diff --git a/src/config/__init__.py b/src/config/__init__.py
index fe74ed63..a2d6f23f 100644
--- a/src/config/__init__.py
+++ b/src/config/__init__.py
@@ -34,9 +34,23 @@ class Config(SimpleConfig):
self.filename = filename
logger.info(f"Loading config from {filename}")
- ### startup
+ ### >>> 默认配置
+ # 可以在 config/base.yaml 中覆盖
self.mode = "cli"
- self.stream = False
+ self.stream = True
+
+ # 功能选项
+ self.enable_query_rewrite = True
+ self.enable_knowledge_base = True
+ self.enable_knowledge_graph = True
+ self.enable_search_engine = True
+
+ # 模型配置
+ ## 注意这里是模型名，而不是具体的模型路径，默认使用 HuggingFace 的路径
+ ## 如果需要自定义路径，则在 config/base.yaml 中配置 model_local_paths
+ self.embed_model = "bge-large-zh-v1.5"
+ self.reranker = "bge-reranker-v2-m3"
+ ### <<< 默认配置结束
self.load()
self.handle_self()
@@ -51,6 +65,7 @@ class Config(SimpleConfig):
def load(self):
+ """根据传入的文件覆盖掉默认配置"""
if self.filename is not None and os.path.exists(self.filename):
if self.filename.endswith(".json"):
with open(self.filename, 'r') as f:
diff --git a/src/config/base.yaml b/src/config/base.yaml
index 239b71de..e493cdb9 100644
--- a/src/config/base.yaml
+++ b/src/config/base.yaml
@@ -1,25 +1,12 @@
+# 默认配置请参考 config/__init__.py
name: base
## model
### model_provider, option in deepseek, zhipu
model_provider: qianfan
-# 注意这里是模型名，而不是具体的模型路径，默认使用 HuggingFace 的路径
-# 如果需要自定义路径，则在下面配置 model_local_paths
-embed_model: bge-large-zh # option in ["bge-large-zh"]
-
-## startup
-stream: True
-
-## knowledge
-enable_query_rewrite: True
-enable_knowledge_base: True
-enable_knowledge_graph: True
-enable_search_engine: True
-
-
## model dir 可以写相对路径和绝对路径
### 相对路径是相对于环境变量中 MODEL_ROOT_DIR 的路径
model_local_paths:
- bge-large-zh: bge-large-zh-v1.5
+ bge-large-zh-v1.5: bge-large-zh-v1.5
oneke: oneke
\ No newline at end of file
diff --git a/src/core/database.py b/src/core/database.py
index 74e2b9c7..6810b0ff 100644
--- a/src/core/database.py
+++ b/src/core/database.py
@@ -1,7 +1,8 @@
import os
import json
import time
-from utils import hashstr, setup_logger
+from utils import hashstr, setup_logger, is_text_pdf
+from plugins import pdf2txt
from core.knowledgebase import KnowledgeBase
from core.filereader import pdfreader, plainreader
from core.graphbase import GraphDatabase
@@ -146,18 +147,25 @@ class DataBaseManager:
support_format = [".pdf", ".txt", "*.md"]
assert os.path.exists(file), "File not found"
logger.info(f"Try to read file {file}")
- if os.path.isfile(file):
- if file.endswith(".pdf"):
- return pdfreader(file)
- elif file.endswith(".txt") or file.endswith(".md"):
- return plainreader(file)
- else:
- logger.error(f"File format not supported, only support {support_format}")
- raise Exception(f"File format not supported, only support {support_format}")
- else:
+
+ if not os.path.isfile(file):
logger.error(f"Directory not supported now!")
raise NotImplementedError("Directory not supported now!")
+ if file.endswith(".pdf"):
+ if is_text_pdf(file):
+ return pdfreader(file)
+ else:
+ return pdf2txt(file, return_text=True)
+
+ elif file.endswith(".txt") or file.endswith(".md"):
+ return plainreader(file)
+
+ else:
+ logger.error(f"File format not supported, only support {support_format}")
+ raise Exception(f"File format not supported, only support {support_format}")
+
+
def delete_file(self, db_id, file_id):
db = self.get_kb_by_id(db_id)
file_idx_to_delete = [idx for idx, f in enumerate(db.files) if f["file_id"] == file_id][0]
@@ -187,6 +195,16 @@ class DataBaseManager:
chunks.append(text[i:i + chunk_size])
return chunks
+ def delete_database(self, db_id):
+ db = self.get_kb_by_id(db_id)
+ if db is None:
+ return {"message": "database not found"}, 404
+
+ self.knowledge_base.client.drop_collection(db.metaname)
+ self.data["databases"] = [d for d in self.data["databases"] if d.db_id != db_id]
+ self._save_databases()
+ return {"message": "删除成功"}
+
def get_kb_by_id(self, db_id):
for db in self.data["databases"]:
if db.db_id == db_id:
diff --git a/src/core/knowledgebase.py b/src/core/knowledgebase.py
index 8f40e4d1..f7a3165b 100644
--- a/src/core/knowledgebase.py
+++ b/src/core/knowledgebase.py
@@ -66,8 +66,7 @@ class KnowledgeBase:
res = self.client.insert(collection_name=collection_name, data=data)
return res
- def search(self, query, collection_name, limit=None):
- limit = limit or self.default_query_limit
+ def search(self, query, collection_name, limit=3):
query_vectors = self.embed_model.encode_queries([query])
diff --git a/src/core/retriever.py b/src/core/retriever.py
index f3408cc8..ba818577 100644
--- a/src/core/retriever.py
+++ b/src/core/retriever.py
@@ -1,32 +1,39 @@
from core.startup import dbm, model
+from models.embedding import ReRanker
class Retriever:
def __init__(self, config):
self.config = config
+ self.reranker = ReRanker(config)
- def retrieval(self, query, history):
+ def retrieval(self, query, history, meta):
refs = {}
# TODO: 查询分类、查询重写、查询分解、查询伪文档生成（HyDE）)
- # NOTE：2024-07-14 暂时禁用知识检索
+ refs["knowledge_base"] = self.query_knowledgebase(query, history, meta)
+ refs["graph_base"] = self.query_graph(query, history, meta)
+
return refs
- def construct_query(self, query, refs):
- # TODO：Reranking
-
+ def construct_query(self, query, refs, meta):
if len(refs) == 0:
return query
external = ""
- kb_res = refs.get("knowledge_base")
- if kb_res:
+ kb_res = refs.get("knowledge_base").get("results", [])
+ if len(kb_res) > 0:
kb_text = "\n".join([f"{r['id']}: {r['entity']['text']}" for r in kb_res])
external += f"知识库信息: \n\n{kb_text}"
+ # db_res = refs.get("graph_base").get("results", [])
+ # if len(db_res) > 0:
+ # db_text = "\n".join([f"{r['id']}: {r['entity']['text']}" for r in db_res])
+ # external += f"图数据库信息: \n\n{db_text}"
+
if len(external) > 0:
query = f"以下是参考资料：\n\n\n{external}\n\n\n请根据前面的知识回答：{query}"
@@ -39,7 +46,8 @@ class Retriever:
"""
raise NotImplementedError
- def query_graph(self, query, history):
+ def query_graph(self, query, history, meta):
+ # res = model.predict("qiansdgsa, dasdh ashdsakjdk ak ").content
results = []
_, entities = self.rewrite_query(query, history)
@@ -48,6 +56,19 @@ class Retriever:
results.append(result) if result else None
return results
+ def query_knowledgebase(self, query, history, meta):
+
+ kb_res = []
+ if meta.get("db_name"):
+ kb_res = dbm.knowledge_base.search(query, meta["db_name"], limit=5)
+ for r in kb_res:
+ r["rerank_score"] = self.reranker.compute_score([query, r["entity"]["text"]], normalize=True)
+
+ kb_res.sort(key=lambda x: x["rerank_score"], reverse=True)
+
+ final_res = [_res for _res in kb_res if _res["rerank_score"] > 0.1]
+ return {"results": final_res, "all_results": kb_res}
+
def rewrite_query(self, query, history):
"""重写查询"""
if history == []:
@@ -87,10 +108,10 @@ class Retriever:
entity_extraction_prompt = entity_extraction_prompt_template.format(text=rewritten_query)
entities = model.predict(entity_extraction_prompt).content.split(",")
entities = [entity for entity in entities if all(char.isalnum() or char in '汉字' for char in entity)]
-
+
return rewritten_query, entities
- def __call__(self, query, history):
- refs = self.retrieval(query, history)
- query = self.construct_query(query, refs)
+ def __call__(self, query, history, meta):
+ refs = self.retrieval(query, history, meta)
+ query = self.construct_query(query, refs, meta)
return query, refs
\ No newline at end of file
diff --git a/src/models/embedding.py b/src/models/embedding.py
index a01c7c56..76814cae 100644
--- a/src/models/embedding.py
+++ b/src/models/embedding.py
@@ -1,4 +1,4 @@
-from FlagEmbedding import FlagModel
+from FlagEmbedding import FlagModel, FlagReranker
from utils.logging_config import setup_logger
@@ -6,11 +6,15 @@ from utils.logging_config import setup_logger
logger = setup_logger("EmbeddingModel")
SUPPORT_LIST = {
- "bge-large-zh": "BAAI/bge-large-zh-v1.5",
+ "bge-large-zh-v1.5": "BAAI/bge-large-zh-v1.5",
+}
+
+RERANKER_LIST = {
+ "bge-reranker-v2-m3": "BAAI/bge-reranker-v2-m3",
}
QUERY_INSTRUCTION = {
- "bge-large-zh": "为这个句子生成表示以用于检索相关文章：",
+ "bge-large-zh-v1.5": "为这个句子生成表示以用于检索相关文章：",
}
class EmbeddingModel(FlagModel):
@@ -25,4 +29,16 @@ class EmbeddingModel(FlagModel):
query_instruction_for_retrieval=QUERY_INSTRUCTION[config.embed_model],
use_fp16=False, **kwargs)
- logger.info(f"Embedding model {config.embed_model} loaded")
\ No newline at end of file
+ logger.info(f"Embedding model {config.embed_model} loaded")
+
+
+class ReRanker(FlagReranker):
+ def __init__(self, config, **kwargs):
+
+ assert config.reranker in RERANKER_LIST.keys(), f"Unsupported ReRanker: {config.reranker}, only support {RERANKER_LIST.keys()}"
+
+ model_name_or_path = config.model_local_paths.get(config.reranker, RERANKER_LIST[config.reranker])
+ logger.info(f"Loading ReRanker model {config.re_ranker} from {model_name_or_path}")
+
+ super().__init__(model_name_or_path, use_fp16=True, **kwargs)
+ logger.info(f"ReRanker model {config.re_ranker} loaded")
\ No newline at end of file
diff --git a/src/plugins/pdf2txt.py b/src/plugins/pdf2txt.py
index 809191e9..e823d021 100644
--- a/src/plugins/pdf2txt.py
+++ b/src/plugins/pdf2txt.py
@@ -7,7 +7,7 @@ from copy import deepcopy
from tqdm import tqdm
-def pdf2txt(pdf_path):
+def pdf2txt(pdf_path, return_text=False):
output_dir = os.path.join('tmp', 'pdf2txt', os.path.basename(pdf_path).split('.')[0])
os.makedirs(output_dir, exist_ok=True)
@@ -63,6 +63,9 @@ def pdf2txt(pdf_path):
with open(respath, 'w', encoding='utf-8') as f:
f.write(whole_text)
+ if return_text:
+ return whole_text
+
return respath
if __name__ == "__main__":
diff --git a/src/views/common_view.py b/src/views/common_view.py
index cfb9e5a2..8d0e989d 100644
--- a/src/views/common_view.py
+++ b/src/views/common_view.py
@@ -31,10 +31,11 @@ def chat_get():
def chat():
request_data = json.loads(request.data)
query = request_data['query']
+ meta = request_data.get('meta')
logger.debug(f"Web query: {query}")
history_manager = HistoryManager(request_data['history'])
- new_query, refs = retriever(query, history_manager.messages)
+ new_query, refs = retriever(query, history_manager.messages, meta)
messages = history_manager.get_history_with_msg(new_query)
history_manager.add_user(query)
@@ -62,4 +63,8 @@ def call():
return jsonify({
"response": response.content,
- })
\ No newline at end of file
+ })
+
+@common.route('/config', methods=['get'])
+def get_config():
+ return jsonify(config)
\ No newline at end of file
diff --git a/src/views/database_view.py b/src/views/database_view.py
index 4301a1ed..30a26d89 100644
--- a/src/views/database_view.py
+++ b/src/views/database_view.py
@@ -28,6 +28,15 @@ def create_database():
database = dbm.create_database(database_name, description, db_type)
return jsonify(database)
+# TODO: 删除数据库
+@db.route('/', methods=['DELETE'])
+def delete_database():
+ data = json.loads(request.data)
+ db_id = data.get('db_id')
+ logger.debug(f"Delete database {db_id}")
+ dbm.delete_database(db_id)
+ return jsonify({"message": "删除成功"})
+
@db.route('/add_by_file', methods=['POST'])
def create_document_by_file():
@@ -53,9 +62,6 @@ def get_database_info():
return jsonify(database)
-@db.route('/info', methods=['DELETE'])
-def delete_database():
- return jsonify({"message": "unimplemented"}), 501
@db.route('/document', methods=['DELETE'])
def delete_document():
diff --git a/web/package-lock.json b/web/package-lock.json
index 26be3e2a..543948bc 100644
--- a/web/package-lock.json
+++ b/web/package-lock.json
@@ -9,6 +9,8 @@
"version": "0.0.0",
"dependencies": {
"@ant-design/icons-vue": "^6.1.0",
+ "@antv/g6": "^5.0.9",
+ "@vueuse/core": "^10.11.0",
"ant-design-vue": "^4.2.3",
"axios": "^1.3.4",
"d3": "^7.8.3",
@@ -55,6 +57,252 @@
"vue": ">=3.0.3"
}
},
+ "node_modules/@antv/component": {
+ "version": "2.0.1",
+ "resolved": "https://registry.npmjs.org/@antv/component/-/component-2.0.1.tgz",
+ "integrity": "sha512-VldsSv2O/JNjZYenFIzmtLeC+KD2RcpNARsCLKpi04Iz26joQ3uMtnwxM5W4bd/SCJYKp+eeQeMHMAbwaNR1pw==",
+ "dependencies": {
+ "@antv/g": "^6.0.5",
+ "@antv/scale": "^0.4.3",
+ "@antv/util": "^3.3.5",
+ "svg-path-parser": "^1.1.0"
+ }
+ },
+ "node_modules/@antv/event-emitter": {
+ "version": "0.1.3",
+ "resolved": "https://registry.npmjs.org/@antv/event-emitter/-/event-emitter-0.1.3.tgz",
+ "integrity": "sha512-4ddpsiHN9Pd4UIlWuKVK1C4IiZIdbwQvy9i7DUSI3xNJ89FPUFt8lxDYj8GzzfdllV0NkJTRxnG+FvLk0llidg=="
+ },
+ "node_modules/@antv/g": {
+ "version": "6.0.10",
+ "resolved": "https://registry.npmjs.org/@antv/g/-/g-6.0.10.tgz",
+ "integrity": "sha512-VH45ddgHQhEzWZ4aDpHHcu6f77vIVKhfEMgHZzUL9bnMTmJ2P4qf0DtarhP6BKvxcHlFFpJcSyYSxTurNHvW5w==",
+ "dependencies": {
+ "@antv/g-camera-api": "2.0.9",
+ "@antv/g-dom-mutation-observer-api": "2.0.6",
+ "@antv/g-lite": "2.0.6",
+ "@antv/g-web-animations-api": "2.0.7"
+ }
+ },
+ "node_modules/@antv/g-camera-api": {
+ "version": "2.0.9",
+ "resolved": "https://registry.npmjs.org/@antv/g-camera-api/-/g-camera-api-2.0.9.tgz",
+ "integrity": "sha512-ixeF5lypyNqZ6Btua6FC7w3YvGi+WnmtDIAalByaM8lGDlYroZNYQTsOeVE4JsS15kjQwEe+GYs+e0jWgdXpeg==",
+ "dependencies": {
+ "@antv/g-lite": "2.0.6",
+ "@antv/util": "^3.3.5",
+ "gl-matrix": "^3.4.3",
+ "tslib": "^2.5.3"
+ }
+ },
+ "node_modules/@antv/g-canvas": {
+ "version": "2.0.8",
+ "resolved": "https://registry.npmjs.org/@antv/g-canvas/-/g-canvas-2.0.8.tgz",
+ "integrity": "sha512-XyzFGq3xqIRxEnIIU310FyOyuNAuUKyh93plgkRkF2dOCpS3RAVQRRxD1vnG47NShwjfo3Pn0qiIKTSyxGXQZg==",
+ "dependencies": {
+ "@antv/g-lite": "2.0.6",
+ "@antv/g-plugin-canvas-path-generator": "2.0.6",
+ "@antv/g-plugin-canvas-picker": "2.0.7",
+ "@antv/g-plugin-canvas-renderer": "2.0.7",
+ "@antv/g-plugin-dom-interaction": "2.0.6",
+ "@antv/g-plugin-html-renderer": "2.0.7",
+ "@antv/g-plugin-image-loader": "2.0.6",
+ "@antv/util": "^3.3.5",
+ "tslib": "^2.5.3"
+ }
+ },
+ "node_modules/@antv/g-dom-mutation-observer-api": {
+ "version": "2.0.6",
+ "resolved": "https://registry.npmjs.org/@antv/g-dom-mutation-observer-api/-/g-dom-mutation-observer-api-2.0.6.tgz",
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+ "dependencies": {
+ "@antv/g-lite": "2.0.6"
+ }
+ },
+ "node_modules/@antv/g-lite": {
+ "version": "2.0.6",
+ "resolved": "https://registry.npmjs.org/@antv/g-lite/-/g-lite-2.0.6.tgz",
+ "integrity": "sha512-7lYAtxrNHqtQIsBYCub6HLrMNm0828dzBed9Kge1hZtLbTL0weCmZBq/te/0lpdNDVeP/XqwYmT6toIi3sc0Ew==",
+ "dependencies": {
+ "@antv/g-math": "3.0.0",
+ "@antv/util": "^3.3.5",
+ "d3-color": "^3.1.0",
+ "eventemitter3": "^5.0.1",
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+ "rbush": "^3.0.1",
+ "tslib": "^2.5.3"
+ }
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+ "node_modules/@antv/g-math": {
+ "version": "3.0.0",
+ "resolved": "https://registry.npmjs.org/@antv/g-math/-/g-math-3.0.0.tgz",
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+ "dependencies": {
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+ "resolved": "https://registry.npmjs.org/@antv/g-plugin-canvas-renderer/-/g-plugin-canvas-renderer-2.0.7.tgz",
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+ "dependencies": {
+ "@antv/g-lite": "2.0.6",
+ "@antv/g-math": "3.0.0",
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+ "gl-matrix": "^3.4.3",
+ "tslib": "^2.5.3"
+ }
+ },
+ "node_modules/@antv/g-plugin-dom-interaction": {
+ "version": "2.0.6",
+ "resolved": "https://registry.npmjs.org/@antv/g-plugin-dom-interaction/-/g-plugin-dom-interaction-2.0.6.tgz",
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+ "dependencies": {
+ "@antv/g-lite": "2.0.6",
+ "tslib": "^2.5.3"
+ }
+ },
+ "node_modules/@antv/g-plugin-dragndrop": {
+ "version": "2.0.6",
+ "resolved": "https://registry.npmjs.org/@antv/g-plugin-dragndrop/-/g-plugin-dragndrop-2.0.6.tgz",
+ "integrity": "sha512-qMrDbrGEnM66Qg/vwI+zNdhFNoN+pjzyZtO3MD+CjNQnEGpQqy1W9PNLpWcFE43BU5Z/JkoUtu6Oy5C/WKHBbQ==",
+ "dependencies": {
+ "@antv/g-lite": "2.0.6",
+ "@antv/util": "^3.3.5",
+ "tslib": "^2.5.3"
+ }
+ },
+ "node_modules/@antv/g-plugin-html-renderer": {
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},
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"resolved": "https://registry.npmmirror.com/callsites/-/callsites-3.1.0.tgz",
@@ -885,6 +1554,26 @@
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+ "url": "https://opencollective.com/browserslist"
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"resolved": "https://registry.npmmirror.com/chalk/-/chalk-4.1.2.tgz",
@@ -898,6 +1587,15 @@
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"resolved": "https://registry.npmmirror.com/claygl/-/claygl-1.3.0.tgz",
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"version": "1.0.8",
@@ -932,6 +1638,11 @@
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"resolved": "https://registry.npmjs.org/commander/-/commander-7.2.0.tgz",
@@ -1062,6 +1773,11 @@
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"resolved": "https://registry.npmjs.org/d3-brush/-/d3-brush-3.0.0.tgz",
@@ -1194,6 +1910,21 @@
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"resolved": "https://registry.npmjs.org/d3-format/-/d3-format-3.1.0.tgz",
@@ -1232,6 +1963,11 @@
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+ },
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"resolved": "https://registry.npmjs.org/d3-path/-/d3-path-3.1.0.tgz",
@@ -1373,6 +2109,15 @@
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+ }
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},
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+ "resolved": "https://registry.npmjs.org/electron-to-chromium/-/electron-to-chromium-1.4.828.tgz",
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+ "resolved": "https://registry.npmjs.org/emojis-list/-/emojis-list-3.0.0.tgz",
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"resolved": "https://registry.npmjs.org/errno/-/errno-0.1.8.tgz",
@@ -1477,6 +2250,12 @@
"errno": "cli.js"
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"resolved": "https://registry.npmjs.org/esbuild/-/esbuild-0.18.20.tgz",
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+ "resolved": "https://registry.npmjs.org/escalade/-/escalade-3.1.2.tgz",
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- "dev": true,
"engines": {
"node": ">=4.0"
}
@@ -1714,11 +2500,24 @@
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+ "peer": true,
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"node_modules/fast-deep-equal": {
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"resolved": "https://registry.npmmirror.com/fast-deep-equal/-/fast-deep-equal-3.1.3.tgz",
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"resolved": "https://registry.npmjs.org/regenerator-runtime/-/regenerator-runtime-0.13.11.tgz",
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+ "url": "https://github.com/sponsors/feross"
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+ "url": "https://www.patreon.com/feross"
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@@ -2673,6 +3690,15 @@
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@@ -2699,6 +3725,14 @@
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@@ -2715,6 +3749,16 @@
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"version": "1.4.8",
"resolved": "https://registry.npmmirror.com/sourcemap-codec/-/sourcemap-codec-1.4.8.tgz",
@@ -2759,6 +3803,78 @@
"node": ">=8"
}
},
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+ "peer": true,
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+ "acorn": "^8.8.2",
+ "commander": "^2.20.0",
+ "source-map-support": "~0.5.20"
+ },
+ "bin": {
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+ "node_modules/terser-webpack-plugin": {
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+ "schema-utils": "^3.1.1",
+ "serialize-javascript": "^6.0.1",
+ "terser": "^5.26.0"
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+ "engines": {
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+ },
+ "funding": {
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+ "url": "https://opencollective.com/webpack"
+ },
+ "peerDependencies": {
+ "webpack": "^5.1.0"
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+ "peerDependenciesMeta": {
+ "@swc/core": {
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+ },
+ "esbuild": {
+ "optional": true
+ },
+ "uglify-js": {
+ "optional": true
+ }
+ }
+ },
+ "node_modules/terser/node_modules/commander": {
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+ "resolved": "https://registry.npmjs.org/commander/-/commander-2.20.3.tgz",
+ "integrity": "sha512-GpVkmM8vF2vQUkj2LvZmD35JxeJOLCwJ9cUkugyk2nuhbv3+mJvpLYYt+0+USMxE+oj+ey/lJEnhZw75x/OMcQ==",
+ "peer": true
+ },
"node_modules/text-table": {
"version": "0.2.0",
"resolved": "https://registry.npmmirror.com/text-table/-/text-table-0.2.0.tgz",
@@ -2774,9 +3890,9 @@
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+ "version": "2.6.3",
+ "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.6.3.tgz",
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},
"node_modules/type-check": {
"version": "0.4.0",
@@ -2799,11 +3915,46 @@
"node": ">=10"
}
},
+ "node_modules/undici-types": {
+ "version": "5.26.5",
+ "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-5.26.5.tgz",
+ "integrity": "sha512-JlCMO+ehdEIKqlFxk6IfVoAUVmgz7cU7zD/h9XZ0qzeosSHmUJVOzSQvvYSYWXkFXC+IfLKSIffhv0sVZup6pA==",
+ "peer": true
+ },
+ "node_modules/update-browserslist-db": {
+ "version": "1.1.0",
+ "resolved": "https://registry.npmjs.org/update-browserslist-db/-/update-browserslist-db-1.1.0.tgz",
+ "integrity": "sha512-EdRAaAyk2cUE1wOf2DkEhzxqOQvFOoRJFNS6NeyJ01Gp2beMRpBAINjM2iDXE3KCuKhwnvHIQCJm6ThL2Z+HzQ==",
+ "funding": [
+ {
+ "type": "opencollective",
+ "url": "https://opencollective.com/browserslist"
+ },
+ {
+ "type": "tidelift",
+ "url": "https://tidelift.com/funding/github/npm/browserslist"
+ },
+ {
+ "type": "github",
+ "url": "https://github.com/sponsors/ai"
+ }
+ ],
+ "peer": true,
+ "dependencies": {
+ "escalade": "^3.1.2",
+ "picocolors": "^1.0.1"
+ },
+ "bin": {
+ "update-browserslist-db": "cli.js"
+ },
+ "peerDependencies": {
+ "browserslist": ">= 4.21.0"
+ }
+ },
"node_modules/uri-js": {
"version": "4.4.1",
"resolved": "https://registry.npmmirror.com/uri-js/-/uri-js-4.4.1.tgz",
"integrity": "sha512-7rKUyy33Q1yc98pQ1DAmLtwX109F7TIfWlW1Ydo8Wl1ii1SeHieeh0HHfPeL2fMXK6z0s8ecKs9frCuLJvndBg==",
- "dev": true,
"dependencies": {
"punycode": "^2.1.0"
}
@@ -2935,6 +4086,97 @@
"loose-envify": "^1.0.0"
}
},
+ "node_modules/watchpack": {
+ "version": "2.4.1",
+ "resolved": "https://registry.npmjs.org/watchpack/-/watchpack-2.4.1.tgz",
+ "integrity": "sha512-8wrBCMtVhqcXP2Sup1ctSkga6uc2Bx0IIvKyT7yTFier5AXHooSI+QyQQAtTb7+E0IUCCKyTFmXqdqgum2XWGg==",
+ "peer": true,
+ "dependencies": {
+ "glob-to-regexp": "^0.4.1",
+ "graceful-fs": "^4.1.2"
+ },
+ "engines": {
+ "node": ">=10.13.0"
+ }
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+ "node_modules/webpack": {
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+ "resolved": "https://registry.npmjs.org/webpack/-/webpack-5.93.0.tgz",
+ "integrity": "sha512-Y0m5oEY1LRuwly578VqluorkXbvXKh7U3rLoQCEO04M97ScRr44afGVkI0FQFsXzysk5OgFAxjZAb9rsGQVihA==",
+ "peer": true,
+ "dependencies": {
+ "@types/eslint-scope": "^3.7.3",
+ "@types/estree": "^1.0.5",
+ "@webassemblyjs/ast": "^1.12.1",
+ "@webassemblyjs/wasm-edit": "^1.12.1",
+ "@webassemblyjs/wasm-parser": "^1.12.1",
+ "acorn": "^8.7.1",
+ "acorn-import-attributes": "^1.9.5",
+ "browserslist": "^4.21.10",
+ "chrome-trace-event": "^1.0.2",
+ "enhanced-resolve": "^5.17.0",
+ "es-module-lexer": "^1.2.1",
+ "eslint-scope": "5.1.1",
+ "events": "^3.2.0",
+ "glob-to-regexp": "^0.4.1",
+ "graceful-fs": "^4.2.11",
+ "json-parse-even-better-errors": "^2.3.1",
+ "loader-runner": "^4.2.0",
+ "mime-types": "^2.1.27",
+ "neo-async": "^2.6.2",
+ "schema-utils": "^3.2.0",
+ "tapable": "^2.1.1",
+ "terser-webpack-plugin": "^5.3.10",
+ "watchpack": "^2.4.1",
+ "webpack-sources": "^3.2.3"
+ },
+ "bin": {
+ "webpack": "bin/webpack.js"
+ },
+ "engines": {
+ "node": ">=10.13.0"
+ },
+ "funding": {
+ "type": "opencollective",
+ "url": "https://opencollective.com/webpack"
+ },
+ "peerDependenciesMeta": {
+ "webpack-cli": {
+ "optional": true
+ }
+ }
+ },
+ "node_modules/webpack-sources": {
+ "version": "3.2.3",
+ "resolved": "https://registry.npmjs.org/webpack-sources/-/webpack-sources-3.2.3.tgz",
+ "integrity": "sha512-/DyMEOrDgLKKIG0fmvtz+4dUX/3Ghozwgm6iPp8KRhvn+eQf9+Q7GWxVNMk3+uCPWfdXYC4ExGBckIXdFEfH1w==",
+ "peer": true,
+ "engines": {
+ "node": ">=10.13.0"
+ }
+ },
+ "node_modules/webpack/node_modules/eslint-scope": {
+ "version": "5.1.1",
+ "resolved": "https://registry.npmjs.org/eslint-scope/-/eslint-scope-5.1.1.tgz",
+ "integrity": "sha512-2NxwbF/hZ0KpepYN0cNbo+FN6XoK7GaHlQhgx/hIZl6Va0bF45RQOOwhLIy8lQDbuCiadSLCBnH2CFYquit5bw==",
+ "peer": true,
+ "dependencies": {
+ "esrecurse": "^4.3.0",
+ "estraverse": "^4.1.1"
+ },
+ "engines": {
+ "node": ">=8.0.0"
+ }
+ },
+ "node_modules/webpack/node_modules/estraverse": {
+ "version": "4.3.0",
+ "resolved": "https://registry.npmjs.org/estraverse/-/estraverse-4.3.0.tgz",
+ "integrity": "sha512-39nnKffWz8xN1BU/2c79n9nB9HDzo0niYUqx6xyqUnyoAnQyyWpOTdZEeiCch8BBu515t4wp9ZmgVfVhn9EBpw==",
+ "peer": true,
+ "engines": {
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+ }
+ },
"node_modules/which": {
"version": "2.0.2",
"resolved": "https://registry.npmmirror.com/which/-/which-2.0.2.tgz",
@@ -2959,6 +4201,18 @@
"node": ">=0.10.0"
}
},
+ "node_modules/workerize-loader": {
+ "version": "2.0.2",
+ "resolved": "https://registry.npmjs.org/workerize-loader/-/workerize-loader-2.0.2.tgz",
+ "integrity": "sha512-HoZ6XY4sHWxA2w0WpzgBwUiR3dv1oo7bS+oCwIpb6n54MclQ/7KXdXsVIChTCygyuHtVuGBO1+i3HzTt699UJQ==",
+ "peer": true,
+ "dependencies": {
+ "loader-utils": "^2.0.0"
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+ "peerDependencies": {
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+ }
+ },
"node_modules/wrappy": {
"version": "1.0.2",
"resolved": "https://registry.npmmirror.com/wrappy/-/wrappy-1.0.2.tgz",
diff --git a/web/package.json b/web/package.json
index 1726383f..1100b5fe 100644
--- a/web/package.json
+++ b/web/package.json
@@ -12,6 +12,8 @@
},
"dependencies": {
"@ant-design/icons-vue": "^6.1.0",
+ "@antv/g6": "^5.0.9",
+ "@vueuse/core": "^10.11.0",
"ant-design-vue": "^4.2.3",
"axios": "^1.3.4",
"d3": "^7.8.3",
diff --git a/web/src/components/ChatComponent.vue b/web/src/components/ChatComponent.vue
index 5f282055..12d46b2c 100644
--- a/web/src/components/ChatComponent.vue
+++ b/web/src/components/ChatComponent.vue
@@ -19,7 +19,24 @@
@@ -43,7 +60,10 @@
:class="message.role"
>
{{ message.text }}
-
+