Mercurial > repos > bgruening > chatgpt_openai_api

annotate chatgpt.py @ 2:329bdb05dd90 draft

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planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit d2d08c3866c0f4a2f10372ae15c5dac5ea2d0bf0
author bgruening
date Fri, 23 Aug 2024 10:21:12 +0000
parents db316ead4bda
children 430ece17fc20
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b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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1 import os
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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2 import sys
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4 from openai import OpenAI
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6 context_files = sys.argv[1].split(",")
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7 question = sys.argv[2]
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8 model = sys.argv[3]
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9 with open(sys.argv[4], "r") as f:
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10 openai_api_key = f.read().strip()
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11 if not openai_api_key:
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12 print("OpenAI API key is not provided in user preferences!")
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13 sys.exit(1)
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15 client = OpenAI(api_key=openai_api_key)
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17 file_search_sup_ext = [
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18 "c",
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19 "cs",
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20 "cpp",
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21 "doc",
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22 "docx",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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23 "html",
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24 "java",
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25 "json",
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26 "md",
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27 "pdf",
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28 "php",
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29 "pptx",
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30 "py",
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31 "rb",
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32 "tex",
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33 "txt",
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34 "css",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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35 "js",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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36 "sh",
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37 "ts",
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38 ]
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40 vision_sup_ext = ["jpg", "jpeg", "png", "webp", "gif"]
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42 file_search_file_streams = []
2
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43 image_files = []
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45 for path in context_files:
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46 ext = path.split(".")[-1].lower()
2
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47 if ext in vision_sup_ext:
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48 if os.path.getsize(path) > 20 * 1024 * 1024:
2
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49 print(f"File {path} exceeds the 20MB limit and will not be processed.")
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50 sys.exit(1)
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51 file = client.files.create(file=open(path, "rb"), purpose="vision")
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52 promt = {"type": "image_file", "image_file": {"file_id": file.id}}
2
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53 image_files.append(promt)
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54 elif ext in file_search_sup_ext:
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55 file_search_file_streams.append(open(path, "rb"))
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56
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57 assistant = client.beta.assistants.create(
2
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58 instructions="You will receive questions about files from file searches and image files. For file search queries, identify and retrieve the relevant files based on the question. For image file queries, analyze the image content and provide relevant information or insights based on the image data.",
0
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59 model=model,
2
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60 tools=[{"type": "file_search"}] if file_search_file_streams else [],
0
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61 )
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62 if file_search_file_streams:
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63 vector_store = client.beta.vector_stores.create()
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64 file_batch = client.beta.vector_stores.file_batches.upload_and_poll(
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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65 vector_store_id=vector_store.id, files=file_search_file_streams
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66 )
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67 assistant = client.beta.assistants.update(
2
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68 assistant_id=assistant.id,
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69 tool_resources={"file_search": {"vector_store_ids": [vector_store.id]}},
0
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70 )
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71
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72 messages = [
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73 {
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74 "role": "user",
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75 "content": [
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76 {
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77 "type": "text",
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78 "text": question,
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79 },
2
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80 *image_files,
0
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81 ],
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82 }
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83 ]
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84 thread = client.beta.threads.create(messages=messages)
2
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85 run = client.beta.threads.runs.create_and_poll(
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86 thread_id=thread.id, assistant_id=assistant.id
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87 )
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88 assistant_messages = list(
329bdb05dd90 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit d2d08c3866c0f4a2f10372ae15c5dac5ea2d0bf0
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89 client.beta.threads.messages.list(thread_id=thread.id, run_id=run.id)
329bdb05dd90 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit d2d08c3866c0f4a2f10372ae15c5dac5ea2d0bf0
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90 )
0
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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91
2
329bdb05dd90 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit d2d08c3866c0f4a2f10372ae15c5dac5ea2d0bf0
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92 message_content = assistant_messages[0].content[0].text.value
0
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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93 print("Output has been saved!")
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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94 with open("output.txt", "w") as f:
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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95 f.write(message_content)
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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96
2
329bdb05dd90 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit d2d08c3866c0f4a2f10372ae15c5dac5ea2d0bf0
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97 for image in image_files:
0
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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98 client.files.delete(image["image_file"]["file_id"])
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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99 if file_search_file_streams:
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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100 client.beta.vector_stores.delete(vector_store.id)
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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101 client.beta.threads.delete(thread.id)
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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102 client.beta.assistants.delete(assistant.id)