readme: add NativeMind to community integrations (#11242)

This is causing segfaults, so disable it. Currently UUIDs are only
used for debugging purposes, although they planned to be used in
additional ways in the future.

Bug #11211

README.md

@@ -455,6 +455,7 @@ See the [API documentation](./docs/api.md) for all endpoints.
 - [GGUF-to-Ollama](https://github.com/jonathanhecl/gguf-to-ollama) - Importing GGUF to Ollama made easy (multiplatform)
 - [AWS-Strands-With-Ollama](https://github.com/rapidarchitect/ollama_strands) - AWS Strands Agents with Ollama Examples
 - [ollama-multirun](https://github.com/attogram/ollama-multirun) - A bash shell script to run a single prompt against any or all of your locally installed ollama models, saving the output and performance statistics as easily navigable web pages. ([Demo](https://attogram.github.io/ai_test_zone/))
+- [ollama-bash-toolshed](https://github.com/attogram/ollama-bash-toolshed) - Bash scripts to chat with tool using models. Add new tools to your shed with ease. Runs on Ollama.
 
 ### Apple Vision Pro
 
@@ -593,6 +594,7 @@ See the [API documentation](./docs/api.md) for all endpoints.
 - [mcp-llm](https://github.com/sammcj/mcp-llm) (MCP Server to allow LLMs to call other LLMs)
 - [SimpleOllamaUnity](https://github.com/HardCodeDev777/SimpleOllamaUnity) (Unity Engine extension for communicating with Ollama in a few lines of code. Also works at runtime)
 - [UnityCodeLama](https://github.com/HardCodeDev777/UnityCodeLama) (Unity Edtior tool to analyze scripts via Ollama)
+- [NativeMind](https://github.com/NativeMindBrowser/NativeMindExtension) (Private, on-device AI Assistant, no cloud dependencies)
 
 ### Supported backends
 

convert/convert_gemma3n.go

@@ -24,7 +24,6 @@ type gemma3nModel struct {
 		HiddenSize                uint32    `json:"hidden_size"`
 		HiddenSizePerLayerInput   uint32    `json:"hidden_size_per_layer_input"`
 		IntermediateSize          uint32    `json:"intermediate_size"`
-		LaurelRank                uint32    `json:"laurel_rank"`
 		MaxPositionEmbeddings     uint32    `json:"max_position_embeddings"`
 		NumAttentionHeads         uint32    `json:"num_attention_heads"`
 		NumHiddenLayers           uint32    `json:"num_hidden_layers"`
@@ -72,8 +71,6 @@ func (m *gemma3nModel) KV(t *Tokenizer) ggml.KV {
 	kv["gemma3n.embedding_length"] = m.TextModel.HiddenSize
 	kv["gemma3n.feed_forward_length"] = m.TextModel.IntermediateSize
 	kv["gemma3n.head_dim"] = m.TextModel.HeadDim
-	kv["gemma3n.laurel_rank"] = m.TextModel.LaurelRank
-	kv["gemma3n.num_kv_shared_layers"] = m.TextModel.NumKVSharedLayers
 	kv["gemma3n.rope.freq_base_local"] = m.TextModel.RopeLocalBaseFreq
 	kv["gemma3n.rope.freq_base"] = m.TextModel.RopeTheta
 	return kv

ml/backend/ggml/ggml.go

@@ -138,7 +138,10 @@ func New(modelPath string, params ml.BackendParams) (ml.Backend, error) {
 	requiredMemory.CPU.Name = C.GoString(C.ggml_backend_dev_name(cpuDeviceBufferType.d))
 	var props C.struct_ggml_backend_dev_props
 	C.ggml_backend_dev_get_props(cpuDeviceBufferType.d, &props)
-	requiredMemory.CPU.UUID = C.GoString(props.uuid)
+
+	// Bug #11211: Reporting of UUIDs is temporarily disabled due to causing segfaults
+	// This only affects debug information until the new memory management code is in place
+	// requiredMemory.CPU.UUID = C.GoString(props.uuid)
 	requiredMemory.CPU.Weights = make([]ml.Memory, blocks+1)
 	requiredMemory.CPU.Cache = make([]ml.Memory, blocks+1)
 
@@ -155,7 +158,7 @@ func New(modelPath string, params ml.BackendParams) (ml.Backend, error) {
 		requiredMemory.GPUs[i].Name = C.GoString(C.ggml_backend_dev_name(d))
 		var props C.struct_ggml_backend_dev_props
 		C.ggml_backend_dev_get_props(d, &props)
-		requiredMemory.GPUs[i].UUID = C.GoString(props.uuid)
+		// requiredMemory.GPUs[i].UUID = C.GoString(props.uuid)
 		requiredMemory.GPUs[i].Weights = make([]ml.Memory, blocks+1)
 		requiredMemory.GPUs[i].Cache = make([]ml.Memory, blocks+1)
 	}

model/models/gemma3n/model.go

@@ -39,7 +39,6 @@ func New(c fs.Config) (model.Model, error) {
 		),
 	}
 
-	// TODO: setup hybrid (local sliding window + global) cache
 	m.Cache = kvcache.NewWrapperCache(
 		kvcache.NewCausalCache(m.Shift),
 		kvcache.NewSWACache(int32(c.Uint("attention.sliding_window")), m.Shift),

server/quantization.go

@@ -231,6 +231,8 @@ func newType(t *fsggml.Tensor, kv fsggml.KV, qs *quantizeState, ftype fsggml.Fil
 	// do not quantize relative position bias (T5)
 	quantize = quantize && !strings.Contains(name, "attn_rel_b.weight")
 
+	quantize = quantize && !strings.Contains(name, "per_layer_token_embd.weight")
+
 	newType := fsggml.TensorType(t.Kind)
 	if quantize {
 		// get more optimal quantization type based on the tensor shape, layer, etc.

tools/tools.go

@@ -134,16 +134,16 @@ func (p *Parser) parseToolCall() *api.ToolCall {
 		return nil
 	}
 
-	// only look for arguments if the tool has parameters
+	// only look for arguments after the tool name if the tool has parameters
+	// TODO (jmorganca): while probably uncommon, this doesn't support
+	// parsing arguments before the tool name, which may be needed in the future
 	args := map[string]any{}
 	if len(tool.Function.Parameters.Properties) > 0 {
-		if args, i = p.findArguments(*tool); args == nil {
+		if args, i = findArguments(*tool, p.buffer[end:]); args == nil {
 			return nil
 		}
 
-		if i > end {
-			end = i
-		}
+		end += i
 	}
 
 	tc := &api.ToolCall{
@@ -160,14 +160,14 @@ func (p *Parser) parseToolCall() *api.ToolCall {
 }
 
 // findArguments returns the first object that appears to be
-// arguments for the provided tool, returning nil
-func (p *Parser) findArguments(tool api.Tool) (map[string]any, int) {
-	if len(p.buffer) == 0 {
-		return nil, 0
-	}
-
-	// no arguments to parse
-	if len(tool.Function.Parameters.Properties) == 0 {
+// arguments for the provided tool in the provided buffer,
+// returning nil if no arguments are found.
+// TODO (jmorganca): this does not support parsing omitted arguments
+// objects for functions that have all-optional parameters
+// e.g. `{"name": "get_conditions", "arguments": {}}` will work but
+// `{"name": "get_conditions"}` will not currently work
+func findArguments(tool api.Tool, buffer []byte) (map[string]any, int) {
+	if len(buffer) == 0 {
 		return nil, 0
 	}
 
@@ -177,7 +177,7 @@ func (p *Parser) findArguments(tool api.Tool) (map[string]any, int) {
 	var object []byte
 
 	// find any outer json object
-	for i, c := range p.buffer {
+	for i, c := range buffer {
 		if c == '{' {
 			braces++
 			if start == -1 {
@@ -190,7 +190,7 @@ func (p *Parser) findArguments(tool api.Tool) (map[string]any, int) {
 				braces--
 				if braces == 0 {
 					end = i + 1
-					object = p.buffer[start:end]
+					object = buffer[start:end]
 					break
 				}
 			}
@@ -202,8 +202,6 @@ func (p *Parser) findArguments(tool api.Tool) (map[string]any, int) {
 	}
 
 	var data map[string]any
-
-	// not valid json
 	if err := json.Unmarshal(object, &data); err != nil {
 		return nil, 0
 	}
@@ -212,15 +210,27 @@ func (p *Parser) findArguments(tool api.Tool) (map[string]any, int) {
 	find = func(obj any) map[string]any {
 		switch obj := obj.(type) {
 		case map[string]any:
-			found := true
+			valid := true
+			// check if all keys in the object exist in the tool's parameters
 			for key := range obj {
 				if _, exists := tool.Function.Parameters.Properties[key]; !exists {
-					found = false
+					valid = false
 					break
 				}
 			}
 
-			if found {
+			// check for required parameters
+			// TODO (jmorganca): this should error instead of silently failing
+			if valid {
+				for _, required := range tool.Function.Parameters.Required {
+					if _, exists := obj[required]; !exists {
+						valid = false
+						break
+					}
+				}
+			}
+
+			if valid {
 				return obj
 			}
 

tools/tools_test.go

@@ -52,7 +52,8 @@ func TestParser(t *testing.T) {
 						Enum        []any            `json:"enum,omitempty"`
 					} `json:"properties"`
 				}{
-					Type: "object",
+					Type:     "object",
+					Required: []string{"city"},
 					Properties: map[string]struct {
 						Type        api.PropertyType `json:"type"`
 						Items       any              `json:"items,omitempty"`
@@ -159,8 +160,23 @@ func TestParser(t *testing.T) {
 			calls:   nil,
 		},
 		{
-			name:    "missing args",
-			inputs:  []string{`<tool_call>{"name": "get_conditions"}</tool_call>`},
+			name:    "empty args",
+			inputs:  []string{`<tool_call>{"name": "get_conditions", "arguments": {}}</tool_call>`},
+			content: "",
+			tmpl:    qwen,
+			calls: []api.ToolCall{
+				{
+					Function: api.ToolCallFunction{
+						Index:     0,
+						Name:      "get_conditions",
+						Arguments: api.ToolCallFunctionArguments{},
+					},
+				},
+			},
+		},
+		{
+			name:    "missing required args",
+			inputs:  []string{`<tool_call>{"name": "get_temperature", "arguments": {}}</tool_call>`},
 			content: "",
 			tmpl:    qwen,
 			calls:   nil,
@@ -259,9 +275,9 @@ func TestParser(t *testing.T) {
 			},
 		},
 		{
-			name:    "qwen two tool calls one with no args",
-			inputs:  []string{`Let me check the weather. <tool_call>{"name": "say_hello"}</tool_call><tool_call>{"name": "get_conditions", "arguments": {"location": "Tokyo"}}`},
-			content: "Let me check the weather. ",
+			name:    "empty args followed by args",
+			inputs:  []string{`Let me say hello and check the weather. <tool_call>{"name": "say_hello", "arguments": {}}</tool_call><tool_call>{"name": "get_temperature", "arguments": {"city": "London", "format": "fahrenheit"}}</tool_call>`},
+			content: "Let me say hello and check the weather. ",
 			tmpl:    qwen,
 			calls: []api.ToolCall{
 				{
@@ -271,6 +287,31 @@ func TestParser(t *testing.T) {
 						Arguments: api.ToolCallFunctionArguments{},
 					},
 				},
+				{
+					Function: api.ToolCallFunction{
+						Index: 1,
+						Name:  "get_temperature",
+						Arguments: api.ToolCallFunctionArguments{
+							"city":   "London",
+							"format": "fahrenheit",
+						},
+					},
+				},
+			},
+		},
+		{
+			name:    "qwen empty followed by args",
+			inputs:  []string{`Let me check the weather. <tool_call>{"name": "get_conditions", "arguments": {}}</tool_call><tool_call>{"name": "get_conditions", "arguments": {"location": "Tokyo"}}`},
+			content: "Let me check the weather. ",
+			tmpl:    qwen,
+			calls: []api.ToolCall{
+				{
+					Function: api.ToolCallFunction{
+						Index:     0,
+						Name:      "get_conditions",
+						Arguments: api.ToolCallFunctionArguments{},
+					},
+				},
 				{
 					Function: api.ToolCallFunction{
 						Index: 1,
@@ -1035,16 +1076,19 @@ func TestFindArguments(t *testing.T) {
 			},
 			tool: tool,
 		},
+		{
+			name:   "deepseek",
+			buffer: []byte(`", "arguments": {"location": "Tokyo"}}</tool_call>`),
+			want: map[string]any{
+				"location": "Tokyo",
+			},
+			tool: tool,
+		},
 	}
 
 	for _, tt := range tests {
-		parser := &Parser{
-			buffer: tt.buffer,
-			tools:  []api.Tool{tool, tool2},
-		}
-
 		t.Run(tt.name, func(t *testing.T) {
-			got, _ := parser.findArguments(tool)
+			got, _ := findArguments(tt.tool, tt.buffer)
 
 			if diff := cmp.Diff(got, tt.want); diff != "" {
 				t.Errorf("scanArguments() args mismatch (-got +want):\n%s", diff)