From e493786145230e23825a883b7e301a27a249d6db Mon Sep 17 00:00:00 2001 From: LiYuxuan Date: Wed, 12 Mar 2025 21:45:22 +0800 Subject: [PATCH 1/3] feat(demohouse/shopping): mock vdb --- demohouse/shopping/backend/code/main.py | 84 + demohouse/shopping/backend/code/vdb.py | 86 + demohouse/shopping/poetry.lock | 2853 +++++++++++++++++++++++ demohouse/shopping/pyproject.toml | 18 + 4 files changed, 3041 insertions(+) create mode 100644 demohouse/shopping/backend/code/main.py create mode 100644 demohouse/shopping/backend/code/vdb.py create mode 100644 demohouse/shopping/poetry.lock create mode 100644 demohouse/shopping/pyproject.toml diff --git a/demohouse/shopping/backend/code/main.py b/demohouse/shopping/backend/code/main.py new file mode 100644 index 00000000..58aff63b --- /dev/null +++ b/demohouse/shopping/backend/code/main.py @@ -0,0 +1,84 @@ +import json +import logging +import os +from typing import AsyncIterable +from arkitect.launcher.local.serve import launch_serve +from arkitect.telemetry.trace import task +from arkitect.types.llm.model import ArkChatRequest, ArkChatParameters +from volcenginesdkarkruntime.types.chat import ChatCompletionChunk + +from arkitect.core.component.context.context import Context + +from arkitect.core.runtime import Response +from volcenginesdkarkruntime.types.chat.chat_completion_chunk import Choice, ChoiceDelta + +from arkitect.core.component.context.model import State + +from arkitect.types.llm.model import ChatCompletionMessageToolCallParam +from vdb import vector_search + +logger = logging.getLogger(__name__) + +DOUBAO_VLM_ENDPOINT = "doubao-1-5-vision-pro-32k-250115" + + +@task() +async def default_model_calling( + request: ArkChatRequest, +) -> AsyncIterable[ChatCompletionChunk]: + parameters = ArkChatParameters(**request.__dict__) + image_urls = [ + content.get("image_url", {}).get("url", "") + for message in request.messages + if isinstance(message.content, list) + for content in message.content + if content.get("image_url", {}).get("url", "") + ] + image_url = image_urls[-1] if len(image_urls) > 0 else "" + + async def modify_url_hook( + state: State, param: ChatCompletionMessageToolCallParam + ) -> ChatCompletionMessageToolCallParam: + arguments = json.loads(param["function"]["arguments"]) + arguments["image_url"] = image_url + param["function"]["arguments"] = json.dumps(arguments) + return param + + async with Context( + model=DOUBAO_VLM_ENDPOINT, tools=[vector_search], parameters=parameters + ) as ctx: + ctx.tool_hooks.update(vector_search=[modify_url_hook]) + stream = await ctx.completions.create( + messages=[m.model_dump() for m in request.messages], stream=True + ) + tool_call = False + async for chunk in stream: + if tool_call and chunk.choices: + tool_result = ctx.get_latest_message() + chunk.choices.append( + Choice( + role="tool", + delta=ChoiceDelta(content=tool_result.get("content")), + index=len(chunk.choices), + ) + ) + tool_call = False + yield chunk + if chunk.choices and chunk.choices[0].finish_reason == "tool_calls": + tool_call = True + + +@task() +async def main(request: ArkChatRequest) -> AsyncIterable[Response]: + async for resp in default_model_calling(request): + yield resp + + +if __name__ == "__main__": + port = os.getenv("_FAAS_RUNTIME_PORT") + launch_serve( + package_path="main", + port=int(port) if port else 8888, + health_check_path="/v1/ping", + endpoint_path="/api/v3/bots/chat/completions", + ) diff --git a/demohouse/shopping/backend/code/vdb.py b/demohouse/shopping/backend/code/vdb.py new file mode 100644 index 00000000..d82a8976 --- /dev/null +++ b/demohouse/shopping/backend/code/vdb.py @@ -0,0 +1,86 @@ +import os + +import tos + +from httpx import Timeout +from tos import HttpMethodType +from volcenginesdkarkruntime import AsyncArk +from volcenginesdkarkruntime.types.multimodal_embedding import ( + MultimodalEmbeddingContentPartTextParam, + MultimodalEmbeddingResponse, + MultimodalEmbeddingContentPartImageParam, +) +from volcengine.viking_db import * +from volcenginesdkarkruntime.types.multimodal_embedding.embedding_content_part_image_param import ( + ImageURL, +) + + +COLLECTION_NAME = "shopping_demo" +INDEX_NAME = "shopping_demo" +MODEL_NAME = "doubao-embedding-vision-241215" +LIMIT = 6 +SCORE_THRESHOLD = 300 + +vikingdb_service = VikingDBService( + host="api-vikingdb.volces.com", + region="cn-beijing", + scheme="https", + connection_timeout=30, + socket_timeout=30, +) +vikingdb_service.set_ak(os.environ.get("VOLC_ACCESSKEY")) +vikingdb_service.set_sk(os.environ.get("VOLC_SECRETKEY")) + +tos_client = tos.TosClientV2( + os.getenv("VOLC_ACCESSKEY"), + os.getenv("VOLC_SECRETKEY"), + "tos-cn-beijing.volces.com", + "cn-beijing", +) + + +async def vector_search(text: str, image_url: str) -> str: + """获取商品相关信息，当想要了解商品信息，比如价格，详细介绍，销量，评价时调用该工具 + + Args: + text: 商品的描述信息 + image_url: 固定填写为 + """ + client = AsyncArk(timeout=Timeout(connect=1.0, timeout=60.0)) + embedding_input = [MultimodalEmbeddingContentPartTextParam(type="text", text=text)] + if image_url != "": + embedding_input.append( + MultimodalEmbeddingContentPartImageParam( + type="image_url", image_url=ImageURL(url=image_url) + ) + ) + resp: MultimodalEmbeddingResponse = await client.multimodal_embeddings.create( + model=MODEL_NAME, + input=embedding_input, + ) + embedding = resp.data.get("embedding", []) + index = await vikingdb_service.async_get_index(COLLECTION_NAME, INDEX_NAME) + retrieve = await index.async_search_by_vector(vector=embedding, limit=LIMIT) + retrieve_fields = [ + json.loads(result.fields.get("data")) + for result in retrieve + if result.score > SCORE_THRESHOLD + ] + mock_data = [ + { + "名称": item.get("Name", ""), + "类别": item.get("category", ""), + "子类别": item.get("sub_category", ""), + "价格": item.get("price", "99"), + "销量": item.get("sales", "999"), + "商品链接": tos_client.pre_signed_url( + http_method=HttpMethodType.Http_Method_Get, + bucket="shopping", + key=item.get("key", ""), + expires=600, + ).signed_url, + } + for item in retrieve_fields + ] + return json.dumps(mock_data, ensure_ascii=False) diff --git a/demohouse/shopping/poetry.lock b/demohouse/shopping/poetry.lock new file mode 100644 index 00000000..8f0626e4 --- /dev/null +++ b/demohouse/shopping/poetry.lock @@ -0,0 +1,2853 @@ +# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. + +[[package]] +name = "aiofiles" +version = "23.2.1" +description = "File support for asyncio." +optional = false +python-versions = ">=3.7" +files = [ + {file = "aiofiles-23.2.1-py3-none-any.whl", hash = "sha256:19297512c647d4b27a2cf7c34caa7e405c0d60b5560618a29a9fe027b18b0107"}, + {file = "aiofiles-23.2.1.tar.gz", hash = "sha256:84ec2218d8419404abcb9f0c02df3f34c6e0a68ed41072acfb1cef5cbc29051a"}, +] + +[[package]] +name = "aiohappyeyeballs" +version = "2.6.1" +description = "Happy Eyeballs for asyncio" +optional = false +python-versions = ">=3.9" +files = [ + {file = 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+name = "shopping" +version = "0.1.0" +description = "" +authors = ["LiYuxuan "] +readme = "README.md" + +[tool.poetry.dependencies] +python = ">=3.10,<3.12.0" +arkitect = "0.2.0.dev0" +volcengine-python-sdk = ">=1.0.123" +volcengine = "^1.0.173" +tos = "2.8.1" + + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" From 47e30bad84e67fe65df98694f8c14c46c52058ed Mon Sep 17 00:00:00 2001 From: LiYuxuan Date: Sun, 16 Mar 2025 14:38:45 +0800 Subject: [PATCH 2/3] feat(demohouse/shopping): mock vdb --- demohouse/shopping/backend/code/main.py | 53 ++++++++++++++++++++----- demohouse/shopping/backend/code/vdb.py | 6 ++- 2 files changed, 47 insertions(+), 12 deletions(-) diff --git a/demohouse/shopping/backend/code/main.py b/demohouse/shopping/backend/code/main.py index 58aff63b..06aa944a 100644 --- a/demohouse/shopping/backend/code/main.py +++ b/demohouse/shopping/backend/code/main.py @@ -1,16 +1,23 @@ import json import logging import os +import time from typing import AsyncIterable from arkitect.launcher.local.serve import launch_serve from arkitect.telemetry.trace import task -from arkitect.types.llm.model import ArkChatRequest, ArkChatParameters +from arkitect.types.llm.model import ( + ArkChatRequest, + ArkChatParameters, + ArkChatCompletionChunk, + BotUsage, + ActionDetail, + ToolDetail, +) from volcenginesdkarkruntime.types.chat import ChatCompletionChunk from arkitect.core.component.context.context import Context from arkitect.core.runtime import Response -from volcenginesdkarkruntime.types.chat.chat_completion_chunk import Choice, ChoiceDelta from arkitect.core.component.context.model import State @@ -19,13 +26,37 @@ logger = logging.getLogger(__name__) -DOUBAO_VLM_ENDPOINT = "doubao-1-5-vision-pro-32k-250115" +DOUBAO_VLM_ENDPOINT = "doubao-1-5-pro-32k-250115" + + +@task() +def get_vector_search_result_chunk(result: str) -> ArkChatCompletionChunk: + return ArkChatCompletionChunk( + id="", + created=int(time.time()), + model="", + object="chat.completion.chunk", + choices=[], + bot_usage=BotUsage( + action_details=[ + ActionDetail( + name="vector_search", + count=1, + tool_details=[ + ToolDetail( + name="vector_search", input=None, output=json.loads(result) + ) + ], + ) + ] + ), + ) @task() async def default_model_calling( request: ArkChatRequest, -) -> AsyncIterable[ChatCompletionChunk]: +) -> AsyncIterable[ArkChatCompletionChunk | ChatCompletionChunk]: parameters = ArkChatParameters(**request.__dict__) image_urls = [ content.get("image_url", {}).get("url", "") @@ -36,6 +67,12 @@ async def default_model_calling( ] image_url = image_urls[-1] if len(image_urls) > 0 else "" + # only search for relevant product + if request.metadata and request.metadata.get("search"): + result = await vector_search("", image_url) + yield get_vector_search_result_chunk(result) + return + async def modify_url_hook( state: State, param: ChatCompletionMessageToolCallParam ) -> ChatCompletionMessageToolCallParam: @@ -55,12 +92,8 @@ async def modify_url_hook( async for chunk in stream: if tool_call and chunk.choices: tool_result = ctx.get_latest_message() - chunk.choices.append( - Choice( - role="tool", - delta=ChoiceDelta(content=tool_result.get("content")), - index=len(chunk.choices), - ) + yield get_vector_search_result_chunk( + str(tool_result.get("content", "")) ) tool_call = False yield chunk diff --git a/demohouse/shopping/backend/code/vdb.py b/demohouse/shopping/backend/code/vdb.py index d82a8976..37022e99 100644 --- a/demohouse/shopping/backend/code/vdb.py +++ b/demohouse/shopping/backend/code/vdb.py @@ -48,7 +48,9 @@ async def vector_search(text: str, image_url: str) -> str: image_url: 固定填写为 """ client = AsyncArk(timeout=Timeout(connect=1.0, timeout=60.0)) - embedding_input = [MultimodalEmbeddingContentPartTextParam(type="text", text=text)] + embedding_input = [] + if text != "": + embedding_input = [MultimodalEmbeddingContentPartTextParam(type="text", text=text)] if image_url != "": embedding_input.append( MultimodalEmbeddingContentPartImageParam( @@ -74,7 +76,7 @@ async def vector_search(text: str, image_url: str) -> str: "子类别": item.get("sub_category", ""), "价格": item.get("price", "99"), "销量": item.get("sales", "999"), - "商品链接": tos_client.pre_signed_url( + "图片链接": tos_client.pre_signed_url( http_method=HttpMethodType.Http_Method_Get, bucket="shopping", key=item.get("key", ""), From 87c119ebc0359ffabd35daba97a54c7e56dd852e Mon Sep 17 00:00:00 2001 From: License Bot Date: Mon, 17 Mar 2025 06:45:05 +0000 Subject: [PATCH 3/3] license: automatic application of license header --- demohouse/shopping/backend/code/main.py | 11 +++++++++++ demohouse/shopping/backend/code/vdb.py | 11 +++++++++++ 2 files changed, 22 insertions(+) diff --git a/demohouse/shopping/backend/code/main.py b/demohouse/shopping/backend/code/main.py index 06aa944a..e7a257f3 100644 --- a/demohouse/shopping/backend/code/main.py +++ b/demohouse/shopping/backend/code/main.py @@ -1,3 +1,14 @@ +# Copyright (c) 2025 Bytedance Ltd. and/or its affiliates +# Licensed under the 【火山方舟】原型应用软件自用许可协议 +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# https://www.volcengine.com/docs/82379/1433703 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + import json import logging import os diff --git a/demohouse/shopping/backend/code/vdb.py b/demohouse/shopping/backend/code/vdb.py index 37022e99..ff5d7ee4 100644 --- a/demohouse/shopping/backend/code/vdb.py +++ b/demohouse/shopping/backend/code/vdb.py @@ -1,3 +1,14 @@ +# Copyright (c) 2025 Bytedance Ltd. and/or its affiliates +# Licensed under the 【火山方舟】原型应用软件自用许可协议 +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# https://www.volcengine.com/docs/82379/1433703 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + import os import tos