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Configuration error
package functions_test | |
import ( | |
. "github.com/mudler/LocalAI/pkg/functions" | |
. "github.com/onsi/ginkgo/v2" | |
. "github.com/onsi/gomega" | |
) | |
var _ = Describe("LocalAI function parse tests", func() { | |
var functionConfig FunctionsConfig | |
BeforeEach(func() { | |
// Default configuration setup | |
functionConfig = FunctionsConfig{} | |
}) | |
Context("when using grammars and single result expected", func() { | |
It("should parse the function name and arguments correctly", func() { | |
input := `{"name": "add", "arguments": {"x": 5, "y": 3}}` | |
results := ParseFunctionCall(input, functionConfig) | |
Expect(results).To(HaveLen(1)) | |
Expect(results[0].Name).To(Equal("add")) | |
Expect(results[0].Arguments).To(Equal(`{"x":5,"y":3}`)) | |
}) | |
}) | |
Context("when not using grammars and regex is needed", func() { | |
It("should extract function name and arguments from the regex", func() { | |
input := `add({"x":5,"y":3})` | |
functionConfig.ResponseRegex = []string{`(?P<name>\w+)\s*\((?P<arguments>.*)\)`} | |
results := ParseFunctionCall(input, functionConfig) | |
Expect(results).To(HaveLen(1)) | |
Expect(results[0].Name).To(Equal("add")) | |
Expect(results[0].Arguments).To(Equal(`{"x":5,"y":3}`)) | |
}) | |
It("should extract function name and arguments from the regex", func() { | |
input := `add({"x":5,"y":3})` | |
functionConfig.ResponseRegex = []string{`(?P<function>\w+)\s*\((?P<arguments>.*)\)`} | |
functionConfig.FunctionNameKey = "function" | |
results := ParseFunctionCall(input, functionConfig) | |
Expect(results).To(HaveLen(1)) | |
Expect(results[0].Name).To(Equal("add")) | |
Expect(results[0].Arguments).To(Equal(`{"x":5,"y":3}`)) | |
}) | |
}) | |
Context("when having invalid input", func() { | |
It("returns no results when there is no input", func() { | |
input := "" | |
results := ParseFunctionCall(input, functionConfig) | |
Expect(results).To(HaveLen(0)) | |
}) | |
It("returns no results when is invalid", func() { | |
input := "invalid input" | |
results := ParseFunctionCall(input, functionConfig) | |
Expect(results).To(HaveLen(0)) | |
}) | |
}) | |
Context("when parallel calls are enabled", func() { | |
It("should handle multiple function calls", func() { | |
input := `[{"name": "add", "arguments": {"x": 5, "y": 3}}, {"name": "subtract", "arguments": {"x": 10, "y": 7}}]` | |
results := ParseFunctionCall(input, functionConfig) | |
Expect(results).To(HaveLen(2)) | |
Expect(results[0].Name).To(Equal("add")) | |
Expect(results[0].Arguments).To(Equal(`{"x":5,"y":3}`)) | |
Expect(results[1].Name).To(Equal("subtract")) | |
Expect(results[1].Arguments).To(Equal(`{"x":10,"y":7}`)) | |
}) | |
}) | |
Context("without grammars and without regex", func() { | |
It("should parse the function name and arguments correctly with the name key", func() { | |
input := `{"function": "add", "arguments": {"x": 5, "y": 3}}` | |
functionConfig.FunctionNameKey = "function" | |
results := ParseFunctionCall(input, functionConfig) | |
Expect(results).To(HaveLen(1)) | |
Expect(results[0].Name).To(Equal("add")) | |
Expect(results[0].Arguments).To(Equal(`{"x":5,"y":3}`)) | |
}) | |
It("should parse the function name and arguments correctly with the function key", func() { | |
input := `{"name": "add", "arguments": {"x": 5, "y": 3}}` | |
results := ParseFunctionCall(input, functionConfig) | |
Expect(results).To(HaveLen(1)) | |
Expect(results[0].Name).To(Equal("add")) | |
Expect(results[0].Arguments).To(Equal(`{"x":5,"y":3}`)) | |
}) | |
It("should parse the result by matching the JSONRegexMatch", func() { | |
input := ` | |
<tool_call> | |
{"name": "add", "arguments": {"x": 5, "y": 3}} | |
</tool_call>` | |
functionConfig.JSONRegexMatch = []string{`(?s)<tool_call>(.*?)</tool_call>`} | |
results := ParseFunctionCall(input, functionConfig) | |
Expect(results).To(HaveLen(1)) | |
Expect(results[0].Name).To(Equal("add")) | |
Expect(results[0].Arguments).To(Equal(`{"x":5,"y":3}`)) | |
}) | |
It("should parse the result by matching the JSONRegexMatch", func() { | |
input := ` | |
{"name": "add", "arguments": {"x": 5, "y": 3}} | |
</tool_call>` | |
functionConfig.JSONRegexMatch = []string{`(?s)(.*?)</tool_call>`} | |
results := ParseFunctionCall(input, functionConfig) | |
Expect(results).To(HaveLen(1)) | |
Expect(results[0].Name).To(Equal("add")) | |
Expect(results[0].Arguments).To(Equal(`{"x":5,"y":3}`)) | |
}) | |
It("should parse the result even with invalid JSON", func() { | |
input := `{"name": "add", "arguments": {"x": 5, "y": 3}} invalid {"name": "add", "arguments": {"x": 5, "y": 3}}` | |
results := ParseFunctionCall(input, functionConfig) | |
Expect(results).To(HaveLen(2)) | |
Expect(results[0].Name).To(Equal("add")) | |
Expect(results[0].Arguments).To(Equal(`{"x":5,"y":3}`)) | |
}) | |
}) | |
Context("when using ReplaceResults to clean up input", func() { | |
It("should replace text before and after JSON blob", func() { | |
input := ` | |
Some text before the JSON | |
{"name": "add", "arguments": {"x": 5, "y": 3}} | |
Some text after the JSON | |
` | |
functionConfig.ReplaceFunctionResults = []ReplaceResult{ | |
{Key: `(?s)^[^{\[]*`, Value: ""}, | |
{Key: `(?s)[^}\]]*$`, Value: ""}, | |
} | |
results := ParseFunctionCall(input, functionConfig) | |
Expect(results).To(HaveLen(1)) | |
Expect(results[0].Name).To(Equal("add")) | |
Expect(results[0].Arguments).To(Equal(`{"x":5,"y":3}`)) | |
}) | |
It("should replace text before and after array JSON blob", func() { | |
input := ` | |
Some text before the JSON | |
[{"name": "add", "arguments": {"x": 5, "y": 3}}, {"name": "subtract", "arguments": {"x": 10, "y": 7}}] | |
Some text after the JSON | |
` | |
functionConfig.ReplaceFunctionResults = []ReplaceResult{ | |
{Key: `(?s)^[^{\[]*`, Value: ""}, | |
{Key: `(?s)[^}\]]*$`, Value: ""}, | |
} | |
results := ParseFunctionCall(input, functionConfig) | |
Expect(results).To(HaveLen(2)) | |
Expect(results[0].Name).To(Equal("add")) | |
Expect(results[0].Arguments).To(Equal(`{"x":5,"y":3}`)) | |
Expect(results[1].Name).To(Equal("subtract")) | |
Expect(results[1].Arguments).To(Equal(`{"x":10,"y":7}`)) | |
}) | |
It("should convert single-quoted key-value pairs to double-quoted and escape double quotes within values", func() { | |
input := ` | |
Some text before the JSON | |
{'name': '"add"', 'arguments': {'x': 5, 'z': '"v"', 'y': 'v"value"'}} | |
Some text after the JSON | |
` | |
functionConfig.JSONRegexMatch = []string{`(?s)<tool_call>(.*?)</tool_call>`} | |
// Regex to match non-JSON characters before the JSON structure | |
//reBefore := regexp.MustCompile(`(?s)^.*?(?=\{|\[)`) | |
// Regex to match non-JSON characters after the JSON structure | |
//reAfter := regexp.MustCompile(`(?s)(?<=\}|\]).*$`) | |
functionConfig.ReplaceFunctionResults = []ReplaceResult{ | |
{Key: `(?s)^[^{\[]*`, Value: ""}, | |
{Key: `(?s)[^}\]]*$`, Value: ""}, | |
// Regex pattern to match single quotes around keys and values | |
// Step 1: Replace single quotes around keys and values with double quotes | |
{Key: `'([^']*?)'`, Value: `_DQUOTE_${1}_DQUOTE_`}, | |
// Step 2: Replace double quotes inside values with placeholders | |
{Key: `\\"`, Value: `__TEMP_QUOTE__`}, | |
{Key: `"`, Value: `\"`}, | |
{Key: `\'`, Value: `'`}, | |
{Key: `_DQUOTE_`, Value: `"`}, | |
{Key: `__TEMP_QUOTE__`, Value: `"`}, | |
} | |
results := ParseFunctionCall(input, functionConfig) | |
Expect(results).To(HaveLen(1)) | |
Expect(results[0].Name).To(Equal("\"add\"")) | |
Expect(results[0].Arguments).To(Equal(`{"x":5,"y":"v\"value\"","z":"\"v\""}`)) | |
}) | |
It("should convert single-quoted key-value pairs to double-quoted and escape double quotes within values", func() { | |
input := ` | |
Some text before the JSON | |
<tool_call>{'name': '"add"', 'arguments': {'x': 5, 'z': '"v"', 'y': 'v"value"'}}</tool_call> | |
Some text after the JSON | |
` | |
functionConfig.JSONRegexMatch = []string{`(?s)<tool_call>(.*?)</tool_call>`} | |
// Regex to match non-JSON characters before the JSON structure | |
//reBefore := regexp.MustCompile(`(?s)^.*?(?=\{|\[)`) | |
// Regex to match non-JSON characters after the JSON structure | |
//reAfter := regexp.MustCompile(`(?s)(?<=\}|\]).*$`) | |
functionConfig.ReplaceFunctionResults = []ReplaceResult{ | |
{Key: `(?s)^[^{\[]*`, Value: ""}, | |
{Key: `(?s)[^}\]]*$`, Value: ""}, | |
// Regex pattern to match single quotes around keys and values | |
// Step 1: Replace single quotes around keys and values with double quotes | |
{Key: `'([^']*?)'`, Value: `_DQUOTE_${1}_DQUOTE_`}, | |
// Step 2: Replace double quotes inside values with placeholders | |
{Key: `\\"`, Value: `__TEMP_QUOTE__`}, | |
{Key: `"`, Value: `\"`}, | |
{Key: `\'`, Value: `'`}, | |
{Key: `_DQUOTE_`, Value: `"`}, | |
{Key: `__TEMP_QUOTE__`, Value: `"`}, | |
} | |
results := ParseFunctionCall(input, functionConfig) | |
Expect(results).To(HaveLen(1)) | |
Expect(results[0].Name).To(Equal("\"add\"")) | |
Expect(results[0].Arguments).To(Equal(`{"x":5,"y":"v\"value\"","z":"\"v\""}`)) | |
}) | |
It("should detect multiple functions call where the JSONRegexMatch is repeated", func() { | |
input := ` | |
Some text before the JSON | |
<tool_call>{"name": "add", "arguments": {"x": 5, "y": 3}}</tool_call> | |
<tool_call>{"name": "subtract", "arguments": {"x": 10, "y": 7}}</tool_call> | |
Some text after the JSON | |
` | |
functionConfig.JSONRegexMatch = []string{`(?s)<tool_call>(.*?)</tool_call>`} | |
results := ParseFunctionCall(input, functionConfig) | |
Expect(results).To(HaveLen(2)) | |
Expect(results[0].Name).To(Equal("add")) | |
Expect(results[0].Arguments).To(Equal(`{"x":5,"y":3}`)) | |
Expect(results[1].Name).To(Equal("subtract")) | |
Expect(results[1].Arguments).To(Equal(`{"x":10,"y":7}`)) | |
}) | |
}) | |
Context("ParseTextContent", func() { | |
It("Can extract notes from the LLM result", func() { | |
input := ` | |
Some text before the JSON | |
<sketchpad> | |
roses are red | |
</sketchpad> | |
<tool_call>{"name": "subtract", "arguments": {"x": 10, "y": 7}}</tool_call> | |
Some text after the JSON | |
` | |
functionConfig.CaptureLLMResult = []string{`(?s)<sketchpad>(.*?)</sketchpad>`} | |
results := ParseTextContent(input, functionConfig) | |
Expect(results).To(Equal("roses are red")) | |
}) | |
It("Defaults to empty if doesn't catch any", func() { | |
input := ` | |
Some text before the JSON | |
<tool_call>{"name": "subtract", "arguments": {"x": 10, "y": 7}}</tool_call> | |
Some text after the JSON | |
` | |
functionConfig.CaptureLLMResult = []string{`(?s)<sketchpad>(.*?)</sketchpad>`} | |
results := ParseTextContent(input, functionConfig) | |
Expect(results).To(Equal("")) | |
}) | |
}) | |
Context("ParseJSON - when given valid JSON strings", func() { | |
It("should parse multiple JSON objects", func() { | |
input := `{"key1": "value1"} {"key2": "value2"}` | |
expected := []map[string]any{ | |
{"key1": "value1"}, | |
{"key2": "value2"}, | |
} | |
result, err := ParseJSON(input) | |
Expect(err).NotTo(HaveOccurred()) | |
Expect(result).To(Equal(expected)) | |
}) | |
It("should parse a single JSON object with various types", func() { | |
input := `{"key1": "value1", "key2": 2}` | |
expected := []map[string]any{ | |
{"key1": "value1", "key2": float64(2)}, | |
} | |
result, err := ParseJSON(input) | |
Expect(err).NotTo(HaveOccurred()) | |
Expect(result).To(Equal(expected)) | |
}) | |
It("should handle JSON without syntax errors gracefully", func() { | |
input := `{"key1": "value1"}` | |
expected := []map[string]any{ | |
{"key1": "value1"}, | |
} | |
result, err := ParseJSON(input) | |
Expect(err).NotTo(HaveOccurred()) | |
Expect(result).To(Equal(expected)) | |
}) | |
It("should handle JSON without syntax errors gracefully", func() { | |
input := `[{"key1": "value1"}]` | |
expected := []map[string]any{ | |
{"key1": "value1"}, | |
} | |
result, err := ParseJSON(input) | |
Expect(err).NotTo(HaveOccurred()) | |
Expect(result).To(Equal(expected)) | |
}) | |
}) | |
Context("ParseJSON - when given invalid JSON strings", func() { | |
It("should return an error for completely invalid JSON", func() { | |
input := `invalid json` | |
result, err := ParseJSON(input) | |
Expect(err).To(HaveOccurred()) | |
Expect(result).To(BeNil()) | |
}) | |
It("should skip invalid JSON parts and parse valid parts", func() { | |
input := `{"key1": "value1"} invalid {"key2": "value2"}` | |
expected := []map[string]any{ | |
{"key1": "value1"}, | |
{"key2": "value2"}, | |
} | |
result, err := ParseJSON(input) | |
Expect(err).NotTo(HaveOccurred()) | |
Expect(result).To(Equal(expected)) | |
}) | |
PIt("should handle JSON with syntax errors gracefully", func() { | |
input := `{"key1": "value1", "key2": }` | |
expected := []map[string]any{ | |
{"key1": "value1"}, | |
} | |
result, err := ParseJSON(input) | |
Expect(err).NotTo(HaveOccurred()) | |
Expect(result).To(Equal(expected)) | |
}) | |
}) | |
}) | |