diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp16-opt-gpt-3-xl-inf.json b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp16-opt-gpt-3-xl-inf.json
deleted file mode 100644
index af98121e6d..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp16-opt-gpt-3-xl-inf.json
+++ /dev/null
@@ -1,13 +0,0 @@
-// Copyright 2023 ETH Zurich and University of Bologna.
-// Licensed under the Apache License, Version 2.0, see LICENSE for details.
-// SPDX-License-Identifier: Apache-2.0
-
-{
-    L: 1,
-    S: 64,
-    d: 128,
-    B_r: 1,
-    B_c: 32,
-    dtype: "FP16",
-    baseline: false
-}
\ No newline at end of file
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp16-opt-gpt-3-xl.json b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp16-opt-gpt-3-xl.json
deleted file mode 100644
index 06bfb14b7c..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp16-opt-gpt-3-xl.json
+++ /dev/null
@@ -1,13 +0,0 @@
-// Copyright 2023 ETH Zurich and University of Bologna.
-// Licensed under the Apache License, Version 2.0, see LICENSE for details.
-// SPDX-License-Identifier: Apache-2.0
-
-{
-    L: 64,
-    S: 64,
-    d: 128,
-    B_r: 32,
-    B_c: 32,
-    dtype: "FP16",
-    baseline: false
-}
\ No newline at end of file
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp16-opt-gpt-j-inf.json b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp16-opt-gpt-j-inf.json
deleted file mode 100644
index 799039db53..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp16-opt-gpt-j-inf.json
+++ /dev/null
@@ -1,13 +0,0 @@
-// Copyright 2023 ETH Zurich and University of Bologna.
-// Licensed under the Apache License, Version 2.0, see LICENSE for details.
-// SPDX-License-Identifier: Apache-2.0
-
-{
-    L: 1,
-    S: 32,
-    d: 256,
-    B_r: 1,
-    B_c: 16,
-    dtype: "FP16",
-    baseline: false
-}
\ No newline at end of file
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp16-opt-gpt-j.json b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp16-opt-gpt-j.json
deleted file mode 100644
index d32af344e9..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp16-opt-gpt-j.json
+++ /dev/null
@@ -1,13 +0,0 @@
-// Copyright 2023 ETH Zurich and University of Bologna.
-// Licensed under the Apache License, Version 2.0, see LICENSE for details.
-// SPDX-License-Identifier: Apache-2.0
-
-{
-    L: 32,
-    S: 32,
-    d: 256,
-    B_r: 16,
-    B_c: 16,
-    dtype: "FP16",
-    baseline: false
-}
\ No newline at end of file
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp16-opt-vit-base.json b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp16-opt-vit-base.json
deleted file mode 100644
index fdcba7d512..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp16-opt-vit-base.json
+++ /dev/null
@@ -1,13 +0,0 @@
-// Copyright 2023 ETH Zurich and University of Bologna.
-// Licensed under the Apache License, Version 2.0, see LICENSE for details.
-// SPDX-License-Identifier: Apache-2.0
-
-{
-    L: 32,
-    S: 128,
-    d: 64,
-    B_r: 16,
-    B_c: 64,
-    dtype: "FP16",
-    baseline: false
-}
\ No newline at end of file
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp16-opt-vit-huge.json b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp16-opt-vit-huge.json
deleted file mode 100644
index ebdd40d7b7..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp16-opt-vit-huge.json
+++ /dev/null
@@ -1,13 +0,0 @@
-// Copyright 2023 ETH Zurich and University of Bologna.
-// Licensed under the Apache License, Version 2.0, see LICENSE for details.
-// SPDX-License-Identifier: Apache-2.0
-
-{
-    L: 32,
-    S: 128,
-    d: 80,
-    B_r: 16,
-    B_c: 64,
-    dtype: "FP16",
-    baseline: false
-}
\ No newline at end of file
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp32-opt-gpt-3-xl-inf.json b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp32-opt-gpt-3-xl-inf.json
deleted file mode 100644
index f8f3170ccd..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp32-opt-gpt-3-xl-inf.json
+++ /dev/null
@@ -1,13 +0,0 @@
-// Copyright 2023 ETH Zurich and University of Bologna.
-// Licensed under the Apache License, Version 2.0, see LICENSE for details.
-// SPDX-License-Identifier: Apache-2.0
-
-{
-    L: 1,
-    S: 64,
-    d: 128,
-    B_r: 1,
-    B_c: 32,
-    dtype: "FP32",
-    baseline: false
-}
\ No newline at end of file
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp32-opt-gpt-3-xl.json b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp32-opt-gpt-3-xl.json
deleted file mode 100644
index 61913a829e..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp32-opt-gpt-3-xl.json
+++ /dev/null
@@ -1,13 +0,0 @@
-// Copyright 2023 ETH Zurich and University of Bologna.
-// Licensed under the Apache License, Version 2.0, see LICENSE for details.
-// SPDX-License-Identifier: Apache-2.0
-
-{
-    L: 64,
-    S: 64,
-    d: 128,
-    B_r: 32,
-    B_c: 32,
-    dtype: "FP32",
-    baseline: false
-}
\ No newline at end of file
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp32-opt-gpt-j-inf.json b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp32-opt-gpt-j-inf.json
deleted file mode 100644
index 60785ba836..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp32-opt-gpt-j-inf.json
+++ /dev/null
@@ -1,13 +0,0 @@
-// Copyright 2023 ETH Zurich and University of Bologna.
-// Licensed under the Apache License, Version 2.0, see LICENSE for details.
-// SPDX-License-Identifier: Apache-2.0
-
-{
-    L: 1,
-    S: 32,
-    d: 256,
-    B_r: 1,
-    B_c: 16,
-    dtype: "FP32",
-    baseline: false
-}
\ No newline at end of file
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp32-opt-gpt-j.json b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp32-opt-gpt-j.json
deleted file mode 100644
index 59a4a53b4b..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp32-opt-gpt-j.json
+++ /dev/null
@@ -1,13 +0,0 @@
-// Copyright 2023 ETH Zurich and University of Bologna.
-// Licensed under the Apache License, Version 2.0, see LICENSE for details.
-// SPDX-License-Identifier: Apache-2.0
-
-{
-    L: 32,
-    S: 32,
-    d: 256,
-    B_r: 16,
-    B_c: 16,
-    dtype: "FP32",
-    baseline: false
-}
\ No newline at end of file
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp32-opt-vit-base.json b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp32-opt-vit-base.json
deleted file mode 100644
index fc7e4aa4f3..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp32-opt-vit-base.json
+++ /dev/null
@@ -1,13 +0,0 @@
-// Copyright 2023 ETH Zurich and University of Bologna.
-// Licensed under the Apache License, Version 2.0, see LICENSE for details.
-// SPDX-License-Identifier: Apache-2.0
-
-{
-    L: 32,
-    S: 128,
-    d: 64,
-    B_r: 16,
-    B_c: 64,
-    dtype: "FP32",
-    baseline: false
-}
\ No newline at end of file
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp32-opt-vit-huge.json b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp32-opt-vit-huge.json
deleted file mode 100644
index 34f7162179..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp32-opt-vit-huge.json
+++ /dev/null
@@ -1,13 +0,0 @@
-// Copyright 2023 ETH Zurich and University of Bologna.
-// Licensed under the Apache License, Version 2.0, see LICENSE for details.
-// SPDX-License-Identifier: Apache-2.0
-
-{
-    L: 32,
-    S: 128,
-    d: 80,
-    B_r: 16,
-    B_c: 64,
-    dtype: "FP32",
-    baseline: false
-}
\ No newline at end of file
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp8-opt-gpt-3-xl-inf.json b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp8-opt-gpt-3-xl-inf.json
deleted file mode 100644
index 32f273a8ce..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp8-opt-gpt-3-xl-inf.json
+++ /dev/null
@@ -1,13 +0,0 @@
-// Copyright 2023 ETH Zurich and University of Bologna.
-// Licensed under the Apache License, Version 2.0, see LICENSE for details.
-// SPDX-License-Identifier: Apache-2.0
-
-{
-    L: 1,
-    S: 64,
-    d: 128,
-    B_r: 1,
-    B_c: 32,
-    dtype: "FP8",
-    baseline: false
-}
\ No newline at end of file
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp8-opt-gpt-3-xl.json b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp8-opt-gpt-3-xl.json
deleted file mode 100644
index 874a4900a0..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp8-opt-gpt-3-xl.json
+++ /dev/null
@@ -1,13 +0,0 @@
-// Copyright 2023 ETH Zurich and University of Bologna.
-// Licensed under the Apache License, Version 2.0, see LICENSE for details.
-// SPDX-License-Identifier: Apache-2.0
-
-{
-    L: 64,
-    S: 64,
-    d: 128,
-    B_r: 32,
-    B_c: 32,
-    dtype: "FP8",
-    baseline: false
-}
\ No newline at end of file
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp8-opt-gpt-j-inf.json b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp8-opt-gpt-j-inf.json
deleted file mode 100644
index 45c619f508..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp8-opt-gpt-j-inf.json
+++ /dev/null
@@ -1,13 +0,0 @@
-// Copyright 2023 ETH Zurich and University of Bologna.
-// Licensed under the Apache License, Version 2.0, see LICENSE for details.
-// SPDX-License-Identifier: Apache-2.0
-
-{
-    L: 1,
-    S: 32,
-    d: 256,
-    B_r: 1,
-    B_c: 16,
-    dtype: "FP8",
-    baseline: false
-}
\ No newline at end of file
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp8-opt-gpt-j.json b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp8-opt-gpt-j.json
deleted file mode 100644
index 591898d08f..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp8-opt-gpt-j.json
+++ /dev/null
@@ -1,13 +0,0 @@
-// Copyright 2023 ETH Zurich and University of Bologna.
-// Licensed under the Apache License, Version 2.0, see LICENSE for details.
-// SPDX-License-Identifier: Apache-2.0
-
-{
-    L: 32,
-    S: 32,
-    d: 256,
-    B_r: 16,
-    B_c: 16,
-    dtype: "FP8",
-    baseline: false
-}
\ No newline at end of file
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp8-opt-vit-base.json b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp8-opt-vit-base.json
deleted file mode 100644
index 95a2088b85..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp8-opt-vit-base.json
+++ /dev/null
@@ -1,13 +0,0 @@
-// Copyright 2023 ETH Zurich and University of Bologna.
-// Licensed under the Apache License, Version 2.0, see LICENSE for details.
-// SPDX-License-Identifier: Apache-2.0
-
-{
-    L: 32,
-    S: 128,
-    d: 64,
-    B_r: 16,
-    B_c: 64,
-    dtype: "FP8",
-    baseline: false
-}
\ No newline at end of file
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp8-opt-vit-huge.json b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp8-opt-vit-huge.json
deleted file mode 100644
index 027a2489fb..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/cfg/fp8-opt-vit-huge.json
+++ /dev/null
@@ -1,13 +0,0 @@
-// Copyright 2023 ETH Zurich and University of Bologna.
-// Licensed under the Apache License, Version 2.0, see LICENSE for details.
-// SPDX-License-Identifier: Apache-2.0
-
-{
-    L: 32,
-    S: 128,
-    d: 80,
-    B_r: 16,
-    B_c: 64,
-    dtype: "FP8",
-    baseline: false
-}
\ No newline at end of file
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/results.py b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/results.py
deleted file mode 100755
index 7556f66196..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/results.py
+++ /dev/null
@@ -1,243 +0,0 @@
-#!/usr/bin/env python3
-# Copyright 2024 ETH Zurich and University of Bologna.
-# Licensed under the Apache License, Version 2.0, see LICENSE for details.
-# SPDX-License-Identifier: Apache-2.0
-#
-# Luca Colagrande <colluca@iis.ee.ethz.ch>
-
-from pathlib import Path
-import sys
-import subprocess
-import functools
-import json
-import json5
-from mako.template import Template
-import math
-
-sys.path.append(str(Path(__file__).parent / '../../../../../util/'))
-
-NR_CORES_PER_CLUSTER = 8
-NR_GROUPS = 8
-
-ROI_SPEC = Path.cwd() / 'roi.json.tpl'
-
-EXPERIMENTS = []
-for prec in [8, 16, 32]:
-    EXPERIMENTS.append({'name': f'fp{prec}-opt-vit-base', 'L': 192, 'S': 192, 'H': 12})
-    EXPERIMENTS.append({'name': f'fp{prec}-opt-vit-large', 'L': 192, 'S': 192, 'H': 16})
-    EXPERIMENTS.append({'name': f'fp{prec}-opt-vit-huge', 'L': 192, 'S': 192, 'H': 16})
-    for S in [128, 256, 512, 1024, 2048]:
-        EXPERIMENTS.append({'name': f'fp{prec}-opt-gpt-3-xl-forward-{S}', 'L': S, 'S': S, 'H': 16})
-        EXPERIMENTS.append({'name': f'fp{prec}-opt-gpt-j-forward-{S}', 'L': S, 'S': S, 'H': 16})
-        EXPERIMENTS.append({'name': f'fp{prec}-opt-gpt-3-xl-inf-{S}', 'L': 1, 'S': S, 'H': 16})
-        EXPERIMENTS.append({'name': f'fp{prec}-opt-gpt-j-inf-{S}', 'L': 1, 'S': S, 'H': 16})
-
-
-class Simulation():
-
-    def __init__(self, sim_dir):
-        """Initializes a simulation object from the run directory."""
-        self.sim_dir = Path(sim_dir)
-        self.roi_spec = Path(self.sim_dir) / 'roi_spec.json'
-        self.roi_json = Path(self.sim_dir) / 'logs' / 'roi.json'
-
-    @functools.cached_property
-    def performance_data(self):
-        """Returns all performance data logged during simulation."""
-        with open(self.roi_json, 'r') as f:
-            return json.load(f)
-
-    def get_metric(self, thread, region, metric, label_idx=0):
-        """Get a specific performance metric from a certain simulation run.
-
-        Args:
-            data: All performance metric data as returned by
-                `get_performance_data()`.
-            thread: The thread to extract the metric from.
-            region: The region to extract the metric from. Can be an integer
-                index or the label assigned to the region. In case of multiple
-                regions with the same label (as e.g. in a loop) you can get
-                the n-th occurrence by passing a value to `label_idx`.
-            metric: The name of the metric to extract.
-            label_idx: See description for `region`.
-        """
-        # Retrieve region index if supplied `region` argument is a region label.
-        reg_idx = None
-        if isinstance(region, str):
-            cnt = 0
-            for i, reg in enumerate(self.performance_data[thread]):
-                if reg['label'] == region:
-                    if cnt == label_idx:
-                        reg_idx = i
-                        break
-                    else:
-                        cnt += 1
-        elif isinstance(region, int):
-            reg_idx = region
-        else:
-            raise ValueError('region argument must be of type int or str')
-        # Get metric
-        return self.performance_data[thread][reg_idx]['attrs'][metric]
-
-    def make_perf(self):
-        """Build roi.json file for the simulation."""
-        subprocess.run(['make', '-C', '../../../../../', f'{self.roi_json}',
-                       f'SIM_DIR={self.sim_dir}', f'ROI_SPEC={self.roi_spec}', '-j'], check=True)
-
-    def make_visual_trace(self):
-        """Build the visual trace of the simulation."""
-        subprocess.run(['make', '-C', '../../../../../', 'visual-trace', f'SIM_DIR={self.sim_dir}',
-                       f'ROI_SPEC={self.roi_spec}', '-j'], check=True)
-
-
-def load_simulation(experiment):
-    """Returns the simulation object for a given model."""
-    # Fill out ROI spec template with experiment parameters
-    # and write to simulation directory
-    sim_dir = Path.cwd() / f'runs/flashattention_2-{get_simulation_name(experiment)}'
-    with open(ROI_SPEC, 'r') as f:
-        spec_template = Template(f.read())
-        rendered_spec = spec_template.render(
-            T_r=experiment['simulated_Tr'],
-            T_c=experiment['simulated_Tc']
-        )
-        rendered_spec_path = sim_dir / 'roi_spec.json'
-        with open(rendered_spec_path, 'w') as of:
-            of.write(rendered_spec)
-    # Create simulation object
-    return Simulation(sim_dir)
-
-
-def get_total_runtime(experiment):
-    # Parameters
-    L = experiment['L']
-    S = experiment['S']
-    Br = experiment['Br']
-    Bc = experiment['Bc']
-    H = experiment['H']
-
-    # Derived parameters
-    Tr = L / Br
-    Tc = S / Bc
-
-    # Correct DMA bandwidth by a factor which accounts for contention between
-    # clusters in a group (bwcf = bandwidth correction factor).
-    # We map each head spatially to a unique cluster.
-    bwcf = 1 / math.ceil(H / NR_GROUPS)
-
-    # Define the simulated tc and tr iterations to extract the region runtimes from.
-    # The second tc iteration is the worst case, since upon the first iteration
-    # several calculations are not performed.
-    tc_iteration = 1
-    tr_iteration = 0
-
-    # Calculate total runtime
-    sim = experiment['sim']
-    tc_iter_time = sim.get_metric('hart_8', 'copy K & V', 'cycles', tc_iteration) / bwcf + \
-        sim.get_metric('hart_0', 'QxKt', 'cycles', tc_iteration) + \
-        sim.get_metric('hart_0', 'softmax', 'cycles', tc_iteration) + \
-        sim.get_metric('hart_0', 'PxV', 'cycles', tc_iteration)
-    tc_loop_time = tc_iter_time * Tc
-    tr_iter_time = sim.get_metric('hart_8', 'copy Q', 'cycles', tr_iteration) / bwcf + \
-        sim.get_metric('hart_0', 'init', 'cycles', tr_iteration) + \
-        tc_loop_time + \
-        sim.get_metric('hart_0', 'rescale', 'cycles', tr_iteration) + \
-        sim.get_metric('hart_8', 'copy O', 'cycles', tr_iteration) / bwcf
-    total_time = tr_iter_time * Tr
-
-    return total_time
-
-
-def get_model(experiment):
-    name = experiment['name']
-    if any(model in name for model in ['vit-base', 'vit-large']):
-        return 'vit-base'
-    elif 'vit-huge' in name:
-        return 'vit-huge'
-    elif 'gpt-j-inf' in name:
-        return 'gpt-j-inf'
-    elif 'gpt-3-xl-inf' in name:
-        return 'gpt-3-xl-inf'
-    elif 'gpt-j' in name:
-        return 'gpt-j'
-    elif 'gpt-3-xl' in name:
-        return 'gpt-3-xl'
-    else:
-        raise ValueError(f'Experiment {name} uses an unsupported model')
-
-
-def get_implementation(experiment):
-    name = experiment['name']
-    if 'fp32-opt' in name:
-        return 'fp32-opt'
-    elif 'fp16-opt' in name:
-        return 'fp16-opt'
-    elif 'fp8-opt' in name:
-        return 'fp8-opt'
-    else:
-        raise ValueError(f'Experiment {name} uses an unsupported implementation')
-
-
-def get_fpu_width(experiment):
-    name = experiment['name']
-    if 'fp32' in name:
-        return 2
-    elif 'fp16' in name:
-        return 4
-    elif 'fp8' in name:
-        return 8
-    else:
-        raise ValueError(f'Experiment {name} uses an unsupported implementation')
-
-
-def get_simulation_name(experiment):
-    return f'{get_implementation(experiment)}-{get_model(experiment)}'
-
-
-def populate_from_cfg_file(experiment):
-    cfg_file = Path.cwd() / 'cfg' / f'{get_simulation_name(experiment)}.json'
-    with open(cfg_file, 'r') as f:
-        cfg = json5.load(f)
-        experiment['Br'] = cfg['B_r']
-        experiment['Bc'] = cfg['B_c']
-        experiment['d'] = cfg['d']
-        experiment['simulated_L'] = cfg['L']
-        experiment['simulated_S'] = cfg['S']
-        experiment['simulated_Tr'] = int(experiment['simulated_L'] / experiment['Br'])
-        experiment['simulated_Tc'] = int(experiment['simulated_S'] / experiment['Bc'])
-
-
-def gflop(experiment):
-    if 'inf' in experiment['name']:
-        return (2 * experiment['d'] + 5) * experiment['S'] * 1e-9 * experiment['H']
-    else:
-        assert experiment['S'] == experiment['L'], 'Unsupported GFLOPs calculation for L!=S'
-        return (2 * experiment['d'] + 5) * (experiment['S'] ** 2) * 1e-9 * experiment['H']
-
-
-def main():
-    for experiment in EXPERIMENTS:
-        # Read experiment details from cfg file
-        populate_from_cfg_file(experiment)
-        # Load performance metrics logged by corresponding simulation
-        experiment['sim'] = load_simulation(experiment)
-        # experiment['sim'].make_perf()
-        # experiment['sim'].make_visual_trace()
-    for experiment in EXPERIMENTS:
-        name = experiment['name']
-        time = get_total_runtime(experiment) / 1e9
-        GFLOPs = gflop(experiment)
-        GFLOPS = GFLOPs/time
-        # We are computing the peak performance not based on the total number of clusters
-        # in the system but based on the total number of clusters which the network
-        # effectively uses, as a measure of the efficiency with which the employed clusters
-        # are used.
-        peak = 2 * NR_CORES_PER_CLUSTER * get_fpu_width(experiment) * experiment['H']
-        util = GFLOPS / peak
-        GFLOPS_over_peak_str = f'{int(GFLOPS)}/{int(peak)}'
-        print(f'| {name} | {util:.2f} | {time:.2f} | \
-              {GFLOPs:.2f} | {GFLOPS:.2f} | {GFLOPS_over_peak_str} |')
-
-
-if __name__ == '__main__':
-    main()
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/roi.json.tpl b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/roi.json.tpl
deleted file mode 100644
index 749ffc2b02..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/roi.json.tpl
+++ /dev/null
@@ -1,35 +0,0 @@
-[
-    // Compute cores
-    % for i in range(0, 8):
-    {
-        "thread": "${f'hart_{i}'}",
-        "roi": [
-        % for t_r in range(T_r):
-            <% t_r_offset = (4 + 4*T_c) * t_r %>
-            {"idx": ${2 + t_r_offset}, "label": "init"},
-            % for t_c in range(T_c):
-            {"idx": ${4 + 4*t_c + t_r_offset}, "label": "QxKt"},
-            {"idx": ${5 + 4*t_c + t_r_offset}, "label": "softmax"},
-            {"idx": ${6 + 4*t_c + t_r_offset}, "label": "PxV"},
-            % endfor
-            {"idx": ${3 + 4*T_c + t_r_offset}, "label": "rescale"},
-        % endfor
-        ]
-    },
-    % endfor
-
-    // DMA core
-    {
-        "thread": "hart_8",
-        "roi": [
-    % for t_r in range(T_r):
-        <% t_r_offset = (4 + 4*T_c) * t_r %>
-            {"idx": ${1 + t_r_offset}, "label": "copy Q"},
-        % for t_c in range(T_c):
-            {"idx": ${3 + 4*t_c + t_r_offset}, "label": "copy K & V"},
-        % endfor
-            {"idx": ${4 + 4*T_c + t_r_offset}, "label": "copy O"},
-    % endfor
-        ]
-    },
-]
\ No newline at end of file
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/run.py b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/run.py
deleted file mode 100755
index 4b9048d2b8..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/run.py
+++ /dev/null
@@ -1,110 +0,0 @@
-#!/usr/bin/env python3
-# Copyright 2024 ETH Zurich and University of Bologna.
-# Licensed under the Apache License, Version 2.0, see LICENSE for details.
-# SPDX-License-Identifier: Apache-2.0
-#
-# Luca Colagrande <colluca@iis.ee.ethz.ch>
-
-import os
-from pathlib import Path
-import subprocess
-import sys
-import yaml
-
-sys.path.append(str(Path(__file__).parent / '../../../../../util/'))
-import snitch_cluster  # noqa: E402
-
-ROI_SPEC = Path.cwd() / 'roi.json.tpl'
-
-
-def parser():
-    # Argument parsing
-    parser = snitch_cluster.parser()
-    parser.add_argument(
-        '--cfg',
-        nargs='*',
-        help='List of configurations')
-    parser.add_argument(
-        '--post-process-only',
-        action='store_true',
-        help='Only post-process simulation logs')
-    return parser
-
-
-def parse_args():
-    return parser().parse_args()
-
-
-def extend_environment(env=None, **kwargs):
-    if env is None:
-        env = os.environ.copy()
-    env.update(kwargs)
-    return env
-
-
-# Build software for a specific configuration
-def build_sw(cfg):
-    env = extend_environment(
-        DATA_CFG=cfg,
-        DATA_H=Path(f'include/{cfg.stem}/data.h').resolve(),
-        APP_BUILDDIR=Path(f'build/{cfg.stem}').resolve()
-    )
-    subprocess.run(['make', '-C', '../../../../../', 'DEBUG=ON', 'sw/apps/dnn/flashattention_2'],
-                   check=True, env=env)
-
-
-# Build test specification for a specific configuration
-def build_test(cfg):
-    return {
-        'elf': f'build/{cfg.stem}/flashattention_2.elf',
-        'name': f'flashattention_2-{cfg.stem}',
-        'cmd': [
-            '../../../../../../../sw/dnn/flashattention_2/scripts/verify.py',
-            "${sim_bin}",
-            "${elf}",
-            '--dump-results'
-        ]
-    }
-
-
-# Build testlist file
-def build_testlist(tests, outfile):
-    with open(outfile, 'w') as f:
-        yaml.dump({'runs': tests}, f)
-
-
-def post_process(cfg):
-    sim_dir = Path(f'sw/apps/dnn/flashattention_2/tcasai/runs/flashattention_2-{Path(cfg).stem}')
-    binary = Path(f'sw/apps/dnn/flashattention_2/tcasai/build/\
-                  {Path(cfg).stem}/flashattention_2.elf')
-    subprocess.run(['make', '-C', '../../../../../', f'SIM_DIR={sim_dir}',
-                    'annotate', f'BINARY={binary}', '-j'],
-                   check=True)
-
-
-def main():
-
-    args = parse_args()
-
-    if not args.post_process_only:
-
-        # Build software and test specifications
-        tests = []
-        for cfg in args.cfg:
-            cfg = Path(cfg)
-            build_sw(cfg)
-            tests.append(build_test(cfg))
-
-        # Build the testlist
-        build_testlist(tests, args.testlist)
-
-        # Run the simulations
-        simulations = snitch_cluster.get_simulations(args)
-        snitch_cluster.run_simulations(simulations, args)
-
-    for cfg in args.cfg:
-        post_process(cfg)
-
-
-if __name__ == '__main__':
-    main()
diff --git a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/runs.yaml b/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/runs.yaml
deleted file mode 100644
index 8a57401a32..0000000000
--- a/target/snitch_cluster/sw/apps/dnn/flashattention_2/tcasai/runs.yaml
+++ /dev/null
@@ -1,148 +0,0 @@
-# Copyright 2023 ETH Zurich and University of Bologna.
-# Licensed under the Apache License, Version 2.0, see LICENSE for details.
-# SPDX-License-Identifier: Apache-2.0
-
-runs:
-  - cmd:
-      - ../../../../../../../sw/dnn/flashattention_2/scripts/verify.py
-      - ${sim_bin}
-      - ${elf}
-      - --dump-results
-    elf: build/fp8-opt-gpt-3-xl-inf/flashattention_2.elf
-    name: flashattention_2-fp8-opt-gpt-3-xl-inf
-
-  - cmd:
-      - ../../../../../../../sw/dnn/flashattention_2/scripts/verify.py
-      - ${sim_bin}
-      - ${elf}
-      - --dump-results
-    elf: build/fp8-opt-gpt-3-xl/flashattention_2.elf
-    name: flashattention_2-fp8-opt-gpt-3-xl
-
-  - cmd:
-      - ../../../../../../../sw/dnn/flashattention_2/scripts/verify.py
-      - ${sim_bin}
-      - ${elf}
-      - --dump-results
-    elf: build/fp8-opt-gpt-j-inf/flashattention_2.elf
-    name: flashattention_2-fp8-opt-gpt-j-inf
-
-  - cmd:
-      - ../../../../../../../sw/dnn/flashattention_2/scripts/verify.py
-      - ${sim_bin}
-      - ${elf}
-      - --dump-results
-    elf: build/fp8-opt-gpt-j/flashattention_2.elf
-    name: flashattention_2-fp8-opt-gpt-j
-
-  - cmd:
-      - ../../../../../../../sw/dnn/flashattention_2/scripts/verify.py
-      - ${sim_bin}
-      - ${elf}
-      - --dump-results
-    elf: build/fp8-opt-vit-base/flashattention_2.elf
-    name: flashattention_2-fp8-opt-vit-base
-
-  - cmd:
-      - ../../../../../../../sw/dnn/flashattention_2/scripts/verify.py
-      - ${sim_bin}
-      - ${elf}
-      - --dump-results
-    elf: build/fp8-opt-vit-huge/flashattention_2.elf
-    name: flashattention_2-fp8-opt-vit-huge
-
-  - cmd:
-      - ../../../../../../../sw/dnn/flashattention_2/scripts/verify.py
-      - ${sim_bin}
-      - ${elf}
-      - --dump-results
-    elf: build/fp16-opt-gpt-3-xl-inf/flashattention_2.elf
-    name: flashattention_2-fp16-opt-gpt-3-xl-inf
-
-  - cmd:
-      - ../../../../../../../sw/dnn/flashattention_2/scripts/verify.py
-      - ${sim_bin}
-      - ${elf}
-      - --dump-results
-    elf: build/fp16-opt-gpt-3-xl/flashattention_2.elf
-    name: flashattention_2-fp16-opt-gpt-3-xl
-
-  - cmd:
-      - ../../../../../../../sw/dnn/flashattention_2/scripts/verify.py
-      - ${sim_bin}
-      - ${elf}
-      - --dump-results
-    elf: build/fp16-opt-gpt-j-inf/flashattention_2.elf
-    name: flashattention_2-fp16-opt-gpt-j-inf
-
-  - cmd:
-      - ../../../../../../../sw/dnn/flashattention_2/scripts/verify.py
-      - ${sim_bin}
-      - ${elf}
-      - --dump-results
-    elf: build/fp16-opt-gpt-j/flashattention_2.elf
-    name: flashattention_2-fp16-opt-gpt-j
-
-  - cmd:
-      - ../../../../../../../sw/dnn/flashattention_2/scripts/verify.py
-      - ${sim_bin}
-      - ${elf}
-      - --dump-results
-    elf: build/fp16-opt-vit-base/flashattention_2.elf
-    name: flashattention_2-fp16-opt-vit-base
-
-  - cmd:
-      - ../../../../../../../sw/dnn/flashattention_2/scripts/verify.py
-      - ${sim_bin}
-      - ${elf}
-      - --dump-results
-    elf: build/fp16-opt-vit-huge/flashattention_2.elf
-    name: flashattention_2-fp16-opt-vit-huge
-
-  - cmd:
-      - ../../../../../../../sw/dnn/flashattention_2/scripts/verify.py
-      - ${sim_bin}
-      - ${elf}
-      - --dump-results
-    elf: build/fp32-opt-gpt-3-xl-inf/flashattention_2.elf
-    name: flashattention_2-fp32-opt-gpt-3-xl-inf
-
-  - cmd:
-      - ../../../../../../../sw/dnn/flashattention_2/scripts/verify.py
-      - ${sim_bin}
-      - ${elf}
-      - --dump-results
-    elf: build/fp32-opt-gpt-3-xl/flashattention_2.elf
-    name: flashattention_2-fp32-opt-gpt-3-xl
-
-  - cmd:
-      - ../../../../../../../sw/dnn/flashattention_2/scripts/verify.py
-      - ${sim_bin}
-      - ${elf}
-      - --dump-results
-    elf: build/fp32-opt-gpt-j-inf/flashattention_2.elf
-    name: flashattention_2-fp32-opt-gpt-j-inf
-
-  - cmd:
-      - ../../../../../../../sw/dnn/flashattention_2/scripts/verify.py
-      - ${sim_bin}
-      - ${elf}
-      - --dump-results
-    elf: build/fp32-opt-gpt-j/flashattention_2.elf
-    name: flashattention_2-fp32-opt-gpt-j
-
-  - cmd:
-      - ../../../../../../../sw/dnn/flashattention_2/scripts/verify.py
-      - ${sim_bin}
-      - ${elf}
-      - --dump-results
-    elf: build/fp32-opt-vit-base/flashattention_2.elf
-    name: flashattention_2-fp32-opt-vit-base
-
-  - cmd:
-      - ../../../../../../../sw/dnn/flashattention_2/scripts/verify.py
-      - ${sim_bin}
-      - ${elf}
-      - --dump-results
-    elf: build/fp32-opt-vit-huge/flashattention_2.elf
-    name: flashattention_2-fp32-opt-vit-huge