docs(aggregation_mode): upload benchmarks

aggregation_mode/benchmarks.md

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+# Aggregation Mode Benchmark Results
+
+## Machine Specifications
+
+-   **GPU**: NVIDIA RTX 3090 (24GB VRAM)
+-   **RAM**: 32GB
+-   **CPU**: AMD EPYC 7443 (16-Core)
+-   **Operating System**: Ubuntu
+
+## Benchmark Setup
+
+-   **Total Proofs**: 3968
+-   **Proofs per Chunk**: 128
+-   **Total Chunks**: 32
+
+### Notes
+
+-   The total number of proofs (3968) is the **maximum that can be aggregated in a single run**, limited by blob capacity.
+-   Increasing the **proofs per chunk** generally improves performance, but requires **more powerful hardware** to avoid out of memory.
+-   In this benches the Aligned infrastructure was setup locally in the same machine using `ethereum-package`.
+
+## Reproduce it
+
+The step by step to run the benchmarks:
+
+1. Deploy aligned infrastructure locally with `ethereum-package`, see the [guide here](https://github.com/yetanotherco/aligned_layer/blob/testnet/docs/0_internal/ethereum_package.md).
+2. Fund a wallet on aligned, for example with rich account number 7:
+
+```shell
+# Install aligned cli
+make aligned_install_compiling
+```
+
+```shell
+aligned deposit-to-batcher \
+    --network devnet \
+    --private_key 0x4bbbf85ce3377467afe5d46f804f221813b2bb87f24d81f60f1fcdbf7cbf4356 \
+    --amount 1ether
+```
+
+3. Send `3968` fibonacci proofs for `Risc0` and `Sp1`:
+
+```shell
+## Send SP1 Proofs
+aligned submit \
+    --proving_system SP1 \
+    --proof scripts/test_files/sp1/sp1_fibonacci_5_0_0.proof \
+    --vm_program scripts/test_files/sp1/sp1_fibonacci_5_0_0.elf \
+    --repetitions 3968 \
+    --private_key 0x4bbbf85ce3377467afe5d46f804f221813b2bb87f24d81f60f1fcdbf7cbf4356 \
+    --instant_fee_estimate \
+    --network devnet \
+    --random_address
+
+## Send Risc0 Proofs
+aligned submit \
+    --proving_system Risc0 \
+    --proof scripts/test_files/risc_zero/fibonacci_proof_generator/risc_zero_fibonacci_2_0.proof \
+    --vm_program scripts/test_files/risc_zero/fibonacci_proof_generator/fibonacci_id_2_0.bin \
+    --public_input scripts/test_files/risc_zero/fibonacci_proof_generator/risc_zero_fibonacci_2_0.pub \
+    --repetitions 3968 \
+    --private_key 0x4bbbf85ce3377467afe5d46f804f221813b2bb87f24d81f60f1fcdbf7cbf4356
+```
+
+4. Modify the `proofs_per_chunk` in `config-files/config-proof-aggregator-ethereum-package.yaml` to `128`.
+5. Run the aggregator with time:
+
+```shell
+time make start_proof_aggregator_gpu_ethereum_package AGGREGATOR=sp1
+time make start_proof_aggregator_gpu_ethereum_package AGGREGATOR=risc0
+```
+
+---
+
+## RISC Zero (Risc0)
+
+-   **Start Time**: 14:28:36
+-   **Aggregation Start**: 14:33:32
+-   **End Time**: 16:46:28
+
+**Performance Summary:**
+
+-   **Verification Time**: **4 minutes 56 seconds**
+-   **Aggregation Time**: **132.93 minutes**
+-   **Total Time**: **137.87 minutes**
+-   **Aggregation time per proof**: **2 seconds**
+-   **Total time per proof**: **2,1 seconds**
+
+---
+
+## SP1
+
+-   **Start Time**: 21:52:55
+-   **Aggregation Start**: 22:26:40
+-   **End Time**: 23:24:42
+
+**Performance Summary:**
+
+-   **Verification Time**: **33 minutes 45 seconds**
+-   **Aggregation Time**: **31 minutes 47 seconds**
+-   **Total Time**: **92 minutes**
+-   **Aggregation time per proof**: **0,5 seconds**
+-   **Total time per proof**: **1,4 seconds**
+
+---
+
+## Comparison Summary
+
+|                            | Risc0        | SP1           |
+| -------------------------- | ------------ | ------------- |
+| Verification Time          | 4 min 56 sec | 33 min 45 sec |
+| Aggregation Time           | 132.93 min   | 31 min 47 sec |
+| Total Time                 | 137.87 min   | 92 min        |
+| Aggregation Time per Proof | 2 seconds    | 0,5 seconds   |
+| Total Time per Proof       | 2,1 seconds  | 1,4 seconds   |
+
+> **Note**:
+> SP1 longer verification time is due to the big overhead in setting up the prover client to verify the proof when it is fetched.