Super-squash history to reclaim storage

.gitattributes

@@ -0,0 +1,83 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+f16/Caller-f16-00001-of-00002.gguf filter=lfs diff=lfs merge=lfs -text
+f16/Caller-f16-00002-of-00002.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-f16_q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-bf16_q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-f16_q6_k.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-bf16_q6_k.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-f16_q4_k.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-bf16_q4_k.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q2_k_l.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q3_k_l.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q4_k_l.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q5_k_l.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q6_k_l.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q2_k_m.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q2_k_s.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q3_k_m.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q3_k_s.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q4_k_m.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q4_k_s.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q5_k_m.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q5_k_s.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q6_k_m.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q4_0.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q4_1.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q4_0_l.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q4_1_l.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q5_0.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q5_1.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q5_0_l.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-q5_1_l.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-iq1_s.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-iq1_m.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-iq2_xs.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-iq2_xxs.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-iq2_s.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-iq2_m.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-iq3_xs.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-iq3_xxs.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-iq3_s.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-iq3_m.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-iq4_xs.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-iq4_nl.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-tq1_0.gguf filter=lfs diff=lfs merge=lfs -text
+Caller-tq2_0.gguf filter=lfs diff=lfs merge=lfs -text
+Caller.imatrix filter=lfs diff=lfs merge=lfs -text
+bf16/Caller-bf16-00001-of-00002.gguf filter=lfs diff=lfs merge=lfs -text
+bf16/Caller-bf16-00002-of-00002.gguf filter=lfs diff=lfs merge=lfs -text

Caller-bf16_q8_0.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5695d22283a968d44229eca3eb60ba2e480f6a07161c6fae4baa7f3311bb7fdb
+size 46661604800

Caller-f16_q8_0.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:633b7ce1edd9bcfd32b4ba380a224196b69bb4ecb268b28c1c5f0569ab7b3707
+size 46661604800

Caller-iq1_m.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:02ee07c9fbf6ba74d1c6f59d59de2a32e1f69a4ee93dfe31e5af8fdb6aaf0c89
+size 9742309056

Caller-iq1_s.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:461965d25e88690ce41234298128aa4cb2ddee85eab5726ea55adf2c5aa2407f
+size 8992495296

Caller-iq2_m.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9b8dd717a697789de5c1a5387e67ac94468fffdd16789aacbf2241062fce5382
+size 11985852096

Caller-iq2_s.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cd0adbfb38142cb64954ac86aa3aceedd1ccb7fb7456c1335dccc7108256a3fb
+size 11382265536

Caller-iq2_xs.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5c5d2454152e29d57c96d324c3f1731cd71af449fd95d0f387008fcb54312e38
+size 11016328896

Caller-iq2_xxs.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3b283659422e0c531d5f488d57df5bdc65c053cae42351a43d9877bdea4f3bd7
+size 10124957376

Caller-iq3_m.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4f58f2134ed941a26ba9de98ea83537d7dfe082905b58f79361797d7ab83a564
+size 15545358016

Caller-iq3_s.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ca612272054c4c3738a8342e2e7646f226189f1e18681a6192232fcfc3c12b92
+size 15545358016

Caller-iq3_xs.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4e7608627f8d1b942263bfe19bf009ba6686eab6418fbeabd8b79d1d91f382e8
+size 13967005376

Caller-iq3_xxs.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9a5da4f862b4e520b2782314398224b95e720157e1de5789c3b783dbddc8c500
+size 13628839616

Caller-iq4_nl.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fc26b0dea23ec5aee2b174d77c0ce563273ed58f50cfa22922a642d21dabcccd
+size 18682177216

Caller-iq4_xs.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6acd3fdff26488f1d743f79443e5cbf5a7ea9a40de8595a4f4d09f7e3bcd103c
+size 17693157056

Caller-q2_k_m.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:843b28686313b121e50b11264527be9e22af9f7da67a536993a6e53edc84d731
+size 12590298816

Caller-q2_k_s.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:de5ca12c5e0539e36861a83cf06eccf9567070eb95521aa6940762db0148ae65
+size 12383491776

Caller-q3_k_m.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9f050b564ad14f4c3952db4985050ea6209ab41afe4e5a67409c39dd40a1f978
+size 16126129856

Caller-q3_k_s.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3ccebc5b3dcf89de6a69e76d0c8d60e1bceba3ede07230556a1174de9287835e
+size 15919322816

Caller-q4_0.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e7891150959b507df99afb52ceae86c323279fe76aae32f91eaa3e1ec4c66fa5
+size 18439509696

Caller-q4_1.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:60be4f178e245228113f351adc3a3eaa2b73bef1c5048d0a24ba9e7bb2e90c49
+size 20487182016

Caller-q4_k_m.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8b02847cffce4b7851cfecb021436209edf362554bd06f79ef1769d6e379e380
+size 19824981696

Caller-q4_k_s.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5c1eb1bf53cbc8776769295c2afe706e85e61f75d9189fd237f61cc8b7ac110c
+size 19161429696

Caller-q5_0.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6c8ea205c2803b2ed8a74303092bbc4a8b9e87029bcc23efe0ae2b16f03e11e2
+size 22534854336

Caller-q5_1.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5b691d5ef7ea6973b36a1deef5ca4e4f48ff930844560bbdfd31e1cce82f77e6
+size 24582526656

Caller-q5_k_m.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:448780164a31b9c6112f98e219e3f9d05e8d3c2d217239d231dbebc88f58d98c
+size 23414306496

Caller-q5_k_s.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:78d3f93bc4592a47d1662bd0b71e9431f804ac23838b6519bf50f21bd848456e
+size 23063361216

Caller-q6_k_m.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:54e314d8ca2534c3cc9e4cd0846d14a5a11e37cbef0b198f1e9fed7b1438c7fd
+size 26886158016

Caller-q8_0.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f81e649e015d7368f53017695cbf9900202390582abc07a5da77dcce7d633053
+size 34820888000

Caller-tq1_0.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ab2a69456fd7282fa05b273722e36091a4a6958473156db4dfa4494a418b920b
+size 7669507776

Caller-tq2_0.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f69cd34912fbae674daf061cb4dc58f0daff891ef08ea2d3cdc01dd70b8916c6
+size 9132271296

Caller.imatrix

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:118dc296e1f7db58e63095eb77d9295242937303d17bd397b88eebd92ed7553a
+size 14957098

README.md

@@ -0,0 +1,130 @@
+---
+Library_name: transformers
+license: apache-2.0
+base_model:
+- Qwen/Qwen2.5-32B
+---
+
+# <span style="color: #7FFF7F;">Caller GGUF Models</span>
+
+
+## <span style="color: #7F7FFF;">Model Generation Details</span>
+
+This model was generated using [llama.cpp](https://github.com/ggerganov/llama.cpp) at commit [`73e53dc8`](https://github.com/ggerganov/llama.cpp/commit/73e53dc834c0a2336cd104473af6897197b96277).
+
+
+
+
+
+---
+
+## <span style="color: #7FFF7F;">Quantization Beyond the IMatrix</span>
+
+I've been experimenting with a new quantization approach that selectively elevates the precision of key layers beyond what the default IMatrix configuration provides.
+
+In my testing, standard IMatrix quantization underperforms at lower bit depths, especially with Mixture of Experts (MoE) models. To address this, I'm using the `--tensor-type` option in `llama.cpp` to manually "bump" important layers to higher precision. You can see the implementation here:  
+👉 [Layer bumping with llama.cpp](https://github.com/Mungert69/GGUFModelBuilder/blob/main/model-converter/tensor_list_builder.py)
+
+While this does increase model file size, it significantly improves precision for a given quantization level.
+
+### **I'd love your feedback—have you tried this? How does it perform for you?**
+
+
+
+
+---
+
+<a href="https://readyforquantum.com/huggingface_gguf_selection_guide.html" style="color: #7FFF7F;">
+  Click here to get info on choosing the right GGUF model format
+</a>
+
+---
+
+
+
+<!--Begin Original Model Card-->
+
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/6435718aaaef013d1aec3b8b/EpQKJIDg5-LmdHwH6ukVZ.png)
+
+**Caller (32B)** is a robust model engineered for seamless integrations and optimized for managing complex tool-based interactions and API function calls. Its strength lies in precise execution, intelligent orchestration, and effective communication between systems, making it indispensable for sophisticated automation pipelines.
+
+### Model Details
+
+- Architecture Base: Qwen2.5-32B
+- Parameter Count: 32B
+- License: [Apache-2.0](https://huggingface.co/arcee-ai/Caller#license)
+
+### Use Cases:
+
+- Managing integrations between CRMs, ERPs, and other enterprise systems
+- Running multi-step workflows with intelligent condition handling
+- Orchestrating external tool interactions like calendar scheduling, email parsing, or data extraction
+- Real-time monitoring and diagnostics in IoT or SaaS environments
+
+### Quantizations
+
+GGUF format available [here](https://huggingface.co/arcee-ai/Caller-GGUF)
+### License
+**Caller (32B)** is released under the [Apache-2.0 License](https://www.apache.org/licenses/LICENSE-2.0). You are free to use, modify, and distribute this model in both commercial and non-commercial applications, subject to the terms and conditions of the license.
+
+If you have questions or would like to share your experiences using Caller (32B), please connect with us on social media. We’re excited to see what you build—and how this model helps you innovate!
+
+<!--End Original Model Card-->
+
+---
+
+# <span id="testllm" style="color: #7F7FFF;">🚀 If you find these models useful</span>
+
+Help me test my **AI-Powered Quantum Network Monitor Assistant** with **quantum-ready security checks**:  
+
+👉 [Quantum Network Monitor](https://readyforquantum.com/?assistant=open&utm_source=huggingface&utm_medium=referral&utm_campaign=huggingface_repo_readme)  
+
+
+The full Open Source Code for the Quantum Network Monitor Service available at my github repos ( repos with NetworkMonitor in the name) : [Source Code Quantum Network Monitor](https://github.com/Mungert69). You will also find the code I use to quantize the models if you want to do it yourself [GGUFModelBuilder](https://github.com/Mungert69/GGUFModelBuilder)
+
+💬 **How to test**:  
+ Choose an **AI assistant type**:  
+   - `TurboLLM` (GPT-4.1-mini)  
+   - `HugLLM` (Hugginface Open-source models)  
+   - `TestLLM` (Experimental CPU-only)  
+
+### **What I’m Testing**  
+I’m pushing the limits of **small open-source models for AI network monitoring**, specifically:  
+- **Function calling** against live network services  
+- **How small can a model go** while still handling:  
+  - Automated **Nmap security scans**  
+  - **Quantum-readiness checks**  
+  - **Network Monitoring tasks**  
+
+🟡 **TestLLM** – Current experimental model (llama.cpp on 2 CPU threads on huggingface docker space):  
+- ✅ **Zero-configuration setup**  
+- ⏳ 30s load time (slow inference but **no API costs**) . No token limited as the cost is low.
+- 🔧 **Help wanted!** If you’re into **edge-device AI**, let’s collaborate!  
+
+### **Other Assistants**  
+🟢 **TurboLLM** – Uses **gpt-4.1-mini** :
+- **It performs very well but unfortunatly OpenAI charges per token. For this reason tokens usage is limited. 
+- **Create custom cmd processors to run .net code on Quantum Network Monitor Agents**
+- **Real-time network diagnostics and monitoring**
+- **Security Audits**
+- **Penetration testing** (Nmap/Metasploit)  
+
+🔵 **HugLLM** – Latest Open-source models:  
+- 🌐 Runs on Hugging Face Inference API. Performs pretty well using the lastest models hosted on Novita.
+
+### 💡 **Example commands you could test**:  
+1. `"Give me info on my websites SSL certificate"`  
+2. `"Check if my server is using quantum safe encyption for communication"`  
+3. `"Run a comprehensive security audit on my server"`
+4. '"Create a cmd processor to .. (what ever you want)" Note you need to install a [Quantum Network Monitor Agent](https://readyforquantum.com/Download/?utm_source=huggingface&utm_medium=referral&utm_campaign=huggingface_repo_readme) to run the .net code on. This is a very flexible and powerful feature. Use with caution!
+
+### Final Word
+
+I fund the servers used to create these model files, run the Quantum Network Monitor service, and pay for inference from Novita and OpenAI—all out of my own pocket. All the code behind the model creation and the Quantum Network Monitor project is [open source](https://github.com/Mungert69). Feel free to use whatever you find helpful.
+
+If you appreciate the work, please consider [buying me a coffee](https://www.buymeacoffee.com/mahadeva) ☕. Your support helps cover service costs and allows me to raise token limits for everyone.
+
+I'm also open to job opportunities or sponsorship.
+
+Thank you! 😊

bf16/Caller-bf16-00001-of-00002.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:99e52c207692cb90989698b9ba8d6655326af4a0134484c1396fe42276ac338a
+size 45902462976

bf16/Caller-bf16-00002-of-00002.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:28a1dfe8bd5e40ea4e6b312655d7b7fe20833b7b1ebb116c3ad13250bffcccec
+size 19633509824

f16/Caller-f16-00001-of-00002.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:db0eeb63fc42311807dd994a044035cf55a4468dfd32af7c670a0369b07134f6
+size 45902462976

f16/Caller-f16-00002-of-00002.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9d478c9ad95317ecf33494adbf74b868d48fa561cd92419033630cd7c7ebd853
+size 19633509824