\u5b9a\u4e49\u4ee3\u7406\u548c\u4efb\u52a1<\/strong>\uff1a\u6211\u4eec\u4f7f\u7528CrewAI\u6846\u67b6\u5b9a\u4e49\u4e24\u4e2a\u4ee3\u7406\u2014\u2014\u4ee3\u7406 1\uff08\u5267\u672c\u7f16\u5199\u8005\uff09\u548c\u4ee3\u7406 2\uff08\u89c6\u89c9\u827a\u672f\u5bb6\uff09\u3002\u8fd9\u4e24\u4e2a\u4ee3\u7406\u90fd\u6709\u7279\u5b9a\u7684\u89d2\u8272\uff0c\u4efb\u52a1\u76f8\u4e92\u5173\u8054\uff0c\u4ee5\u5b9e\u73b0\u9ad8\u6548\u7684\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n## \u4ee3\u7406\r\nscriptwriter:\r\n\u00a0role: >\r\n\u00a0 \u00a0\u4e3a\u513f\u7ae5\u77ed\u6545\u4e8b\u7f16\u5199\u573a\u666f\u5267\u672c\r\n\u00a0goal: >\r\n\u00a0 \u00a0\u4e3a\u513f\u7ae5\u56fe\u753b\u4e66\u7f16\u5199\u7b80\u5355\u3001\u6e05\u6670\u4e14\u5f15\u4eba\u5165\u80dc\u7684\u573a\u666f\u5267\u672c\u3002\r\n\u00a0backstory: >\r\n\u00a0 \u00a0\u4f60\u662f\u4e00\u4e2a\u4e13\u6ce8\u4e8e\u5c06\u513f\u7ae5\u77ed\u6545\u4e8b\u8f6c\u5316\u4e3a\u5267\u672c\u7684\u5267\u672c\u7f16\u5199\u8005\uff0c\u7528\u4e8e\u8868\u6f14\u6216\u52a8\u753b\u5236\u4f5c\u3002\r\n\u00a0llm: llm_model \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \r\n\r\n## \u4efb\u52a1\r\n\r\nscriptwriting:\r\n\u00a0description: >\r\n\u00a0 \u00a0\u4f60\u5c06\u83b7\u5f97\u4e00\u4e2a\u5173\u4e8e\u5b66\u4e60\u751f\u6d3b\u91cd\u8981\u6559\u8bad\u7684\u513f\u7ae5\u77ed\u6545\u4e8b\u3002\u8be5\u6545\u4e8b\u9700\u8981\u8f6c\u5316\u4e3a\u4e00\u672c\u6709\u8da3\u7684\u56fe\u753b\u4e66\uff0c\u4ee5\u4fbf\u513f\u7ae5\u9605\u8bfb\u548c\u53c2\u4e0e\u3002\u4f60\u8d1f\u8d23\u5c06\u6545\u4e8b\u5206\u89e3\u4e3a \r\n\u00a0 \u00a0{number_of_scenes} \u4e2a\u72ec\u7279\u573a\u666f\uff0c\u6bcf\u4e2a\u573a\u666f\u805a\u7126\u4e8e\u6545\u4e8b\u4e2d\u7684\u7279\u5b9a\u4e8b\u4ef6\u6216\u65f6\u523b\u3002\u6bcf\u4e2a\u573a\u666f\u5c06\u8f6c\u5316\u4e3a\u56fe\u50cf\u3002\u4f60\u5fc5\u987b\u751f\u6210\u4ee5\u4e0b\u4fe1\u606f\uff0c\u9075\u5faa\u6307\u5b9a\u7684pydantic\u6a21\u5f0f\uff1a\r\n\r\n\u00a0 \u00a0- \u6545\u4e8b\u7684\u5408\u9002\u540d\u79f0 \r\n\u00a0 \u00a0- \u6545\u4e8b\u7684\u7b80\u77ed\u6458\u8981 \r\n\u00a0 \u00a0- \u6545\u4e8b\u7684\u7b80\u77ed\u80cc\u666f\u4ecb\u7ecd\uff0c\u4e3a\u8bfb\u8005\u63d0\u4f9b\u91cd\u8981\u7684\u4fe1\u606f\u3002\r\n\u00a0 \u00a0- \u6545\u4e8b\u4e2d\u6bcf\u4e2a\u573a\u666f\u7684\u8be6\u7ec6\u53d9\u8ff0\uff0c\u81f3\u5c11\u4e00\u5230\u4e24\u53e5\u8bdd\u3002\r\n\u00a0 \u00a0- \u6545\u4e8b\u4e2d\u5b66\u5230\u7684\u6700\u7ec8\u6559\u8bad\u3002\r\n\r\n\u00a0 \u00a0<short_story> \u00a0 \u00a0\r\n\u00a0 \u00a0 \u00a0{story_text}\r\n\u00a0 \u00a0<\/short_story> \u00a0 \r\n\u00a0expected_output: > \u00a0 \r\n\u00a0 \u00a0\u8f93\u51fa\u5fc5\u987b\u4e25\u683c\u9075\u5faapydantic\u6a21\u5f0f\u3002\u5982\u679c\u4e0d\u9075\u5faa\uff0c\u5c06\u4f1a\u6709\u60e9\u7f5a\u3002 \u00a0 \u00a0 \u00a0 \r\n\u00a0agent: scriptwriter\r\n\r\n## \u4ee3\u7406\r\n\r\nvisualartist:\r\n\u00a0role: >\r\n\u00a0 \u00a0\u6545\u4e8b\u4e66\u7684\u89c6\u89c9\u63d2\u56fe\r\n\u00a0goal: >\r\n\u00a0 \u00a0\u521b\u5efa\u5f15\u4eba\u5165\u80dc\u7684\u56fe\u753b\u4e66\u3002\r\n\u00a0backstory: >\r\n\u00a0 \u00a0\u521b\u5efa\u56fe\u753b\u6545\u4e8b\u4e66\u7684\u4e13\u5bb6\u3002\r\n\u00a0llm: llm_model\r\n\r\n## \u4efb\u52a1\r\n\r\nillustration:\r\n\u00a0description: > \r\n\r\n\u00a0 \u00a0\u4f60\u5c06\u83b7\u5f97\u4e00\u4e2a\u5173\u4e8e\u5b66\u4e60\u751f\u6d3b\u91cd\u8981\u6559\u8bad\u7684\u513f\u7ae5\u77ed\u6545\u4e8b\u3002\u8be5\u6545\u4e8b\u5c06\u8f6c\u5316\u4e3a\u4e00\u672c\u6709\u8da3\u7684\u56fe\u753b\u4e66\uff0c\u4ee5\u4fbf\u513f\u7ae5\u9605\u8bfb\u548c\u53c2\u4e0e\u3002\u6545\u4e8b\u5df2\u7ecf\u5206\u89e3\u4e3a\u72ec\u7279\u7684\u573a\u666f\u3002\r\n\r\n\u00a0 \u00a0\u4e0b\u9762\u662f\u4e00\u4e2a\u573a\u666f\u7684\u63cf\u8ff0\uff0c\u8be5\u573a\u666f\u7684\u77ed\u6458\u8981\u4e5f\u5728\u4e0b\u9762\u7ed9\u51fa\u3002 \r\n\u00a0 \u00a0\r\n\u00a0 \u00a0\u751f\u6210\u4e00\u4e2a\u53ef\u4ee5\u7528\u4e8e\u6587\u672c\u5230\u56fe\u50cf\u6a21\u578b\u7684\u63d0\u793a\uff0c\u4ee5\u751f\u6210\u8be5\u573a\u666f\u7684\u56fe\u50cf\u3002\u5c06\u63d0\u793a\u53d1\u9001\u5230\u63d0\u4f9b\u7684\u5de5\u5177\uff0c\u4ee5\u751f\u6210\u7b26\u5408\u573a\u666f\u8981\u6c42\u7684\u89d2\u8272\u548c\u80cc\u666f\u7684\u56fe\u50cf\u3002\u89d2\u8272\u5e94\u4e3a\u5361\u901a\u98ce\u683c\u3002\u63d0\u793a\u5e94\u5c11\u4e8e40\u4e2a\u5b57\u3002\r\n\r\n\u00a0 \u00a0<story_summary>\r\n\u00a0 \u00a0 \u00a0{story_summary}\r\n\u00a0 \u00a0<story_summary>\r\n\r\n\u00a0 \u00a0<scene_description>\r\n\u00a0 \u00a0 \u00a0{scene_description}\r\n\u00a0 \u00a0<\/scene_description>\r\n\u00a0expected_output: > \u00a0 \r\n\u00a0 \u00a0\u8f93\u51fa\u5fc5\u987b\u4e25\u683c\u9075\u5faapydantic\u6a21\u5f0f\u3002\u5982\u679c\u4e0d\u9075\u5faa\uff0c\u5c06\u4f1a\u6709\u60e9\u7f5a\u3002 \u00a0 \u00a0 \u00a0 \r\n\u00a0agent: visualartist<\/pre>\n <\/p>\n
\u56e2\u961f\u914d\u7f6e\uff1a<\/strong> \u5b9a\u4e49\u4ee3\u7406\u7684\u7ed3\u6784\u5316\u6a21\u5f0f\uff0c\u4ee5\u751f\u6210\u54cd\u5e94\u548cllm\u6a21\u578b\uff0c\u5982OpenAI\u548cDaLLE\u6a21\u578b\uff0c\u5e76\u5c06\u4ee3\u7406\u4e0e\u5176\u4efb\u52a1\u7ed1\u5b9a\u3002<\/p>\ndalle_tool = DallETool(model=\"dall-e-3\",\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 size=\"1024x1024\",\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 quality=\"standard\",\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 n=1)\r\n\r\n## \u4e3a\u5355\u4e2a\u573a\u666f\u5b9a\u4e49\u4e00\u4e2a\u7c7b\r\nclass\u00a0StoryScene(BaseModel):\r\n\u00a0 \u00a0scene_number: int\u00a0\r\n\u00a0 \u00a0narration: str\r\n\r\n## \u4e3a\u6545\u4e8b\u573a\u666f\u5217\u8868\u5b9a\u4e49\u4e00\u4e2a\u7c7b\r\nclass\u00a0StoryScenes(BaseModel):\r\nstory_name: str\u00a0\r\nsummary: str\u00a0\r\nbackground: str\u00a0\r\nlesson: str\u00a0\r\nscenes: List[StoryScene]\r\n\r\n## \u4e3a\u5355\u4e2a\u573a\u666f\u5b9a\u4e49\u4e00\u4e2a\u7c7b\r\nclass\u00a0SceneImage(BaseModel):\r\n\u00a0 \u00a0prompt: str = Field(description = \"\u53ef\u7528\u4e8e\u751f\u6210\u56fe\u50cf\u7684\u6587\u672c\u5230\u56fe\u50cf\u6a21\u578b\u7684\u63d0\u793a\u3002\", max_length = 50)\r\n\u00a0 \u00a0image_url: str = Field(description = \"\u7531\u5de5\u5177\u751f\u6210\u7684\u56fe\u50cf\u7684URL\")\r\n\r\n@CrewBase\r\nclass\u00a0StoryCrew():\r\n\u00a0\"\"\"\u6545\u4e8b\u56e2\u961f\"\"\"\r\n\r\nagents_config = 'config\/story\/agents.yaml'\r\ntasks_config = 'config\/story\/tasks.yaml'\r\n\r\n@llm\r\n\u00a0def\u00a0llm_model(self):\r\n\u00a0return ChatOpenAI(temperature=0.0, \u00a0# \u8bbe\u7f6e\u4e3a0\u4ee5\u83b7\u5f97\u786e\u5b9a\u6027\u8f93\u51fa\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0model=\"gpt-4o-mini\", \u00a0# \u4f7f\u7528GPT-4 Turbo\u6a21\u578b\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0max_tokens=8000) \r\n\r\n@agent\r\n\u00a0def\u00a0scriptwriter(self) -> Agent:\r\n\u00a0return Agent(\r\n\u00a0 config=self.agents_config['scriptwriter'],\r\n\u00a0 output_pydantic = StoryScenes, \u00a0 \r\n\u00a0 verbose=True\r\n\u00a0)\r\n\r\n@task\r\n\u00a0def\u00a0scriptwriting(self) -> Task:\r\n\u00a0return Task(\r\n\u00a0 config=self.tasks_config['scriptwriting'],\r\n\u00a0 output_pydantic = StoryScenes, \u00a0 \r\n\u00a0)\r\n\r\n@crew\r\n\u00a0def\u00a0crew(self) -> Crew:\r\n\u00a0\"\"\"\u521b\u5efa\u6545\u4e8b\u56e2\u961f\"\"\"\r\n\u00a0script_crew = \u00a0Crew(\r\n\u00a0 agents=self.agents, # \u7531@agent\u88c5\u9970\u5668\u81ea\u52a8\u521b\u5efa\r\n\u00a0 tasks=self.tasks, # \u7531@task\u88c5\u9970\u5668\u81ea\u52a8\u521b\u5efa\r\n\u00a0 process=Process.sequential,\r\n\u00a0 verbose=True,\r\n\u00a0 # process=Process.hierarchical, # \u5982\u679c\u4f60\u60f3\u6539\u7528\u8fd9\u4e2a\uff0c\u53ef\u4ee5\u53c2\u8003 https:\/\/docs.crewai.com\/how-to\/Hierarchical\/\r\n\u00a0)\r\n\r\n\u00a0return script_crew\r\n\u00a0\r\n@CrewBase\r\nclass\u00a0ArtistCrew():\r\n\r\nagents_config = 'config\/visual\/agents.yaml'\r\ntasks_config = 'config\/visual\/tasks.yaml'\r\n\r\n@llm\r\n\u00a0def\u00a0llm_model(self):\r\n\u00a0return ChatOpenAI(temperature=0.0, \u00a0# \u8bbe\u7f6e\u4e3a0\u4ee5\u83b7\u5f97\u786e\u5b9a\u6027\u8f93\u51fa\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0model=\"gpt-4o-2024-08-06\", \u00a0# \u4f7f\u7528GPT-4 Turbo\u6a21\u578b\r\n\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0max_tokens=8000) \r\n\r\n@agent\r\n\u00a0def\u00a0visualartist(self) -> Agent:\r\n\u00a0return Agent(\r\n\u00a0 config=self.agents_config['visualartist'],\r\n\u00a0 tools=[dalle_tool], \u00a0 \r\n\u00a0 verbose=True\r\n\u00a0)\r\n\r\n@task\r\n\u00a0def\u00a0illustration(self) -> Task:\r\n\u00a0return Task(\r\n\u00a0 config=self.tasks_config['illustration'],\r\n\u00a0 output_pydantic = SceneImage, \u00a0 \u00a0 \u00a0\r\n\u00a0 output_file='report.md'\r\n\u00a0)\r\n\r\n@crew\r\n\u00a0def\u00a0crew(self) -> Crew:\r\n\u00a0\"\"\"\u521b\u5efa\u56fe\u753b\u4e66\u56e2\u961f\"\"\"\r\n\u00a0artist_crew = \u00a0Crew(\r\n\u00a0 agents=self.agents, # \u7531@agent\u88c5\u9970\u5668\u81ea\u52a8\u521b\u5efa\r\n\u00a0 tasks=self.tasks, # \u7531@task\u88c5\u9970\u5668\u81ea\u52a8\u521b\u5efa\r\n\u00a0 process=Process.sequential,\r\n\u00a0 verbose=True,\r\n\u00a0 # process=Process.hierarchical, # \u5982\u679c\u4f60\u60f3\u6539\u7528\u8fd9\u4e2a\uff0c\u53ef\u4ee5\u53c2\u8003 https:\/\/docs.crewai.com\/how-to\/Hierarchical\/\r\n\u00a0) \r\n\r\n\u00a0return artist_crew<\/pre>\n <\/p>\n
\u4e3b\u8981\u5de5\u4f5c\u6d41\u7a0b\uff1a<\/strong> \u786e\u4fdd\u4e24\u4e2a\u4ee3\u7406\u4e4b\u95f4\u7684\u9002\u5f53\u4ea4\u63a5\u3002\u4f8b\u5982\uff0c\u4e00\u65e6\u5267\u672c\u7f16\u5199\u8005\u5b8c\u6210\u4e00\u4e2a\u573a\u666f\uff0c\u5b83\u4f1a\u81ea\u52a8\u4f20\u9012\u7ed9\u89c6\u89c9\u827a\u672f\u5bb6\uff0c\u786e\u4fdd\u5de5\u4f5c\u6d41\u7a0b\u7684\u8fde\u7eed\u6027\u3002<\/p>\nagentops.start_session( tags = ['story', 'scripts'] )\r\n\r\n## \u4f7f\u7528 QuestCrew \u521b\u5efa\u5047\u8bbe\u6216\u751f\u6210\u95ee\u9898\r\ninputs = {\r\n\u00a0 \u00a0'number_of_scenes': int(number_of_scenes),\r\n\u00a0 \u00a0'story_text': story_text,\r\n}\r\n\r\nscenes_list = StoryCrew().crew().kickoff(inputs=inputs)\r\n\r\nagentops.end_session(\"Success\")\r\n\r\nif scenes_list is\u00a0not\u00a0None: \u00a0 \u00a0 \u00a0 \u00a0\r\n\u00a0 \u00a0print(f\"Raw result from script writing: {scenes_list.raw}\")\r\n\r\nslist = scenes_list.pydantic\r\nstory_summary = slist.summary\r\nfor scene in slist.scenes:\r\n\u00a0 \u00a0print(f\"Scene: {scene.narration}\") \r\n\r\nscene_input = [{ \"story_summary\": story_summary,\r\n\u00a0 \u00a0'scene_description': scene.narration} for i, scene in\u00a0enumerate(slist.scenes)]\r\n\r\nagentops.start_session(tags = ['scene', 'illustration'])\r\n\r\n## \u8fd0\u884c\u4ee3\u7406\r\nresult_images = ArtistCrew().crew().kickoff_for_each(inputs = scene_input)\r\n\r\nprint(\"result_images : {result_images.raw}\")<\/pre>\n <\/p>\n
\u7ed3\u8bba<\/h2>\n
\u751f\u6210\u6027\u4eba\u5de5\u667a\u80fd\u7684\u529b\u91cf\u5728\u4e8e\u5b83\u80fd\u591f\u589e\u5f3a\u548c\u652f\u6301\u521b\u4f5c\u8fc7\u7a0b\uff0c\u4e3a\u5185\u5bb9\u521b\u4f5c\u8005\u63d0\u4f9b\u65b0\u7684\u5de5\u5177\uff0c\u5c06\u4ed6\u4eec\u7684\u60f3\u6cd5\u53d8\u4e3a\u73b0\u5b9e\u3002CrewAI LLM \u4ee3\u7406\u5728\u5c06\u7b80\u5355\u7684\u77ed\u7bc7\u6545\u4e8b\u8f6c\u5316\u4e3a\u5f15\u4eba\u5165\u80dc\u7684\u6f2b\u753b\u56fe\u753b\u4e66\u65b9\u9762\u63d0\u4f9b\u5e2e\u52a9\uff0c\u534f\u52a9\u8bb2\u6545\u4e8b\u8005\u5728\u65c5\u7a0b\u7684\u6bcf\u4e2a\u9636\u6bb5\u3002\u901a\u8fc7\u81ea\u52a8\u5316\u811a\u672c\u5206\u89e3\u548c\u89c6\u89c9\u751f\u6210\u7b49\u91cd\u590d\u6027\u4efb\u52a1\uff0c\u4eba\u5de5\u667a\u80fd\u4f7f\u827a\u672f\u5bb6\u548c\u4f5c\u5bb6\u80fd\u591f\u66f4\u52a0\u4e13\u6ce8\u4e8e\u6838\u5fc3\u521b\u4f5c\u5143\u7d20\uff0c\u4fdd\u7559\u4ed6\u4eec\u72ec\u7279\u7684\u827a\u672f\u98ce\u683c\u3002\u6b64\u5b9e\u65bd\u5c55\u793a\u4e86\u751f\u6210\u6027\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u589e\u5f3a\u521b\u610f\u4ea7\u4e1a\uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u672a\u6765\u7684\u5c55\u671b\uff0c\u5728\u8fd9\u4e2a\u672a\u6765\u4e2d\uff0c\u521b\u9020\u529b\u548c\u6280\u672f\u65e0\u7f1d\u534f\u4f5c\u3002<\/p>\n
<\/p>\n","protected":false},"excerpt":{"rendered":"
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