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| from transformers import pipeline | |
| from huggingface_hub import hf_hub_url, cached_download, HfApi | |
| HF_TOKEN = os.environ.get("HF_TOKEN", None) | |
| def generate_code_from_model(input_text): | |
| """Generates code using the bigscience/T0_3B model.""" | |
| model_name = 'bigscience/T0_3B' # Choose your model | |
| generator = pipeline('text-generation', model=model_name) | |
| model_type = { | |
| "model_type": "compositional", | |
| "task": "Develop an app that allows users to search for and modify files on a remote server using the SSH protocol", | |
| "history": "", | |
| "history_additions": [ | |
| "Set the task description to 'Develop an app that allows users to search for and modify files on a remote server using the SSH protocol'", | |
| "Updated the task description to 'Connect to the remote server using the SSH protocol'", | |
| "Completed the task: Connect to the remote server using the SSH protocol", | |
| "Updated the task description to 'Search for a file on the remote server'", | |
| "Completed the task: Search for a file on the remote server", | |
| "Updated the task description to 'Modify the file found on the remote server'", | |
| "Completed the task: Modify the file found on the remote server", | |
| "Updated the task description to 'Verify the file modifications using the updated file'", | |
| "Completed the task: Verify the file modifications using the updated file", | |
| "Updated the task description to 'Create a summary of the timeline of progress and any important challenges faced during the development of the app'", | |
| "Completed the task: Create a summary of the timeline of progress and any important challenges faced during the development of the app", | |
| "Updated the task description to 'Deploy the app to the production server'", | |
| "Completed the task: Deploy the app to the production server", | |
| "Updated the task description to 'Monitor the performance of the deployed app and make adjustments as necessary'", | |
| "Completed the task: Monitor the performance of the deployed app and make adjustments as necessary", | |
| "Updated the task description to 'Maintain and update the app in response to user feedback and any discovered bugs'" | |
| ], | |
| "history_removals": [], | |
| "model_log": [ | |
| "Model prompt: You are attempting to complete the task task: Develop an app that allows users to search for and modify files on a remote server using the SSH protocol Progress: Connect to the remote server using the SSH protocol", | |
| "Model response: Connect to the remote server using the SSH protocol", | |
| "Model prompt: Updated the task description to 'Search for a file on the remote server'", | |
| "Model response: Search for a file on the remote server", | |
| "Model prompt: Completed the task: Search for a file on the remote server Progress: Connect to the remote server using the SSH protocol\nSearch for a file on the remote server", | |
| "Model response: You have successfully completed the task: Search for a file on the remote server", | |
| "Model prompt: Updated the task description to 'Modify the file found on the remote server'", | |
| "Model response: Modify the file found on the remote server", | |
| "Model prompt: Completed the task: Modify the file found on the remote server Progress: Connect to the remote server using the SSH protocol\nSearch for a file on the remote server\nModify the file found on the remote server", | |
| "Model response: You have successfully completed the task: Modify the file found on the remote server", | |
| "Model prompt: Updated the task description to 'Verify the file modifications using the updated file'", | |
| "Model response: Verify the file modifications using the updated file", | |
| "Model prompt: Completed the task: Verify the file modifications using the updated file Progress: Connect to the remote server using the SSH protocol\nSearch for a file on the remote server\nModify the file found on the remote server\nVerify the file modifications using the updated file", | |
| "Model response: You have successfully completed the task: Verify the file modifications using the updated file", | |
| "Model prompt: Updated the task description to 'Create a summary of the timeline of progress and any important challenges faced during the development of the app'", | |
| "Model response: Create a summary of the timeline of progress and any important challenges faced during the development of the app", | |
| "Model prompt: Completed the task: Create a summary of the timeline of progress and any important challenges faced.", | |
| "Model response: All tasks complete. What shall I do next?" | |
| ] | |
| } | |
| code = generator(input_text, max_length=50, num_return_sequences=1, do_sample=True)[0]['generated_text'] | |
| return code |