diff --git a/src/c/ebpf_collector/ebpf_collector.bpf.c b/src/c/ebpf_collector/ebpf_collector.bpf.c
index 6640f9a223ac1306373017312c12b0f04c81fc64..f6c0d58d2e5da50d423546a8651493493bb00d70 100644
--- a/src/c/ebpf_collector/ebpf_collector.bpf.c
+++ b/src/c/ebpf_collector/ebpf_collector.bpf.c
@@ -590,361 +590,4 @@ int kprobe_bio_endio(struct pt_regs *regs)
     return 0; 
 }
 
-// start get_tag 
-SEC("kprobe/blk_mq_get_tag") 
-int kprobe_blk_mq_get_tag(struct pt_regs *regs) 
-{
-    u64 tagkey = bpf_get_current_task();
-    u64 value = (u64)PT_REGS_PARM1(regs);
-    (void)bpf_map_update_elem(&tag_args, &tagkey, &value, BPF_ANY);
-
-    struct blk_mq_alloc_data *bd;
-    struct request_queue *q;
-    struct backing_dev_info *backing_dev_info;
-    struct device *owner;
-    dev_t devt;
-    unsigned int cmd_flags = 0;
-
-    bd = (struct blk_mq_alloc_data *)value;
-    bpf_core_read(&q, sizeof(q), &bd->q);
-    bpf_core_read(&backing_dev_info, sizeof(backing_dev_info), &q->backing_dev_info);
-    bpf_core_read(&owner, sizeof(owner), &backing_dev_info->owner);
-    bpf_core_read(&devt, sizeof(devt), &owner->devt);
-    int major = MAJOR(devt);
-    int first_minor = MINOR(devt);
-
-    if (major == 0) {
-        log_event(STAGE_GET_TAG, PERIOD_START, ERROR_MAJOR_ZERO);
-        return 0;
-    }
-
-    u32 key = find_matching_key_get_tag(major, first_minor);
-    if (key >= MAP_SIZE) {
-        return 0;
-    }
-
-    struct io_counter *counterp, zero = {}; 
-    init_io_counter(&zero, major, first_minor);
-    counterp = bpf_map_lookup_elem(&tag_map, &tagkey);
-    if (counterp) {
-        return 0;
-    }
-    long err = bpf_map_update_elem(&tag_map, &tagkey, &zero, BPF_NOEXIST); 
-    if (err) {
-        log_event(STAGE_GET_TAG, PERIOD_START, ERROR_UPDATE_FAIL);
-        return 0;
-    }
-
-    u64 curr_start_range = zero.start_time / THRESHOLD;
-
-    struct update_params params = {
-        .major = major,
-        .first_minor = first_minor,
-        .cmd_flags = cmd_flags,
-        .curr_start_range = curr_start_range,
-    };
-
-    struct stage_data *curr_data; 
-    curr_data = bpf_map_lookup_elem(&tag_res, &key);
-    if (!curr_data) { 
-        struct stage_data new_data = {
-            .start_count = 1,
-            .finish_count = 0,
-            .finish_over_time = 0,
-            .duration = 0,
-            .major = major,
-            .first_minor = first_minor,
-            .io_type = "",
-        };
-        blk_fill_rwbs(new_data.io_type, cmd_flags);
-        bpf_map_update_elem(&tag_res, &key, &new_data, 0);
-    } else { 
-        update_curr_data_in_start(curr_data, &params);
-    }
-
-    struct time_range_io_count *curr_data_time_range;
-    curr_data_time_range = bpf_map_lookup_elem(&tag_res_2, &curr_start_range);
-    if (curr_data_time_range == NULL) {
-        struct time_range_io_count new_data = { .count = {0} };
-        bpf_map_update_elem(&tag_res_2, &curr_start_range, &new_data, 0); 
-    } else {
-        if (key < MAP_SIZE && key >= 0) {
-            __sync_fetch_and_add(&curr_data_time_range->count[key], 1);
-        }
-    }
-    return 0; 
-}
-
-// finish get_tag 
-SEC("kretprobe/blk_mq_get_tag") 
-int kretprobe_blk_mq_get_tag(struct pt_regs *regs) 
-{
-    u64 tagkey = bpf_get_current_task();
-    u64 *tagargs = (u64 *)bpf_map_lookup_elem(&tag_args, &tagkey);
-    if (tagargs == NULL) {
-        bpf_map_delete_elem(&tag_args, &tagkey);
-        return 0;
-    }
-
-    struct blk_mq_alloc_data *bd;
-    struct request_queue *q;
-    struct backing_dev_info *backing_dev_info;
-    struct device *owner;
-    dev_t devt;
-    unsigned int cmd_flags = 0;
-
-    bd = (struct blk_mq_alloc_data *)*tagargs;
-    bpf_core_read(&q, sizeof(q), &bd->q);
-    bpf_core_read(&backing_dev_info, sizeof(backing_dev_info), &q->backing_dev_info);
-    bpf_core_read(&owner, sizeof(owner), &backing_dev_info->owner);
-    bpf_core_read(&devt, sizeof(devt), &owner->devt);
-    int major = MAJOR(devt);
-    int first_minor = MINOR(devt);
-
-    if (major == 0) {
-        log_event(STAGE_GET_TAG, PERIOD_END, ERROR_MAJOR_ZERO);
-        return 0;
-    }
-
-    u32 key = find_matching_key_get_tag(major, first_minor);
-    if (key >= MAP_SIZE) {
-        return 0;
-    }
-
-    struct io_counter *counterp = bpf_map_lookup_elem(&tag_map, &tagkey);
-    if (!counterp) {
-        return 0;
-    }
-
-    u64 duration = bpf_ktime_get_ns() - counterp->start_time; 
-    u64 curr_start_range = counterp->start_time / THRESHOLD;
-
-    struct update_params params = {
-        .major = major,
-        .first_minor = first_minor,
-        .cmd_flags = cmd_flags,
-        .curr_start_range = curr_start_range,
-    };
-
-    struct stage_data *curr_data; 
-    curr_data = bpf_map_lookup_elem(&tag_res, &key); 
-    if (curr_data == NULL && duration > DURATION_THRESHOLD) { 
-        struct stage_data new_data = {
-            .start_count = 1,
-            .finish_count = 1,
-            .finish_over_time = 1,
-            .duration = 0,
-            .major = major,
-            .first_minor = first_minor,
-            .io_type = "",
-        };
-        blk_fill_rwbs(new_data.io_type, cmd_flags);
-        bpf_map_update_elem(&tag_res, &key, &new_data, 0); 
-    } else if (curr_data == NULL) { 
-        struct stage_data new_data = {
-            .start_count = 1,
-            .finish_count = 1,
-            .finish_over_time = 0,
-            .duration = 0,
-            .major = major,
-            .first_minor = first_minor,
-            .io_type = "",
-        };
-        blk_fill_rwbs(new_data.io_type, cmd_flags);
-        bpf_map_update_elem(&tag_res, &key, &new_data, 0); 
-    } else {
-        curr_data->duration += duration; 
-        update_curr_data_in_finish(curr_data, &params, duration);
-    }
-
-    struct time_range_io_count *curr_data_time_range;
-    curr_data_time_range = bpf_map_lookup_elem(&tag_res_2, &curr_start_range);
-    if (curr_data_time_range == NULL) { 
-        struct time_range_io_count new_data = { .count = {0} };
-        bpf_map_update_elem(&tag_res_2, &curr_start_range, &new_data, 0);
-    } else {
-        if (key < MAP_SIZE && curr_data_time_range->count[key] > 0) {
-            __sync_fetch_and_add(&curr_data_time_range->count[key], -1);
-        }
-    }
-
-    bpf_map_delete_elem(&tag_map, &tagkey); 
-    bpf_map_delete_elem(&tag_args, &tagkey);
-    return 0; 
-}
-
-// start wbt
-SEC("kprobe/wbt_wait") 
-int kprobe_wbt_wait(struct pt_regs *regs) 
-{
-    u64 wbtkey = bpf_get_current_task();
-    u64 value = (u64)PT_REGS_PARM2(regs);
-    (void)bpf_map_update_elem(&wbt_args, &wbtkey, &value, BPF_ANY);
-    
-    struct bio *bio;
-    struct gendisk *curr_rq_disk;
-    int major, first_minor;
-    unsigned int cmd_flags;
-
-    bio = (struct bio *)value;
-    bpf_core_read(&curr_rq_disk, sizeof(curr_rq_disk), &bio->bi_disk);
-    bpf_core_read(&major, sizeof(major), &curr_rq_disk->major);
-    bpf_core_read(&first_minor, sizeof(first_minor), &curr_rq_disk->first_minor);
-    bpf_core_read(&cmd_flags, sizeof(cmd_flags), &bio->bi_opf);
-
-    if (major == 0) {
-        log_event(STAGE_WBT, PERIOD_START, ERROR_MAJOR_ZERO);
-        return 0;
-    }
-
-    u32 key = find_matching_key_wbt(major, first_minor);
-    if (key >= MAP_SIZE) {
-        return 0;
-    }
-
-    struct io_counter *counterp, zero = {}; 
-    init_io_counter(&zero, major, first_minor);
-    counterp = bpf_map_lookup_elem(&wbt_map, &wbtkey);
-    if (counterp) {
-        return 0;
-    }
-    long err = bpf_map_update_elem(&wbt_map, &wbtkey, &zero, BPF_NOEXIST); 
-    if (err) {
-        log_event(STAGE_WBT, PERIOD_START, ERROR_UPDATE_FAIL);
-        return 0;
-    }
-
-    u64 curr_start_range = zero.start_time / THRESHOLD;
-
-    struct update_params params = {
-        .major = major,
-        .first_minor = first_minor,
-        .cmd_flags = cmd_flags,
-        .curr_start_range = curr_start_range,
-    }; 
-
-    struct stage_data *curr_data; 
-    curr_data = bpf_map_lookup_elem(&wbt_res, &key);
-    if (!curr_data) { 
-        struct stage_data new_data = {
-            .start_count = 1,
-            .finish_count = 0,
-            .finish_over_time = 0,
-            .duration = 0,
-            .major = major,
-            .first_minor = first_minor,
-            .io_type = "",
-        };
-        blk_fill_rwbs(new_data.io_type, cmd_flags);
-        bpf_map_update_elem(&wbt_res, &key, &new_data, 0);
-    } else {
-        update_curr_data_in_start(curr_data, &params);
-    }
-
-    struct time_range_io_count *curr_data_time_range;
-    curr_data_time_range = bpf_map_lookup_elem(&wbt_res_2, &curr_start_range);
-    if (curr_data_time_range == NULL) {
-        struct time_range_io_count new_data = { .count = {0} };
-        bpf_map_update_elem(&wbt_res_2, &curr_start_range, &new_data, 0); 
-    } else {
-        if (key < MAP_SIZE && key >= 0) {
-            __sync_fetch_and_add(&curr_data_time_range->count[key], 1);
-        }
-    }
-    return 0; 
-}
-
-// finish wbt
-SEC("kretprobe/wbt_wait") 
-int kretprobe_wbt_wait(struct pt_regs *regs) 
-{
-    u64 wbtkey = bpf_get_current_task();
-    u64 *wbtargs = (u64 *)bpf_map_lookup_elem(&wbt_args, &wbtkey);
-    if (wbtargs == NULL) {
-        bpf_map_delete_elem(&wbt_args, &wbtkey);
-        return 0;
-    }
-    
-    struct bio *bio;
-    struct gendisk *curr_rq_disk;
-    int major, first_minor;
-    unsigned int cmd_flags;
-
-    bio = (struct bio *)(*wbtargs);
-    bpf_core_read(&curr_rq_disk, sizeof(curr_rq_disk), &bio->bi_disk);
-    bpf_core_read(&major, sizeof(major), &curr_rq_disk->major);
-    bpf_core_read(&first_minor, sizeof(first_minor), &curr_rq_disk->first_minor);
-    bpf_core_read(&cmd_flags, sizeof(cmd_flags), &bio->bi_opf);
-
-    if (major == 0) {
-        log_event(STAGE_WBT, PERIOD_END, ERROR_MAJOR_ZERO);
-        return 0;
-    }
-
-    u32 key = find_matching_key_wbt(major, first_minor);
-    if (key >= MAP_SIZE) {
-        return 0;
-    }
-
-    struct io_counter *counterp = bpf_map_lookup_elem(&wbt_map, &wbtkey); 
-    if (!counterp) {
-        return 0;
-    }
-
-    u64 duration = bpf_ktime_get_ns() - counterp->start_time; 
-    u64 curr_start_range = counterp->start_time / THRESHOLD;
-
-    struct update_params params = {
-        .major = major,
-        .first_minor = first_minor,
-        .cmd_flags = cmd_flags,
-        .curr_start_range = curr_start_range,
-    }; 
-
-    struct stage_data *curr_data; 
-    curr_data = bpf_map_lookup_elem(&wbt_res, &key);
-    if (curr_data == NULL && duration > DURATION_THRESHOLD) { 
-       struct stage_data new_data = {
-            .start_count = 1,
-            .finish_count = 1,
-            .finish_over_time = 1,
-            .duration = 0,
-            .major = major,
-            .first_minor = first_minor,
-            .io_type = "",
-        };
-        blk_fill_rwbs(new_data.io_type, cmd_flags);
-        bpf_map_update_elem(&wbt_res, &key, &new_data, 0); 
-    } else if (curr_data == NULL) { 
-        struct stage_data new_data = {
-            .start_count = 1,
-            .finish_count = 1,
-            .finish_over_time = 0,
-            .duration = 0,
-            .io_type = "",
-            .major = major,
-            .first_minor = first_minor,
-        };
-        blk_fill_rwbs(new_data.io_type, cmd_flags);
-        bpf_map_update_elem(&wbt_res, &key, &new_data, 0); 
-    } else {
-        curr_data->duration += duration; 
-        update_curr_data_in_finish(curr_data, &params, duration);
-    }
-
-    struct time_range_io_count *curr_data_time_range;
-    curr_data_time_range = bpf_map_lookup_elem(&wbt_res_2, &curr_start_range);
-    if (curr_data_time_range == NULL) { 
-        struct time_range_io_count new_data = { .count = {0} };
-        bpf_map_update_elem(&wbt_res_2, &curr_start_range, &new_data, 0);
-    } else {
-        if (key < MAP_SIZE && curr_data_time_range->count[key] > 0) {
-            __sync_fetch_and_add(&curr_data_time_range->count[key], -1);
-        }
-    }
-    bpf_map_delete_elem(&wbt_map, &wbtkey);
-    bpf_map_delete_elem(&wbt_args, &wbtkey);
-    return 0; 
-}
-
 char _license[] SEC("license") = "GPL";
diff --git a/src/python/sentryPlugins/ai_block_io/detector.py b/src/python/sentryPlugins/ai_block_io/detector.py
index 27fb7f7d9a3afeabd627203ab3ad3f577adafd15..2688cb1867fb8e4e7ee56babde92c5894e674b82 100644
--- a/src/python/sentryPlugins/ai_block_io/detector.py
+++ b/src/python/sentryPlugins/ai_block_io/detector.py
@@ -55,11 +55,12 @@ class Detector:
         detection_result = self._slidingWindow.is_slow_io_event(metric_value)
         # 检测到慢周期，由Detector负责打印info级别日志
         if detection_result[0][1]:
+            ai_threshold = "None" if detection_result[2] is None else round(detection_result[2], 3)
             logging.info(f'[abnormal_period]: disk: {self._metric_name.disk_name}, '
                          f'stage: {self._metric_name.stage_name}, '
                          f'iotype: {self._metric_name.io_access_type_name}, '
                          f'type: {self._metric_name.metric_name}, '
-                         f'ai_threshold: {round(detection_result[2], 3)}, '
+                         f'ai_threshold: {ai_threshold}, '
                          f'curr_val: {metric_value}')
         else:
             logging.debug(f'Detection result: {str(detection_result)}')