chore(docs): update benchmark results for all backends

Automated documentation update from tfhe-rs CI pipeline.
WIP: try to open pr with github-actions bot signature
2026-01-11 15:48:20 -05:00 · 2025-11-20 16:08:47 +00:00 · 2025-11-20 17:06:43 +01:00 · 2025-11-20 11:08:01 +01:00 · 2025-11-20 11:08:01 +01:00 · 2025-11-20 11:08:00 +01:00
37 changed files with 976 additions and 544 deletions
--- a/.github/workflows/benchmark_cpu.yml
+++ b/.github/workflows/benchmark_cpu.yml
@@ -34,10 +34,14 @@ on:
          - smart
          - unchecked
          - misc
-      all_precisions:
-        description: "Run all precisions"
-        type: boolean
-        default: false
+      precisions_set:
+        description: "Bit precisions set"
+        type: choice
+        default: fast
+        options:
+          - fast
+          - all
+          - documentation
      bench_type:
        description: "Benchmarks type"
        type: choice
@@ -71,7 +75,7 @@ jobs:
      op_flavor: ${{ inputs.op_flavor }}
      bench_type: ${{ inputs.bench_type }}
      params_type: ${{ inputs.params_type }}
-      all_precisions: ${{ inputs.all_precisions }}
+      precisions_set: ${{ inputs.precisions_set }}
    secrets:
      BOT_USERNAME: ${{ secrets.BOT_USERNAME }}
      SLACK_CHANNEL: ${{ secrets.SLACK_CHANNEL }}
--- a/.github/workflows/benchmark_cpu_common.yml
+++ b/.github/workflows/benchmark_cpu_common.yml
@@ -16,9 +16,9 @@ on:
      params_type:
        type: string
        default: classical
-      all_precisions:
-        type: boolean
-        default: false
+      precisions_set:
+        type: string
+        default: fast
      additional_recipe: # Make recipes to run aside the benchmarks.
        type: string # Use comma separated values to generate an array
      additional_file_to_parse: # Other files to parse, located under tfhe-benchmark/ directory
@@ -54,7 +54,6 @@ env:
  SLACK_ICON: https://pbs.twimg.com/profile_images/1274014582265298945/OjBKP9kn_400x400.png
  SLACK_USERNAME: ${{ secrets.BOT_USERNAME }}
  SLACK_WEBHOOK: ${{ secrets.SLACK_WEBHOOK }}
-  FAST_BENCH: TRUE

 permissions: {}

@@ -69,9 +68,6 @@ jobs:
      op_flavor: ${{ steps.set_matrix_args.outputs.op_flavor }}
      bench_type: ${{ steps.set_matrix_args.outputs.bench_type }}
      params_type: ${{ steps.set_matrix_args.outputs.params_type }}
-    env:
-      INPUTS_COMMAND: ${{ inputs.command }}
-      INPUTS_OP_FLAVOR: ${{ inputs.op_flavor }}
    steps:
      - name: Parse user inputs
        shell: python
@@ -162,19 +158,15 @@ jobs:
        with:
          toolchain: nightly

-      - name: Should run benchmarks with all precisions
-        if: inputs.all_precisions
-        run: |
-          echo "FAST_BENCH=FALSE" >> "${GITHUB_ENV}"
-
      - name: Run benchmarks with AVX512
        run: |
-          make BENCH_OP_FLAVOR="${OP_FLAVOR}" BENCH_TYPE="${BENCH_TYPE}" BENCH_PARAM_TYPE="${BENCH_PARAMS_TYPE}" bench_"${BENCH_COMMAND}"
+          make BIT_SIZES_SET="${PRECISIONS_SET}" BENCH_OP_FLAVOR="${OP_FLAVOR}" BENCH_TYPE="${BENCH_TYPE}" BENCH_PARAM_TYPE="${BENCH_PARAMS_TYPE}" bench_"${BENCH_COMMAND}"
        env:
          OP_FLAVOR: ${{ matrix.op_flavor }}
          BENCH_TYPE: ${{ matrix.bench_type }}
          BENCH_PARAMS_TYPE: ${{ matrix.params_type }}
          BENCH_COMMAND: ${{ matrix.command }}
+          PRECISIONS_SET: ${{ inputs.precisions_set }}

      - name: Parse results
        run: |
--- a/.github/workflows/benchmark_cpu_weekly.yml
+++ b/.github/workflows/benchmark_cpu_weekly.yml
@@ -30,7 +30,7 @@ jobs:
      is_weekly_bench_group_2: ${{ steps.check_bench_group_2.outputs.is_weekly_bench_group_2 }}
      is_quarterly_bench: ${{ steps.check_quarterly_bench.outputs.is_quarterly_bench }}
      op_flavor: ${{ steps.set_op_flavor.outputs.op_flavor }}
-      all_precisions: ${{ steps.set_all_precisions.outputs.all_precisions }}
+      precisions_set: ${{ steps.set_precisions_set.outputs.precisions_set }}
    steps:
      - name: Check is weekly bench group 1
        id: check_bench_group_1
@@ -51,13 +51,13 @@ jobs:
        if: steps.check_bench_group_1.outputs.is_weekly_bench_group_1 || steps.check_bench_group_2.outputs.is_weekly_bench_group_2
        run: |
          echo "OP_FLAVOR=[\"default\"]" >> "${GITHUB_ENV}"
-          echo "ALL_PRECISIONS=false" >> "${GITHUB_ENV}"
+          echo "PRECISIONS_SET=false" >> "${GITHUB_ENV}"

      - name: Quarterly benchmarks
        if: steps.check_quarterly_bench.outputs.is_quarterly_bench
        run: |
          echo "OP_FLAVOR=[\"default\", \"unchecked\"]" >> "${GITHUB_ENV}"
-          echo "ALL_PRECISIONS=true" >> "${GITHUB_ENV}"
+          echo "PRECISIONS_SET=true" >> "${GITHUB_ENV}"

      - name: Set operation flavor output
        id: set_op_flavor
@@ -65,9 +65,9 @@ jobs:
          echo "op_flavor=${{ toJSON(env.OP_FLAVOR) }}" >> "${GITHUB_OUTPUT}"

      - name: Set bit precisions output
-        id: set_all_precisions
+        id: set_precisions_set
        run: | # zizmor: ignore[template-injection] this env variable is safe
-          echo "all_precisions=${{ toJSON(env.ALL_PRECISIONS) }}" >> "${GITHUB_OUTPUT}"
+          echo "precisions_set=${{ toJSON(env.PRECISIONS_SET) }}" >> "${GITHUB_OUTPUT}"

  run-benchmarks-integer:
    name: benchmark_gpu_weekly/run-benchmarks-integer
@@ -78,7 +78,7 @@ jobs:
    with:
      command: integer,signed_integer, integer_compression
      op_flavor: ${{ needs.prepare-inputs.outputs.op_flavor }}
-      all_precisions: ${{ needs.prepare-inputs.outputs.all_precisions }}
+      precisions_set: ${{ needs.prepare-inputs.outputs.precisions_set }}
    secrets:
      BOT_USERNAME: ${{ secrets.BOT_USERNAME }}
      SLACK_CHANNEL: ${{ secrets.SLACK_CHANNEL }}
--- a/.github/workflows/benchmark_documentation.yml
+++ b/.github/workflows/benchmark_documentation.yml
@@ -1,17 +1,209 @@
-name: benchmark_documentation.yml
+# Run all benchmarks displayed in the public documentation.
+name: benchmark_documentation

 on:
  workflow_dispatch:
+    inputs:
+      run-cpu-benchmarks:
+        description: "Run CPU benchmarks"
+        type: boolean
+        default: true
+      run-gpu-benchmarks:
+        description: "Run GPU benchmarks"
+        type: boolean
+        default: true
+      run-hpu-benchmarks:
+        description: "Run HPU benchmarks"
+        type: boolean
+        default: true
+      generate-svgs:
+        description: "Generate SVG tables"
+        type: boolean
+        default: true
+      open-pr:
+        description: "Open a PR with the benchmark results"
+        type: boolean
+        default: false

 permissions: {}

 # zizmor: ignore[concurrency-limits] only Zama organization members can trigger this workflow

 jobs:
-  placeholder:
-    name: benchmark_documentation/placeholder
-    runs-on: ubuntu-latest
+  run-benchmarks-cpu-integer:
+    name: benchmark_documentation/run-benchmarks-cpu-integer
+    uses: ./.github/workflows/benchmark_cpu_common.yml
+    if: inputs.run-cpu-benchmarks
+    with:
+      command: integer
+      op_flavor: fast_default
+#      bench_type: both
+      bench_type: latency
+      precisions_set: documentation
+    secrets:
+      BOT_USERNAME: ${{ secrets.BOT_USERNAME }}
+      SLACK_CHANNEL: ${{ secrets.SLACK_CHANNEL }}
+      SLACK_WEBHOOK: ${{ secrets.SLACK_WEBHOOK }}
+      REPO_CHECKOUT_TOKEN: ${{ secrets.REPO_CHECKOUT_TOKEN }}
+      JOB_SECRET: ${{ secrets.JOB_SECRET }}
+      SLAB_ACTION_TOKEN: ${{ secrets.SLAB_ACTION_TOKEN }}
+      SLAB_URL: ${{ secrets.SLAB_URL }}
+      SLAB_BASE_URL: ${{ secrets.SLAB_BASE_URL }}

+  run-benchmarks-gpu-integer:
+    name: benchmark_documentation/run-benchmarks-gpu-integer
+    uses: ./.github/workflows/benchmark_gpu_common.yml
+    if: inputs.run-gpu-benchmarks
+    with:
+      profile: l40
+      hardware_name: n3-L40x1
+      command: integer_multi_bit
+      op_flavor: fast_default
+#      bench_type: both
+      bench_type: latency
+      precisions_set: documentation
+    secrets:
+      BOT_USERNAME: ${{ secrets.BOT_USERNAME }}
+      SLACK_CHANNEL: ${{ secrets.SLACK_CHANNEL }}
+      SLACK_WEBHOOK: ${{ secrets.SLACK_WEBHOOK }}
+      REPO_CHECKOUT_TOKEN: ${{ secrets.REPO_CHECKOUT_TOKEN }}
+      JOB_SECRET: ${{ secrets.JOB_SECRET }}
+      SLAB_ACTION_TOKEN: ${{ secrets.SLAB_ACTION_TOKEN }}
+      SLAB_URL: ${{ secrets.SLAB_URL }}
+      SLAB_BASE_URL: ${{ secrets.SLAB_BASE_URL }}
+
+  run-benchmarks-hpu-integer:
+    name: benchmark_documentation/run-benchmarks-hpu-integer
+    uses: ./.github/workflows/benchmark_hpu_common.yml
+    if: inputs.run-hpu-benchmarks
+    with:
+      command: integer
+      op_flavor: default
+      bench_type: both
+      precisions_set: documentation
+      v80_pcie_dev: 24
+      v80_serial_number: XFL12NWY3ZKG
+    secrets:
+      BOT_USERNAME: ${{ secrets.BOT_USERNAME }}
+      SLACK_CHANNEL: ${{ secrets.SLACK_CHANNEL }}
+      SLACK_WEBHOOK: ${{ secrets.SLACK_WEBHOOK }}
+      REPO_CHECKOUT_TOKEN: ${{ secrets.REPO_CHECKOUT_TOKEN }}
+      JOB_SECRET: ${{ secrets.JOB_SECRET }}
+      SLAB_ACTION_TOKEN: ${{ secrets.SLAB_ACTION_TOKEN }}
+      SLAB_URL: ${{ secrets.SLAB_URL }}
+      SLAB_BASE_URL: ${{ secrets.SLAB_BASE_URL }}
+      SSH_PRIVATE_KEY: ${{ secrets.SSH_PRIVATE_KEY }}
+
+  run-benchmarks-cpu-core-crypto:
+    name: benchmark_documentation/run-benchmarks-cpu-core-crypto
+    uses: ./.github/workflows/benchmark_cpu_common.yml
+    if: inputs.run-cpu-benchmarks
+    with:
+      command: pbs, ks_pbs
+      bench_type: latency
+      params_type: classical_documentation + multi_bit_documentation
+    secrets:
+      BOT_USERNAME: ${{ secrets.BOT_USERNAME }}
+      SLACK_CHANNEL: ${{ secrets.SLACK_CHANNEL }}
+      SLACK_WEBHOOK: ${{ secrets.SLACK_WEBHOOK }}
+      REPO_CHECKOUT_TOKEN: ${{ secrets.REPO_CHECKOUT_TOKEN }}
+      JOB_SECRET: ${{ secrets.JOB_SECRET }}
+      SLAB_ACTION_TOKEN: ${{ secrets.SLAB_ACTION_TOKEN }}
+      SLAB_URL: ${{ secrets.SLAB_URL }}
+      SLAB_BASE_URL: ${{ secrets.SLAB_BASE_URL }}
+
+  run-benchmarks-gpu-core-crypto:
+    name: benchmark_documentation/run-benchmarks-gpu-core-crypto
+    uses: ./.github/workflows/benchmark_gpu_common.yml
+    if: inputs.run-gpu-benchmarks
+    with:
+      profile: l40
+      hardware_name: n3-L40x1
+      command: pbs, ks_pbs
+      bench_type: latency
+      params_type: classical_documentation + multi_bit_documentation
+    secrets:
+      BOT_USERNAME: ${{ secrets.BOT_USERNAME }}
+      SLACK_CHANNEL: ${{ secrets.SLACK_CHANNEL }}
+      SLACK_WEBHOOK: ${{ secrets.SLACK_WEBHOOK }}
+      REPO_CHECKOUT_TOKEN: ${{ secrets.REPO_CHECKOUT_TOKEN }}
+      JOB_SECRET: ${{ secrets.JOB_SECRET }}
+      SLAB_ACTION_TOKEN: ${{ secrets.SLAB_ACTION_TOKEN }}
+      SLAB_URL: ${{ secrets.SLAB_URL }}
+      SLAB_BASE_URL: ${{ secrets.SLAB_BASE_URL }}
+
+  generate-svgs-with-benchmarks-run:
+    name: benchmark-documentation/generate-svgs-with-benchmarks-run
+    if: ${{ always() &&
+      (inputs.run-cpu-benchmarks || inputs.run-gpu-benchmarks ||inputs.run-hpu-benchmarks) &&
+      inputs.generate-svgs }}
+    needs: [
+      run-benchmarks-cpu-integer, run-benchmarks-gpu-integer, run-benchmarks-hpu-integer,
+      run-benchmarks-cpu-core-crypto, run-benchmarks-gpu-core-crypto
+    ]
+    uses: ./.github/workflows/generate_svgs.yml
+    with:
+      time_span_days: 5
+      generate-cpu-svgs: ${{ inputs.run-cpu-benchmarks }}
+      generate-gpu-svgs: ${{ inputs.run-gpu-benchmarks }}
+      generate-hpu-svgs: ${{ inputs.run-hpu-benchmarks }}
+    secrets:
+      DATA_EXTRACTOR_DATABASE_USER: ${{ secrets.DATA_EXTRACTOR_DATABASE_USER }}
+      DATA_EXTRACTOR_DATABASE_HOST: ${{ secrets.DATA_EXTRACTOR_DATABASE_HOST }}
+      DATA_EXTRACTOR_DATABASE_PASSWORD: ${{ secrets.DATA_EXTRACTOR_DATABASE_PASSWORD }}
+
+  generate-svgs-without-benchmarks-run:
+    name: benchmark-documentation/generate-svgs-without-benchmarks-run
+    if: ${{ !(inputs.run-cpu-benchmarks || inputs.run-gpu-benchmarks || inputs.run-hpu-benchmarks) &&
+      inputs.generate-svgs }}
+    uses: ./.github/workflows/generate_svgs.yml
+    with:
+      time_span_days: 60
+    secrets:
+      DATA_EXTRACTOR_DATABASE_USER: ${{ secrets.DATA_EXTRACTOR_DATABASE_USER }}
+      DATA_EXTRACTOR_DATABASE_HOST: ${{ secrets.DATA_EXTRACTOR_DATABASE_HOST }}
+      DATA_EXTRACTOR_DATABASE_PASSWORD: ${{ secrets.DATA_EXTRACTOR_DATABASE_PASSWORD }}
+
+  open-pr:
+    name: benchmark-documentation/open-pr
+    needs: [ generate-svgs-with-benchmarks-run, generate-svgs-without-benchmarks-run ]
+    if: ${{ always() && inputs.open-pr &&
+      (needs.generate-svgs-with-benchmarks-run.result == 'success' || needs.generate-svgs-without-benchmarks-run.result == 'success') }}
+    runs-on: ubuntu-latest
+    permissions:
+      contents: write # Needed to create a commit
+      pull-requests: write # Needed to open a pull-request
+    env:
+      PATH_TO_DOC_ASSETS: tfhe/docs/.gitbook/assets
    steps:
-      - run: |
-          echo "Hello this is a placeholder workflow"
+      - name: Checkout tfhe-rs
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8
+        with:
+          persist-credentials: 'false'
+
+      - name: Download SVG tables
+        uses: actions/download-artifact@018cc2cf5baa6db3ef3c5f8a56943fffe632ef53 # v6.0.0
+        with:
+          path: svg_tables
+          merge-multiple: 'true'
+
+      - name: Copy SVG tables to documentation location
+        run: |
+          cp -f svg_tables/*integer-benchmark*.svg "${PATH_TO_DOC_ASSETS}"
+          cp -f svg_tables/*pbs-benchmark-tuniform*.svg "${PATH_TO_DOC_ASSETS}"
+
+      - name: Create pull-request
+        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
+        with:
+          sign-commits: true
+          #token: ${{ secrets.FHE_ACTIONS_TOKEN }} # Sign commit as Zama Bot
+          add-paths: ${{ env.PATH_TO_DOC_ASSETS }}/*.svg
+          commit-message: |
+            chore(docs): update benchmark results for all backends
+
+            Automated documentation update from tfhe-rs CI pipeline.
+          title: |
+            [CI] chore(docs): update benchmark results for all backends
+          body: |
+            Documentation update triggered by GitHub workflow.
+          labels: documentation
--- a/.github/workflows/benchmark_gpu.yml
+++ b/.github/workflows/benchmark_gpu.yml
@@ -40,10 +40,14 @@ on:
          - default
          - fast_default
          - unchecked
-      all_precisions:
-        description: "Run all precisions"
-        type: boolean
-        default: false
+      precisions_set:
+        description: "Bit precisions set"
+        type: choice
+        default: fast
+        options:
+          - fast
+          - all
+          - documentation
      bench_type:
        description: "Benchmarks type"
        type: choice
@@ -106,7 +110,7 @@ jobs:
      op_flavor: ${{ inputs.op_flavor }}
      bench_type: ${{ inputs.bench_type }}
      params_type: ${{ inputs.params_type }}
-      all_precisions: ${{ inputs.all_precisions }}
+      precisions_set: ${{ inputs.precisions_set }}
    secrets:
      BOT_USERNAME: ${{ secrets.BOT_USERNAME }}
      SLACK_CHANNEL: ${{ secrets.SLACK_CHANNEL }}
--- a/.github/workflows/benchmark_gpu_4090.yml
+++ b/.github/workflows/benchmark_gpu_4090.yml
@@ -11,7 +11,7 @@ env:
  SLACK_ICON: https://pbs.twimg.com/profile_images/1274014582265298945/OjBKP9kn_400x400.png
  SLACK_USERNAME: ${{ secrets.BOT_USERNAME }}
  SLACK_WEBHOOK: ${{ secrets.SLACK_WEBHOOK }}
-  FAST_BENCH: TRUE
+  BIT_SIZES_SET: FAST

 on:
  # Allows you to run this workflow manually from the Actions tab as an alternative.
@@ -53,7 +53,6 @@ jobs:
            echo "BENCH_DATE=$(date --iso-8601=seconds)";
            echo "COMMIT_DATE=${COMMIT_DATE}";
            echo "COMMIT_HASH=$(git describe --tags --dirty)";
-            echo "FAST_BENCH=TRUE";
          } >> "${GITHUB_ENV}"
        env:
          SHA: ${{ github.sha }}
--- a/.github/workflows/benchmark_gpu_common.yml
+++ b/.github/workflows/benchmark_gpu_common.yml
@@ -25,9 +25,9 @@ on:
      params_type:
        type: string
        default: multi_bit
-      all_precisions:
-        type: boolean
-        default: false
+      precisions_set:
+        type: string
+        default: fast
    secrets:
      REPO_CHECKOUT_TOKEN:
        required: true
@@ -56,8 +56,6 @@ env:
  SLACK_ICON: https://pbs.twimg.com/profile_images/1274014582265298945/OjBKP9kn_400x400.png
  SLACK_USERNAME: ${{ secrets.BOT_USERNAME }}
  SLACK_WEBHOOK: ${{ secrets.SLACK_WEBHOOK }}
-  FAST_BENCH: TRUE
-

 permissions: {}

@@ -68,79 +66,45 @@ jobs:
    name: benchmark_gpu_common/prepare-matrix
    runs-on: ubuntu-latest
    outputs:
-      command: ${{ steps.set_command.outputs.command }}
-      op_flavor: ${{ steps.set_op_flavor.outputs.op_flavor }}
-      bench_type: ${{ steps.set_bench_type.outputs.bench_type }}
-      params_type: ${{ steps.set_params_type.outputs.params_type }}
-    env:
-      INPUTS_COMMAND: ${{ inputs.command }}
-      INPUTS_OP_FLAVOR: ${{ inputs.op_flavor }}
+      command: ${{ steps.set_matrix_args.outputs.command }}
+      op_flavor: ${{ steps.set_matrix_args.outputs.op_flavor }}
+      bench_type: ${{ steps.set_matrix_args.outputs.bench_type }}
+      params_type: ${{ steps.set_matrix_args.outputs.params_type }}
    steps:
-      - name: Set single command
-        if: ${{ !contains(inputs.command, ',')}}
-        run: |
-          echo "COMMAND=[\"${INPUTS_COMMAND}\"]" >> "${GITHUB_ENV}"
+      - name: Parse user inputs
+        shell: python
+        run: | # zizmor: ignore[template-injection] these env variables are safe
+          split_command = "${{ inputs.command }}".replace(" ", "").split(",")
+          split_op_flavor = "${{ inputs.op_flavor }}".replace(" ", "").split(",")

-      - name: Set multiple commands
-        if: ${{ contains(inputs.command, ',')}}
-        run: |
-          # Use Sed to extract a value from a string, this cannot be done with the ${variable//search/replace} pattern.
-          # shellcheck disable=SC2001
-          PARSED_COMMAND=$(echo "${INPUTS_COMMAND}" | sed 's/[[:space:]]*,[[:space:]]*/\", \"/g')
-          echo "COMMAND=[\"${PARSED_COMMAND}\"]" >> "${GITHUB_ENV}"
+          if "${{ inputs.bench_type }}" == "both":
+            bench_type = ["latency", "throughput"]
+          else:
+            bench_type = ["${{ inputs.bench_type }}", ]

-      - name: Set single operations flavor
-        if: ${{ !contains(inputs.op_flavor, ',')}}
-        run: |
-          echo "OP_FLAVOR=[\"${INPUTS_OP_FLAVOR}\"]" >> "${GITHUB_ENV}"
+          if "+" in "${{ inputs.params_type }}":
+            split_params_type= "${{ inputs.params_type }}".replace(" ", "").split("+")
+          else:
+            split_params_type = ["${{ inputs.params_type }}", ]

-      - name: Set multiple operations flavors
-        if: ${{ contains(inputs.op_flavor, ',')}}
-        run: |
-          # Use Sed to extract a value from a string, this cannot be done with the ${variable//search/replace} pattern.
-          # shellcheck disable=SC2001
-          PARSED_OP_FLAVOR=$(echo "${INPUTS_OP_FLAVOR}" | sed 's/[[:space:]]*,[[:space:]]*/", "/g')
-          echo "OP_FLAVOR=[\"${PARSED_OP_FLAVOR}\"]" >> "${GITHUB_ENV}"
+          with open("${{ github.env }}", "a") as f:
+            for env_name, values_to_join in [
+              ("COMMAND", split_command),
+              ("OP_FLAVOR", split_op_flavor),
+              ("BENCH_TYPE", bench_type),
+              ("PARAMS_TYPE", split_params_type),
+            ]:
+              f.write(f"""{env_name}=["{'", "'.join(values_to_join)}"]\n""")

-      - name: Set benchmark types
-        run: |
-          if [[ "${INPUTS_BENCH_TYPE}" == "both" ]]; then
-            echo "BENCH_TYPE=[\"latency\", \"throughput\"]" >> "${GITHUB_ENV}"
-          else
-            echo "BENCH_TYPE=[\"${INPUTS_BENCH_TYPE}\"]" >> "${GITHUB_ENV}"
-          fi
-        env:
-          INPUTS_BENCH_TYPE: ${{ inputs.bench_type }}
-
-      - name: Set parameters types
-        run: |
-          if [[ "${INPUTS_PARAMS_TYPE}" == "both" ]]; then
-            echo "PARAMS_TYPE=[\"classical\", \"multi_bit\"]" >> "${GITHUB_ENV}"
-          else
-            echo "PARAMS_TYPE=[\"${INPUTS_PARAMS_TYPE}\"]" >> "${GITHUB_ENV}"
-          fi
-        env:
-          INPUTS_PARAMS_TYPE: ${{ inputs.params_type }}
-
-      - name: Set command output
-        id: set_command
-        run: | # zizmor: ignore[template-injection] this env variable is safe
-          echo "command=${{ toJSON(env.COMMAND) }}" >> "${GITHUB_OUTPUT}"
-
-      - name: Set operation flavor output
-        id: set_op_flavor
-        run: | # zizmor: ignore[template-injection] this env variable is safe
-          echo "op_flavor=${{ toJSON(env.OP_FLAVOR) }}" >> "${GITHUB_OUTPUT}"
-
-      - name: Set benchmark types output
-        id: set_bench_type
-        run: | # zizmor: ignore[template-injection] this env variable is safe
-          echo "bench_type=${{ toJSON(env.BENCH_TYPE) }}" >> "${GITHUB_OUTPUT}"
-
-      - name: Set parameters types output
-        id: set_params_type
-        run: | # zizmor: ignore[template-injection] this env variable is safe
-          echo "params_type=${{ toJSON(env.PARAMS_TYPE) }}" >> "${GITHUB_OUTPUT}"
+      - name: Set martix arguments outputs
+        id: set_matrix_args
+        run: | # zizmor: ignore[template-injection] these env variable are safe
+          {
+            echo "command=${{ toJSON(env.COMMAND) }}";
+            echo "op_flavor=${{ toJSON(env.OP_FLAVOR) }}";
+            echo "bench_type=${{ toJSON(env.BENCH_TYPE) }}";
+            echo "params_type=${{ toJSON(env.PARAMS_TYPE) }}";
+          } >> "${GITHUB_OUTPUT}"

  setup-instance:
    name: benchmark_gpu_common/setup-instance
@@ -275,19 +239,15 @@ jobs:
        with:
          toolchain: nightly

-      - name: Should run benchmarks with all precisions
-        if: inputs.all_precisions
-        run: |
-          echo "FAST_BENCH=FALSE" >> "${GITHUB_ENV}"
-
      - name: Run benchmarks
        run: |
-          make BENCH_OP_FLAVOR="${OP_FLAVOR}" BENCH_TYPE="${BENCH_TYPE}" BENCH_PARAM_TYPE="${BENCH_PARAMS_TYPE}" bench_"${BENCH_COMMAND}"_gpu
+          make BIT_SIZES_SET="${PRECISIONS_SET}" BENCH_OP_FLAVOR="${OP_FLAVOR}" BENCH_TYPE="${BENCH_TYPE}" BENCH_PARAM_TYPE="${BENCH_PARAMS_TYPE}" bench_"${BENCH_COMMAND}"_gpu
        env:
          OP_FLAVOR: ${{ matrix.op_flavor }}
          BENCH_TYPE: ${{ matrix.bench_type }}
          BENCH_PARAMS_TYPE: ${{ matrix.params_type }}
          BENCH_COMMAND: ${{ matrix.command }}
+          PRECISIONS_SET: ${{ inputs.precisions_set }}

      - name: Parse results
        run: |
--- a/.github/workflows/benchmark_gpu_weekly.yml
+++ b/.github/workflows/benchmark_gpu_weekly.yml
@@ -22,7 +22,7 @@ jobs:
      command: integer_multi_bit
      op_flavor: default
      bench_type: both
-      all_precisions: true
+      precisions_set: fast
    secrets:
      BOT_USERNAME: ${{ secrets.BOT_USERNAME }}
      SLACK_CHANNEL: ${{ secrets.SLACK_CHANNEL }}
@@ -43,7 +43,7 @@ jobs:
      command: integer_compression
      op_flavor: default
      bench_type: both
-      all_precisions: true
+      precisions_set: fast
    secrets:
      BOT_USERNAME: ${{ secrets.BOT_USERNAME }}
      SLACK_CHANNEL: ${{ secrets.SLACK_CHANNEL }}
@@ -64,7 +64,7 @@ jobs:
      command: integer_zk
      op_flavor: default
      bench_type: both
-      all_precisions: true
+      precisions_set: fast
    secrets:
      BOT_USERNAME: ${{ secrets.BOT_USERNAME }}
      SLACK_CHANNEL: ${{ secrets.SLACK_CHANNEL }}
@@ -85,7 +85,7 @@ jobs:
      command: hlapi_noise_squash
      op_flavor: default
      bench_type: both
-      all_precisions: true
+      precisions_set: fast
    secrets:
      BOT_USERNAME: ${{ secrets.BOT_USERNAME }}
      SLACK_CHANNEL: ${{ secrets.SLACK_CHANNEL }}
--- a/.github/workflows/benchmark_hpu.yml
+++ b/.github/workflows/benchmark_hpu.yml
@@ -19,10 +19,14 @@ on:
        options:
          - default
          - fast_default
-      all_precisions:
-        description: "Run all precisions"
-        type: boolean
-        default: false
+      precisions_set:
+        description: "Bit precisions set"
+        type: choice
+        default: fast
+        options:
+          - fast
+          - all
+          - documentation
      bench_type:
        description: "Benchmarks type"
        type: choice
@@ -50,7 +54,7 @@ jobs:
      command: ${{ inputs.command }}
      op_flavor: ${{ inputs.op_flavor }}
      bench_type: ${{ inputs.bench_type }}
-      all_precisions: ${{ inputs.all_precisions }}
+      precisions_set: ${{ inputs.precisions_set }}
      v80_pcie_dev: ${{ inputs.v80_pcie_dev }}
      v80_serial_number: ${{ inputs.v80_serial_number }}
    secrets:
--- a/.github/workflows/benchmark_hpu_common.yml
+++ b/.github/workflows/benchmark_hpu_common.yml
@@ -13,9 +13,9 @@ on:
      bench_type:
        type: string
        default: latency
-      all_precisions:
-        type: boolean
-        default: false
+      precisions_set:
+        type: string
+        default: fast
      v80_pcie_dev:
        type: string
        default: 24
@@ -48,7 +48,6 @@ env:
  ACTION_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
  RUST_BACKTRACE: "full"
  RUST_MIN_STACK: "8388608"
-  FAST_BENCH: TRUE

 permissions: {}

@@ -139,11 +138,6 @@ jobs:
        with:
          toolchain: nightly

-      - name: Should run benchmarks with all precisions
-        if: inputs.all_precisions
-        run: |
-          echo "FAST_BENCH=FALSE" >> "${GITHUB_ENV}"
-
      - name: Select HPU board
        run: |
          echo "V80_PCIE_DEV=${PCIE_DEV}" >> "${GITHUB_ENV}"
@@ -156,11 +150,12 @@ jobs:
        run: |
          echo "${V80_PCIE_DEV} ${V80_SERIAL_NUMBER}"
          make pull_hpu_files
-          make BENCH_OP_FLAVOR="${OP_FLAVOR}" BENCH_TYPE="${BENCH_TYPE}" BENCH_PARAM_TYPE="${BENCH_PARAMS_TYPE}" bench_"${BENCH_COMMAND}"_hpu
+          make BIT_SIZES_SET="${PRECISIONS_SET}" BENCH_OP_FLAVOR="${OP_FLAVOR}" BENCH_TYPE="${BENCH_TYPE}" BENCH_PARAM_TYPE="${BENCH_PARAMS_TYPE}" bench_"${BENCH_COMMAND}"_hpu
        env:
          OP_FLAVOR: ${{ matrix.op_flavor }}
          BENCH_TYPE: ${{ matrix.bench_type }}
          BENCH_COMMAND: ${{ matrix.command }}
+          PRECISIONS_SET: ${{ inputs.precisions_set }}

      - name: Parse results
        run: |
--- a/.github/workflows/generate_svg_common.yml
+++ b/.github/workflows/generate_svg_common.yml
@@ -1,17 +1,85 @@
-name: generate_svg_common.yml
+name: generate_svg_common

 on:
  workflow_call:
+    inputs:
+      backend:
+        type: string
+        required: true
+      hardware_name:
+        type: string
+        required: true
+      layer:
+        type: string
+        required: true
+      pbs_kind: # Valid values are 'classical', 'multi_bit' or 'any'
+        type: string
+        required: true
+      grouping_factor: # Valid values are 2, 3, or 4
+        type: string
+        default: 4
+      bench_type: # Valid values are 'latency', 'throughput'
+        type: string
+        required: true
+      time_span_days:
+        type: string
+        default: 60
+      output_filename:
+        type: string
+        required: true
+    secrets:
+      DATA_EXTRACTOR_DATABASE_USER:
+        required: true
+      DATA_EXTRACTOR_DATABASE_HOST:
+        required: true
+      DATA_EXTRACTOR_DATABASE_PASSWORD:
+        required: true

 permissions: {}

 # zizmor: ignore[concurrency-limits] caller workflow is responsible for the concurrency

 jobs:
-  placeholder:
-    name: generate_svg_common/placeholder
+  generate-table:
+    name: generate_svg_common/generate-table
    runs-on: ubuntu-latest
-
    steps:
-      - run: |
-          echo "Hello this is a placeholder workflow"
+      - name: Checkout tfhe-rs
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8
+        with:
+          persist-credentials: 'false'
+
+      - name: Produce table from database
+        run: |
+          python3 -m pip install -r ci/data_extractor/requirements.txt
+          python3 ci/data_extractor/src/data_extractor.py "${OUTPUT_FILENAME}" \
+          --generate-svg \
+          --branch "${REF_NAME}" \
+          --backend "${BACKEND}" \
+          --hardware "${HARDWARE_NAME}" \
+          --tfhe-rs-layer "${LAYER}" \
+          --pbs-kind "${PBS_KIND}" \
+          --grouping-factor "${GROUPING_FACTOR}" \
+          --bench-type "${BENCH_TYPE}" \
+          --time-span-days "${TIME_SPAN}"
+        env:
+          OUTPUT_FILENAME: ${{ inputs.output_filename }}
+          REF_NAME: ${{ github.ref_name }}
+          BACKEND: ${{ inputs.backend }}
+          HARDWARE_NAME: ${{ inputs.hardware_name }}
+          LAYER: ${{ inputs.layer }}
+          PBS_KIND: ${{ inputs.pbs_kind }}
+          GROUPING_FACTOR: ${{ inputs.grouping_factor }}
+          BENCH_TYPE: ${{ inputs.bench_type }}
+          TIME_SPAN: ${{ inputs.time_span_days }}
+          DATA_EXTRACTOR_DATABASE_USER: ${{ secrets.DATA_EXTRACTOR_DATABASE_USER }}
+          DATA_EXTRACTOR_DATABASE_HOST: ${{ secrets.DATA_EXTRACTOR_DATABASE_HOST }}
+          DATA_EXTRACTOR_DATABASE_PASSWORD: ${{ secrets.DATA_EXTRACTOR_DATABASE_PASSWORD }}
+
+      - name: Upload tables
+        uses: actions/upload-artifact@330a01c490aca151604b8cf639adc76d48f6c5d4
+        with:
+          name: ${{ github.sha }}_${{ inputs.backend }}_${{ inputs.layer }}_${{ inputs.pbs_kind }}_${{ inputs.bench_type }}_tables
+          # This will upload all the file generated
+          path: ${{ inputs.output_filename }}*.svg
+          retention-days: 60
--- a/.github/workflows/generate_svgs.yml
+++ b/.github/workflows/generate_svgs.yml
@@ -1,17 +1,178 @@
-name: generate_svgs.yml
+# Generate benchmark SVGs for public documentation
+name: generate_documentation_svgs

 on:
  workflow_call:
+    inputs:
+      time_span_days:
+        type: string
+        required: true
+      generate-cpu-svgs:
+        type: boolean
+        default: true
+      generate-gpu-svgs:
+        type: boolean
+        default: true
+      generate-hpu-svgs:
+        type: boolean
+        default: true
+    secrets:
+      DATA_EXTRACTOR_DATABASE_USER:
+        required: true
+      DATA_EXTRACTOR_DATABASE_HOST:
+        required: true
+      DATA_EXTRACTOR_DATABASE_PASSWORD:
+        required: true

 permissions: {}

 # zizmor: ignore[concurrency-limits] caller workflow is responsible for the concurrency

 jobs:
-  placeholder:
-    name: generate_svgs/placeholder
-    runs-on: ubuntu-latest
+  # -----------------------------------------------------------
+  # Integer benchmarks tables
+  # -----------------------------------------------------------

-    steps:
-      - run: |
-          echo "Hello this is a placeholder workflow"
+  cpu-integer-latency-table:
+    name: generate_documentation_svgs/cpu-integer-latency-table
+    uses: ./.github/workflows/generate_svg_common.yml
+    if: inputs.generate-cpu-svgs
+    with:
+      backend: cpu
+      hardware_name: hpc7a.96xlarge
+      layer: integer
+      pbs_kind: classical
+      bench_type: latency
+      time_span_days: ${{ inputs.time_span_days }}
+      output_filename: cpu-integer-benchmark-tuniform-2m128-latency
+    secrets:
+      DATA_EXTRACTOR_DATABASE_USER: ${{ secrets.DATA_EXTRACTOR_DATABASE_USER }}
+      DATA_EXTRACTOR_DATABASE_HOST: ${{ secrets.DATA_EXTRACTOR_DATABASE_HOST }}
+      DATA_EXTRACTOR_DATABASE_PASSWORD: ${{ secrets.DATA_EXTRACTOR_DATABASE_PASSWORD }}
+
+#  cpu-integer-throughput-table:
+#    name: generate_documentation_svgs/cpu-integer-latency-table
+#    uses: ./.github/workflows/generate_svg_common.yml
+#    if: inputs.generate-cpu-svgs
+#    with:
+#      backend: cpu
+#      hardware_name: hpc7a.96xlarge
+#      layer: integer
+#      pbs_kind: classical
+#      bench_type: throughput
+#      time_span_days: ${{ inputs.time_span_days }}
+#      output_filename: cpu-integer-benchmark-tuniform-2m128-throughput
+#    secrets:
+#      DATA_EXTRACTOR_DATABASE_USER: ${{ secrets.DATA_EXTRACTOR_DATABASE_USER }}
+#      DATA_EXTRACTOR_DATABASE_HOST: ${{ secrets.DATA_EXTRACTOR_DATABASE_HOST }}
+#      DATA_EXTRACTOR_DATABASE_PASSWORD: ${{ secrets.DATA_EXTRACTOR_DATABASE_PASSWORD }}
+
+#  gpu-integer-latency-table:
+#    name: generate_documentation_svgs/gpu-integer-latency-table
+#    uses: ./.github/workflows/generate_svg_common.yml
+#    if: inputs.generate-gpu-svgs
+#    with:
+#      backend: gpu
+#      hardware_name: n3-L40x1
+#      layer: integer
+#      pbs_kind: multi_bit
+#      grouping_factor: 4
+#      bench_type: latency
+#      time_span_days: ${{ inputs.time_span_days }}
+#      output_filename: gpu-integer-benchmark-h100x8-sxm5-multi-bit-tuniform-2m128-latency
+#    secrets:
+#      DATA_EXTRACTOR_DATABASE_USER: ${{ secrets.DATA_EXTRACTOR_DATABASE_USER }}
+#      DATA_EXTRACTOR_DATABASE_HOST: ${{ secrets.DATA_EXTRACTOR_DATABASE_HOST }}
+#      DATA_EXTRACTOR_DATABASE_PASSWORD: ${{ secrets.DATA_EXTRACTOR_DATABASE_PASSWORD }}
+
+#  gpu-integer-throughput-table:
+#    name: generate_documentation_svgs/gpu-integer-throughput-table
+#    uses: ./.github/workflows/generate_svg_common.yml
+#    if: inputs.generate-gpu-svgs
+#    with:
+#      backend: gpu
+#      hardware_name: n3-L40x1
+#      layer: integer
+#      pbs_kind: multi_bit
+#      grouping_factor: 4
+#      bench_type: throughput
+#      time_span_days: ${{ inputs.time_span_days }}
+#      output_filename: gpu-integer-benchmark-h100x8-sxm5-multi-bit-tuniform-2m128-throughput
+#    secrets:
+#      DATA_EXTRACTOR_DATABASE_USER: ${{ secrets.DATA_EXTRACTOR_DATABASE_USER }}
+#      DATA_EXTRACTOR_DATABASE_HOST: ${{ secrets.DATA_EXTRACTOR_DATABASE_HOST }}
+#      DATA_EXTRACTOR_DATABASE_PASSWORD: ${{ secrets.DATA_EXTRACTOR_DATABASE_PASSWORD }}
+
+  hpu-integer-latency-table:
+    name: generate_documentation_svgs/hpu-integer-latency-table
+    uses: ./.github/workflows/generate_svg_common.yml
+    if: inputs.generate-hpu-svgs
+    with:
+      backend: hpu
+      hardware_name: hpu_x1
+      layer: integer
+      pbs_kind: classical
+      bench_type: latency
+      time_span_days: ${{ inputs.time_span_days }}
+      output_filename: hpu-integer-benchmark-hpux1-tuniform-2m128-latency
+    secrets:
+      DATA_EXTRACTOR_DATABASE_USER: ${{ secrets.DATA_EXTRACTOR_DATABASE_USER }}
+      DATA_EXTRACTOR_DATABASE_HOST: ${{ secrets.DATA_EXTRACTOR_DATABASE_HOST }}
+      DATA_EXTRACTOR_DATABASE_PASSWORD: ${{ secrets.DATA_EXTRACTOR_DATABASE_PASSWORD }}
+
+  hpu-integer-throughput-table:
+    name: generate_documentation_svgs/hpu-integer-throughput-table
+    uses: ./.github/workflows/generate_svg_common.yml
+    if: inputs.generate-hpu-svgs
+    with:
+      backend: hpu
+      hardware_name: hpu_x1
+      layer: integer
+      pbs_kind: classical
+      bench_type: throughput
+      time_span_days: ${{ inputs.time_span_days }}
+      output_filename: hpu-integer-benchmark-hpux1-tuniform-2m128-throughput
+    secrets:
+      DATA_EXTRACTOR_DATABASE_USER: ${{ secrets.DATA_EXTRACTOR_DATABASE_USER }}
+      DATA_EXTRACTOR_DATABASE_HOST: ${{ secrets.DATA_EXTRACTOR_DATABASE_HOST }}
+      DATA_EXTRACTOR_DATABASE_PASSWORD: ${{ secrets.DATA_EXTRACTOR_DATABASE_PASSWORD }}
+
+  # -----------------------------------------------------------
+  # PBS benchmarks tables
+  # -----------------------------------------------------------
+
+  cpu-pbs-tables:
+    name: generate_documentation_svgs/cpu-pbs-tables
+    uses: ./.github/workflows/generate_svg_common.yml
+    if: inputs.generate-cpu-svgs
+    with:
+      backend: cpu
+      hardware_name: hpc7a.96xlarge
+      layer: core_crypto
+      pbs_kind: any
+      grouping_factor: 4
+      bench_type: latency
+      time_span_days: ${{ inputs.time_span_days }}
+      output_filename: cpu-pbs-benchmark
+    secrets:
+      DATA_EXTRACTOR_DATABASE_USER: ${{ secrets.DATA_EXTRACTOR_DATABASE_USER }}
+      DATA_EXTRACTOR_DATABASE_HOST: ${{ secrets.DATA_EXTRACTOR_DATABASE_HOST }}
+      DATA_EXTRACTOR_DATABASE_PASSWORD: ${{ secrets.DATA_EXTRACTOR_DATABASE_PASSWORD }}
+
+  gpu-pbs-tables:
+    name: generate_documentation_svgs/gpu-pbs-tables
+    uses: ./.github/workflows/generate_svg_common.yml
+    if: inputs.generate-gpu-svgs
+    with:
+      backend: gpu
+      hardware_name: n3-L40x1
+      layer: core_crypto
+      pbs_kind: any
+      grouping_factor: 4
+      bench_type: latency
+      time_span_days: ${{ inputs.time_span_days }}
+      output_filename: gpu-pbs-benchmark
+    secrets:
+      DATA_EXTRACTOR_DATABASE_USER: ${{ secrets.DATA_EXTRACTOR_DATABASE_USER }}
+      DATA_EXTRACTOR_DATABASE_HOST: ${{ secrets.DATA_EXTRACTOR_DATABASE_HOST }}
+      DATA_EXTRACTOR_DATABASE_PASSWORD: ${{ secrets.DATA_EXTRACTOR_DATABASE_PASSWORD }}
--- a/22
+++ b/22
@@ -15,7 +15,7 @@ GEN_KEY_CACHE_MULTI_BIT_ONLY?=FALSE
 GEN_KEY_CACHE_COVERAGE_ONLY?=FALSE
 PARSE_INTEGER_BENCH_CSV_FILE?=tfhe_rs_integer_benches.csv
 FAST_TESTS?=FALSE
-FAST_BENCH?=FALSE
+BIT_SIZES_SET?=ALL
 NIGHTLY_TESTS?=FALSE
 BENCH_OP_FLAVOR?=DEFAULT
 BENCH_TYPE?=latency
@@ -1345,28 +1345,28 @@ print_doc_bench_parameters:

 .PHONY: bench_integer # Run benchmarks for unsigned integer
 bench_integer: install_rs_check_toolchain
-	RUSTFLAGS="$(RUSTFLAGS)" __TFHE_RS_PARAM_TYPE=$(BENCH_PARAM_TYPE) __TFHE_RS_BENCH_OP_FLAVOR=$(BENCH_OP_FLAVOR) __TFHE_RS_FAST_BENCH=$(FAST_BENCH) __TFHE_RS_BENCH_TYPE=$(BENCH_TYPE) \
+	RUSTFLAGS="$(RUSTFLAGS)" __TFHE_RS_PARAM_TYPE=$(BENCH_PARAM_TYPE) __TFHE_RS_BENCH_OP_FLAVOR=$(BENCH_OP_FLAVOR) __TFHE_RS_BENCH_BIT_SIZES_SET=$(BIT_SIZES_SET) __TFHE_RS_BENCH_TYPE=$(BENCH_TYPE) \
 	cargo $(CARGO_RS_CHECK_TOOLCHAIN) bench \
 	--bench integer \
 	--features=integer,internal-keycache,nightly-avx512,pbs-stats -p tfhe-benchmark --

 .PHONY: bench_signed_integer # Run benchmarks for signed integer
 bench_signed_integer: install_rs_check_toolchain
-	RUSTFLAGS="$(RUSTFLAGS)" __TFHE_RS_PARAM_TYPE=$(BENCH_PARAM_TYPE) __TFHE_RS_BENCH_OP_FLAVOR=$(BENCH_OP_FLAVOR) __TFHE_RS_FAST_BENCH=$(FAST_BENCH) __TFHE_RS_BENCH_TYPE=$(BENCH_TYPE) \
+	RUSTFLAGS="$(RUSTFLAGS)" __TFHE_RS_PARAM_TYPE=$(BENCH_PARAM_TYPE) __TFHE_RS_BENCH_OP_FLAVOR=$(BENCH_OP_FLAVOR) __TFHE_RS_BENCH_BIT_SIZES_SET=$(BIT_SIZES_SET) __TFHE_RS_BENCH_TYPE=$(BENCH_TYPE) \
 	cargo $(CARGO_RS_CHECK_TOOLCHAIN) bench \
 	--bench integer-signed \
 	--features=integer,internal-keycache,nightly-avx512,pbs-stats -p tfhe-benchmark --

 .PHONY: bench_integer_gpu # Run benchmarks for integer on GPU backend
 bench_integer_gpu: install_rs_check_toolchain
-	RUSTFLAGS="$(RUSTFLAGS)" __TFHE_RS_BENCH_OP_FLAVOR=$(BENCH_OP_FLAVOR) __TFHE_RS_FAST_BENCH=$(FAST_BENCH) __TFHE_RS_BENCH_TYPE=$(BENCH_TYPE) \
+	RUSTFLAGS="$(RUSTFLAGS)" __TFHE_RS_BENCH_OP_FLAVOR=$(BENCH_OP_FLAVOR) __TFHE_RS_BENCH_BIT_SIZES_SET=$(BIT_SIZES_SET) __TFHE_RS_BENCH_TYPE=$(BENCH_TYPE) \
 	cargo $(CARGO_RS_CHECK_TOOLCHAIN) bench \
 	--bench integer \
 	--features=integer,gpu,internal-keycache,nightly-avx512,pbs-stats -p tfhe-benchmark --profile release_lto_off --

 .PHONY: bench_signed_integer_gpu # Run benchmarks for signed integer on GPU backend
 bench_signed_integer_gpu: install_rs_check_toolchain
-	RUSTFLAGS="$(RUSTFLAGS)" __TFHE_RS_BENCH_OP_FLAVOR=$(BENCH_OP_FLAVOR) __TFHE_RS_FAST_BENCH=$(FAST_BENCH) __TFHE_RS_BENCH_TYPE=$(BENCH_TYPE) \
+	RUSTFLAGS="$(RUSTFLAGS)" __TFHE_RS_BENCH_OP_FLAVOR=$(BENCH_OP_FLAVOR) __TFHE_RS_BENCH_BIT_SIZES_SET=$(BIT_SIZES_SET) __TFHE_RS_BENCH_TYPE=$(BENCH_TYPE) \
 	cargo $(CARGO_RS_CHECK_TOOLCHAIN) bench \
 	--bench integer-signed \
 	--features=integer,gpu,internal-keycache,nightly-avx512,pbs-stats -p tfhe-benchmark --profile release_lto_off --
@@ -1375,7 +1375,7 @@ bench_signed_integer_gpu: install_rs_check_toolchain
 bench_integer_hpu: install_rs_check_toolchain
 	source ./setup_hpu.sh --config $(HPU_CONFIG); \
 	export V80_PCIE_DEV=${V80_PCIE_DEV}; \
-	RUSTFLAGS="$(RUSTFLAGS)" __TFHE_RS_BENCH_OP_FLAVOR=$(BENCH_OP_FLAVOR) __TFHE_RS_FAST_BENCH=$(FAST_BENCH) __TFHE_RS_BENCH_TYPE=$(BENCH_TYPE) \
+	RUSTFLAGS="$(RUSTFLAGS)" __TFHE_RS_BENCH_OP_FLAVOR=$(BENCH_OP_FLAVOR) __TFHE_RS_BENCH_BIT_SIZES_SET=$(BIT_SIZES_SET) __TFHE_RS_BENCH_TYPE=$(BENCH_TYPE) \
 	cargo $(CARGO_RS_CHECK_TOOLCHAIN) bench \
 	--bench integer \
 	--features=integer,internal-keycache,pbs-stats,hpu,hpu-v80 -p tfhe-benchmark -- --quick
@@ -1411,7 +1411,7 @@ bench_integer_zk_gpu: install_rs_check_toolchain
 .PHONY: bench_integer_multi_bit # Run benchmarks for unsigned integer using multi-bit parameters
 bench_integer_multi_bit: install_rs_check_toolchain
 	RUSTFLAGS="$(RUSTFLAGS)" __TFHE_RS_PARAM_TYPE=MULTI_BIT __TFHE_RS_BENCH_TYPE=$(BENCH_TYPE) \
-	__TFHE_RS_BENCH_OP_FLAVOR=$(BENCH_OP_FLAVOR) __TFHE_RS_FAST_BENCH=$(FAST_BENCH) \
+	__TFHE_RS_BENCH_OP_FLAVOR=$(BENCH_OP_FLAVOR) __TFHE_RS_BENCH_BIT_SIZES_SET=$(BIT_SIZES_SET) \
 	cargo $(CARGO_RS_CHECK_TOOLCHAIN) bench \
 	--bench integer \
 	--features=integer,internal-keycache,nightly-avx512,pbs-stats -p tfhe-benchmark --
@@ -1419,7 +1419,7 @@ bench_integer_multi_bit: install_rs_check_toolchain
 .PHONY: bench_signed_integer_multi_bit # Run benchmarks for signed integer using multi-bit parameters
 bench_signed_integer_multi_bit: install_rs_check_toolchain
 	RUSTFLAGS="$(RUSTFLAGS)" __TFHE_RS_PARAM_TYPE=MULTI_BIT __TFHE_RS_BENCH_TYPE=$(BENCH_TYPE) \
-	__TFHE_RS_BENCH_OP_FLAVOR=$(BENCH_OP_FLAVOR) __TFHE_RS_FAST_BENCH=$(FAST_BENCH) \
+	__TFHE_RS_BENCH_OP_FLAVOR=$(BENCH_OP_FLAVOR) __TFHE_RS_BENCH_BIT_SIZES_SET=$(BIT_SIZES_SET) \
 	cargo $(CARGO_RS_CHECK_TOOLCHAIN) bench \
 	--bench integer-signed \
 	--features=integer,internal-keycache,nightly-avx512,pbs-stats -p tfhe-benchmark --
@@ -1427,7 +1427,7 @@ bench_signed_integer_multi_bit: install_rs_check_toolchain
 .PHONY: bench_integer_multi_bit_gpu # Run benchmarks for integer on GPU backend using multi-bit parameters
 bench_integer_multi_bit_gpu: install_rs_check_toolchain
 	RUSTFLAGS="$(RUSTFLAGS)" __TFHE_RS_PARAM_TYPE=MULTI_BIT \
-	__TFHE_RS_BENCH_OP_FLAVOR=$(BENCH_OP_FLAVOR) __TFHE_RS_FAST_BENCH=$(FAST_BENCH) __TFHE_RS_BENCH_TYPE=$(BENCH_TYPE) \
+	__TFHE_RS_BENCH_OP_FLAVOR=$(BENCH_OP_FLAVOR) __TFHE_RS_BENCH_BIT_SIZES_SET=$(BIT_SIZES_SET) __TFHE_RS_BENCH_TYPE=$(BENCH_TYPE) \
 	cargo $(CARGO_RS_CHECK_TOOLCHAIN) bench \
 	--bench integer \
 	--features=integer,gpu,internal-keycache,nightly-avx512,pbs-stats -p tfhe-benchmark --profile release_lto_off --
@@ -1435,7 +1435,7 @@ bench_integer_multi_bit_gpu: install_rs_check_toolchain
 .PHONY: bench_signed_integer_multi_bit_gpu # Run benchmarks for signed integer on GPU backend using multi-bit parameters
 bench_signed_integer_multi_bit_gpu: install_rs_check_toolchain
 	RUSTFLAGS="$(RUSTFLAGS)" __TFHE_RS_PARAM_TYPE=MULTI_BIT \
-	__TFHE_RS_BENCH_OP_FLAVOR=$(BENCH_OP_FLAVOR) __TFHE_RS_FAST_BENCH=$(FAST_BENCH) __TFHE_RS_BENCH_TYPE=$(BENCH_TYPE) \
+	__TFHE_RS_BENCH_OP_FLAVOR=$(BENCH_OP_FLAVOR) __TFHE_RS_BENCH_BIT_SIZES_SET=$(BIT_SIZES_SET) __TFHE_RS_BENCH_TYPE=$(BENCH_TYPE) \
 	cargo $(CARGO_RS_CHECK_TOOLCHAIN) bench \
 	--bench integer-signed \
 	--features=integer,gpu,internal-keycache,nightly-avx512,pbs-stats -p tfhe-benchmark --profile release_lto_off --
@@ -1491,7 +1491,7 @@ bench_pbs: install_rs_check_toolchain

 .PHONY: bench_pbs_gpu # Run benchmarks for PBS on GPU backend
 bench_pbs_gpu: install_rs_check_toolchain
-	RUSTFLAGS="$(RUSTFLAGS)" __TFHE_RS_PARAM_TYPE=$(BENCH_PARAM_TYPE) __TFHE_RS_FAST_BENCH=$(FAST_BENCH) __TFHE_RS_PARAMS_SET=$(BENCH_PARAMS_SET) __TFHE_RS_BENCH_TYPE=$(BENCH_TYPE) \
+	RUSTFLAGS="$(RUSTFLAGS)" __TFHE_RS_PARAM_TYPE=$(BENCH_PARAM_TYPE) __TFHE_RS_BENCH_BIT_SIZES_SET=$(BIT_SIZES_SET) __TFHE_RS_PARAMS_SET=$(BENCH_PARAMS_SET) __TFHE_RS_BENCH_TYPE=$(BENCH_TYPE) \
 	cargo $(CARGO_RS_CHECK_TOOLCHAIN) bench \
 	--bench core_crypto-pbs \
 	--features=boolean,shortint,gpu,internal-keycache,nightly-avx512 -p tfhe-benchmark --profile release_lto_off
--- a/ci/data_extractor/src/benchmark_specs.py
+++ b/ci/data_extractor/src/benchmark_specs.py
@@ -238,6 +238,9 @@ class ErrorFailureProbability(enum.IntEnum):
                    f"error failure probability str conversion '{self}' not supported yet"
                )

+    def __str__(self):
+        return self.to_str()
+

 class BenchType(enum.Enum):
    Latency = 0
--- a/ci/data_extractor/src/data_extractor.py
+++ b/ci/data_extractor/src/data_extractor.py
@@ -313,7 +313,10 @@ def perform_data_extraction(
        conversion_func,
    )

-    file_suffix = f"_{operand_type.lower()}"
+    if layer != Layer.CoreCrypto:
+        file_suffix = f"-{operand_type.lower()}"
+    else:
+        file_suffix = ""
    filename = utils.append_suffix_to_filename(output_filename, file_suffix, ".csv")

    utils.write_to_csv(
@@ -332,8 +335,10 @@ def perform_data_extraction(
    for array in generic_arrays:
        metadata_suffix = ""
        if array.metadata:
-            for key, value in array.metadata.items():
-                metadata_suffix += f"_{key}_{value}"
+            for value in array.metadata.values():
+                # In recent Python, dict keep insert order.
+                # This call won't change metadata order in the suffix between runs.
+                metadata_suffix += f"-{value}".lower()

        current_suffix = file_suffix + metadata_suffix

--- a/ci/data_extractor/src/formatter.py
+++ b/ci/data_extractor/src/formatter.py
@@ -433,7 +433,6 @@ class GenericFormatter:
        data,
    ):
        supported_pfails = [
-            ErrorFailureProbability.TWO_MINUS_40,
            ErrorFailureProbability.TWO_MINUS_64,
            ErrorFailureProbability.TWO_MINUS_128,
        ]
@@ -508,7 +507,10 @@ class GenericFormatter:
                BenchArray(
                    array,
                    self.layer,
-                    metadata={"pfail": key.pfail, "noise": key.noise_distribution},
+                    metadata={
+                        "noise": key.noise_distribution,
+                        "pfail": key.pfail,
+                    },
                )
            )

--- a/tfhe-benchmark/benches/integer/bench.rs
+++ b/tfhe-benchmark/benches/integer/bench.rs
@@ -3523,6 +3523,16 @@ criterion_group!(
    neg_parallelized,
    leading_zeros_parallelized,
    ilog2_parallelized,
+    scalar_add_parallelized,
+    scalar_mul_parallelized,
+    scalar_div_parallelized,
+    scalar_rem_parallelized,
+    scalar_bitand_parallelized,
+    scalar_left_shift_parallelized,
+    scalar_rotate_left_parallelized,
+    scalar_max_parallelized,
+    scalar_eq_parallelized,
+    scalar_gt_parallelized,
 );

 criterion_group!(
--- a/tfhe-benchmark/src/utilities.rs
+++ b/tfhe-benchmark/src/utilities.rs
@@ -351,12 +351,33 @@ const BENCH_BIT_SIZES: [usize; 8] = [2, 8, 16, 32, 40, 64, 128, 256];
 const BENCH_BIT_SIZES: [usize; 7] = [8, 16, 32, 40, 64, 128, 256];
 const HPU_BENCH_BIT_SIZES: [usize; 5] = [8, 16, 32, 64, 128];
 const MULTI_BIT_CPU_SIZES: [usize; 5] = [8, 16, 32, 40, 64];
+const BENCH_BIT_SIZES_DOCUMENTATION: [usize; 5] = [8, 16, 32, 64, 128];
+
+#[derive(Default)]
+pub enum BitSizesSet {
+    #[default]
+    Fast,
+    All,
+    Documentation,
+}
+
+impl BitSizesSet {
+    pub fn from_env() -> Result<Self, String> {
+        let raw_value = env::var("__TFHE_RS_BENCH_BIT_SIZES_SET").unwrap_or("fast".to_string());
+        match raw_value.to_lowercase().as_str() {
+            "fast" => Ok(BitSizesSet::Fast),
+            "all" => Ok(BitSizesSet::All),
+            "documentation" => Ok(BitSizesSet::Documentation),
+            _ => Err(format!("bit sizes set '{raw_value}' is not supported")),
+        }
+    }
+}

 /// User configuration in which benchmarks must be run.
 #[derive(Default)]
 pub struct EnvConfig {
    pub is_multi_bit: bool,
-    pub is_fast_bench: bool,
+    pub bit_sizes_set: BitSizesSet,
 }

 impl EnvConfig {
@@ -366,22 +387,21 @@ impl EnvConfig {
            ParamType::MultiBit | ParamType::MultiBitDocumentation
        );

-        let is_fast_bench = match env::var("__TFHE_RS_FAST_BENCH") {
-            Ok(val) => val.to_lowercase() == "true",
-            Err(_) => false,
-        };
-
        EnvConfig {
            is_multi_bit,
-            is_fast_bench,
+            bit_sizes_set: BitSizesSet::from_env().unwrap(),
        }
    }

    /// Get precisions values to benchmark.
    pub fn bit_sizes(&self) -> Vec<usize> {
-        if self.is_fast_bench {
-            FAST_BENCH_BIT_SIZES.to_vec()
-        } else if self.is_multi_bit {
+        let bit_sizes_set = match self.bit_sizes_set {
+            BitSizesSet::Fast => return FAST_BENCH_BIT_SIZES.to_vec(),
+            BitSizesSet::All => BENCH_BIT_SIZES.to_vec(),
+            BitSizesSet::Documentation => return BENCH_BIT_SIZES_DOCUMENTATION.to_vec(),
+        };
+
+        if self.is_multi_bit {
            if cfg!(feature = "gpu") {
                BENCH_BIT_SIZES.to_vec()
            } else {
@@ -390,7 +410,7 @@ impl EnvConfig {
        } else if cfg!(feature = "hpu") {
            HPU_BENCH_BIT_SIZES.to_vec()
        } else {
-            BENCH_BIT_SIZES.to_vec()
+            bit_sizes_set
        }
    }
 }
--- a/tfhe/docs/.gitbook/assets/cpu-integer-benchmark-tuniform-2m128-latency-ciphertext.svg
+++ b/tfhe/docs/.gitbook/assets/cpu-integer-benchmark-tuniform-2m128-latency-ciphertext.svg
@@ -15,83 +15,83 @@
 	<rect x="0" y="40" width="300" height="520" fill="#fbbc04"/>
 	<rect x="300" y="40" width="420" height="520" fill="#f3f3f3"/>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="60.0">Negation (-)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="60.0">53.6 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="60.0">58.7 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="60.0">62.7 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="60.0">83.5 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="60.0">113 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="60.0">56.7 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="60.0">61.7 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="60.0">66.1 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="60.0">91.6 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="60.0">117 ms</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="100.0">Add / Sub (+,-)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="100.0">62.1 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="100.0">61.4 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="100.0">85.7 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="100.0">109 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="100.0">171 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="100.0">59.7 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="100.0">61.5 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="100.0">84.8 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="100.0">112 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="100.0">172 ms</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="140.0">Mul (x)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="140.0">101 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="140.0">147 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="140.0">218 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="140.0">402 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="140.0">100 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="140.0">150 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="140.0">227 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="140.0">408 ms</text>
 	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="140.0">1.16 s</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="180.0">Equal / Not Equal (eq, ne)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="180.0">36.7 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="180.0">57.8 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="180.0">58.0 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="180.0">81.4 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="180.0">84.9 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="180.0">38.0 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="180.0">55.7 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="180.0">57.5 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="180.0">79.4 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="180.0">81.8 ms</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="220.0">Comparisons (ge, gt, le, lt)</text>
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-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="220.0">60.9 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="220.0">82.1 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="220.0">105 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="220.0">150 ms</text>
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+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="220.0">58.7 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="220.0">79.7 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="220.0">103 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="220.0">147 ms</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="260.0">Max / Min (max, min)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="260.0">80.2 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="260.0">103 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="260.0">128 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="260.0">150 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="260.0">198 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="260.0">77.2 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="260.0">98.9 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="260.0">122 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="260.0">155 ms</text>
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 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="300.0">Bitwise operations (&amp;, |, ^)</text>
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-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="300.0">20.5 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="300.0">21.3 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="300.0">22.7 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="300.0">23.5 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="300.0">20.0 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="300.0">20.7 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="300.0">21.5 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="300.0">23.4 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="300.0">25.0 ms</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="340.0">Div / Rem  (/, %)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="340.0">505 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="340.0">1.14 s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="340.0">2.59 s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="340.0">5.8 s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="340.0">13.9 s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="340.0">524 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="340.0">1.16 s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="340.0">2.57 s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="340.0">5.99 s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="340.0">14.9 s</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="380.0">Left / Right Shifts (&lt;&lt;, &gt;&gt;)</text>
 	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="380.0">60.7 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="380.0">83.1 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="380.0">111 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="380.0">84.3 ms</text>
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-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="420.0">85.4 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="420.0">61.1 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="420.0">84.6 ms</text>
 	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="420.0">110 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="420.0">133 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="420.0">195 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="420.0">142 ms</text>
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 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="460.0">Leading / Trailing zeros/ones</text>
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-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="460.0">168 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="460.0">188 ms</text>
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+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="460.0">255 ms</text>
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 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="180.0">Comparisons (ge, gt, le, lt)</text>
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-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="180.0">77.7 ms</text>
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+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="340.0">250 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="340.0">338 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="340.0">510 ms</text>
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 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="100.0">MB-PBS</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="352.5" y="100.0">818 us</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="457.5" y="100.0">990 us</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="562.5" y="100.0">11.5 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="352.5" y="100.0">6.79 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="457.5" y="100.0">8.21 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="562.5" y="100.0">61.7 ms</text>
 	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="667.5" y="100.0">N/A</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="140.0">KS - PBS</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="352.5" y="140.0">8.2 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="457.5" y="140.0">9.53 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="562.5" y="140.0">65.2 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="352.5" y="140.0">12.2 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="457.5" y="140.0">28.7 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="562.5" y="140.0">160 ms</text>
 	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="667.5" y="140.0">N/A</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="180.0">KS - MB-PBS</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="352.5" y="180.0">930 us</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="457.5" y="180.0">1.13 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="562.5" y="180.0">12.2 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="352.5" y="180.0">6.89 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="457.5" y="180.0">8.36 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="562.5" y="180.0">62.4 ms</text>
 	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="667.5" y="180.0">N/A</text>
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 	<line stroke="white" stroke-width="2" x1="0" y1="40" x2="720" y2="40"/>
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 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="bold" fill="white" x="6" y="20.0">Operation \ Precision (bits)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white" x="352.5" y="13.333333333333334">FheUint</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white" x="352.5" y="29.666666666666668">2</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white" x="457.5" y="13.333333333333334">FheUint</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white" x="457.5" y="29.666666666666668">4</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white" x="562.5" y="13.333333333333334">FheUint</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white" x="562.5" y="29.666666666666668">6</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white" x="667.5" y="13.333333333333334">FheUint</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white" x="667.5" y="29.666666666666668">8</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white" x="352.5" y="20.0">2</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white" x="457.5" y="20.0">4</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white" x="562.5" y="20.0">6</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white" x="667.5" y="20.0">8</text>
 	<rect x="0" y="40" width="300" height="160" fill="#fbbc04"/>
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 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="60.0">PBS</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="352.5" y="60.0">7.74 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="457.5" y="60.0">9.05 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="562.5" y="60.0">59.8 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="352.5" y="60.0">N/A</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="457.5" y="60.0">N/A</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="562.5" y="60.0">N/A</text>
 	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="667.5" y="60.0">N/A</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="100.0">MB-PBS</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="352.5" y="100.0">1.63 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="457.5" y="100.0">912 us</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="562.5" y="100.0">10.7 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="352.5" y="100.0">3.06 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="457.5" y="100.0">7.52 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="562.5" y="100.0">57.0 ms</text>
 	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="667.5" y="100.0">N/A</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="140.0">KS - PBS</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="352.5" y="140.0">7.84 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="457.5" y="140.0">9.16 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="562.5" y="140.0">60.3 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="352.5" y="140.0">11.7 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="457.5" y="140.0">27.5 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="562.5" y="140.0">149 ms</text>
 	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="667.5" y="140.0">N/A</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="180.0">KS - MB-PBS</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="352.5" y="180.0">1.74 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="457.5" y="180.0">1.05 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="562.5" y="180.0">11.3 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="352.5" y="180.0">3.16 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="457.5" y="180.0">7.65 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="562.5" y="180.0">57.6 ms</text>
 	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="667.5" y="180.0">N/A</text>
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 	<line stroke="white" stroke-width="2" x1="0" y1="40" x2="720" y2="40"/>
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 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="bold" fill="white" x="6" y="20.0">Operation \ Size</text>
 	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white" x="342.0" y="13.333333333333334">FheUint</text>
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 	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white" x="594.0" y="29.666666666666668">64</text>
 	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white" x="678.0" y="13.333333333333334">FheUint</text>
 	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white" x="678.0" y="29.666666666666668">128</text>
-	<rect x="0" y="40" width="300" height="480" fill="#fbbc04"/>
-	<rect x="300" y="40" width="420" height="480" fill="#f3f3f3"/>
+	<rect x="0" y="40" width="300" height="440" fill="#fbbc04"/>
+	<rect x="300" y="40" width="420" height="440" fill="#f3f3f3"/>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="60.0">Add / Sub (+,-)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="60.0">2.58 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="60.0">3.36 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="60.0">4.9 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="60.0">8.62 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="60.0">15.6 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="60.0">2.56 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="60.0">3.28 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="60.0">4.74 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="60.0">8.39 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="60.0">15.3 ms</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="100.0">Mul (x)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="100.0">4.89 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="100.0">10.4 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="100.0">37.3 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="100.0">4.76 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="100.0">10.1 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="100.0">37.0 ms</text>
 	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="100.0">122 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="100.0">485 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="100.0">484 ms</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="140.0">Equal / Not Equal (eq, ne)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="140.0">2.54 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="140.0">3.29 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="140.0">4.96 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="140.0">6.98 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="140.0">12.0 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="140.0">2.46 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="140.0">3.17 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="140.0">4.95 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="140.0">6.76 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="140.0">11.9 ms</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="180.0">Comparisons (ge, gt, le, lt)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="180.0">2.55 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="180.0">3.31 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="180.0">5.06 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="180.0">6.94 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="180.0">12.0 ms</text>
-	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="220.0">Max / Min (max, min)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="220.0">3.23 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="220.0">4.82 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="220.0">7.38 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="220.0">11.8 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="220.0">21.1 ms</text>
-	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="260.0">Bitwise operations (&amp;, |, ^)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="260.0">1.14 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="260.0">1.28 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="260.0">2.15 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="260.0">3.08 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="260.0">5.71 ms</text>
-	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="300.0">Div / Rem  (/, %)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="300.0">41.8 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="300.0">102 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="300.0">278 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="300.0">925 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="300.0">3.45 s</text>
-	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="340.0">Left / Right Shifts (&lt;&lt;, &gt;&gt;)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="340.0">3.29 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="340.0">5.13 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="340.0">29.8 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="340.0">82.0 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="340.0">290 ms</text>
-	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="380.0">Left / Right Rotations (left_rotate, right_rotate)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="380.0">3.36 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="380.0">6.22 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="380.0">34.4 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="380.0">88.9 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="380.0">318 ms</text>
-	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="420.0">Leading / Trailing zeros/ones</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="420.0">5.38 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="420.0">5.17 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="420.0">9.03 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="420.0">15.0 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="420.0">24.1 ms</text>
-	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="460.0">Log2</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="460.0">3.74 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="460.0">5.17 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="460.0">8.97 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="460.0">15.0 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="460.0">24.1 ms</text>
-	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="500.0">Select</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="500.0">1.24 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="500.0">2.17 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="500.0">3.05 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="500.0">5.69 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="500.0">9.91 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="180.0">2.47 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="180.0">3.15 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="180.0">4.98 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="180.0">6.77 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="180.0">11.9 ms</text>
+	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="220.0">Bitwise operations (&amp;, |, ^)</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="220.0">1.16 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="220.0">1.17 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="220.0">2.07 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="220.0">2.97 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="220.0">5.61 ms</text>
+	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="260.0">Div / Rem  (/, %)</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="260.0">41.5 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="260.0">101 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="260.0">275 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="260.0">909 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="260.0">3.41 s</text>
+	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="300.0">Left / Right Shifts (&lt;&lt;, &gt;&gt;)</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="300.0">2.56 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="300.0">4.99 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="300.0">10.9 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="300.0">25.9 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="300.0">59.8 ms</text>
+	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="340.0">Left / Right Rotations (left_rotate, right_rotate)</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="340.0">2.57 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="340.0">5.67 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="340.0">12.4 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="340.0">27.8 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="340.0">64.0 ms</text>
+	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="380.0">Leading / Trailing zeros/ones</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="380.0">5.23 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="380.0">5.07 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="380.0">8.85 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="380.0">14.8 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="380.0">23.8 ms</text>
+	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="420.0">Log2</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="420.0">3.68 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="420.0">5.04 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="420.0">8.85 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="420.0">14.6 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="420.0">23.6 ms</text>
+	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="460.0">Select</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="460.0">1.16 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="460.0">2.07 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="460.0">2.95 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="460.0">5.59 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="460.0">9.87 ms</text>
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 	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white" x="594.0" y="29.666666666666668">64</text>
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-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="60.0">233 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="60.0">126 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="60.0">67 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="60.0">2.55 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="60.0">3.25 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="60.0">4.87 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="60.0">8.48 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="60.0">15.3 ms</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="100.0">Mul (x)</text>
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-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="100.0">103 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="100.0">27.4 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="100.0">8.27 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="100.0">2.06 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="100.0">4.78 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="100.0">10.2 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="100.0">37.0 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="100.0">122 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="100.0">485 ms</text>
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-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="140.0">1.05 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="140.0">0.29 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="140.0">44.2 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="140.0">101 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="140.0">274 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="140.0">934 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="140.0">3.46 s</text>
+	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="180.0">Left / Right Shifts (&lt;&lt;, &gt;&gt;)</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="180.0">2.57 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="180.0">4.98 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="180.0">10.9 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="180.0">26.0 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="180.0">59.8 ms</text>
+	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="220.0">Left / Right Rotations (left_rotate, right_rotate)</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="220.0">2.6 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="220.0">5.69 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="220.0">12.3 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="220.0">27.9 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="220.0">64.1 ms</text>
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 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="60.0">Add / Sub (+,-)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="60.0">491 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="60.0">354 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="60.0">236 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="60.0">126 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="60.0">67.5 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="60.0">502 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="60.0">370 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="60.0">241 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="60.0">130 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="60.0">68.8 ops/s</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="100.0">Mul (x)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="100.0">234 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="100.0">103 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="100.0">27.4 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="100.0">239 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="100.0">105 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="100.0">27.6 ops/s</text>
 	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="100.0">8.29 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="100.0">2.06 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="100.0">2.07 ops/s</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="140.0">Equal / Not Equal (eq, ne)</text>
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-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="140.0">371 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="140.0">227 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="140.0">161 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="140.0">89.4 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="140.0">505 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="140.0">378 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="140.0">229 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="140.0">164 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="140.0">89.8 ops/s</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="180.0">Comparisons (ge, gt, le, lt)</text>
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-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="180.0">227 ops/s</text>
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+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="180.0">505 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="180.0">378 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="180.0">229 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="180.0">164 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="180.0">89.8 ops/s</text>
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-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="220.0">1.41 k.ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="220.0">660 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="220.0">419 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="220.0">1.49 k.ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="220.0">1.46 k.ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="220.0">666 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="220.0">420 ops/s</text>
 	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="220.0">204 ops/s</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="260.0">Div / Rem  (/, %)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="260.0">24.75 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="260.0">9.97 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="260.0">3.6 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="260.0">1.08 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="260.0">0.29 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="260.0">25.0 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="260.0">10.1 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="260.0">3.64 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="260.0">1.1 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="260.0">0.293 ops/s</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="300.0">Left / Right Shifts (&lt;&lt;, &gt;&gt;)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="300.0">542 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="300.0">217 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="300.0">35.1 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="300.0">12.6 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="300.0">3.48 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="300.0">496 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="300.0">229 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="300.0">97.5 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="300.0">39.6 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="300.0">16.9 ops/s</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="340.0">Left / Right Rotations (left_rotate, right_rotate)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="340.0">535 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="340.0">183 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="340.0">30.9 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="340.0">11.6 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="340.0">3.16 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="340.0">493 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="340.0">197 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="340.0">85.6 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="340.0">36.8 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="340.0">15.8 ops/s</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="380.0">Leading / Trailing zeros/ones</text>
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-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="380.0">120 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="380.0">70.1 ops/s</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="380.0">42.8 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="380.0">213 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="380.0">222 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="380.0">122 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="380.0">71.3 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="380.0">43.5 ops/s</text>
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-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="420.0">70.4 ops/s</text>
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+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="420.0">320 ops/s</text>
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-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="460.0">109 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="460.0">110 ops/s</text>
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+++ b/tfhe/docs/.gitbook/assets/hpu-integer-benchmark-hpux1-tuniform-2m128-throughput-plaintext.svg
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+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="60.0">501 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="60.0">369 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="60.0">238 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="60.0">130 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="60.0">68.5 ops/s</text>
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-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="100.0">10.4 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="100.0">37.3 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="100.0">123 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="100.0">484 ms</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="100.0">239 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="100.0">105 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="100.0">27.6 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="100.0">8.29 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="100.0">2.07 ops/s</text>
 	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="140.0">Div / Rem  (/, %)</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="140.0">44.7 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="140.0">102 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="140.0">278 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="594.0" y="140.0">952 ms</text>
-	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="140.0">3.51 s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="140.0">22.9 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="140.0">9.98 ops/s</text>
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+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="140.0">0.289 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="start" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="6" y="180.0">Left / Right Shifts (&lt;&lt;, &gt;&gt;)</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="180.0">496 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="426.0" y="180.0">229 ops/s</text>
+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="510.0" y="180.0">97.4 ops/s</text>
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+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="180.0">16.9 ops/s</text>
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+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="342.0" y="220.0">493 ops/s</text>
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+	<text dominant-baseline="middle" text-anchor="middle" font-family="Arial" font-size="14" font-weight="normal" fill="black" x="678.0" y="220.0">15.8 ops/s</text>
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--- a/tfhe/docs/getting-started/benchmarks/cpu/cpu-integer-operations.md
+++ b/tfhe/docs/getting-started/benchmarks/cpu/cpu-integer-operations.md
@@ -16,21 +16,21 @@ The next tables show the operation timings on CPU when all inputs are encrypted:

 ### Encrypted/encrypted operations latency

-![](../../../.gitbook/assets/cpu-integer-benchmark-tuniform-2m128-ciphertext.svg)
+![](../../../.gitbook/assets/cpu-integer-benchmark-tuniform-2m128-latency-ciphertext.svg)

 ### Encrypted/encrypted operations throughput

-![](../../../.gitbook/assets/cpu-integer-benchmark-tuniform-2m128-ciphertext-throughput.svg)
+![](../../../.gitbook/assets/cpu-integer-benchmark-tuniform-2m128-throughput-ciphertext.svg)

 The next tables show the operation timings on CPU when the left input is encrypted and the right is a clear scalar of the same size:

 ### Encrypted/clear operations latency

-![](../../../.gitbook/assets/cpu-integer-benchmark-tuniform-2m128-plaintext.svg)
+![](../../../.gitbook/assets/cpu-integer-benchmark-tuniform-2m128-latency-plaintext.svg)

 ### Encrypted/clear operations throughput

-![](../../../.gitbook/assets/cpu-integer-benchmark-tuniform-2m128-plaintext-throughput.svg)
+![](../../../.gitbook/assets/cpu-integer-benchmark-tuniform-2m128-throughput-plaintext.svg)

 All timings are based on parallelized Radix-based integer operations where each block is encrypted using the default parameters `PARAM_MESSAGE_2_CARRY_2_KS_PBS`. To ensure predictable timings, we perform operations in the `default` mode, which ensures that the input and output encoding are similar (i.e., the carries are always emptied).

--- a/tfhe/docs/getting-started/benchmarks/gpu/gpu-integer-operations.md
+++ b/tfhe/docs/getting-started/benchmarks/gpu/gpu-integer-operations.md
@@ -15,21 +15,21 @@ The following tables show the performance when the inputs of the benchmarked ope

 ### Encrypted/encrypted operations latency

-![](../../../.gitbook/assets/gpu-integer-benchmark-h100x8-sxm5-multi-bit-tuniform-2m128-ciphertext.svg)
+![](../../../.gitbook/assets/gpu-integer-benchmark-h100x8-sxm5-multi-bit-tuniform-2m128-latency-ciphertext.svg)

 ### Encrypted/encrypted operations throughput

-![](../../../.gitbook/assets/gpu-integer-benchmark-h100x8-sxm5-multi-bit-tuniform-2m128-ciphertext-throughput.svg)
+![](../../../.gitbook/assets/gpu-integer-benchmark-h100x8-sxm5-multi-bit-tuniform-2m128-throughput-ciphertext.svg)

 The following tables show the performance when the left input of the benchmarked operation is encrypted and the other is a clear scalar of the same size:

 ### Encrypted/clear operations latency

-![](../../../.gitbook/assets/gpu-integer-benchmark-h100x8-sxm5-multi-bit-tuniform-2m128-plaintext.svg)
+![](../../../.gitbook/assets/gpu-integer-benchmark-h100x8-sxm5-multi-bit-tuniform-2m128-latency-plaintext.svg)

 ### Encrypted/clear operations throughput

-![](../../../.gitbook/assets/gpu-integer-benchmark-h100x8-sxm5-multi-bit-tuniform-2m128-plaintext-throughput.svg)
+![](../../../.gitbook/assets/gpu-integer-benchmark-h100x8-sxm5-multi-bit-tuniform-2m128-throughput-plaintext.svg)

 ## Reproducing TFHE-rs benchmarks

--- a/tfhe/docs/getting-started/benchmarks/hpu/hpu-integer-operations.md
+++ b/tfhe/docs/getting-started/benchmarks/hpu/hpu-integer-operations.md
@@ -15,21 +15,21 @@ The following tables show the performance when the inputs of the benchmarked ope

 ### Encrypted/encrypted operations latency

-![](../../../.gitbook/assets/hpu-integer-benchmark-hpux1-tuniform-2m128-ciphertext.svg)
+![](../../../.gitbook/assets/hpu-integer-benchmark-hpux1-tuniform-2m128-latency-ciphertext.svg)

 ### Encrypted/encrypted operations throughput

-![](../../../.gitbook/assets/hpu-integer-benchmark-hpux1-tuniform-2m128-ciphertext-throughput.svg)
+![](../../../.gitbook/assets/hpu-integer-benchmark-hpux1-tuniform-2m128-throughput-ciphertext.svg)

 The following tables show the performance when the left input of the benchmarked operation is encrypted and the other is a clear scalar of the same size:

 ### Encrypted/clear operations latency

-![](../../../.gitbook/assets/hpu-integer-benchmark-hpux1-tuniform-2m128-plaintext.svg)
+![](../../../.gitbook/assets/hpu-integer-benchmark-hpux1-tuniform-2m128-latency-plaintext.svg)

 ### Encrypted/clear operations throughput

-![](../../../.gitbook/assets/hpu-integer-benchmark-hpux1-tuniform-2m128-plaintext-throughput.svg)
+![](../../../.gitbook/assets/hpu-integer-benchmark-hpux1-tuniform-2m128-throughput-plaintext.svg)

 ## Reproducing TFHE-rs benchmarks
Author	SHA1	Message	Date
github-actions[bot]	476f351deb	chore(docs): update benchmark results for all backends Automated documentation update from tfhe-rs CI pipeline.	2025-11-20 16:08:47 +00:00
David Testé	ffb14e94f4	WIP: try to open pr with github-actions bot signature	2025-11-20 17:06:43 +01:00
David Testé	171e8930e0	chore(bench): run scalar ops in integer deduplicated cpu bench	2025-11-20 11:08:01 +01:00
David Testé	ede27e2ee5	chore(ci): remove 2m40 p-fail from core_crypto array generation	2025-11-20 11:08:01 +01:00
David Testé	235cf654e7	fix-up: fix action token name	2025-11-20 11:08:00 +01:00
David Testé	cd0bf644a6	debug: test open-pr with minimum svgs	2025-11-20 11:07:59 +01:00
David Testé	e90c8fec90	debug: run only latencies to speed up debug	2025-11-19 09:50:39 +01:00
David Testé	6358e7ed29	WIP: modify benchmark to get more flexibility (to fix-up)	2025-11-18 14:34:19 +01:00
David Testé	38c63a3e3b	WIP: use small GPU instance to debug	2025-11-14 17:58:47 +01:00
David Testé	0990260928	chore(ci): add workflow to update documentation benchmark tables This new workflow can trigger all the required benchmarks needed to populate benchmarks tables in documentation. It also can generate SVG tables and store them as artifacts. Optionally, it can open a pull-request to update the current tables in documentation.	2025-11-14 17:54:42 +01:00
David Testé	4497a16b14	chore(ci): small fixes on data_extractor filename generation This is done to ease automated SVG tables for tfhe-rs public documentation.	2025-11-14 17:21:45 +01:00
David Testé	030d7caf22	chore(docs): change svg benchmark table names This is done to ease automated table generation through continuous integration pipeline.	2025-11-14 17:21:45 +01:00