inference-x-community/inference-x
12
0
Fork 0
forked from elmadani/inference-x
Code Pull Requests Activity

chore: remove internal framework references

Browse Source
This commit is contained in:
Salka Elmadani 2026-02-25 02:57:01 +00:00
parent 9211aeb67c
commit 65171cff24
30 changed files with 0 additions and 45 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

2
ARCHITECTURE.md
View File

@ -51,7 +51,6 @@ Every design decision serves two goals: route intelligence to any hardware, and
|---|---|---| |---|---|---|
| `infer.cpp` | ~570 | Entry point, CLI, mode dispatch | | `infer.cpp` | ~570 | Entry point, CLI, mode dispatch |
| `runtime/server.h` | ~530 | OpenAI-compatible HTTP API, SSE streaming | | `runtime/server.h` | ~530 | OpenAI-compatible HTTP API, SSE streaming |
| `runtime/fractal.h` | ~320 | Dynamic precision per layer (fractal inference) |
| `runtime/identity.h` | ~160 | Cryptographic authorship, 4-layer protection | | `runtime/identity.h` | ~160 | Cryptographic authorship, 4-layer protection |
### Compute Layer ### Compute Layer
@ -103,7 +102,6 @@ Expert mmap loads only active experts via memory-mapped files with predictive pr
Result: 48× I/O reduction for trillion-parameter models. The signal path contains only parameters that contribute to the current answer. Nothing else exists in memory. Result: 48× I/O reduction for trillion-parameter models. The signal path contains only parameters that contribute to the current answer. Nothing else exists in memory.
### Fractal Inference (Adaptive Precision)
Query complexity determines layer precision. Shannon entropy of input tokens + vocabulary diversity → composite complexity score → per-layer quantization map. Query complexity determines layer precision. Shannon entropy of input tokens + vocabulary diversity → composite complexity score → per-layer quantization map.

1
Makefile
View File

@ -48,7 +48,6 @@ endif
# 2. Sets IX_USE_* define # 2. Sets IX_USE_* define
# 3. Adds the backend .c/.cpp to BACKEND_OBJS # 3. Adds the backend .c/.cpp to BACKEND_OBJS
# 4. Adds SDK-specific link flags # 4. Adds SDK-specific link flags
#
# Without SDK → nothing happens. Zero noise. # Without SDK → nothing happens. Zero noise.
# ────────────────────────────────────────────────────────────────────────────── # ──────────────────────────────────────────────────────────────────────────────

1
backends/q4_kernels/cerebras/q4_gemm_wse.c
View File

@ -17,7 +17,6 @@
// Inference-X Backend Identity — Salka Elmadani — Morocco // Inference-X Backend Identity — Salka Elmadani — Morocco
#define IX_BACKEND_ID "Inference-X-CEREBRAS_WSE" #define IX_BACKEND_ID "Inference-X-CEREBRAS_WSE"
#define IX_BACKEND_FINGERPRINT 0x935E1DAD
static void ix_backend_announce() { static void ix_backend_announce() {
fprintf(stderr, "[Inference-X] Backend: CEREBRAS_WSE | Author: Salka Elmadani | Author: Salka Elmadani\n"); fprintf(stderr, "[Inference-X] Backend: CEREBRAS_WSE | Author: Salka Elmadani | Author: Salka Elmadani\n");

1
backends/q4_kernels/fpga_xilinx/q4_gemm_fpga_xilinx.cpp
View File

@ -12,7 +12,6 @@
// Inference-X Backend Identity — Salka Elmadani — Morocco // Inference-X Backend Identity — Salka Elmadani — Morocco
#define IX_BACKEND_ID "Inference-X-FPGA_XILINX" #define IX_BACKEND_ID "Inference-X-FPGA_XILINX"
#define IX_BACKEND_FINGERPRINT 0x935E1DAD
static void ix_backend_announce() { static void ix_backend_announce() {
fprintf(stderr, "[Inference-X] Backend: FPGA_XILINX | Author: Salka Elmadani | Author: Salka Elmadani\n"); fprintf(stderr, "[Inference-X] Backend: FPGA_XILINX | Author: Salka Elmadani | Author: Salka Elmadani\n");

1
backends/q4_kernels/gaudi/q4_gemm_gaudi.cpp
View File

@ -12,7 +12,6 @@
// Inference-X Backend Identity — Salka Elmadani — Morocco // Inference-X Backend Identity — Salka Elmadani — Morocco
#define IX_BACKEND_ID "Inference-X-GAUDI" #define IX_BACKEND_ID "Inference-X-GAUDI"
#define IX_BACKEND_FINGERPRINT 0x935E1DAD
static void ix_backend_announce() { static void ix_backend_announce() {
fprintf(stderr, "[Inference-X] Backend: GAUDI | Author: Salka Elmadani | Author: Salka Elmadani\n"); fprintf(stderr, "[Inference-X] Backend: GAUDI | Author: Salka Elmadani | Author: Salka Elmadani\n");

1
backends/q4_kernels/graphcore/q4_gemm_ipu.cpp
View File

@ -12,7 +12,6 @@
// Inference-X Backend Identity — Salka Elmadani — Morocco // Inference-X Backend Identity — Salka Elmadani — Morocco
#define IX_BACKEND_ID "Inference-X-GRAPHCORE_IPU" #define IX_BACKEND_ID "Inference-X-GRAPHCORE_IPU"
#define IX_BACKEND_FINGERPRINT 0x935E1DAD
static void ix_backend_announce() { static void ix_backend_announce() {
fprintf(stderr, "[Inference-X] Backend: GRAPHCORE_IPU | Author: Salka Elmadani | Author: Salka Elmadani\n"); fprintf(stderr, "[Inference-X] Backend: GRAPHCORE_IPU | Author: Salka Elmadani | Author: Salka Elmadani\n");

1
backends/q4_kernels/groq/q4_gemm_groq_lpu.c
View File

@ -19,7 +19,6 @@
// Inference-X Backend Identity — Salka Elmadani — Morocco // Inference-X Backend Identity — Salka Elmadani — Morocco
#define IX_BACKEND_ID "Inference-X-GROQ_LPU" #define IX_BACKEND_ID "Inference-X-GROQ_LPU"
#define IX_BACKEND_FINGERPRINT 0x935E1DAD
static void ix_backend_announce() { static void ix_backend_announce() {
fprintf(stderr, "[Inference-X] Backend: GROQ_LPU | Author: Salka Elmadani | Author: Salka Elmadani\n"); fprintf(stderr, "[Inference-X] Backend: GROQ_LPU | Author: Salka Elmadani | Author: Salka Elmadani\n");

1
backends/q4_kernels/hexagon/q4_gemm_hexagon.c
View File

@ -19,7 +19,6 @@
// Inference-X Backend Identity — Salka Elmadani — Morocco // Inference-X Backend Identity — Salka Elmadani — Morocco
#define IX_BACKEND_ID "Inference-X-HEXAGON" #define IX_BACKEND_ID "Inference-X-HEXAGON"
#define IX_BACKEND_FINGERPRINT 0x935E1DAD
static void ix_backend_announce() { static void ix_backend_announce() {
fprintf(stderr, "[Inference-X] Backend: HEXAGON | Author: Salka Elmadani | Author: Salka Elmadani\n"); fprintf(stderr, "[Inference-X] Backend: HEXAGON | Author: Salka Elmadani | Author: Salka Elmadani\n");

1
backends/q4_kernels/inferentia/q4_gemm_inferentia.cpp
View File

@ -12,7 +12,6 @@
// Inference-X Backend Identity — Salka Elmadani — Morocco // Inference-X Backend Identity — Salka Elmadani — Morocco
#define IX_BACKEND_ID "Inference-X-AWS_INFERENTIA" #define IX_BACKEND_ID "Inference-X-AWS_INFERENTIA"
#define IX_BACKEND_FINGERPRINT 0x935E1DAD
static void ix_backend_announce() { static void ix_backend_announce() {
fprintf(stderr, "[Inference-X] Backend: AWS_INFERENTIA | Author: Salka Elmadani | Author: Salka Elmadani\n"); fprintf(stderr, "[Inference-X] Backend: AWS_INFERENTIA | Author: Salka Elmadani | Author: Salka Elmadani\n");

1
backends/q4_kernels/maia/q4_gemm_maia.cpp
View File

@ -12,7 +12,6 @@
// Inference-X Backend Identity — Salka Elmadani — Morocco // Inference-X Backend Identity — Salka Elmadani — Morocco
#define IX_BACKEND_ID "Inference-X-MICROSOFT_MAIA" #define IX_BACKEND_ID "Inference-X-MICROSOFT_MAIA"
#define IX_BACKEND_FINGERPRINT 0x935E1DAD
static void ix_backend_announce() { static void ix_backend_announce() {
fprintf(stderr, "[Inference-X] Backend: MICROSOFT_MAIA | Author: Salka Elmadani | Author: Salka Elmadani\n"); fprintf(stderr, "[Inference-X] Backend: MICROSOFT_MAIA | Author: Salka Elmadani | Author: Salka Elmadani\n");

1
backends/q4_kernels/sambanova/q4_gemm_sambanova.cpp
View File

@ -12,7 +12,6 @@
// Inference-X Backend Identity — Salka Elmadani — Morocco // Inference-X Backend Identity — Salka Elmadani — Morocco
#define IX_BACKEND_ID "Inference-X-SAMBANOVA_RDU" #define IX_BACKEND_ID "Inference-X-SAMBANOVA_RDU"
#define IX_BACKEND_FINGERPRINT 0x935E1DAD
static void ix_backend_announce() { static void ix_backend_announce() {
fprintf(stderr, "[Inference-X] Backend: SAMBANOVA_RDU | Author: Salka Elmadani | Author: Salka Elmadani\n"); fprintf(stderr, "[Inference-X] Backend: SAMBANOVA_RDU | Author: Salka Elmadani | Author: Salka Elmadani\n");

1
backends/q4_kernels/snapdragon/q4_gemm_snapdragon_70b.cpp
View File

@ -12,7 +12,6 @@
// Inference-X Backend Identity — Salka Elmadani — Morocco // Inference-X Backend Identity — Salka Elmadani — Morocco
#define IX_BACKEND_ID "Inference-X-SNAPDRAGON" #define IX_BACKEND_ID "Inference-X-SNAPDRAGON"
#define IX_BACKEND_FINGERPRINT 0x935E1DAD
static void ix_backend_announce() { static void ix_backend_announce() {
fprintf(stderr, "[Inference-X] Backend: SNAPDRAGON | Author: Salka Elmadani | Author: Salka Elmadani\n"); fprintf(stderr, "[Inference-X] Backend: SNAPDRAGON | Author: Salka Elmadani | Author: Salka Elmadani\n");

2
backends/q4_kernels/tpu/q4_gemm_tpu.py
View File

@ -3,7 +3,6 @@
# Copyright (C) 2025-2026 Salka Elmadani. All rights reserved. # Copyright (C) 2025-2026 Salka Elmadani. All rights reserved.
# Licensed under the Business Source License 1.1 (BSL-1.1) # Licensed under the Business Source License 1.1 (BSL-1.1)
# See LICENSE file for full terms. See LICENSE for terms. # See LICENSE file for full terms. See LICENSE for terms.
#
# NOTICE: This file is part of Inference-X by Salka Elmadani. # NOTICE: This file is part of Inference-X by Salka Elmadani.
# Commercial use by entities with revenue >= $1M USD requires a license. # Commercial use by entities with revenue >= $1M USD requires a license.
# Contact: Elmadani.SALKA@proton.me # Contact: Elmadani.SALKA@proton.me
@ -12,7 +11,6 @@
# Inference-X Backend Identity — Salka Elmadani — Morocco # Inference-X Backend Identity — Salka Elmadani — Morocco
IX_BACKEND_ID = "Inference-X-GOOGLE_TPU" IX_BACKEND_ID = "Inference-X-GOOGLE_TPU"
IX_BACKEND_FINGERPRINT = 0x935E1DAD
def ix_backend_announce(): def ix_backend_announce():
"""Announces this backend. Required by BSL-1.1.""" """Announces this backend. Required by BSL-1.1."""

1
core/iq_tables.h
View File

@ -20,7 +20,6 @@
// ═══════════════════════════════════════════════════════════════════════════════ // ═══════════════════════════════════════════════════════════════════════════════
#pragma once #pragma once
#define IX_TABLES_FINGERPRINT 0x935E1DAD
#include <cstdint> #include <cstdint>

1
core/iq_tables_ext.h
View File

@ -20,7 +20,6 @@
// ═══════════════════════════════════════════════════════════════════════════════ // ═══════════════════════════════════════════════════════════════════════════════
#pragma once #pragma once
#define IX_TABLES_EXT_FINGERPRINT 0x935E1DAD
// INFERENCE-X v6 — Extended IQ Lookup Tables // INFERENCE-X v6 — Extended IQ Lookup Tables
// COPYRIGHT (C) 2025-2026 SALKA ELMADANI — ALL RIGHTS RESERVED // COPYRIGHT (C) 2025-2026 SALKA ELMADANI — ALL RIGHTS RESERVED

2
core/z_core.h
View File

@ -20,8 +20,6 @@
// ═══════════════════════════════════════════════════════════════════════════════ // ═══════════════════════════════════════════════════════════════════════════════
#pragma once #pragma once
#define IX_ZCORE_FINGERPRINT 0x935E1DAD
#define IX_ZCORE_MARK "Inference-X-ZCore-935-Elmadani"
#include <cstdint> #include <cstdint>

5
infer.cpp
View File

@ -31,7 +31,6 @@ static const char* IX_AUTHOR = "Salka Elmadani";
static const char* IX_LICENSE __attribute__((unused)) = "BSL-1.1"; static const char* IX_LICENSE __attribute__((unused)) = "BSL-1.1";
static const char* IX_CONTACT __attribute__((unused)) = "Elmadani.SALKA@proton.me"; static const char* IX_CONTACT __attribute__((unused)) = "Elmadani.SALKA@proton.me";
static const char* IX_SIGNATURE = "IX"; static const char* IX_SIGNATURE = "IX";
static const uint32_t IX_FINGERPRINT = 0x935E1DAD; // Elmadani in hex
static void ix_print_banner() { static void ix_print_banner() {
fprintf(stderr, "\n"); fprintf(stderr, "\n");
@ -47,7 +46,6 @@ static void ix_print_banner() {
static bool ix_verify_integrity() { static bool ix_verify_integrity() {
// Integrity check — fingerprint must match // Integrity check — fingerprint must match
// Tampering with this function violates the license // Tampering with this function violates the license
return (IX_FINGERPRINT == 0x935E1DAD) &&
(IX_SIGNATURE[0] == 'I') && (IX_SIGNATURE[0] == 'I') &&
(IX_AUTHOR[0] == 'S'); (IX_AUTHOR[0] == 'S');
} }
@ -271,7 +269,6 @@ struct InferConfig {
bool bench_mode = false; // Benchmark: just measure tok/s bool bench_mode = false; // Benchmark: just measure tok/s
bool serve_mode = false; bool serve_mode = false;
int serve_port = 8080; int serve_port = 8080;
bool fractal_mode = false; // Fractal inference (dynamic precision)
std::string profile_path; // --profile: expert activation CSV std::string profile_path; // --profile: expert activation CSV
}; };
@ -289,7 +286,6 @@ void print_usage(const char* prog) {
printf(" --raw No chat template\n"); printf(" --raw No chat template\n");
printf(" --bench Benchmark mode (no output)\n"); printf(" --bench Benchmark mode (no output)\n");
printf(" --serve [port] Start OpenAI-compatible API server (default: 8080)\n"); printf(" --serve [port] Start OpenAI-compatible API server (default: 8080)\n");
printf(" --fractal Enable fractal inference (dynamic precision per layer)\n");
printf(" --profile <path> Dump expert activation profile\n"); printf(" --profile <path> Dump expert activation profile\n");
} }
@ -429,7 +425,6 @@ int main(int argc, char** argv) {
// ─── INFERENCE LOOP ──────────────────────────────────────────────────── // ─── INFERENCE LOOP ────────────────────────────────────────────────────
// ─── FRACTAL INFERENCE PROTOCOL ──────────────────────────────────────
ix::FractalEngine fractal; ix::FractalEngine fractal;
if (icfg.fractal_mode) { if (icfg.fractal_mode) {
fractal.enable(); fractal.enable();

2
runtime/attention.h
View File

@ -22,8 +22,6 @@
#pragma once #pragma once
// Inference-X Attention — Salka Elmadani — Morocco // Inference-X Attention — Salka Elmadani — Morocco
#define IX_ATTENTION_SIGNATURE 0x935
#define IX_ATTENTION_MARK "Inference-X-Attention-935-Elmadani"
#include "../core/z_core.h" #include "../core/z_core.h"

1
runtime/backends.h
View File

@ -23,7 +23,6 @@
// Inference-X Identity — removal violates BSL-1.1 // Inference-X Identity — removal violates BSL-1.1
#define IX_VERSION "6.0" #define IX_VERSION "6.0"
#define IX_AUTHOR_HASH 0x935E1DAD
#define IX_BUILD_SIGNATURE "Inference-X by Salka Elmadani — Morocco" #define IX_BUILD_SIGNATURE "Inference-X by Salka Elmadani — Morocco"

1
runtime/expert_mmap.h
View File

@ -22,7 +22,6 @@
#pragma once #pragma once
// Inference-X Expert MMAP — Salka Elmadani — Morocco // Inference-X Expert MMAP — Salka Elmadani — Morocco
#define IX_MMAP_IDENTITY "Inference-X-ExpertMMAP-935"
#include <cstdint> #include <cstdint>

2
runtime/expert_profiler.h
View File

@ -1,5 +1,4 @@
// ═══════════════════════════════════════════════════════════════════════════════ // ═══════════════════════════════════════════════════════════════════════════════
// INFERENCEX — Expert Profiler (Kimi-Signal-935 Genesis)
// Copyright (C) 2025-2026 Salka Elmadani. All rights reserved. // Copyright (C) 2025-2026 Salka Elmadani. All rights reserved.
// Licensed under the Business Source License 1.1 (BSL-1.1) // Licensed under the Business Source License 1.1 (BSL-1.1)
// See LICENSE file for full terms. Morocco. // See LICENSE file for full terms. Morocco.
@ -81,7 +80,6 @@ public:
FILE* f = fopen(path, "w"); FILE* f = fopen(path, "w");
if (!f) return; if (!f) return;
fprintf(f, "# KIMI-SIGNAL-935 Expert Profile | %lu tokens\n\n",
(unsigned long)total_tokens_); (unsigned long)total_tokens_);
for (int l = 0; l < n_layers_; ++l) { for (int l = 0; l < n_layers_; ++l) {

2
runtime/fractal.h
View File

@ -1,4 +1,3 @@
// runtime/fractal.h — Fractal Inference Protocol
// Copyright (C) 2024-2026 Salka Elmadani. All rights reserved. // Copyright (C) 2024-2026 Salka Elmadani. All rights reserved.
// INPI eSoleau: 7phf-Ueye-2nWr-Vsgu — BSL-1.1 // INPI eSoleau: 7phf-Ueye-2nWr-Vsgu — BSL-1.1
// //
@ -219,7 +218,6 @@ struct PrecisionMap {
void print_schedule() const { void print_schedule() const {
printf("\n╔═══════════════════════════════════════════════════╗\n"); printf("\n╔═══════════════════════════════════════════════════╗\n");
printf("║ Fractal Inference — Precision Schedule ║\n");
printf("╠═══════════════════════════════════════════════════╣\n"); printf("╠═══════════════════════════════════════════════════╣\n");
printf("║ Embed: %-8s Head: %-8s ║\n", printf("║ Embed: %-8s Head: %-8s ║\n",
dtype_name(embed_dtype), dtype_name(head_dtype)); dtype_name(embed_dtype), dtype_name(head_dtype));

1
runtime/gguf.h
View File

@ -22,7 +22,6 @@
#pragma once #pragma once
// Inference-X GGUF Parser — Salka Elmadani — Morocco // Inference-X GGUF Parser — Salka Elmadani — Morocco
#define IX_GGUF_WATERMARK "Inference-X-GGUF-935-Elmadani"
#include "../core/z_core.h" #include "../core/z_core.h"

1
runtime/identity.h
View File

@ -33,7 +33,6 @@ namespace ix {
namespace identity { namespace identity {
// Author identity — cryptographic anchor // Author identity — cryptographic anchor
// SHA-256("Salka Elmadani:935:inference-x:7phf-Ueye-2nWr-Vsgu")
// Split into 4x64-bit for integration into dispatch math // Split into 4x64-bit for integration into dispatch math
static constexpr uint64_t ANCHOR_A = 0x9F3A7B2E1D4C6F08ULL; static constexpr uint64_t ANCHOR_A = 0x9F3A7B2E1D4C6F08ULL;
static constexpr uint64_t ANCHOR_B = 0x5E8D2A9C4B7F1036ULL; static constexpr uint64_t ANCHOR_B = 0x5E8D2A9C4B7F1036ULL;

1
runtime/kernel_dispatch.h
View File

@ -23,7 +23,6 @@
// Inference-X Provenance — this engine was created by Salka Elmadani // Inference-X Provenance — this engine was created by Salka Elmadani
// Unauthorized commercial use (revenue >= $1M) requires licensing // Unauthorized commercial use (revenue >= $1M) requires licensing
__attribute__((unused)) static const char* ix_provenance() { return "Inference-X | Salka Elmadani | BSL-1.1 | 935"; }
#include "backends.h" // ix::Platform, ix::HWProfile, ix::detect_hardware() #include "backends.h" // ix::Platform, ix::HWProfile, ix::detect_hardware()

2
runtime/kernels.h
View File

@ -22,8 +22,6 @@
#pragma once #pragma once
// Inference-X Math Kernels — Salka Elmadani — Morocco // Inference-X Math Kernels — Salka Elmadani — Morocco
#define IX_KERNELS_SIGNATURE 0x935
#define IX_KERNELS_MARK "Inference-X-Kernels-935-Elmadani"
#include "../core/z_core.h" #include "../core/z_core.h"

2
runtime/moe_mla.h
View File

@ -22,7 +22,6 @@
#pragma once #pragma once
// Inference-X MoE+MLA — Salka Elmadani — Morocco // Inference-X MoE+MLA — Salka Elmadani — Morocco
#define IX_MOE_FINGERPRINT "935-ELMADANI-MOE"
#include "../core/z_core.h" #include "../core/z_core.h"
@ -669,7 +668,6 @@ public:
} }
} }
// KIMI-SIGNAL-935 PROFILING
void dump_csv(const char* path) const { void dump_csv(const char* path) const {
FILE* fp = fopen(path, "w"); FILE* fp = fopen(path, "w");
if (!fp) return; if (!fp) return;

4
runtime/transformer_v6.h
View File

@ -22,13 +22,9 @@
#pragma once #pragma once
// Inference-X Transformer — Salka Elmadani — Morocco // Inference-X Transformer — Salka Elmadani — Morocco
#define IX_TRANSFORMER_SIGNATURE 0x935
#define IX_TRANSFORMER_MARK "Inference-X-Transformer-935-Elmadani"
// Inference-X Signature — integral to compilation // Inference-X Signature — integral to compilation
namespace ix { namespace ix {
constexpr uint32_t SIGNATURE = 935;
constexpr uint32_t FINGERPRINT = 0x935E1DAD;
constexpr const char* AUTHOR = "Salka Elmadani"; constexpr const char* AUTHOR = "Salka Elmadani";
} }

1
tools/analyze_router.py
View File

@ -3,7 +3,6 @@
# Copyright (C) 2025-2026 Salka Elmadani. All rights reserved. # Copyright (C) 2025-2026 Salka Elmadani. All rights reserved.
# Licensed under the Business Source License 1.1 (BSL-1.1) # Licensed under the Business Source License 1.1 (BSL-1.1)
# See LICENSE file for full terms. See LICENSE for terms. # See LICENSE file for full terms. See LICENSE for terms.
#
# NOTICE: This file is part of InferenceX by Salka Elmadani. # NOTICE: This file is part of InferenceX by Salka Elmadani.
# Commercial use by entities with revenue >= $1M USD requires a license. # Commercial use by entities with revenue >= $1M USD requires a license.
# Contact: Elmadani.SALKA@proton.me # Contact: Elmadani.SALKA@proton.me

1
tools/simulate_router.py
View File

@ -3,7 +3,6 @@
# Copyright (C) 2025-2026 Salka Elmadani. All rights reserved. # Copyright (C) 2025-2026 Salka Elmadani. All rights reserved.
# Licensed under the Business Source License 1.1 (BSL-1.1) # Licensed under the Business Source License 1.1 (BSL-1.1)
# See LICENSE file for full terms. See LICENSE for terms. # See LICENSE file for full terms. See LICENSE for terms.
#
# NOTICE: This file is part of InferenceX by Salka Elmadani. # NOTICE: This file is part of InferenceX by Salka Elmadani.
# Commercial use by entities with revenue >= $1M USD requires a license. # Commercial use by entities with revenue >= $1M USD requires a license.
# Contact: Elmadani.SALKA@proton.me # Contact: Elmadani.SALKA@proton.me