Mercurial > repos > bgruening > chatgpt_openai_api

annotate chatgpt.py @ 0:b5971fa941dd draft

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planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
author bgruening
date Tue, 13 Aug 2024 14:25:10 +0000
parents
children db316ead4bda
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b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
bgruening
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diff changeset
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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3
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4 from openai import OpenAI
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5
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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()
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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11 if not openai_api_key:
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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12 raise Exception("OpenAI API key is not provided in user preferences!")
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13
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14 client = OpenAI(api_key=openai_api_key)
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15
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16 file_search_sup_ext = [
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17 "c",
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18 "cs",
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19 "cpp",
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20 "doc",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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21 "docx",
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22 "html",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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23 "java",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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24 "json",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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25 "md",
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26 "pdf",
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27 "php",
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28 "pptx",
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29 "py",
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30 "rb",
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31 "tex",
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32 "txt",
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33 "css",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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34 "js",
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35 "sh",
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36 "ts",
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37 ]
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38
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39 vision_sup_ext = ["jpg", "jpeg", "png", "webp", "gif"]
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40
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41 file_search_file_streams = []
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42 image_urls = []
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43
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44 for path in context_files:
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45 ext = path.split(".")[-1].lower()
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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46 if ext in vision_sup_ext and model in ["gpt-4o", "gpt-4o-mini", "gpt-4-turbo"]:
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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47 if os.path.getsize(path) > 20 * 1024 * 1024:
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48 raise Exception(f"File {path} exceeds the 20MB limit and will not be processed.")
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49 file = client.files.create(file=open(path, "rb"), purpose="vision")
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50 promt = {"type": "image_file", "image_file": {"file_id": file.id}}
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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51 image_urls.append(promt)
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52
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53 elif ext in file_search_sup_ext:
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54 file_search_file_streams.append(open(path, "rb"))
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55 else:
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56 raise Exception("Not supported file!")
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57
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58 assistant = client.beta.assistants.create(
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59 instructions="You are going to get question about the file(s).",
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60 model=model,
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61 tools=[{"type": "file_search"}] if file_search_file_streams else None,
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62 )
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63 if file_search_file_streams:
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64 vector_store = client.beta.vector_stores.create()
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65 file_batch = client.beta.vector_stores.file_batches.upload_and_poll(
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66 vector_store_id=vector_store.id, files=file_search_file_streams
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67 )
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68 assistant = client.beta.assistants.update(
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69 assistant_id=assistant.id, tool_resources={"file_search": {"vector_store_ids": [vector_store.id]}}
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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 },
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80 *image_urls,
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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)
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85 run = client.beta.threads.runs.create_and_poll(thread_id=thread.id, assistant_id=assistant.id)
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86 messages = list(client.beta.threads.messages.list(thread_id=thread.id, run_id=run.id))
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87
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88 message_content = messages[0].content[0].text.value
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89 print("Output has been saved!")
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90 with open("output.txt", "w") as f:
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
bgruening
parents:
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91 f.write(message_content)
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
bgruening
parents:
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92
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
bgruening
parents:
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93 for image in image_urls:
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
bgruening
parents:
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94 client.files.delete(image["image_file"]["file_id"])
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
bgruening
parents:
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95 if file_search_file_streams:
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
bgruening
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96 client.beta.vector_stores.delete(vector_store.id)
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
bgruening
parents:
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97 client.beta.threads.delete(thread.id)
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
bgruening
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98 client.beta.assistants.delete(assistant.id)