diff --git a/.vscode/settings.json b/.vscode/settings.json
new file mode 100644
index 0000000..a490b61
--- /dev/null
+++ b/.vscode/settings.json
@@ -0,0 +1,5 @@
+{
+    "githubPullRequests.ignoredPullRequestBranches": [
+        "main"
+    ]
+}
\ No newline at end of file
diff --git a/cmd/diagnostic/PyTorch.go b/cmd/diagnostic/PyTorch.go
new file mode 100644
index 0000000..b478ba5
--- /dev/null
+++ b/cmd/diagnostic/PyTorch.go
@@ -0,0 +1,191 @@
+package diagnostic
+
+import (
+	"bytes"
+	"encoding/json"
+	"fmt"
+	"io/ioutil"
+	"net/http"
+	"os/exec"
+	"regexp"
+	"strconv"
+	"strings"
+
+	"github.com/spf13/cobra"
+)
+
+type PodQueryData struct {
+	Query     string            `json:"query"`
+	Variables map[string]string `json:"variables"`
+}
+
+type PodQueryResponse struct {
+	Data struct {
+		Pod struct {
+			MachineID string `json:"machineId"`
+		} `json:"pod"`
+	} `json:"data"`
+}
+
+func getPodMachineID(podID, apiKey string) string {
+	url := fmt.Sprintf("https://api.runpod.io/graphql?api_key=%s", apiKey)
+	headers := map[string]string{
+		"Content-Type": "application/json",
+	}
+	query := `
+        query Pod($podId: String!) {
+          pod(input: { podId: $podId }) {
+            machineId
+          }
+        }
+    `
+	data := PodQueryData{
+		Query:     query,
+		Variables: map[string]string{"podId": podID},
+	}
+	jsonData, err := json.Marshal(data)
+	if err != nil {
+		fmt.Printf("Error marshalling JSON: %v\n", err)
+		return ""
+	}
+
+	req, err := http.NewRequest("POST", url, bytes.NewBuffer(jsonData))
+	if err != nil {
+		fmt.Printf("Error creating request: %v\n", err)
+		return ""
+	}
+	for k, v := range headers {
+		req.Header.Set(k, v)
+	}
+
+	client := &http.Client{}
+	resp, err := client.Do(req)
+	if err != nil {
+		fmt.Printf("Failed to fetch machineId: %v\n", err)
+		return ""
+	}
+	defer resp.Body.Close()
+
+	var result PodQueryResponse
+	if err := json.NewDecoder(resp.Body).Decode(&result); err != nil {
+		fmt.Printf("Error decoding response: %v\n", err)
+		return ""
+	}
+	return result.Data.Pod.MachineID
+}
+
+func collectEnvInfo() map[string]string {
+	fmt.Println("Collecting environment information...")
+	envInfo := map[string]string{
+		"RUNPOD_POD_ID":              os.Getenv("RUNPOD_POD_ID"),
+		"Template CUDA_VERSION":      os.Getenv("CUDA_VERSION"),
+		"NVIDIA_DRIVER_CAPABILITIES": os.Getenv("NVIDIA_DRIVER_CAPABILITIES"),
+		"NVIDIA_VISIBLE_DEVICES":     os.Getenv("NVIDIA_VISIBLE_DEVICES"),
+		"NVIDIA_PRODUCT_NAME":        os.Getenv("NVIDIA_PRODUCT_NAME"),
+		"RUNPOD_GPU_COUNT":           os.Getenv("RUNPOD_GPU_COUNT"),
+		"machineId":                  getPodMachineID(os.Getenv("RUNPOD_POD_ID"), os.Getenv("RUNPOD_API_KEY")),
+	}
+	for k, v := range envInfo {
+		if v == "" {
+			envInfo[k] = "Not Available"
+		}
+	}
+	return envInfo
+}
+
+func parseNvidiaSMIOutput(output string) map[string]string {
+	cudaVersionRegex := regexp.MustCompile(`CUDA Version: (\d+\.\d+)`)
+	driverVersionRegex := regexp.MustCompile(`Driver Version: (\d+\.\d+\.\d+)`)
+	gpuNameRegex := regexp.MustCompile(`\|\s+\d+\s+([^\|]+?)\s+On\s+\|`)
+
+	cudaVersion := cudaVersionRegex.FindStringSubmatch(output)
+	driverVersion := driverVersionRegex.FindStringSubmatch(output)
+	gpuName := gpuNameRegex.FindStringSubmatch(output)
+
+	info := map[string]string{
+		"CUDA Version":   "Not Available",
+		"Driver Version": "Not Available",
+		"GPU Name":       "Not Available",
+	}
+
+	if len(cudaVersion) > 1 {
+		info["CUDA Version"] = cudaVersion[1]
+	}
+	if len(driverVersion) > 1 {
+		info["Driver Version"] = driverVersion[1]
+	}
+	if len(gpuName) > 1 {
+		info["GPU Name"] = strings.TrimSpace(gpuName[1])
+	}
+
+	return info
+}
+
+func getNvidiaSMIInfo() map[string]string {
+	cmd := exec.Command("nvidia-smi")
+	output, err := cmd.Output()
+	if err != nil {
+		return map[string]string{"Error": fmt.Sprintf("Failed to fetch nvidia-smi info: %v", err)}
+	}
+	return parseNvidiaSMIOutput(string(output))
+}
+
+func getSystemInfo() map[string]interface{} {
+	systemInfo := map[string]interface{}{
+		"Environment Info":  collectEnvInfo(),
+		"Host Machine Info": getNvidiaSMIInfo(),
+	}
+	return systemInfo
+}
+
+func runCUDATest() map[string]string {
+	fmt.Println("Performing CUDA operation tests on all available GPUs...")
+	gpuCount := 0
+	if count, err := strconv.Atoi(os.Getenv("RUNPOD_GPU_COUNT")); err == nil {
+		gpuCount = count
+	}
+	results := make(map[string]string)
+
+	if gpuCount == 0 {
+		return map[string]string{"Error": "No GPUs found."}
+	}
+
+	for gpuID := 0; gpuID < gpuCount; gpuID++ {
+		cmd := exec.Command("python", "-c", fmt.Sprintf(`
+import torch
+device = torch.device('cuda:%d')
+torch.cuda.set_device(device)
+x = torch.rand(10, 10, device=device)
+y = torch.rand(10, 10, device=device)
+z = x + y
+print("Success: CUDA is working correctly.")
+        `, gpuID))
+		output, err := cmd.CombinedOutput()
+		if err != nil {
+			results[fmt.Sprintf("GPU %d", gpuID)] = fmt.Sprintf("Error: %v", err)
+		} else {
+			results[fmt.Sprintf("GPU %d", gpuID)] = strings.TrimSpace(string(output))
+		}
+	}
+
+	return results
+}
+
+func saveInfoToFile(info map[string]interface{}, filename string) {
+	jsonData, _ := json.MarshalIndent(info, "", "    ")
+	ioutil.WriteFile(filename, jsonData, 0644)
+	fmt.Printf("Diagnostics information saved to %s. Please share this file with RunPod Tech Support for further assistance.\n", filename)
+}
+
+// Cobra command
+var GpuDiagnosticsCmd = &cobra.Command{
+	Use:   "PyTorch",
+	Short: "Run PyTorch CUDA test",
+	Long:  `This command performs a series of diagnostics tests on the GPUs available in your system for RunPod.`,
+	Run: func(cmd *cobra.Command, args []string) {
+		fmt.Println("RunPod GPU Diagnostics Tool")
+		systemInfo := getSystemInfo()
+		systemInfo["CUDA Test Result"] = runCUDATest()
+		saveInfoToFile(systemInfo, "/workspace/gpu_diagnostics.json")
+	},
+}
\ No newline at end of file
diff --git a/cmd/gpu_test.go b/cmd/gpu_test.go
new file mode 100644
index 0000000..9411794
--- /dev/null
+++ b/cmd/gpu_test.go
@@ -0,0 +1,17 @@
+package cmd
+
+import (
+	"cmd/diagnostic"
+
+	"github.com/spf13/cobra"
+)
+
+var gpuTestCmd = &cobra.Command{
+	Use:   "gpu-test",
+	Short: "GPU test commands",
+	Long:  "Commands for testing GPU functionality",
+}
+
+func init() {
+	gpuTestCmd.AddCommand(diagnostic.GpuDiagnosticsCmd)
+}
\ No newline at end of file
diff --git a/cmd/root.go b/cmd/root.go
index 904bbcf..07f4a8f 100644
--- a/cmd/root.go
+++ b/cmd/root.go
@@ -45,6 +45,9 @@ func registerCommands() {
 	rootCmd.AddCommand(updateCmd)
 	rootCmd.AddCommand(sshCmd)
 
+    //Diagnostic tools
+	rootCmd.AddCommand(gpuTestCmd)
+
 	// Remote File Execution
 	rootCmd.AddCommand(execCmd)