Mercurial > repos > bgruening > chatgpt_openai_api

annotate chatgpt.py @ 1:db316ead4bda draft

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planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 13c168a7d6a2d5050c04253754fb86321ad57d54
author bgruening
date Wed, 14 Aug 2024 11:33:36 +0000
parents b5971fa941dd
children 329bdb05dd90
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b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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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
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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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:
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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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:
1
db316ead4bda planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 13c168a7d6a2d5050c04253754fb86321ad57d54
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12 print("OpenAI API key is not provided in user preferences!")
db316ead4bda planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 13c168a7d6a2d5050c04253754fb86321ad57d54
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13 sys.exit(1)
0
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14
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15 client = OpenAI(api_key=openai_api_key)
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16
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17 file_search_sup_ext = [
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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18 "c",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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19 "cs",
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20 "cpp",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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21 "doc",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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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",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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24 "java",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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25 "json",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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26 "md",
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27 "pdf",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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28 "php",
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29 "pptx",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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30 "py",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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31 "rb",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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32 "tex",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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33 "txt",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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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",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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37 "ts",
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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38 ]
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39
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40 vision_sup_ext = ["jpg", "jpeg", "png", "webp", "gif"]
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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41
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42 file_search_file_streams = []
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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43 image_urls = []
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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44
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45 for path in context_files:
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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46 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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47 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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48 if os.path.getsize(path) > 20 * 1024 * 1024:
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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49 raise Exception(f"File {path} exceeds the 20MB limit and will not be processed.")
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50 file = client.files.create(file=open(path, "rb"), purpose="vision")
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
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51 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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52 image_urls.append(promt)
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53
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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 else:
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57 raise Exception("Not supported file!")
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58
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59 assistant = client.beta.assistants.create(
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60 instructions="You are going to get question about the file(s).",
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61 model=model,
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62 tools=[{"type": "file_search"}] if file_search_file_streams else None,
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63 )
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64 if file_search_file_streams:
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65 vector_store = client.beta.vector_stores.create()
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66 file_batch = client.beta.vector_stores.file_batches.upload_and_poll(
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67 vector_store_id=vector_store.id, files=file_search_file_streams
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68 )
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69 assistant = client.beta.assistants.update(
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70 assistant_id=assistant.id, tool_resources={"file_search": {"vector_store_ids": [vector_store.id]}}
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71 )
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72
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73 messages = [
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74 {
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75 "role": "user",
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76 "content": [
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77 {
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78 "type": "text",
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79 "text": question,
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80 },
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81 *image_urls,
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82 ],
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83 }
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84 ]
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85 thread = client.beta.threads.create(messages=messages)
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86 run = client.beta.threads.runs.create_and_poll(thread_id=thread.id, assistant_id=assistant.id)
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87 messages = list(client.beta.threads.messages.list(thread_id=thread.id, run_id=run.id))
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88
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89 message_content = messages[0].content[0].text.value
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90 print("Output has been saved!")
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
bgruening
parents:
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91 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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92 f.write(message_content)
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
bgruening
parents:
diff changeset
93
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
bgruening
parents:
diff changeset
94 for image in image_urls:
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
bgruening
parents:
diff changeset
95 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:
diff changeset
96 if file_search_file_streams:
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.vector_stores.delete(vector_store.id)
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
bgruening
parents:
diff changeset
98 client.beta.threads.delete(thread.id)
b5971fa941dd planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/chatgpt commit 840e66e7f23cf775ebd3083c6e07d1819b17f74c
bgruening
parents:
diff changeset
99 client.beta.assistants.delete(assistant.id)