Amr Gharbeia
fc0c069d65
Self-edit: 5 new tests (apply success/not-found/file-not-found, parse-location x2) Config-manager: 4 new tests (get-oc-config-dir, save-providers, configure-provider) Gateway-manager: 2 new tests (multiple-platforms, registration) Tier 1 Chaos: Verified org files pass structural balance Note: Some tests have issues - config tests use functions not exported, one self-edit test has search function issue. Pre-existing test failures in LITERATE-PROGRAMMING (2) and DIAGNOSTICS (1).
61 lines
3.1 KiB
Common Lisp
61 lines
3.1 KiB
Common Lisp
(in-package :opencortex)
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(defparameter *skill-llm-gateway*
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'(:name "llm-gateway"
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:description "Unified provider-agnostic LLM interface."
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:capabilities (:ask-llm :get-embedding)
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:type :probabilistic)
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"Skill metadata for the LLM Gateway.")
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(defun execute-llm-request (&key prompt system-prompt provider model)
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"Generic executor for all LLM providers."
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(let* ((active-provider (or provider :ollama))
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(api-key (uiop:getenv (format nil "~:@(~a_API_KEY~)" active-provider)))
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(full-prompt (if system-prompt (format nil "~a~%~%~a" system-prompt prompt) prompt)))
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(case active-provider
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(:ollama
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(let* ((host (or (uiop:getenv "OLLAMA_HOST") "localhost:11434"))
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(url (format nil "http://~a/api/generate" host))
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(body (cl-json:encode-json-to-string `((model . ,(or model "llama3")) (prompt . ,full-prompt) (stream . :false)))))
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(handler-case
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(let* ((response (dex:post url :headers '(("Content-Type" . "application/json")) :content body))
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(json (cl-json:decode-json-from-string response)))
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(list :status :success :content (cdr (assoc :response json))))
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(error (c) (list :status :error :message (format nil "Ollama Failure: ~a" c))))))
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(t (list :status :error :message "Provider not implemented")))))
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(def-cognitive-tool :get-ollama-embedding
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"Generates vector embeddings via Ollama API."
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((:text :type :string :description "Text to embed."))
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:body (lambda (args)
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(let ((text (getf args :text)))
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(let* ((host (or (uiop:getenv "OLLAMA_HOST") "localhost:11434"))
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(url (format nil "http://~a/api/embeddings" host))
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(body (cl-json:encode-json-to-string `((model . "nomic-embed-text") (prompt . ,text)))))
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(handler-case
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(let* ((response (dex:post url :headers '(("Content-Type" . "application/json")) :content body))
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(json (cl-json:decode-json-from-string response)))
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(cdr (assoc :embedding json)))
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(error (c) (harness-log "OLLAMA EMBED ERROR: ~a" c) nil))))))
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(def-cognitive-tool :ask-llm
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"Unified interface for interacting with LLM providers."
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((:prompt :type :string :description "The user prompt")
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(:system-prompt :type :string :description "The system prompt (optional)")
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(:provider :type :keyword :description "The provider (e.g., :ollama, :openai)")
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(:model :type :string :description "The model name"))
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:body (lambda (args)
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(execute-llm-request :prompt (getf args :prompt)
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:system-prompt (getf args :system-prompt)
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:provider (getf args :provider)
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:model (getf args :model))))
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(defskill :skill-llm-gateway
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:priority 50
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:trigger (lambda (ctx) (declare (ignore ctx)) t)
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:probabilistic (lambda (ctx)
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(let ((input (getf ctx :user-input)))
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(when input
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(execute-llm-request :prompt input))))
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:deterministic (lambda (action ctx) (declare (ignore ctx)) action))
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