testthat::skip_if_not_installed("httptest2") library(httptest2) test_that("ollama function constructs a correct request and dry runs it", { # Call groq with .dry_run = TRUE and perform the dry run request <- llm_message("Write a poem about porcupines") |> ollama(.model="gemma2",.temperature = 0,.dry_run = TRUE) dry_run <- request |> httr2::req_dry_run(redact_headers = TRUE, quiet = TRUE) # Check the structure of the returned dry run object expect_type(dry_run, "list") expect_named(dry_run, c("method", "path", "headers")) # Check that the method is POST expect_equal(dry_run$method, "POST") #Dry run has a reasonable path expect_equal(dry_run$path, "/api/chat") # Inspect headers headers <- dry_run$headers expect_type(headers, "list") # Check that the required headers are present expect_true("content-length" %in% names(headers)) expect_true("content-type" %in% names(headers)) #Content length is identical in header expect_equal(headers$`content-length`,"148") # Check that the content-type is JSON expect_equal(headers$`content-type`, "application/json") # Now check the body content to ensure the JSON is constructed as expected body_json <- request$body |> jsonlite::toJSON() |> as.character() expected_json <- "{\"data\":{\"model\":[\"gemma2\"],\"messages\":[{\"role\":[\"user\"],\"content\":[\"Write a poem about porcupines \"]}],\"options\":{\"temperature\":[0],\"num_ctx\":[2048]},\"stream\":[false]},\"type\":[\"json\"],\"content_type\":[\"application/json\"],\"params\":{\"auto_unbox\":[true],\"digits\":[22],\"null\":[\"null\"]}}" # Check if the JSON matches the expected JSON expect_equal(body_json, expected_json) }) test_that("ollama_embedding function constructs a correct request and dry runs it", { #Character vector request request <- c("It is not that I am mad, it is only that my head is different from yours", "A man can do as he wills, but not will as he wills", "Whereof one cannot speak, thereof one must be silent", "The limits of my language mean the limits of my world") |> ollama_embedding(.dry_run = TRUE) dry_run <- request |> httr2::req_dry_run(redact_headers = TRUE, quiet = TRUE) # Check the structure of the returned dry run object expect_type(dry_run, "list") expect_named(dry_run, c("method", "path", "headers")) # Check that the method is POST expect_equal(dry_run$method, "POST") #Dry run has a reasonable path expect_equal(dry_run$path, "/api/embed") # Inspect headers headers <- dry_run$headers expect_type(headers, "list") # Check that the required headers are present expect_true("content-length" %in% names(headers)) expect_true("content-type" %in% names(headers)) # Check that the content-type is JSON expect_equal(headers$`content-type`, "application/json") # Now check the body content to ensure the JSON is constructed as expected body_json <- request$body |> jsonlite::toJSON() |> as.character() expected_json <- "{\"data\":{\"model\":[\"all-minilm\"],\"input\":[\"It is not that I am mad, it is only that my head is different from yours\",\"A man can do as he wills, but not will as he wills\",\"Whereof one cannot speak, thereof one must be silent\",\"The limits of my language mean the limits of my world\"],\"truncate\":[true]},\"type\":[\"json\"],\"content_type\":[\"application/json\"],\"params\":{\"auto_unbox\":[true],\"digits\":[22],\"null\":[\"null\"]}}" expect_equal(body_json, expected_json) }) test_that("ollama returns expected response", { with_mock_dir("ollama",expr = { llm <- llm_message("user", "Hello, world") result <- ollama( .llm = llm, .temperature = 0, .model = "gemma2" ) # Assertions based on the message in the captured mock response expect_true(inherits(result, "LLMMessage")) expect_equal( result$message_history[[length(result$message_history)]]$content, "Hello! 👋 How can I help you today?" ) expect_equal(result$message_history[[length(result$message_history)]]$role, "assistant") },simplify = FALSE) }) test_that("ollama_embedding returns expected response", { with_mock_dir("ollama_embedding",expr = { result <- c("It is not that I am mad, it is only that my head is different from yours", "A man can do as he wills, but not will as he wills", "Whereof one cannot speak, thereof one must be silent", "The limits of my language mean the limits of my world") |> ollama_embedding() expect_true(is.numeric(result)) expect_equal(dim(result),c(384,4)) },simplify = FALSE) })