'grace@gmail.com', '2020-01-01', 'USA'),
+(10, 'Helen', 'helen@gmail.com', '2021-01-01', 'UK');
+
+INSERT INTO products (product_id, product_name, product_price) VALUES
+(1, 'iPhone', 699),
+(2, 'Samsung Galaxy', 599),
+(3, 'iPad', 329),
+(4, 'Macbook', 1299),
+(5, 'Apple Watch', 399),
+(6, 'AirPods', 159),
+(7, 'Echo', 99),
+(8, 'Kindle', 89),
+(9, 'Fire TV Stick', 39),
+(10, 'Echo Dot', 49);
+
+INSERT INTO orders (order_id, user_id, product_id, quantity, order_date) VALUES
+(1, 1, 1, 1, '2022-01-01'),
+(2, 1, 2, 1, '2022-02-01'),
+(3, 2, 3, 2, '2022-03-01'),
+(4, 2, 4, 1, '2022-04-01'),
+(5, 3, 5, 2, '2022-05-01'),
+(6, 3, 6, 3, '2022-06-01'),
+(7, 4, 7, 2, '2022-07-01'),
+(8, 4, 8, 1, '2022-08-01'),
+(9, 5, 9, 2, '2022-09-01'),
+(10, 5, 10, 3, '2022-10-01');
diff --git a/docker/examples/sqls/test_case.md b/docker/examples/sqls/test_case.md
new file mode 100644
index 000000000..69a68b626
--- /dev/null
+++ b/docker/examples/sqls/test_case.md
@@ -0,0 +1,87 @@
+# 测试问题
+
+## 场景一
+
+学校管理系统，主要测试SQL助手的联合查询，条件查询和排序功能。
+
+我们的数据库有三个表：学生表、课程表和成绩表。我们要测试SQL助手能否处理复杂的SQL查询，包括连接多个表，按照一定的条件筛选数据，以及对结果进行排序。
+
+### Q1
+
+查询所有学生的姓名，专业和成绩，按成绩降序排序
+
+SQL：
+```sql
+SELECT students.student_name, students.major, scores.score
+FROM students
+JOIN scores ON students.student_id = scores.student_id
+ORDER BY scores.score DESC;
+```
+
+### Q2
+
+查询 "计算机科学" 专业的学生的平均成绩
+
+SQL：
+```sql
+SELECT AVG(scores.score) as avg_score
+FROM students
+JOIN scores ON students.student_id = scores.student_id
+WHERE students.major = '计算机科学';
+```
+
+### Q3
+
+查询哪些学生在 "2023年春季" 学期的课程学分总和超过2学分
+
+```sql
+SELECT students.student_name
+FROM students
+JOIN scores ON students.student_id = scores.student_id
+JOIN courses ON scores.course_id = courses.course_id
+WHERE scores.semester = '2023年春季'
+GROUP BY students.student_id
+HAVING SUM(courses.credit) > 2;
+```
+
+## 场景二：电商系统，主要测试SQL助手的数据聚合和分组功能。
+
+我们的数据库有三个表：用户表、商品表和订单表。我们要测试SQL助手能否处理复杂的SQL查询，包括对数据进行聚合和分组。
+
+### Q1
+
+查询每个用户的总订单数量
+
+SQL:
+
+```sql
+SELECT users.user_name, COUNT(orders.order_id) as order_count
+FROM users
+JOIN orders ON users.user_id = orders.user_id
+GROUP BY users.user_id;
+```
+
+### Q2
+
+查询每种商品的总销售额
+
+```sql
+SELECT products.product_name, SUM(products.product_price * orders.quantity) as total_sales
+FROM products
+JOIN orders ON products.product_id = orders.product_id
+GROUP BY products.product_id;
+```
+
+### Q3
+
+查询2023年最受欢迎的商品（订单数量最多的商品）
+
+```sql
+SELECT products.product_name
+FROM products
+JOIN orders ON products.product_id = orders.product_id
+WHERE YEAR(orders.order_date) = 2023
+GROUP BY products.product_id
+ORDER BY COUNT(orders.order_id) DESC
+LIMIT 1;
+```
\ No newline at end of file
diff --git a/docker/examples/sqls/test_case_info.sql b/docker/examples/sqls/test_case_info.sql
new file mode 100644
index 000000000..dfcec3d0d
--- /dev/null
+++ b/docker/examples/sqls/test_case_info.sql
@@ -0,0 +1,19 @@
+create database test_case_info character set utf8;
+use test_case_info;
+
+CREATE TABLE test_cases (
+ case_id INT AUTO_INCREMENT PRIMARY KEY,
+ scenario_name VARCHAR(100) COMMENT '场景名称',
+ scenario_description TEXT COMMENT '场景描述',
+ test_question VARCHAR(500) COMMENT '测试问题',
+ expected_sql TEXT COMMENT '预期SQL',
+ correct_output TEXT COMMENT '正确输出'
+) COMMENT '测试用例表';
+
+INSERT INTO test_cases (scenario_name, scenario_description, test_question, expected_sql, correct_output) VALUES
+('学校管理系统', '测试SQL助手的联合查询，条件查询和排序功能', '查询所有学生的姓名，专业和成绩，按成绩降序排序', 'SELECT students.student_name, students.major, scores.score FROM students JOIN scores ON students.student_id = scores.student_id ORDER BY scores.score DESC;', '返回所有学生的姓名，专业和成绩，按成绩降序排序的结果'),
+('学校管理系统', '测试SQL助手的联合查询，条件查询和排序功能', '查询计算机科学专业的学生的平均成绩', 'SELECT AVG(scores.score) as avg_score FROM students JOIN scores ON students.student_id = scores.student_id WHERE students.major = ''计算机科学'';', '返回计算机科学专业学生的平均成绩'),
+('学校管理系统', '测试SQL助手的联合查询，条件查询和排序功能', '查询哪些学生在2023年秋季学期的课程学分总和超过15', 'SELECT students.student_name FROM students JOIN scores ON students.student_id = scores.student_id JOIN courses ON scores.course_id = courses.course_id WHERE scores.semester = ''2023年秋季'' GROUP BY students.student_id HAVING SUM(courses.credit) > 15;', '返回在2023年秋季学期的课程学分总和超过15的学生的姓名'),
+('电商系统', '测试SQL助手的数据聚合和分组功能', '查询每个用户的总订单数量', 'SELECT users.user_name, COUNT(orders.order_id) as order_count FROM users JOIN orders ON users.user_id = orders.user_id GROUP BY users.user_id;', '返回每个用户的总订单数量'),
+('电商系统', '测试SQL助手的数据聚合和分组功能', '查询每种商品的总销售额', 'SELECT products.product_name, SUM(products.product_price * orders.quantity) as total_sales FROM products JOIN orders ON products.product_id = orders.product_id GROUP BY products.product_id;', '返回每种商品的总销售额'),
+('电商系统', '测试SQL助手的数据聚合和分组功能', '查询2023年最受欢迎的商品（订单数量最多的商品）', 'SELECT products.product_name FROM products JOIN orders ON products.product_id = orders.product_id WHERE YEAR(orders.order_date) = 2023 GROUP BY products.product_id ORDER BY COUNT(orders.order_id) DESC LIMIT 1;', '返回2023年最受欢迎的商品（订单数量最多的商品）的名称');
diff --git a/docker/examples/sqls/user_config.sql b/docker/examples/sqls/user_config.sql
new file mode 100644
index 000000000..cd6657fe0
--- /dev/null
+++ b/docker/examples/sqls/user_config.sql
@@ -0,0 +1,3 @@
+USE mysql;
+UPDATE user SET Host='%' WHERE User='root';
+FLUSH PRIVILEGES;
\ No newline at end of file
diff --git a/docs/getting_started/getting_started.md b/docs/getting_started/getting_started.md
index be4855a3b..220d6eff7 100644
--- a/docs/getting_started/getting_started.md
+++ b/docs/getting_started/getting_started.md
@@ -86,3 +86,98 @@ $ python pilot/server/dbgpt_server.py --light
If you want to learn about dbgpt-webui, read https://github.com/csunny/DB-GPT/tree/new-page-framework/datacenter
+### 4. Docker (Experimental)
+
+#### 4.1 Building Docker image
+
+```bash
+$ bash docker/build_all_images.sh
+```
+
+Review images by listing them:
+
+```bash
+$ docker images|grep db-gpt
+```
+
+Output should look something like the following:
+
+```
+db-gpt-allinone latest e1ffd20b85ac 45 minutes ago 14.5GB
+db-gpt latest e36fb0cca5d9 3 hours ago 14GB
+```
+
+#### 4.2. Run all in one docker container
+
+**Run with local model**
+
+```bash
+$ docker run --gpus "device=0" -d -p 3306:3306 \
+ -p 5000:5000 \
+ -e LOCAL_DB_HOST=127.0.0.1 \
+ -e LOCAL_DB_PASSWORD=aa123456 \
+ -e MYSQL_ROOT_PASSWORD=aa123456 \
+ -e LLM_MODEL=vicuna-13b \
+ -e LANGUAGE=zh \
+ -v /data/models:/app/models \
+ --name db-gpt-allinone \
+ db-gpt-allinone
+```
+
+Open http://localhost:5000 with your browser to see the product.
+
+
+- `-e LLM_MODEL=vicuna-13b`, means we use vicuna-13b as llm model, see /pilot/configs/model_config.LLM_MODEL_CONFIG
+- `-v /data/models:/app/models`, means we mount the local model file directory `/data/models` to the docker container directory `/app/models`, please replace it with your model file directory.
+
+You can see log with command:
+
+```bash
+$ docker logs db-gpt-allinone -f
+```
+
+**Run with openai interface**
+
+```bash
+$ PROXY_API_KEY="You api key"
+$ PROXY_SERVER_URL="https://api.openai.com/v1/chat/completions"
+$ docker run --gpus "device=0" -d -p 3306:3306 \
+ -p 5000:5000 \
+ -e LOCAL_DB_HOST=127.0.0.1 \
+ -e LOCAL_DB_PASSWORD=aa123456 \
+ -e MYSQL_ROOT_PASSWORD=aa123456 \
+ -e LLM_MODEL=proxyllm \
+ -e PROXY_API_KEY=$PROXY_API_KEY \
+ -e PROXY_SERVER_URL=$PROXY_SERVER_URL \
+ -e LANGUAGE=zh \
+ -v /data/models/text2vec-large-chinese:/app/models/text2vec-large-chinese \
+ --name db-gpt-allinone \
+ db-gpt-allinone
+```
+
+- `-e LLM_MODEL=proxyllm`, means we use proxy llm(openai interface, fastchat interface...)
+- `-v /data/models/text2vec-large-chinese:/app/models/text2vec-large-chinese`, means we mount the local text2vec model to the docker container.
+
+#### 4.2. Run with docker compose
+
+```bash
+$ docker compose up -d
+```
+
+Output should look something like the following:
+```
+[+] Building 0.0s (0/0)
+[+] Running 2/2
+ ✔ Container db-gpt-db-1 Started 0.4s
+ ✔ Container db-gpt-webserver-1 Started
+```
+
+You can see log with command:
+
+```bash
+$ docker logs db-gpt-webserver-1 -f
+```
+
+Open http://localhost:5000 with your browser to see the product.
+
+You can open docker-compose.yml in the project root directory to see more details.
diff --git a/docs/modules/llms.md b/docs/modules/llms.md
index a4baf1807..1e21ecc74 100644
--- a/docs/modules/llms.md
+++ b/docs/modules/llms.md
@@ -11,7 +11,7 @@ cp .env.template .env
LLM_MODEL=vicuna-13b
MODEL_SERVER=http://127.0.0.1:8000
```
-now we support models vicuna-13b, vicuna-7b, chatglm-6b, flan-t5-base, guanaco-33b-merged, falcon-40b, gorilla-7b, llama-2-7b, llama-2-13b.
+now we support models vicuna-13b, vicuna-7b, chatglm-6b, flan-t5-base, guanaco-33b-merged, falcon-40b, gorilla-7b, llama-2-7b, llama-2-13b, baichuan-7b, baichuan-13b
if you want use other model, such as chatglm-6b, you just need update .env config file.
```
diff --git a/pilot/common/formatting.py b/pilot/common/formatting.py
index 6bf10c1b2..51f374314 100644
--- a/pilot/common/formatting.py
+++ b/pilot/common/formatting.py
@@ -36,7 +36,19 @@ class StrictFormatter(Formatter):
super().format(format_string, **dummy_inputs)
+class NoStrictFormatter(StrictFormatter):
+ def check_unused_args(
+ self,
+ used_args: Sequence[Union[int, str]],
+ args: Sequence,
+ kwargs: Mapping[str, Any],
+ ) -> None:
+ """Not check unused args"""
+ pass
+
+
formatter = StrictFormatter()
+no_strict_formatter = NoStrictFormatter()
class MyEncoder(json.JSONEncoder):
diff --git a/pilot/configs/config.py b/pilot/configs/config.py
index d9dc5e75e..932116b96 100644
--- a/pilot/configs/config.py
+++ b/pilot/configs/config.py
@@ -131,6 +131,13 @@ class Config(metaclass=Singleton):
### LLM Model Service Configuration
self.LLM_MODEL = os.getenv("LLM_MODEL", "vicuna-13b")
+ ### Proxy llm backend, this configuration is only valid when "LLM_MODEL=proxyllm"
+ ### When we use the rest API provided by deployment frameworks like fastchat as a proxyllm, "PROXYLLM_BACKEND" is the model they actually deploy.
+ ### We need to use "PROXYLLM_BACKEND" to load the prompt of the corresponding scene.
+ self.PROXYLLM_BACKEND = None
+ if self.LLM_MODEL == "proxyllm":
+ self.PROXYLLM_BACKEND = os.getenv("PROXYLLM_BACKEND")
+
self.LIMIT_MODEL_CONCURRENCY = int(os.getenv("LIMIT_MODEL_CONCURRENCY", 5))
self.MAX_POSITION_EMBEDDINGS = int(os.getenv("MAX_POSITION_EMBEDDINGS", 4096))
self.MODEL_PORT = os.getenv("MODEL_PORT", 8000)
diff --git a/pilot/configs/model_config.py b/pilot/configs/model_config.py
index aea5c6731..70b5280ac 100644
--- a/pilot/configs/model_config.py
+++ b/pilot/configs/model_config.py
@@ -50,6 +50,9 @@ LLM_MODEL_CONFIG = {
"llama-2-7b": os.path.join(MODEL_PATH, "Llama-2-7b-chat-hf"),
"llama-2-13b": os.path.join(MODEL_PATH, "Llama-2-13b-chat-hf"),
"llama-2-70b": os.path.join(MODEL_PATH, "Llama-2-70b-chat-hf"),
+ "baichuan-13b": os.path.join(MODEL_PATH, "Baichuan-13B-Chat"),
+ # please rename "fireballoon/baichuan-vicuna-chinese-7b" to "baichuan-7b"
+ "baichuan-7b": os.path.join(MODEL_PATH, "baichuan-7b"),
}
# Load model config
diff --git a/pilot/embedding_engine/docx_loader.py b/pilot/embedding_engine/docx_loader.py
new file mode 100644
index 000000000..458254b66
--- /dev/null
+++ b/pilot/embedding_engine/docx_loader.py
@@ -0,0 +1,28 @@
+from typing import List, Optional
+
+from langchain.docstore.document import Document
+from langchain.document_loaders.base import BaseLoader
+import docx
+
+
+class DocxLoader(BaseLoader):
+ """Load docx files."""
+
+ def __init__(self, file_path: str, encoding: Optional[str] = None):
+ """Initialize with file path."""
+ self.file_path = file_path
+ self.encoding = encoding
+
+ def load(self) -> List[Document]:
+ """Load from file path."""
+ docs = []
+ doc = docx.Document(self.file_path)
+ content = []
+ for i in range(len(doc.paragraphs)):
+ para = doc.paragraphs[i]
+ text = para.text
+ content.append(text)
+ docs.append(
+ Document(page_content="".join(content), metadata={"source": self.file_path})
+ )
+ return docs
diff --git a/pilot/embedding_engine/ppt_embedding.py b/pilot/embedding_engine/ppt_embedding.py
index 09370d496..7c691662d 100644
--- a/pilot/embedding_engine/ppt_embedding.py
+++ b/pilot/embedding_engine/ppt_embedding.py
@@ -2,7 +2,6 @@
# -*- coding: utf-8 -*-
from typing import List, Optional
-from langchain.document_loaders import UnstructuredPowerPointLoader
from langchain.schema import Document
from langchain.text_splitter import (
SpacyTextSplitter,
@@ -11,6 +10,7 @@ from langchain.text_splitter import (
)
from pilot.embedding_engine import SourceEmbedding, register
+from pilot.embedding_engine.ppt_loader import PPTLoader
class PPTEmbedding(SourceEmbedding):
@@ -36,7 +36,7 @@ class PPTEmbedding(SourceEmbedding):
def read(self):
"""Load from ppt path."""
if self.source_reader is None:
- self.source_reader = UnstructuredPowerPointLoader(self.file_path)
+ self.source_reader = PPTLoader(self.file_path)
if self.text_splitter is None:
try:
self.text_splitter = SpacyTextSplitter(
diff --git a/pilot/embedding_engine/ppt_loader.py b/pilot/embedding_engine/ppt_loader.py
new file mode 100644
index 000000000..04f5e5c93
--- /dev/null
+++ b/pilot/embedding_engine/ppt_loader.py
@@ -0,0 +1,28 @@
+from typing import List, Optional
+
+from langchain.docstore.document import Document
+from langchain.document_loaders.base import BaseLoader
+from pptx import Presentation
+
+
+class PPTLoader(BaseLoader):
+ """Load PPT files."""
+
+ def __init__(self, file_path: str, encoding: Optional[str] = None):
+ """Initialize with file path."""
+ self.file_path = file_path
+ self.encoding = encoding
+
+ def load(self) -> List[Document]:
+ """Load from file path."""
+ pr = Presentation(self.file_path)
+ docs = []
+ for slide in pr.slides:
+ for shape in slide.shapes:
+ if hasattr(shape, "text") and shape.text is not "":
+ docs.append(
+ Document(
+ page_content=shape.text, metadata={"source": slide.slide_id}
+ )
+ )
+ return docs
diff --git a/pilot/embedding_engine/word_embedding.py b/pilot/embedding_engine/word_embedding.py
index 24f1d0386..833be4012 100644
--- a/pilot/embedding_engine/word_embedding.py
+++ b/pilot/embedding_engine/word_embedding.py
@@ -2,7 +2,6 @@
# -*- coding: utf-8 -*-
from typing import List, Optional
-from langchain.document_loaders import UnstructuredWordDocumentLoader
from langchain.schema import Document
from langchain.text_splitter import (
SpacyTextSplitter,
@@ -11,6 +10,7 @@ from langchain.text_splitter import (
)
from pilot.embedding_engine import SourceEmbedding, register
+from pilot.embedding_engine.docx_loader import DocxLoader
class WordEmbedding(SourceEmbedding):
@@ -36,7 +36,7 @@ class WordEmbedding(SourceEmbedding):
def read(self):
"""Load from word path."""
if self.source_reader is None:
- self.source_reader = UnstructuredWordDocumentLoader(self.file_path)
+ self.source_reader = DocxLoader(self.file_path)
if self.text_splitter is None:
try:
self.text_splitter = SpacyTextSplitter(
diff --git a/pilot/model/adapter.py b/pilot/model/adapter.py
index cea73c602..900d51d4a 100644
--- a/pilot/model/adapter.py
+++ b/pilot/model/adapter.py
@@ -276,6 +276,25 @@ class Llama2Adapter(BaseLLMAdaper):
return model, tokenizer
+class BaichuanAdapter(BaseLLMAdaper):
+ """The model adapter for Baichuan models (e.g., baichuan-inc/Baichuan-13B-Chat)"""
+
+ def match(self, model_path: str):
+ return "baichuan" in model_path.lower()
+
+ def loader(self, model_path: str, from_pretrained_kwargs: dict):
+ tokenizer = AutoTokenizer.from_pretrained(
+ model_path, trust_remote_code=True, use_fast=False
+ )
+ model = AutoModelForCausalLM.from_pretrained(
+ model_path,
+ trust_remote_code=True,
+ low_cpu_mem_usage=True,
+ **from_pretrained_kwargs,
+ )
+ return model, tokenizer
+
+
register_llm_model_adapters(VicunaLLMAdapater)
register_llm_model_adapters(ChatGLMAdapater)
register_llm_model_adapters(GuanacoAdapter)
@@ -283,6 +302,7 @@ register_llm_model_adapters(FalconAdapater)
register_llm_model_adapters(GorillaAdapter)
register_llm_model_adapters(GPT4AllAdapter)
register_llm_model_adapters(Llama2Adapter)
+register_llm_model_adapters(BaichuanAdapter)
# TODO Default support vicuna, other model need to tests and Evaluate
# just for test_py, remove this later
diff --git a/pilot/model/conversation.py b/pilot/model/conversation.py
index 5443992df..11ca03ed8 100644
--- a/pilot/model/conversation.py
+++ b/pilot/model/conversation.py
@@ -284,6 +284,21 @@ def get_conv_template(name: str) -> Conversation:
return conv_templates[name].copy()
+# A template similar to the "one_shot" template above but remove the example.
+register_conv_template(
+ Conversation(
+ name="zero_shot",
+ system="A chat between a curious human and an artificial intelligence assistant. "
+ "The assistant gives helpful, detailed, and polite answers to the human's questions.",
+ roles=("Human", "Assistant"),
+ messages=(),
+ offset=0,
+ sep_style=SeparatorStyle.ADD_COLON_SINGLE,
+ sep="\n### ",
+ stop_str="###",
+ )
+)
+
# llama2 template
# reference: https://github.com/facebookresearch/llama/blob/cfc3fc8c1968d390eb830e65c63865e980873a06/llama/generation.py#L212
register_conv_template(
@@ -305,4 +320,21 @@ register_conv_template(
)
)
+# Baichuan-13B-Chat template
+register_conv_template(
+ # source: https://huggingface.co/baichuan-inc/Baichuan-13B-Chat/blob/f5f47be2adbbdceb784f334d6fa1ca2c73e65097/modeling_baichuan.py#L507
+ # https://huggingface.co/baichuan-inc/Baichuan-13B-Chat/blob/main/generation_config.json
+ Conversation(
+ name="baichuan-chat",
+ system="",
+ roles=("
", " "),
+ messages=(),
+ offset=0,
+ sep_style=SeparatorStyle.NO_COLON_TWO,
+ sep="",
+ sep2="",
+ stop_token_ids=[2, 195],
+ )
+)
+
# TODO Support other model conversation template
diff --git a/pilot/out_parser/base.py b/pilot/out_parser/base.py
index 000d92709..013f15b1e 100644
--- a/pilot/out_parser/base.py
+++ b/pilot/out_parser/base.py
@@ -54,17 +54,19 @@ class BaseOutputParser(ABC):
""" TODO Multi mode output handler, rewrite this for multi model, use adapter mode.
"""
model_context = data.get("model_context")
+ has_echo = True
if model_context and "prompt_echo_len_char" in model_context:
prompt_echo_len_char = int(model_context.get("prompt_echo_len_char", -1))
+ has_echo = bool(model_context.get("echo", True))
if prompt_echo_len_char != -1:
skip_echo_len = prompt_echo_len_char
if data.get("error_code", 0) == 0:
- if "vicuna" in CFG.LLM_MODEL or "llama-2" in CFG.LLM_MODEL:
+ if has_echo and ("vicuna" in CFG.LLM_MODEL or "llama-2" in CFG.LLM_MODEL):
# TODO Judging from model_context
# output = data["text"][skip_echo_len + 11:].strip()
output = data["text"][skip_echo_len:].strip()
- elif "guanaco" in CFG.LLM_MODEL:
+ elif has_echo and "guanaco" in CFG.LLM_MODEL:
# NO stream output
# output = data["text"][skip_echo_len + 2:].replace("", "").strip()
diff --git a/pilot/prompts/prompt_new.py b/pilot/prompts/prompt_new.py
index 78e1585ea..84943050c 100644
--- a/pilot/prompts/prompt_new.py
+++ b/pilot/prompts/prompt_new.py
@@ -4,7 +4,7 @@ from typing import Any, Callable, Dict, List, Mapping, Optional, Set, Union
from pydantic import BaseModel, Extra, Field, root_validator
-from pilot.common.formatting import formatter
+from pilot.common.formatting import formatter, no_strict_formatter
from pilot.out_parser.base import BaseOutputParser
from pilot.common.schema import SeparatorStyle
from pilot.prompts.example_base import ExampleSelector
@@ -24,8 +24,10 @@ def jinja2_formatter(template: str, **kwargs: Any) -> str:
DEFAULT_FORMATTER_MAPPING: Dict[str, Callable] = {
- "f-string": formatter.format,
- "jinja2": jinja2_formatter,
+ "f-string": lambda is_strict: formatter.format
+ if is_strict
+ else no_strict_formatter.format,
+ "jinja2": lambda is_strict: jinja2_formatter,
}
@@ -38,6 +40,8 @@ class PromptTemplate(BaseModel, ABC):
template: Optional[str]
"""The prompt template."""
template_format: str = "f-string"
+ """strict template will check template args"""
+ template_is_strict: bool = True
"""The format of the prompt template. Options are: 'f-string', 'jinja2'."""
response_format: Optional[str]
"""default use stream out"""
@@ -68,10 +72,12 @@ class PromptTemplate(BaseModel, ABC):
"""Format the prompt with the inputs."""
if self.template:
if self.response_format:
- kwargs["response"] = json.dumps(self.response_format, indent=4)
+ kwargs["response"] = json.dumps(
+ self.response_format, ensure_ascii=False, indent=4
+ )
return DEFAULT_FORMATTER_MAPPING[self.template_format](
- self.template, **kwargs
- )
+ self.template_is_strict
+ )(self.template, **kwargs)
def add_goals(self, goal: str) -> None:
self.goals.append(goal)
diff --git a/pilot/prompts/prompt_registry.py b/pilot/prompts/prompt_registry.py
index 0372e92b3..1e4aeb135 100644
--- a/pilot/prompts/prompt_registry.py
+++ b/pilot/prompts/prompt_registry.py
@@ -58,13 +58,26 @@ class PromptTemplateRegistry:
scene_registry, prompt_template, language, [_DEFAULT_MODEL_KEY]
)
- def get_prompt_template(self, scene_name: str, language: str, model_name: str):
- """Get prompt template with scene name, language and model name"""
+ def get_prompt_template(
+ self,
+ scene_name: str,
+ language: str,
+ model_name: str,
+ proxyllm_backend: str = None,
+ ):
+ """Get prompt template with scene name, language and model name
+ proxyllm_backend: see CFG.PROXYLLM_BACKEND
+ """
scene_registry = self.registry[scene_name]
- registry = scene_registry.get(model_name)
+
print(
- f"Get prompt template of scene_name: {scene_name} with model_name: {model_name} language: {language}"
+ f"Get prompt template of scene_name: {scene_name} with model_name: {model_name}, proxyllm_backend: {proxyllm_backend}, language: {language}"
)
+ registry = None
+ if proxyllm_backend:
+ registry = scene_registry.get(proxyllm_backend)
+ if not registry:
+ registry = scene_registry.get(model_name)
if not registry:
registry = scene_registry.get(_DEFAULT_MODEL_KEY)
if not registry:
diff --git a/pilot/scene/base_chat.py b/pilot/scene/base_chat.py
index ccb70da75..0c8abac4f 100644
--- a/pilot/scene/base_chat.py
+++ b/pilot/scene/base_chat.py
@@ -69,6 +69,7 @@ class BaseChat(ABC):
self.chat_mode = chat_mode
self.current_user_input: str = current_user_input
self.llm_model = CFG.LLM_MODEL
+ self.llm_echo = False
### can configurable storage methods
self.memory = DuckdbHistoryMemory(chat_session_id)
@@ -78,7 +79,10 @@ class BaseChat(ABC):
# ]
self.prompt_template: PromptTemplate = (
CFG.prompt_template_registry.get_prompt_template(
- self.chat_mode.value(), language=CFG.LANGUAGE, model_name=CFG.LLM_MODEL
+ self.chat_mode.value(),
+ language=CFG.LANGUAGE,
+ model_name=CFG.LLM_MODEL,
+ proxyllm_backend=CFG.PROXYLLM_BACKEND,
)
)
self.history_message: List[OnceConversation] = self.memory.messages()
@@ -128,6 +132,7 @@ class BaseChat(ABC):
"temperature": float(self.prompt_template.temperature),
"max_new_tokens": int(self.prompt_template.max_new_tokens),
"stop": self.prompt_template.sep,
+ "echo": self.llm_echo,
}
return payload
diff --git a/pilot/scene/chat_db/auto_execute/example.py b/pilot/scene/chat_db/auto_execute/example.py
index df45b4ed3..ece464cdd 100644
--- a/pilot/scene/chat_db/auto_execute/example.py
+++ b/pilot/scene/chat_db/auto_execute/example.py
@@ -9,10 +9,7 @@ EXAMPLES = [
{
"type": "ai",
"data": {
- "content": """{
- \"thoughts\": \"thought text\",
- \"sql\": \"SELECT city FROM user where user_name='test1'\",
- }""",
+ "content": """{\n\"thoughts\": \"直接查询用户表中用户名为'test1'的记录即可\",\n\"sql\": \"SELECT city FROM user where user_name='test1'\"}""",
"example": True,
},
},
@@ -24,10 +21,7 @@ EXAMPLES = [
{
"type": "ai",
"data": {
- "content": """{
- \"thoughts\": \"thought text\",
- \"sql\": \"SELECT b.* FROM user a LEFT JOIN tran_order b ON a.user_name=b.user_name where a.city='成都'\",
- }""",
+ "content": """{\n\"thoughts\": \"根据订单表的用户名和用户表的用户名关联用户表和订单表，再通过用户表的城市为'成都'的过滤即可\",\n\"sql\": \"SELECT b.* FROM user a LEFT JOIN tran_order b ON a.user_name=b.user_name where a.city='成都'\"}""",
"example": True,
},
},
diff --git a/pilot/scene/chat_db/auto_execute/prompt.py b/pilot/scene/chat_db/auto_execute/prompt.py
index 60b748224..6ee691a88 100644
--- a/pilot/scene/chat_db/auto_execute/prompt.py
+++ b/pilot/scene/chat_db/auto_execute/prompt.py
@@ -43,7 +43,7 @@ PROMPT_TEMPERATURE = 0.5
prompt = PromptTemplate(
template_scene=ChatScene.ChatWithDbExecute.value(),
input_variables=["input", "table_info", "dialect", "top_k", "response"],
- response_format=json.dumps(RESPONSE_FORMAT_SIMPLE, indent=4),
+ response_format=json.dumps(RESPONSE_FORMAT_SIMPLE, ensure_ascii=False, indent=4),
template_define=PROMPT_SCENE_DEFINE,
template=_DEFAULT_TEMPLATE,
stream_out=PROMPT_NEED_NEED_STREAM_OUT,
@@ -54,3 +54,4 @@ prompt = PromptTemplate(
temperature=PROMPT_TEMPERATURE,
)
CFG.prompt_template_registry.register(prompt, is_default=True)
+from . import prompt_baichuan
diff --git a/pilot/scene/chat_db/auto_execute/prompt_baichuan.py b/pilot/scene/chat_db/auto_execute/prompt_baichuan.py
new file mode 100644
index 000000000..ed0c2c8b2
--- /dev/null
+++ b/pilot/scene/chat_db/auto_execute/prompt_baichuan.py
@@ -0,0 +1,66 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+
+import json
+from pilot.prompts.prompt_new import PromptTemplate
+from pilot.configs.config import Config
+from pilot.scene.base import ChatScene
+from pilot.scene.chat_db.auto_execute.out_parser import DbChatOutputParser, SqlAction
+from pilot.common.schema import SeparatorStyle
+from pilot.scene.chat_db.auto_execute.example import sql_data_example
+
+CFG = Config()
+
+PROMPT_SCENE_DEFINE = None
+
+_DEFAULT_TEMPLATE = """
+你是一个 SQL 专家，给你一个用户的问题，你会生成一条对应的 {dialect} 语法的 SQL 语句。
+
+如果用户没有在问题中指定 sql 返回多少条数据，那么你生成的 sql 最多返回 {top_k} 条数据。
+你应该尽可能少地使用表。
+
+已知表结构信息如下：
+{table_info}
+
+注意：
+1. 只能使用表结构信息中提供的表来生成 sql，如果无法根据提供的表结构中生成 sql ，请说：“提供的表结构信息不足以生成 sql 查询。” 禁止随意捏造信息。
+2. 不要查询不存在的列，注意哪一列位于哪张表中。
+3. 使用 json 格式回答，确保你的回答是必须是正确的 json 格式，并且能被 python 语言的 `json.loads` 库解析, 格式如下：
+{response}
+"""
+
+RESPONSE_FORMAT_SIMPLE = {
+ "thoughts": "对用户说的想法摘要",
+ "sql": "生成的将被执行的 SQL",
+}
+
+PROMPT_SEP = SeparatorStyle.SINGLE.value
+
+PROMPT_NEED_NEED_STREAM_OUT = False
+
+# Temperature is a configuration hyperparameter that controls the randomness of language model output.
+# A high temperature produces more unpredictable and creative results, while a low temperature produces more common and conservative output.
+# For example, if you adjust the temperature to 0.5, the model will usually generate text that is more predictable and less creative than if you set the temperature to 1.0.
+PROMPT_TEMPERATURE = 0.5
+
+prompt = PromptTemplate(
+ template_scene=ChatScene.ChatWithDbExecute.value(),
+ input_variables=["input", "table_info", "dialect", "top_k", "response"],
+ response_format=json.dumps(RESPONSE_FORMAT_SIMPLE, ensure_ascii=False, indent=4),
+ template_is_strict=False,
+ template_define=PROMPT_SCENE_DEFINE,
+ template=_DEFAULT_TEMPLATE,
+ stream_out=PROMPT_NEED_NEED_STREAM_OUT,
+ output_parser=DbChatOutputParser(
+ sep=PROMPT_SEP, is_stream_out=PROMPT_NEED_NEED_STREAM_OUT
+ ),
+ # example_selector=sql_data_example,
+ temperature=PROMPT_TEMPERATURE,
+)
+
+CFG.prompt_template_registry.register(
+ prompt,
+ language=CFG.LANGUAGE,
+ is_default=False,
+ model_names=["baichuan-13b", "baichuan-7b"],
+)
diff --git a/pilot/server/chat_adapter.py b/pilot/server/chat_adapter.py
index 1c0d73bac..0ca8f97da 100644
--- a/pilot/server/chat_adapter.py
+++ b/pilot/server/chat_adapter.py
@@ -19,17 +19,20 @@ class BaseChatAdpter:
"""Return the generate stream handler func"""
pass
- def get_conv_template(self) -> Conversation:
+ def get_conv_template(self, model_path: str) -> Conversation:
return None
- def model_adaptation(self, params: Dict) -> Tuple[Dict, Dict]:
+ def model_adaptation(self, params: Dict, model_path: str) -> Tuple[Dict, Dict]:
"""Params adaptation"""
- conv = self.get_conv_template()
+ conv = self.get_conv_template(model_path)
messages = params.get("messages")
# Some model scontext to dbgpt server
model_context = {"prompt_echo_len_char": -1}
if not conv or not messages:
# Nothing to do
+ print(
+ f"No conv from model_path {model_path} or no messages in params, {self}"
+ )
return params, model_context
conv = conv.copy()
system_messages = []
@@ -62,7 +65,12 @@ class BaseChatAdpter:
# TODO remote bos token and eos token from tokenizer_config.json of model
prompt_echo_len_char = len(new_prompt.replace(" ", "").replace("", ""))
model_context["prompt_echo_len_char"] = prompt_echo_len_char
+ model_context["echo"] = params.get("echo", True)
params["prompt"] = new_prompt
+
+ # Overwrite model params:
+ params["stop"] = conv.stop_str
+
return params, model_context
@@ -79,6 +87,7 @@ def get_llm_chat_adapter(model_path: str) -> BaseChatAdpter:
"""Get a chat generate func for a model"""
for adapter in llm_model_chat_adapters:
if adapter.match(model_path):
+ print(f"Get model path: {model_path} adapter {adapter}")
return adapter
raise ValueError(f"Invalid model for chat adapter {model_path}")
@@ -186,7 +195,7 @@ class Llama2ChatAdapter(BaseChatAdpter):
def match(self, model_path: str):
return "llama-2" in model_path.lower()
- def get_conv_template(self) -> Conversation:
+ def get_conv_template(self, model_path: str) -> Conversation:
return get_conv_template("llama-2")
def get_generate_stream_func(self):
@@ -195,6 +204,21 @@ class Llama2ChatAdapter(BaseChatAdpter):
return generate_stream
+class BaichuanChatAdapter(BaseChatAdpter):
+ def match(self, model_path: str):
+ return "baichuan" in model_path.lower()
+
+ def get_conv_template(self, model_path: str) -> Conversation:
+ if "chat" in model_path.lower():
+ return get_conv_template("baichuan-chat")
+ return get_conv_template("zero_shot")
+
+ def get_generate_stream_func(self):
+ from pilot.model.inference import generate_stream
+
+ return generate_stream
+
+
register_llm_model_chat_adapter(VicunaChatAdapter)
register_llm_model_chat_adapter(ChatGLMChatAdapter)
register_llm_model_chat_adapter(GuanacoChatAdapter)
@@ -202,6 +226,7 @@ register_llm_model_chat_adapter(FalconChatAdapter)
register_llm_model_chat_adapter(GorillaChatAdapter)
register_llm_model_chat_adapter(GPT4AllChatAdapter)
register_llm_model_chat_adapter(Llama2ChatAdapter)
+register_llm_model_chat_adapter(BaichuanChatAdapter)
# Proxy model for test and develop, it's cheap for us now.
register_llm_model_chat_adapter(ProxyllmChatAdapter)
diff --git a/pilot/server/llmserver.py b/pilot/server/llmserver.py
index 43f5a1f94..9a34f7685 100644
--- a/pilot/server/llmserver.py
+++ b/pilot/server/llmserver.py
@@ -78,7 +78,9 @@ class ModelWorker:
def generate_stream_gate(self, params):
try:
# params adaptation
- params, model_context = self.llm_chat_adapter.model_adaptation(params)
+ params, model_context = self.llm_chat_adapter.model_adaptation(
+ params, self.ml.model_path
+ )
for output in self.generate_stream_func(
self.model, self.tokenizer, params, DEVICE, CFG.MAX_POSITION_EMBEDDINGS
):
@@ -136,6 +138,7 @@ class PromptRequest(BaseModel):
max_new_tokens: int
model: str
stop: str = None
+ echo: bool = True
class StreamRequest(BaseModel):
@@ -178,6 +181,7 @@ def generate(prompt_request: PromptRequest) -> str:
"temperature": prompt_request.temperature,
"max_new_tokens": prompt_request.max_new_tokens,
"stop": prompt_request.stop,
+ "echo": prompt_request.echo,
}
rsp_str = ""
diff --git a/pilot/server/static/404.html b/pilot/server/static/404.html
index c30018f50..4da41deb4 100644
--- a/pilot/server/static/404.html
+++ b/pilot/server/static/404.html
@@ -1 +1 @@
-404: This page could not be found 404
This page could not be found. 404: This page could not be found 404
This page could not be found. 404: This page could not be found 404
This page could not be found. 404: This page could not be found 404
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diff --git a/pilot/server/static/_next/static/chunks/775-224c8c8f5ee3fd65.js b/pilot/server/static/_next/static/chunks/775-224c8c8f5ee3fd65.js
new file mode 100644
index 000000000..3f73489de
--- /dev/null
+++ b/pilot/server/static/_next/static/chunks/775-224c8c8f5ee3fd65.js
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+ background: ${0};
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+ /* Fix bug in Safari https://bugs.webkit.org/show_bug.cgi?id=68196 */
+ -webkit-mask-image: -webkit-radial-gradient(white, black);
+ background: ${0};
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+ left: 0;
+ right: 0;
+ bottom: 0;
+ z-index: var(--unstable_pseudo-zIndex);
+ animation: ${0} 1.6s linear 0.5s infinite;
+ background: linear-gradient(
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t},this.getActiveScopes=function(e){var t=this.$getScope(e),n=[t],a=this.snippetMap;return a[t]&&a[t].includeScopes&&n.push.apply(n,a[t].includeScopes),n.push("_"),n},this.expandWithTab=function(e,t){var n=this,a=e.forEachSelection(function(){return n.expandSnippetForSelection(e,t)},null,{keepOrder:!0});return a&&e.tabstopManager&&e.tabstopManager.tabNext(),a},this.expandSnippetForSelection=function(e,t){var n,a=e.getCursorPosition(),r=e.session.getLine(a.row),i=r.substring(0,a.column),o=r.substr(a.column),s=this.snippetMap;return this.getActiveScopes(e).some(function(e){var t=s[e];return t&&(n=this.findMatchingSnippet(t,i,o)),!!n},this),!!n&&(!!t&&!!t.dryRun||(e.session.doc.removeInLine(a.row,a.column-n.replaceBefore.length,a.column+n.replaceAfter.length),this.variables.M__=n.matchBefore,this.variables.T__=n.matchAfter,this.insertSnippetForSelection(e,n.content),this.variables.M__=this.variables.T__=null,!0))},this.findMatchingSnippet=function(e,t,n){for(var a=e.length;a--;){var r=e[a];if((!r.startRe||r.startRe.test(t))&&(!r.endRe||r.endRe.test(n))&&(r.startRe||r.endRe))return r.matchBefore=r.startRe?r.startRe.exec(t):[""],r.matchAfter=r.endRe?r.endRe.exec(n):[""],r.replaceBefore=r.triggerRe?r.triggerRe.exec(t)[0]:"",r.replaceAfter=r.endTriggerRe?r.endTriggerRe.exec(n)[0]:"",r}},this.snippetMap={},this.snippetNameMap={},this.register=function(e,t){var n=this.snippetMap,a=this.snippetNameMap,r=this;function i(e){return e&&!/^\^?\(.*\)\$?$|^\\b$/.test(e)&&(e="(?:"+e+")"),e||""}function s(e,t,n){return e=i(e),t=i(t),n?(e=t+e)&&"$"!=e[e.length-1]&&(e+="$"):(e+=t)&&"^"!=e[0]&&(e="^"+e),new RegExp(e)}function l(e){e.scope||(e.scope=t||"_"),n[t=e.scope]||(n[t]=[],a[t]={});var i=a[t];if(e.name){var l=i[e.name];l&&r.unregister(l),i[e.name]=e}n[t].push(e),e.prefix&&(e.tabTrigger=e.prefix),!e.content&&e.body&&(e.content=Array.isArray(e.body)?e.body.join("\n"):e.body),e.tabTrigger&&!e.trigger&&(!e.guard&&/^\w/.test(e.tabTrigger)&&(e.guard="\\b"),e.trigger=o.escapeRegExp(e.tabTrigger)),(e.trigger||e.guard||e.endTrigger||e.endGuard)&&(e.startRe=s(e.trigger,e.guard,!0),e.triggerRe=new RegExp(e.trigger),e.endRe=s(e.endTrigger,e.endGuard,!0),e.endTriggerRe=new RegExp(e.endTrigger))}e||(e=[]),Array.isArray(e)?e.forEach(l):Object.keys(e).forEach(function(t){l(e[t])}),this._signal("registerSnippets",{scope:t})},this.unregister=function(e,t){var n=this.snippetMap,a=this.snippetNameMap;function r(e){var r=a[e.scope||t];if(r&&r[e.name]){delete r[e.name];var i=n[e.scope||t],o=i&&i.indexOf(e);o>=0&&i.splice(o,1)}}e.content?r(e):Array.isArray(e)&&e.forEach(r)},this.parseSnippetFile=function(e){e=e.replace(/\r/g,"");for(var t,n=[],a={},r=/^#.*|^({[\s\S]*})\s*$|^(\S+) (.*)$|^((?:\n*\t.*)+)/gm;t=r.exec(e);){if(t[1])try{a=JSON.parse(t[1]),n.push(a)}catch(e){}if(t[4])a.content=t[4].replace(/^\t/gm,""),n.push(a),a={};else{var i=t[2],o=t[3];if("regex"==i){var s=/\/((?:[^\/\\]|\\.)*)|$/g;a.guard=s.exec(o)[1],a.trigger=s.exec(o)[1],a.endTrigger=s.exec(o)[1],a.endGuard=s.exec(o)[1]}else"snippet"==i?(a.tabTrigger=o.match(/^\S*/)[0],a.name||(a.name=o)):i&&(a[i]=o)}}return n},this.getSnippetByName=function(e,t){var n,a=this.snippetNameMap;return this.getActiveScopes(t).some(function(t){var r=a[t];return r&&(n=r[e]),!!n},this),n}}).call(m.prototype);var f=function(e){if(e.tabstopManager)return e.tabstopManager;e.tabstopManager=this,this.$onChange=this.onChange.bind(this),this.$onChangeSelection=o.delayedCall(this.onChangeSelection.bind(this)).schedule,this.$onChangeSession=this.onChangeSession.bind(this),this.$onAfterExec=this.onAfterExec.bind(this),this.attach(e)};(function(){this.attach=function(e){this.index=0,this.ranges=[],this.tabstops=[],this.$openTabstops=null,this.selectedTabstop=null,this.editor=e,this.editor.on("change",this.$onChange),this.editor.on("changeSelection",this.$onChangeSelection),this.editor.on("changeSession",this.$onChangeSession),this.editor.commands.on("afterExec",this.$onAfterExec),this.editor.keyBinding.addKeyboardHandler(this.keyboardHandler)},this.detach=function(){this.tabstops.forEach(this.removeTabstopMarkers,this),this.ranges=null,this.tabstops=null,this.selectedTabstop=null,this.editor.removeListener("change",this.$onChange),this.editor.removeListener("changeSelection",this.$onChangeSelection),this.editor.removeListener("changeSession",this.$onChangeSession),this.editor.commands.removeListener("afterExec",this.$onAfterExec),this.editor.keyBinding.removeKeyboardHandler(this.keyboardHandler),this.editor.tabstopManager=null,this.editor=null},this.onChange=function(e){for(var t="r"==e.action[0],n=this.selectedTabstop||{},a=n.parents||{},r=(this.tabstops||[]).slice(),i=0;i2&&(this.tabstops.length&&i.push(i.splice(2,1)[0]),this.tabstops.splice.apply(this.tabstops,i))},this.addTabstopMarkers=function(e){var t=this.editor.session;e.forEach(function(e){e.markerId||(e.markerId=t.addMarker(e,"ace_snippet-marker","text"))})},this.removeTabstopMarkers=function(e){var t=this.editor.session;e.forEach(function(e){t.removeMarker(e.markerId),e.markerId=null})},this.removeRange=function(e){var t=e.tabstop.indexOf(e);-1!=t&&e.tabstop.splice(t,1),-1!=(t=this.ranges.indexOf(e))&&this.ranges.splice(t,1),-1!=(t=e.tabstop.rangeList.ranges.indexOf(e))&&e.tabstop.splice(t,1),this.editor.session.removeMarker(e.markerId),e.tabstop.length||(-1!=(t=this.tabstops.indexOf(e.tabstop))&&this.tabstops.splice(t,1),this.tabstops.length||this.detach())},this.keyboardHandler=new c,this.keyboardHandler.bindKeys({Tab:function(e){t.snippetManager&&t.snippetManager.expandWithTab(e)||(e.tabstopManager.tabNext(1),e.renderer.scrollCursorIntoView())},"Shift-Tab":function(e){e.tabstopManager.tabNext(-1),e.renderer.scrollCursorIntoView()},Esc:function(e){e.tabstopManager.detach()}})}).call(f.prototype);var b=function(e,t){0==e.row&&(e.column+=t.column),e.row+=t.row},h=function(e,t){e.row==t.row&&(e.column-=t.column),e.row-=t.row};a.importCssString("\n.ace_snippet-marker {\n -moz-box-sizing: border-box;\n box-sizing: border-box;\n background: rgba(194, 193, 208, 0.09);\n border: 1px dotted rgba(211, 208, 235, 0.62);\n position: absolute;\n}","snippets.css",!1),t.snippetManager=new m,(function(){this.insertSnippet=function(e,n){return t.snippetManager.insertSnippet(this,e,n)},this.expandSnippet=function(e){return t.snippetManager.expandWithTab(this,e)}}).call(e("./editor").Editor.prototype)}),ace.define("ace/autocomplete/popup",["require","exports","module","ace/virtual_renderer","ace/editor","ace/range","ace/lib/event","ace/lib/lang","ace/lib/dom"],function(e,t,n){"use strict";var a=e("../virtual_renderer").VirtualRenderer,r=e("../editor").Editor,i=e("../range").Range,o=e("../lib/event"),s=e("../lib/lang"),l=e("../lib/dom"),c=function(e){var t=new a(e);t.$maxLines=4;var n=new r(t);return n.setHighlightActiveLine(!1),n.setShowPrintMargin(!1),n.renderer.setShowGutter(!1),n.renderer.setHighlightGutterLine(!1),n.$mouseHandler.$focusTimeout=0,n.$highlightTagPending=!0,n};l.importCssString("\n.ace_editor.ace_autocomplete .ace_marker-layer .ace_active-line {\n background-color: #CAD6FA;\n z-index: 1;\n}\n.ace_dark.ace_editor.ace_autocomplete .ace_marker-layer .ace_active-line {\n background-color: #3a674e;\n}\n.ace_editor.ace_autocomplete .ace_line-hover {\n border: 1px solid #abbffe;\n margin-top: -1px;\n background: rgba(233,233,253,0.4);\n position: absolute;\n z-index: 2;\n}\n.ace_dark.ace_editor.ace_autocomplete .ace_line-hover {\n border: 1px solid rgba(109, 150, 13, 0.8);\n background: rgba(58, 103, 78, 0.62);\n}\n.ace_completion-meta {\n opacity: 0.5;\n margin: 0.9em;\n}\n.ace_completion-message {\n color: blue;\n}\n.ace_editor.ace_autocomplete .ace_completion-highlight{\n color: #2d69c7;\n}\n.ace_dark.ace_editor.ace_autocomplete .ace_completion-highlight{\n color: #93ca12;\n}\n.ace_editor.ace_autocomplete {\n width: 300px;\n z-index: 200000;\n border: 1px lightgray solid;\n position: fixed;\n box-shadow: 2px 3px 5px rgba(0,0,0,.2);\n line-height: 1.4;\n background: #fefefe;\n color: #111;\n}\n.ace_dark.ace_editor.ace_autocomplete {\n border: 1px #484747 solid;\n box-shadow: 2px 3px 5px rgba(0, 0, 0, 0.51);\n line-height: 1.4;\n background: #25282c;\n color: #c1c1c1;\n}","autocompletion.css",!1),t.AcePopup=function(e){var t,n=l.createElement("div"),a=new c(n);e&&e.appendChild(n),n.style.display="none",a.renderer.content.style.cursor="default",a.renderer.setStyle("ace_autocomplete"),a.setOption("displayIndentGuides",!1),a.setOption("dragDelay",150);var r=function(){};a.focus=r,a.$isFocused=!0,a.renderer.$cursorLayer.restartTimer=r,a.renderer.$cursorLayer.element.style.opacity=0,a.renderer.$maxLines=8,a.renderer.$keepTextAreaAtCursor=!1,a.setHighlightActiveLine(!1),a.session.highlight(""),a.session.$searchHighlight.clazz="ace_highlight-marker",a.on("mousedown",function(e){var t=e.getDocumentPosition();a.selection.moveToPosition(t),d.start.row=d.end.row=t.row,e.stop()});var u=new i(-1,0,-1,1/0),d=new i(-1,0,-1,1/0);d.id=a.session.addMarker(d,"ace_active-line","fullLine"),a.setSelectOnHover=function(e){e?u.id&&(a.session.removeMarker(u.id),u.id=null):u.id=a.session.addMarker(u,"ace_line-hover","fullLine")},a.setSelectOnHover(!1),a.on("mousemove",function(e){if(!t){t=e;return}if(t.x!=e.x||t.y!=e.y){(t=e).scrollTop=a.renderer.scrollTop;var n=t.getDocumentPosition().row;u.start.row!=n&&(u.id||a.setRow(n),g(n))}}),a.renderer.on("beforeRender",function(){if(t&&-1!=u.start.row){t.$pos=null;var e=t.getDocumentPosition().row;u.id||a.setRow(e),g(e,!0)}}),a.renderer.on("afterRender",function(){var e=a.getRow(),t=a.renderer.$textLayer,n=t.element.childNodes[e-t.config.firstRow];n!==t.selectedNode&&t.selectedNode&&l.removeCssClass(t.selectedNode,"ace_selected"),t.selectedNode=n,n&&l.addCssClass(n,"ace_selected")});var p=function(){g(-1)},g=function(e,t){e!==u.start.row&&(u.start.row=u.end.row=e,t||a.session._emit("changeBackMarker"),a._emit("changeHoverMarker"))};a.getHoveredRow=function(){return u.start.row},o.addListener(a.container,"mouseout",p),a.on("hide",p),a.on("changeSelection",p),a.session.doc.getLength=function(){return a.data.length},a.session.doc.getLine=function(e){var t=a.data[e];return"string"==typeof t?t:t&&t.value||""};var m=a.session.bgTokenizer;return m.$tokenizeRow=function(e){var t=a.data[e],n=[];if(!t)return n;"string"==typeof t&&(t={value:t});var r=t.caption||t.value||t.name;function i(e,a){e&&n.push({type:(t.className||"")+(a||""),value:e})}for(var o=r.toLowerCase(),s=(a.filterText||"").toLowerCase(),l=0,c=0,u=0;u<=s.length;u++)if(u!=c&&(t.matchMask&1<o/2&&!r&&u+n+c>o?(l.$maxPixelHeight=u-2*this.$borderSize,i.style.top="",i.style.bottom=o-u+"px",a.isTopdown=!1):(u+=n,l.$maxPixelHeight=o-u-.2*n,i.style.top=u+"px",i.style.bottom="",a.isTopdown=!0),i.style.display="";var d=e.left;d+i.offsetWidth>s&&(d=s-i.offsetWidth),i.style.left=d+"px",this._signal("show"),t=null,a.isOpen=!0},a.goTo=function(e){var t=this.getRow(),n=this.session.getLength()-1;switch(e){case"up":t=t<=0?n:t-1;break;case"down":t=t>=n?-1:t+1;break;case"start":t=0;break;case"end":t=n}this.setRow(t)},a.getTextLeftOffset=function(){return this.$borderSize+this.renderer.$padding+this.$imageSize},a.$imageSize=0,a.$borderSize=1,a},t.$singleLineEditor=c}),ace.define("ace/autocomplete/util",["require","exports","module"],function(e,t,n){"use strict";t.parForEach=function(e,t,n){var a=0,r=e.length;0===r&&n();for(var i=0;i=0&&n.test(e[i]);i--)r.push(e[i]);return r.reverse().join("")},t.retrieveFollowingIdentifier=function(e,t,n){n=n||a;for(var r=[],i=t;ithis.filterText&&0===e.lastIndexOf(this.filterText,0))var t=this.filtered;else var t=this.all;this.filterText=e;var n=null;t=(t=(t=this.filterCompletions(t,this.filterText)).sort(function(e,t){return t.exactMatch-e.exactMatch||t.$score-e.$score||(e.caption||e.value).localeCompare(t.caption||t.value)})).filter(function(e){var t=e.snippet||e.caption||e.value;return t!==n&&(n=t,!0)}),this.filtered=t},this.filterCompletions=function(e,t){var n=[],a=t.toUpperCase(),r=t.toLowerCase();e:for(var i,o=0;i=e[o];o++){var s,l,c=i.caption||i.value||i.snippet;if(c){var u=-1,d=0,p=0;if(this.exactMatch){if(t!==c.substr(0,t.length))continue}else{var g=c.toLowerCase().indexOf(r);if(g>-1)p=g;else for(var m=0;m=0&&(b<0||f0&&(-1===u&&(p+=10),p+=l,d|=1<",o.escapeHTML(e.caption),"","e;)t=this.$editors[this.$splits-1],this.$container.removeChild(t.container),this.$splits--;this.resize()}},this.getSplits=function(){return this.$splits},this.getEditor=function(e){return this.$editors[e]},this.getCurrentEditor=function(){return this.$cEditor},this.focus=function(){this.$cEditor.focus()},this.blur=function(){this.$cEditor.blur()},this.setTheme=function(e){this.$editors.forEach(function(t){t.setTheme(e)})},this.setKeyboardHandler=function(e){this.$editors.forEach(function(t){t.setKeyboardHandler(e)})},this.forEach=function(e,t){this.$editors.forEach(e,t)},this.$fontSize="",this.setFontSize=function(e){this.$fontSize=e,this.forEach(function(t){t.setFontSize(e)})},this.$cloneSession=function(e){var t=new s(e.getDocument(),e.getMode()),n=e.getUndoManager();return t.setUndoManager(n),t.setTabSize(e.getTabSize()),t.setUseSoftTabs(e.getUseSoftTabs()),t.setOverwrite(e.getOverwrite()),t.setBreakpoints(e.getBreakpoints()),t.setUseWrapMode(e.getUseWrapMode()),t.setUseWorker(e.getUseWorker()),t.setWrapLimitRange(e.$wrapLimitRange.min,e.$wrapLimitRange.max),t.$foldData=e.$cloneFoldData(),t},this.setSession=function(e,t){var n;return n=null==t?this.$cEditor:this.$editors[t],this.$editors.some(function(t){return t.session===e})&&(e=this.$cloneSession(e)),n.setSession(e),e},this.getOrientation=function(){return this.$orientation},this.setOrientation=function(e){this.$orientation!=e&&(this.$orientation=e,this.resize())},this.resize=function(){var e,t=this.$container.clientWidth,n=this.$container.clientHeight;if(this.$orientation==this.BESIDE)for(var a=t/this.$splits,r=0;rc)break;var u=this.getFoldWidgetRange(e,"all",t);if(u){if(u.start.row<=i)break;if(u.isMultiLine())t=u.end.row;else if(a==c)break}s=t}}return new r(i,o,s,e.getLine(s).length)},this.getCommentRegionBlock=function(e,t,n){for(var a=t.search(/\s*$/),i=e.getLength(),o=n,s=/^\s*(?:\/\*|\/\/|--)#?(end)?region\b/,l=1;++no)return new r(o,a,u,t.length)}}).call(o.prototype)}),ace.define("ace/mode/json",["require","exports","module","ace/lib/oop","ace/mode/text","ace/mode/json_highlight_rules","ace/mode/matching_brace_outdent","ace/mode/behaviour/cstyle","ace/mode/folding/cstyle","ace/worker/worker_client"],function(e,t,n){"use strict";var a=e("../lib/oop"),r=e("./text").Mode,i=e("./json_highlight_rules").JsonHighlightRules,o=e("./matching_brace_outdent").MatchingBraceOutdent,s=e("./behaviour/cstyle").CstyleBehaviour,l=e("./folding/cstyle").FoldMode,c=e("../worker/worker_client").WorkerClient,u=function(){this.HighlightRules=i,this.$outdent=new o,this.$behaviour=new s,this.foldingRules=new l};a.inherits(u,r),(function(){this.lineCommentStart="//",this.blockComment={start:"/*",end:"*/"},this.getNextLineIndent=function(e,t,n){var 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n=[],a=0;athis.Match_MaxBits?-1!=(u=this.match_main(t,s.substring(0,this.Match_MaxBits),o))&&(-1==(l=this.match_main(t,s.substring(s.length-this.Match_MaxBits),o+s.length-this.Match_MaxBits))||u>=l)&&(u=-1):u=this.match_main(t,s,o),-1==u)r[i]=!1,a-=e[i].length2-e[i].length1;else if(r[i]=!0,a=u-o,d=-1==l?t.substring(u,u+s.length):t.substring(u,l+this.Match_MaxBits),s==d)t=t.substring(0,u)+this.diff_text2(e[i].diffs)+t.substring(u+s.length);else{var c=this.diff_main(s,d,!1);if(s.length>this.Match_MaxBits&&this.diff_levenshtein(c)/s.length>this.Patch_DeleteThreshold)r[i]=!1;else{this.diff_cleanupSemanticLossless(c);for(var u,d,p,g=0,m=0;mo[0][1].length){var s=n-o[0][1].length;o[0][1]=a.substring(o[0][1].length)+o[0][1],i.start1-=s,i.start2-=s,i.length1+=s,i.length2+=s}if(0==(o=(i=e[e.length-1]).diffs).length||0!=o[o.length-1][0])o.push(new t.Diff(0,a)),i.length1+=n,i.length2+=n;else if(n>o[o.length-1][1].length){var 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