# Sentimatrix V2 - LLM Provider Tracking

## Status Legend

| Status | Meaning |
|--------|---------|
| Planned | Not started |
| In Progress | Currently being implemented |
| Implemented | Code complete |
| Tested | Unit tests passing |
| Working | Integration tested and verified |
| Stable | Production ready |

---

## Priority Levels

| Priority | Description |
|----------|-------------|
| P0 | Critical - Must have for release |
| P1 | Important - Should have |
| P2 | Nice to have |
| P3 | Future consideration |

---

## Major Cloud Providers

| Provider | Priority | Status | Implemented | Tested | Working | Notes |
|----------|----------|--------|-------------|--------|---------|-------|
| OpenAI | P0 | **Working** | [x] | [x] | [x] | GPT-4o, GPT-4o-mini, o1, streaming, functions, embeddings |
| Anthropic | P0 | **Working** | [x] | [x] | [x] | Claude 3.5 Sonnet, Claude 3, 200K context, vision |
| Google Gemini | P0 | **Working** | [x] | [x] | [x] | Gemini 2.0/1.5 Pro/Flash, 2M context, vision |
| Azure OpenAI | P1 | **Working** | [x] | [x] | [x] | Enterprise OpenAI via Microsoft Azure |
| Amazon Bedrock | P1 | **Working** | [x] | [x] | [x] | Multi-model: Claude, Llama, Titan, Mistral, Cohere |
| Google Vertex AI | P2 | Planned | [ ] | [ ] | [ ] | Enterprise Gemini |

---

## Fast Inference Providers

| Provider | Priority | Status | Implemented | Tested | Working | Notes |
|----------|----------|--------|-------------|--------|---------|-------|
| Groq | P0 | **Working** | [x] | [x] | [x] | LPU, 750 tok/s, LLaMA 3.3, Mixtral, Whisper |
| Cerebras | P1 | **Working** | [x] | [x] | [x] | WSE, 1800 tok/s (8B), 450 tok/s (70B) |
| Fireworks AI | P1 | **Working** | [x] | [x] | [x] | FireAttention, Llama 3, Mixtral, embeddings |
| SambaNova | P2 | Planned | [ ] | [ ] | [ ] | RDU, 405B support |

---

## Open Source Platforms

| Provider | Priority | Status | Implemented | Tested | Working | Notes |
|----------|----------|--------|-------------|--------|---------|-------|
| Together AI | P1 | **Working** | [x] | [x] | [x] | 200+ models, Llama, Mixtral, Qwen, embeddings |
| Hugging Face | P1 | Planned | [ ] | [ ] | [ ] | Inference API |
| Replicate | P2 | Planned | [ ] | [ ] | [ ] | Per-second billing |
| Deep Infra | P2 | Planned | [ ] | [ ] | [ ] | OSS models |
| Baseten | P2 | Planned | [ ] | [ ] | [ ] | Model deployment |
| Modal | P3 | Planned | [ ] | [ ] | [ ] | Serverless GPU |

---

## Local Inference

| Provider | Priority | Status | Implemented | Tested | Working | Notes |
|----------|----------|--------|-------------|--------|---------|-------|
| Ollama | P0 | **Working** | [x] | [x] | [x] | No API key, streaming, embeddings, model management |
| LM Studio | P1 | **Working** | [x] | [x] | [x] | GGUF models, local server, no API key |
| vLLM | P1 | **Working** | [x] | [x] | [x] | PagedAttention, high-throughput serving |
| llama.cpp | P2 | **Working** | [x] | [x] | [x] | CPU/GPU GGUF inference, grammar, tokenization |
| text-gen-webui | P2 | **Working** | [x] | [x] | [x] | Multi-backend GUI, character chat, extensions |
| ExLlamaV2 | P2 | **Working** | [x] | [x] | [x] | GPTQ/EXL2 quantized, LoRA support, TabbyAPI |
| Ollama Cloud | P3 | Planned | [ ] | [ ] | [ ] | Hosted Ollama |

---

## European Providers

| Provider | Priority | Status | Implemented | Tested | Working | Notes |
|----------|----------|--------|-------------|--------|---------|-------|
| Mistral | P0 | **Working** | [x] | [x] | [x] | EU-based, mistral-large, pixtral, codestral, embeddings |
| OVHcloud AI | P3 | Planned | [ ] | [ ] | [ ] | EU infrastructure |
| Scaleway | P3 | Planned | [ ] | [ ] | [ ] | EU cloud |
| Aleph Alpha | P3 | Planned | [ ] | [ ] | [ ] | German AI |

---

## Chinese Providers

| Provider | Priority | Status | Implemented | Tested | Working | Notes |
|----------|----------|--------|-------------|--------|---------|-------|
| DeepSeek | P1 | **Working** | [x] | [x] | [x] | V3 chat, coder, R1 reasoning |
| Alibaba Qwen | P2 | Planned | [ ] | [ ] | [ ] | Qwen series |
| Moonshot AI | P2 | Planned | [ ] | [ ] | [ ] | Kimi |
| Zhipu AI | P2 | Planned | [ ] | [ ] | [ ] | GLM series |
| Baidu ERNIE | P3 | Planned | [ ] | [ ] | [ ] | ERNIE series |
| SiliconFlow | P2 | Planned | [ ] | [ ] | [ ] | Chinese infra |
| Kimi | P3 | Planned | [ ] | [ ] | [ ] | Long context |
| MiniMax | P3 | Planned | [ ] | [ ] | [ ] | Chinese LLM |
| Xiaomi | P3 | Planned | [ ] | [ ] | [ ] | Device AI |
| Bailing | P3 | Planned | [ ] | [ ] | [ ] | Chinese LLM |
| 302.AI | P3 | Planned | [ ] | [ ] | [ ] | Chinese platform |

---

## Specialized Providers

| Provider | Priority | Status | Implemented | Tested | Working | Notes |
|----------|----------|--------|-------------|--------|---------|-------|
| Cohere | P1 | **Working** | [x] | [x] | [x] | RAG, embeddings, reranking, Command R+ |
| Perplexity | P2 | Planned | [ ] | [ ] | [ ] | Search + LLM |
| xAI (Grok) | P2 | Planned | [ ] | [ ] | [ ] | Elon's AI |
| Upstage | P2 | Planned | [ ] | [ ] | [ ] | Solar models |
| Nvidia NIM | P2 | Planned | [ ] | [ ] | [ ] | GPU optimized |

---

## Router/Gateway Providers

| Provider | Priority | Status | Implemented | Tested | Working | Notes |
|----------|----------|--------|-------------|--------|---------|-------|
| OpenRouter | P1 | **Working** | [x] | [x] | [x] | 200+ models, unified API, cost tracking |
| Vercel AI Gateway | P2 | Planned | [ ] | [ ] | [ ] | Edge AI |
| Cloudflare Workers AI | P2 | Planned | [ ] | [ ] | [ ] | Edge inference |
| Cloudflare AI Gateway | P2 | Planned | [ ] | [ ] | [ ] | AI proxy |
| Helicone | P3 | Planned | [ ] | [ ] | [ ] | LLM observability |
| FastRouter | P3 | Planned | [ ] | [ ] | [ ] | Fast routing |
| ZenMux | P3 | Planned | [ ] | [ ] | [ ] | Multiplexer |

---

## Enterprise/Specialty

| Provider | Priority | Status | Implemented | Tested | Working | Notes |
|----------|----------|--------|-------------|--------|---------|-------|
| GitHub Copilot | P3 | Planned | [ ] | [ ] | [ ] | Code completion |
| GitHub Models | P2 | Planned | [ ] | [ ] | [ ] | Model marketplace |
| GitLab Duo | P3 | Planned | [ ] | [ ] | [ ] | GitLab AI |
| SAP AI Core | P3 | Planned | [ ] | [ ] | [ ] | Enterprise |
| Azure Cognitive | P2 | Planned | [ ] | [ ] | [ ] | Azure AI services |
| Weights & Biases | P3 | Planned | [ ] | [ ] | [ ] | ML platform |

---

## Other Providers

| Provider | Priority | Status | Implemented | Tested | Working | Notes |
|----------|----------|--------|-------------|--------|---------|-------|
| NovitaAI | P3 | Planned | [ ] | [ ] | [ ] | - |
| Venice AI | P3 | Planned | [ ] | [ ] | [ ] | Privacy focused |
| Vivgrid | P3 | Planned | [ ] | [ ] | [ ] | - |
| Chutes | P3 | Planned | [ ] | [ ] | [ ] | - |
| Cortecs | P3 | Planned | [ ] | [ ] | [ ] | - |
| Moark | P3 | Planned | [ ] | [ ] | [ ] | - |
| Inception | P3 | Planned | [ ] | [ ] | [ ] | - |
| Privatemode AI | P3 | Planned | [ ] | [ ] | [ ] | Privacy |
| LucidQuery AI | P3 | Planned | [ ] | [ ] | [ ] | - |
| Firmware | P3 | Planned | [ ] | [ ] | [ ] | - |
| Abacus | P3 | Planned | [ ] | [ ] | [ ] | - |
| Nebius | P3 | Planned | [ ] | [ ] | [ ] | Token Factory |
| v0 | P3 | Planned | [ ] | [ ] | [ ] | Vercel |
| iFlow | P3 | Planned | [ ] | [ ] | [ ] | - |
| Synthetic | P3 | Planned | [ ] | [ ] | [ ] | - |
| submodel | P3 | Planned | [ ] | [ ] | [ ] | - |
| NanoGPT | P3 | Planned | [ ] | [ ] | [ ] | Small models |
| Z.AI | P3 | Planned | [ ] | [ ] | [ ] | - |
| Inference | P3 | Planned | [ ] | [ ] | [ ] | - |
| Requesty | P3 | Planned | [ ] | [ ] | [ ] | - |
| Morph | P3 | Planned | [ ] | [ ] | [ ] | - |
| Friendli | P3 | Planned | [ ] | [ ] | [ ] | - |
| AIHubMix | P3 | Planned | [ ] | [ ] | [ ] | - |
| IO.NET | P3 | Planned | [ ] | [ ] | [ ] | Decentralized |
| ModelScope | P3 | Planned | [ ] | [ ] | [ ] | Alibaba models |
| Poe | P3 | Planned | [ ] | [ ] | [ ] | Quora AI |
| Vultr | P3 | Planned | [ ] | [ ] | [ ] | Cloud GPU |

---

## Implementation Summary

| Category | Total | P0 | P1 | P2 | P3 | Implemented | Working |
|----------|-------|----|----|----|----|-------------|---------|
| Major Cloud | 6 | 3 | 2 | 1 | 0 | 5 | 5 |
| Fast Inference | 4 | 1 | 2 | 1 | 0 | 3 | 3 |
| Open Source | 6 | 0 | 2 | 3 | 1 | 1 | 1 |
| Local | 7 | 1 | 2 | 3 | 1 | 6 | 6 |
| European | 4 | 1 | 0 | 0 | 3 | 1 | 1 |
| Chinese | 11 | 0 | 1 | 4 | 6 | 1 | 1 |
| Specialized | 5 | 0 | 1 | 4 | 0 | 1 | 1 |
| Router/Gateway | 7 | 0 | 1 | 2 | 4 | 1 | 1 |
| Enterprise | 6 | 0 | 0 | 2 | 4 | 0 | 0 |
| Other | 30+ | 0 | 0 | 0 | 30+ | 0 | 0 |
| **Total** | **86+** | **6** | **11** | **20** | **49+** | **19** | **19** |

### Provider Manager

| Component | Status | Implemented | Tested | Working | Notes |
|-----------|--------|-------------|--------|---------|-------|
| LLMProviderManager | **Working** | [x] | [x] | [x] | Multi-provider orchestration, fallback chain |
| Health Tracking | **Working** | [x] | [x] | [x] | Success/failure rate, latency, availability |
| Fallback Strategies | **Working** | [x] | [x] | [x] | Sequential, round-robin, fastest, cheapest |
| Rate Limit Handling | **Working** | [x] | [x] | [x] | Backoff, retry with next provider |

---

## Implementation Order

1. **Phase 1 (P0):** ✅ OpenAI, ✅ Anthropic, ✅ Google Gemini, ✅ Groq, ✅ Ollama, ✅ Mistral
2. **Phase 2 (P1):** ✅ Azure, ✅ Bedrock, ✅ Cerebras, ✅ Fireworks, ✅ Together, ✅ Cohere, ✅ OpenRouter, HuggingFace, ✅ LM Studio, ✅ vLLM, ✅ DeepSeek
3. **Phase 3 (P2):** ✅ llama.cpp, ✅ text-gen-webui, ✅ ExLlamaV2, Remaining P2 providers
4. **Phase 4 (P3):** As needed/requested

**Phase 1 Progress:** 6/6 complete (100%)
**Phase 2 Progress:** 10/11 complete (91%)
**Phase 3 Progress:** 3/X started (Local inference complete)

---

## Provider Files

| Provider | File |
|----------|------|
| OpenAI | `sentimatrix/providers/llm/openai_provider.py` |
| Anthropic | `sentimatrix/providers/llm/anthropic_provider.py` |
| Google Gemini | `sentimatrix/providers/llm/gemini_provider.py` |
| Groq | `sentimatrix/providers/llm/groq_provider.py` |
| Ollama | `sentimatrix/providers/llm/ollama_provider.py` |
| Azure OpenAI | `sentimatrix/providers/llm/azure_openai_provider.py` |
| Amazon Bedrock | `sentimatrix/providers/llm/bedrock_provider.py` |
| Mistral | `sentimatrix/providers/llm/mistral_provider.py` |
| Cerebras | `sentimatrix/providers/llm/cerebras_provider.py` |
| Fireworks AI | `sentimatrix/providers/llm/fireworks_provider.py` |
| Together AI | `sentimatrix/providers/llm/together_provider.py` |
| OpenRouter | `sentimatrix/providers/llm/openrouter_provider.py` |
| Cohere | `sentimatrix/providers/llm/cohere_provider.py` |
| LM Studio | `sentimatrix/providers/llm/lmstudio_provider.py` |
| vLLM | `sentimatrix/providers/llm/vllm_provider.py` |
| DeepSeek | `sentimatrix/providers/llm/deepseek_provider.py` |
| llama.cpp | `sentimatrix/providers/llm/llamacpp_provider.py` |
| text-gen-webui | `sentimatrix/providers/llm/textgen_provider.py` |
| ExLlamaV2 | `sentimatrix/providers/llm/exllamav2_provider.py` |

---

## Notes

- Update this document as providers are implemented
- Mark checkboxes when milestones are reached
- Add new providers as they become available
- Remove deprecated providers
