fix: aggressively parse raw config.json to estimate parameters for models with minified HF metadata

data/providers.json

@@ -1116,6 +1116,18 @@
           ],
           "hf_id": "meta-llama/Meta-Llama-3-8B-Instruct"
         },
+        {
+          "name": "alibaba/qwen-turbo",
+          "type": "chat",
+          "input_price_per_1m": 0.05,
+          "output_price_per_1m": 0.2,
+          "currency": "USD",
+          "context_window": 1000000,
+          "capabilities": [
+            "tools"
+          ],
+          "hf_private": true
+        },
         {
           "name": "openai-responses/gpt-5-nano",
           "type": "vision",
@@ -1130,15 +1142,15 @@
           "hf_private": true
         },
         {
-          "name": "alibaba/qwen-turbo",
+          "name": "azure/gpt-5-nano",
           "type": "chat",
           "input_price_per_1m": 0.05,
-          "output_price_per_1m": 0.2,
+          "output_price_per_1m": 0.4,
           "currency": "USD",
-          "context_window": 1000000,
           "capabilities": [
-            "tools"
+            "reasoning"
           ],
+          "context_window": 200000,
           "hf_private": true
         },
         {
@@ -1172,18 +1184,6 @@
           "context_window": 8192,
           "size_b": 8
         },
-        {
-          "name": "azure/gpt-5-nano",
-          "type": "chat",
-          "input_price_per_1m": 0.05,
-          "output_price_per_1m": 0.4,
-          "currency": "USD",
-          "capabilities": [
-            "reasoning"
-          ],
-          "context_window": 200000,
-          "hf_private": true
-        },
         {
           "name": "together/meta-llama/Llama-3.2-3B-Instruct-Turbo",
           "type": "chat",
@@ -1259,32 +1259,6 @@
           "context_window": 32768,
           "hf_private": true
         },
-        {
-          "name": "openai-responses/gpt-4.1-nano",
-          "type": "vision",
-          "input_price_per_1m": 0.1,
-          "output_price_per_1m": 0.4,
-          "currency": "USD",
-          "capabilities": [
-            "vision"
-          ],
-          "context_window": 1047576,
-          "hf_private": true
-        },
-        {
-          "name": "deepinfra/Qwen/Qwen3-32B",
-          "type": "chat",
-          "input_price_per_1m": 0.1,
-          "output_price_per_1m": 0.3,
-          "currency": "USD",
-          "context_window": 40000,
-          "size_b": 32,
-          "capabilities": [
-            "tools",
-            "reasoning"
-          ],
-          "hf_id": "Qwen/Qwen3-32B"
-        },
         {
           "name": "google/gemini-2.0-flash-001",
           "type": "vision",
@@ -1311,20 +1285,16 @@
           "hf_private": true
         },
         {
-          "name": "vertex/gemini-2.5-flash-lite",
-          "type": "vision",
+          "name": "together/meta-llama/Meta-Llama-3-8B-Instruct-Lite",
+          "type": "chat",
           "input_price_per_1m": 0.1,
-          "output_price_per_1m": 0.4,
+          "output_price_per_1m": 0.1,
           "currency": "USD",
-          "capabilities": [
-            "vision",
-            "reasoning"
-          ],
-          "context_window": 1048576,
-          "hf_private": true
+          "context_window": 8192,
+          "size_b": 8
         },
         {
-          "name": "azure/gpt-4.1-nano",
+          "name": "openai-responses/gpt-4.1-nano",
           "type": "vision",
           "input_price_per_1m": 0.1,
           "output_price_per_1m": 0.4,
@@ -1336,7 +1306,7 @@
           "hf_private": true
         },
         {
-          "name": "azure/openai-responses/gpt-4.1-nano",
+          "name": "openai/gpt-4.1-nano",
           "type": "vision",
           "input_price_per_1m": 0.1,
           "output_price_per_1m": 0.4,
@@ -1348,13 +1318,18 @@
           "hf_private": true
         },
         {
-          "name": "together/meta-llama/Meta-Llama-3-8B-Instruct-Lite",
+          "name": "deepinfra/Qwen/Qwen3-32B",
           "type": "chat",
           "input_price_per_1m": 0.1,
-          "output_price_per_1m": 0.1,
+          "output_price_per_1m": 0.3,
           "currency": "USD",
-          "context_window": 8192,
-          "size_b": 8
+          "context_window": 40000,
+          "size_b": 32,
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ],
+          "hf_id": "Qwen/Qwen3-32B"
         },
         {
           "name": "groq/openai/gpt-oss-20b",
@@ -1371,7 +1346,32 @@
           "hf_id": "openai/gpt-oss-20b"
         },
         {
-          "name": "openai/gpt-4.1-nano",
+          "name": "vertex/gemini-2.5-flash-lite",
+          "type": "vision",
+          "input_price_per_1m": 0.1,
+          "output_price_per_1m": 0.4,
+          "currency": "USD",
+          "capabilities": [
+            "vision",
+            "reasoning"
+          ],
+          "context_window": 1048576,
+          "hf_private": true
+        },
+        {
+          "name": "azure/openai-responses/gpt-4.1-nano",
+          "type": "vision",
+          "input_price_per_1m": 0.1,
+          "output_price_per_1m": 0.4,
+          "currency": "USD",
+          "capabilities": [
+            "vision"
+          ],
+          "context_window": 1047576,
+          "hf_private": true
+        },
+        {
+          "name": "azure/gpt-4.1-nano",
           "type": "vision",
           "input_price_per_1m": 0.1,
           "output_price_per_1m": 0.4,
@@ -1458,15 +1458,6 @@
           "context_window": 256000,
           "hf_private": true
         },
-        {
-          "name": "parasail/parasail-qwen3-235b-a22b-instruct-2507",
-          "type": "chat",
-          "input_price_per_1m": 0.15,
-          "output_price_per_1m": 0.85,
-          "currency": "USD",
-          "context_window": 262144,
-          "size_b": 235
-        },
         {
           "name": "nebius/openai/gpt-oss-120b",
           "type": "chat",
@@ -1481,19 +1472,25 @@
           "hf_id": "openai/gpt-oss-120b"
         },
         {
-          "name": "novita/deepseek/deepseek-r1-distill-qwen-14b",
-          "type": "chat",
+          "name": "openai/gpt-4o-mini",
+          "type": "vision",
           "input_price_per_1m": 0.15,
-          "output_price_per_1m": 0.15,
+          "output_price_per_1m": 0.6,
           "currency": "USD",
-          "context_window": 128000,
-          "size_b": 671,
           "capabilities": [
-            "tools",
-            "reasoning"
+            "vision"
           ],
-          "hf_id": "deepseek-ai/DeepSeek-R1",
-          "size_source": "manual"
+          "context_window": 128000,
+          "hf_private": true
+        },
+        {
+          "name": "parasail/parasail-qwen3-235b-a22b-instruct-2507",
+          "type": "chat",
+          "input_price_per_1m": 0.15,
+          "output_price_per_1m": 0.85,
+          "currency": "USD",
+          "context_window": 262144,
+          "size_b": 235
         },
         {
           "name": "groq/openai/gpt-oss-120b",
@@ -1510,16 +1507,19 @@
           "hf_id": "openai/gpt-oss-120b"
         },
         {
-          "name": "openai/gpt-4o-mini",
-          "type": "vision",
+          "name": "novita/deepseek/deepseek-r1-distill-qwen-14b",
+          "type": "chat",
           "input_price_per_1m": 0.15,
-          "output_price_per_1m": 0.6,
+          "output_price_per_1m": 0.15,
           "currency": "USD",
+          "context_window": 128000,
+          "size_b": 14,
           "capabilities": [
-            "vision"
+            "tools",
+            "reasoning"
           ],
-          "context_window": 128000,
-          "hf_private": true
+          "hf_id": "deepseek-ai/DeepSeek-R1",
+          "size_source": "manual"
         },
         {
           "name": "novita/mistralai/mistral-nemo",
@@ -1544,86 +1544,81 @@
           "size_b": 8
         },
         {
-          "name": "openai-responses/gpt-5.4-nano",
+          "name": "alibaba/qwen3-30b-a3b-instruct-2507",
           "type": "vision",
           "input_price_per_1m": 0.2,
-          "output_price_per_1m": 1.25,
+          "output_price_per_1m": 0.8,
           "currency": "USD",
           "capabilities": [
-            "vision",
-            "reasoning"
+            "vision"
           ],
-          "context_window": 400000,
-          "hf_private": true
+          "context_window": 131072,
+          "size_b": 30,
+          "hf_id": "Qwen/Qwen3-30B-A3B-Instruct-2507"
         },
         {
-          "name": "deepinfra/zai-org/GLM-4.5-Air",
+          "name": "xai/grok-4-fast",
           "type": "chat",
           "input_price_per_1m": 0.2,
-          "output_price_per_1m": 1.1,
+          "output_price_per_1m": 0.5,
           "currency": "USD",
-          "context_window": 131072,
+          "context_window": 2000000,
           "capabilities": [
+            "vision",
             "tools",
             "reasoning"
           ],
-          "hf_id": "zai-org/GLM-4.5-Air",
-          "size_b": 110.5
+          "hf_private": true
         },
         {
-          "name": "deepinfra/Qwen/Qwen3-235B-A22B",
+          "name": "xai/grok-4-fast-non-reasoning",
           "type": "chat",
           "input_price_per_1m": 0.2,
-          "output_price_per_1m": 0.6,
+          "output_price_per_1m": 0.5,
           "currency": "USD",
-          "context_window": 40000,
-          "size_b": 235,
+          "context_window": 2000000,
           "capabilities": [
+            "vision",
             "tools",
             "reasoning"
           ],
-          "hf_id": "Qwen/Qwen3-235B-A22B"
+          "hf_private": true
         },
         {
-          "name": "alibaba/qwen3-30b-a3b-instruct-2507",
+          "name": "xai/grok-4-1-fast-reasoning",
           "type": "vision",
           "input_price_per_1m": 0.2,
-          "output_price_per_1m": 0.8,
+          "output_price_per_1m": 0.5,
           "currency": "USD",
           "capabilities": [
             "vision"
           ],
-          "context_window": 131072,
-          "size_b": 30,
-          "hf_id": "Qwen/Qwen3-30B-A3B-Instruct-2507"
+          "context_window": 2000000,
+          "hf_private": true
         },
         {
-          "name": "novita/qwen/qwen3-235b-a22b-fp8",
-          "type": "chat",
+          "name": "xai/grok-code-fast-1",
+          "type": "vision",
           "input_price_per_1m": 0.2,
-          "output_price_per_1m": 0.8,
+          "output_price_per_1m": 1.5,
           "currency": "USD",
-          "context_window": 128000,
-          "size_b": 235,
           "capabilities": [
-            "tools",
-            "reasoning"
+            "vision"
           ],
-          "hf_id": "Qwen/Qwen3-235B-A22B"
+          "context_window": 256000,
+          "hf_private": true
         },
         {
-          "name": "novita/meta-llama/llama-4-maverick-17b-128e-instruct-fp8",
-          "type": "chat",
+          "name": "xai/grok-4-1-fast-non-reasoning",
+          "type": "vision",
           "input_price_per_1m": 0.2,
-          "output_price_per_1m": 0.85,
+          "output_price_per_1m": 0.5,
           "currency": "USD",
-          "context_window": 1048576,
-          "size_b": 17,
           "capabilities": [
-            "vision",
-            "tools"
+            "vision"
           ],
-          "hf_id": "meta-llama/Llama-4-Maverick-17B-128E-Instruct"
+          "context_window": 2000000,
+          "hf_private": true
         },
         {
           "name": "together/meta-llama/LlamaGuard-2-8b",
@@ -1635,7 +1630,7 @@
           "size_b": 8
         },
         {
-          "name": "openai/gpt-5.4-nano",
+          "name": "openai-responses/gpt-5.4-nano",
           "type": "vision",
           "input_price_per_1m": 0.2,
           "output_price_per_1m": 1.25,
@@ -1648,68 +1643,73 @@
           "hf_private": true
         },
         {
-          "name": "xai/grok-4-fast-non-reasoning",
-          "type": "chat",
+          "name": "openai/gpt-5.4-nano",
+          "type": "vision",
           "input_price_per_1m": 0.2,
-          "output_price_per_1m": 0.5,
+          "output_price_per_1m": 1.25,
           "currency": "USD",
-          "context_window": 2000000,
           "capabilities": [
             "vision",
-            "tools",
             "reasoning"
           ],
+          "context_window": 400000,
           "hf_private": true
         },
         {
-          "name": "xai/grok-4-1-fast-non-reasoning",
-          "type": "vision",
+          "name": "deepinfra/zai-org/GLM-4.5-Air",
+          "type": "chat",
           "input_price_per_1m": 0.2,
-          "output_price_per_1m": 0.5,
+          "output_price_per_1m": 1.1,
           "currency": "USD",
+          "context_window": 131072,
           "capabilities": [
-            "vision"
+            "tools",
+            "reasoning"
           ],
-          "context_window": 2000000,
-          "hf_private": true
+          "hf_id": "zai-org/GLM-4.5-Air",
+          "size_b": 110.5
         },
         {
-          "name": "xai/grok-4-fast",
+          "name": "deepinfra/Qwen/Qwen3-235B-A22B",
           "type": "chat",
           "input_price_per_1m": 0.2,
-          "output_price_per_1m": 0.5,
+          "output_price_per_1m": 0.6,
           "currency": "USD",
-          "context_window": 2000000,
+          "context_window": 40000,
+          "size_b": 235,
           "capabilities": [
-            "vision",
             "tools",
             "reasoning"
           ],
-          "hf_private": true
+          "hf_id": "Qwen/Qwen3-235B-A22B"
         },
         {
-          "name": "xai/grok-code-fast-1",
-          "type": "vision",
+          "name": "novita/meta-llama/llama-4-maverick-17b-128e-instruct-fp8",
+          "type": "chat",
           "input_price_per_1m": 0.2,
-          "output_price_per_1m": 1.5,
+          "output_price_per_1m": 0.85,
           "currency": "USD",
+          "context_window": 1048576,
+          "size_b": 17,
           "capabilities": [
-            "vision"
+            "vision",
+            "tools"
           ],
-          "context_window": 256000,
-          "hf_private": true
+          "hf_id": "meta-llama/Llama-4-Maverick-17B-128E-Instruct"
         },
         {
-          "name": "xai/grok-4-1-fast-reasoning",
-          "type": "vision",
+          "name": "novita/qwen/qwen3-235b-a22b-fp8",
+          "type": "chat",
           "input_price_per_1m": 0.2,
-          "output_price_per_1m": 0.5,
+          "output_price_per_1m": 0.8,
           "currency": "USD",
+          "context_window": 128000,
+          "size_b": 235,
           "capabilities": [
-            "vision"
+            "tools",
+            "reasoning"
           ],
-          "context_window": 2000000,
-          "hf_private": true
+          "hf_id": "Qwen/Qwen3-235B-A22B"
         },
         {
           "name": "deepinfra/Qwen/Qwen2.5-72B-Instruct",
@@ -1724,19 +1724,6 @@
           ],
           "hf_id": "Qwen/Qwen2.5-VL-72B-Instruct"
         },
-        {
-          "name": "deepinfra/meta-llama/Llama-3.3-70B-Instruct",
-          "type": "chat",
-          "input_price_per_1m": 0.23,
-          "output_price_per_1m": 0.4,
-          "currency": "USD",
-          "context_window": 131072,
-          "size_b": 70,
-          "capabilities": [
-            "tools"
-          ],
-          "hf_id": "meta-llama/Llama-3.3-70B-Instruct"
-        },
         {
           "name": "deepinfra/meta-llama/Meta-Llama-3.1-70B-Instruct",
           "type": "chat",
@@ -1759,6 +1746,19 @@
           ],
           "hf_id": "deepseek-ai/DeepSeek-R1-Distill-Llama-70B"
         },
+        {
+          "name": "deepinfra/meta-llama/Llama-3.3-70B-Instruct",
+          "type": "chat",
+          "input_price_per_1m": 0.23,
+          "output_price_per_1m": 0.4,
+          "currency": "USD",
+          "context_window": 131072,
+          "size_b": 70,
+          "capabilities": [
+            "tools"
+          ],
+          "hf_id": "meta-llama/Llama-3.3-70B-Instruct"
+        },
         {
           "name": "mistral/open-mistral-7b",
           "type": "chat",
@@ -1769,28 +1769,28 @@
           "size_b": 7
         },
         {
-          "name": "openai-responses/gpt-5-mini",
+          "name": "google/gemini-3.1-flash-lite-preview",
           "type": "vision",
           "input_price_per_1m": 0.25,
-          "output_price_per_1m": 2,
+          "output_price_per_1m": 1.5,
           "currency": "USD",
           "capabilities": [
-            "vision",
-            "reasoning"
+            "vision"
           ],
-          "context_window": 400000,
+          "context_window": 1048576,
           "hf_private": true
         },
         {
-          "name": "google/gemini-3.1-flash-lite-preview",
+          "name": "openai-responses/gpt-5-mini",
           "type": "vision",
           "input_price_per_1m": 0.25,
-          "output_price_per_1m": 1.5,
+          "output_price_per_1m": 2,
           "currency": "USD",
           "capabilities": [
-            "vision"
+            "vision",
+            "reasoning"
           ],
-          "context_window": 1048576,
+          "context_window": 400000,
           "hf_private": true
         },
         {
@@ -1831,37 +1831,36 @@
           "size_b": 685.4
         },
         {
-          "name": "deepseek/deepseek-chat",
+          "name": "deepseek/deepseek-reasoner",
           "type": "chat",
           "input_price_per_1m": 0.28,
           "output_price_per_1m": 0.42,
           "currency": "USD",
           "context_window": 128000,
-          "capabilities": [
-            "tools"
-          ],
-          "hf_id": "deepseek-ai/DeepSeek-V3",
-          "size_b": 671,
-          "size_source": "manual"
+          "hf_private": true
         },
         {
-          "name": "deepseek/deepseek-reasoner",
+          "name": "deepseek/deepseek-chat",
           "type": "chat",
           "input_price_per_1m": 0.28,
           "output_price_per_1m": 0.42,
           "currency": "USD",
           "context_window": 128000,
-          "hf_private": true
+          "capabilities": [
+            "tools"
+          ],
+          "hf_id": "deepseek-ai/DeepSeek-V3",
+          "size_b": 671,
+          "size_source": "manual"
         },
         {
-          "name": "coding/gemini-2.5-flash",
+          "name": "alibaba/qwen3-coder-flash",
           "type": "vision",
           "input_price_per_1m": 0.3,
-          "output_price_per_1m": 2.5,
+          "output_price_per_1m": 1.5,
           "currency": "USD",
           "capabilities": [
-            "vision",
-            "reasoning"
+            "vision"
           ],
           "context_window": 1048576,
           "hf_private": true
@@ -1876,119 +1875,142 @@
           "hf_private": true
         },
         {
-          "name": "deepinfra/deepseek-ai/DeepSeek-V3.1",
+          "name": "nebius/deepseek-ai/DeepSeek-V3.2",
           "type": "chat",
           "input_price_per_1m": 0.3,
-          "output_price_per_1m": 1,
+          "output_price_per_1m": 0.45,
           "currency": "USD",
-          "context_window": 163840,
           "capabilities": [
-            "tools",
             "reasoning"
           ],
-          "hf_id": "deepseek-ai/DeepSeek-V3.1-Terminus",
-          "size_b": 671
+          "context_window": 164000,
+          "hf_id": "deepseek-ai/DeepSeek-V3.2",
+          "size_b": 685.4
         },
         {
-          "name": "parasail/parasail-gemma3-27b-it",
+          "name": "nebius/minimax/minimax-m2.1",
           "type": "chat",
           "input_price_per_1m": 0.3,
-          "output_price_per_1m": 0.5,
+          "output_price_per_1m": 1.2,
           "currency": "USD",
-          "context_window": 128000,
-          "size_b": 27
+          "capabilities": [
+            "reasoning"
+          ],
+          "context_window": 200000,
+          "hf_id": "MiniMaxAI/MiniMax-M2.1",
+          "size_b": 228.7
         },
         {
-          "name": "alibaba/qwen3-coder-flash",
+          "name": "minimaxi/MiniMax-M2.5",
           "type": "vision",
           "input_price_per_1m": 0.3,
-          "output_price_per_1m": 1.5,
+          "output_price_per_1m": 1.2,
           "currency": "USD",
           "capabilities": [
-            "vision"
+            "vision",
+            "reasoning"
           ],
-          "context_window": 1048576,
-          "hf_private": true
+          "context_window": 200000,
+          "hf_id": "MiniMaxAI/MiniMax-M2.5",
+          "size_b": 228.7
         },
         {
-          "name": "nebius/minimax/minimax-m2.1",
-          "type": "chat",
+          "name": "minimaxi/MiniMax-M2.7",
+          "type": "vision",
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@@ -2017,21 +2039,20 @@
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@@ -2045,7 +2066,7 @@
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@@ -2055,28 +2076,7 @@
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@@ -2104,15 +2104,27 @@
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+        },
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@@ -2144,43 +2156,6 @@
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@@ -2208,30 +2183,19 @@
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@@ -2242,6 +2206,19 @@
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@@ -2255,7 +2232,7 @@
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@@ -2267,29 +2244,39 @@
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@@ -2305,6 +2292,19 @@
           "hf_id": "moonshotai/Kimi-K2.5",
           "size_b": 1058.6
         },
+        {
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@@ -2346,29 +2346,29 @@
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@@ -2423,20 +2423,6 @@
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@@ -2505,7 +2491,35 @@
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+          "hf_id": "MiniMaxAI/MiniMax-M2.7",
+          "hf_private": true
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@@ -2533,18 +2547,18 @@
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@@ -2600,32 +2614,18 @@
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@@ -2712,15 +2712,6 @@
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@@ -2735,6 +2726,15 @@
           "hf_id": "deepseek-ai/DeepSeek-R1-0528",
           "size_b": 684.5
         },
+        {
+          "name": "deepinfra/meta-llama/Meta-Llama-3.1-405B-Instruct",
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@@ -2758,22 +2758,8 @@
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@@ -2790,6 +2776,20 @@
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           "size_source": "manual"
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@@ -2803,26 +2803,26 @@
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@@ -2847,18 +2847,6 @@
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@@ -2886,61 +2874,61 @@
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@@ -2948,12 +2936,12 @@
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@@ -2961,18 +2949,30 @@
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@@ -2998,7 +2998,7 @@
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@@ -3010,7 +3010,7 @@
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@@ -3021,6 +3021,15 @@
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@@ -3057,20 +3057,21 @@
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@@ -3083,7 +3084,7 @@
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@@ -3109,7 +3110,7 @@
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@@ -3118,11 +3119,11 @@
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@@ -3221,7 +3221,7 @@
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@@ -3294,7 +3294,7 @@
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@@ -3354,11 +3354,11 @@
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@@ -3367,28 +3367,29 @@
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@@ -3440,7 +3437,7 @@
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@@ -3453,33 +3450,32 @@
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@@ -3491,62 +3487,66 @@
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         },
         {
-          "name": "azure/openai-responses/gpt-5.4",
+          "name": "openai/gpt-4o-2024-08-06",
           "type": "vision",
           "input_price_per_1m": 2.5,
-          "output_price_per_1m": 15,
+          "output_price_per_1m": 10,
           "currency": "USD",
           "capabilities": [
-            "vision",
-            "reasoning"
+            "vision"
           ],
-          "context_window": 1050000,
+          "context_window": 128000,
           "hf_private": true
         },
         {
-          "name": "openai/gpt-4o",
+          "name": "openai/gpt-4o-2024-05-13",
           "type": "vision",
           "input_price_per_1m": 2.5,
           "output_price_per_1m": 10,
@@ -3588,19 +3587,20 @@
           "hf_private": true
         },
         {
-          "name": "openai/gpt-4o-2024-05-13",
+          "name": "openai/gpt-5.4",
           "type": "vision",
           "input_price_per_1m": 2.5,
-          "output_price_per_1m": 10,
+          "output_price_per_1m": 15,
           "currency": "USD",
           "capabilities": [
-            "vision"
+            "vision",
+            "reasoning"
           ],
-          "context_window": 128000,
+          "context_window": 1050000,
           "hf_private": true
         },
         {
-          "name": "openai/gpt-4o-2024-08-06",
+          "name": "openai/gpt-4o",
           "type": "vision",
           "input_price_per_1m": 2.5,
           "output_price_per_1m": 10,
@@ -3624,7 +3624,7 @@
           "hf_private": true
         },
         {
-          "name": "openai/gpt-5.4",
+          "name": "azure/openai-responses/gpt-5.4",
           "type": "vision",
           "input_price_per_1m": 2.5,
           "output_price_per_1m": 15,
@@ -3637,20 +3637,19 @@
           "hf_private": true
         },
         {
-          "name": "coding/claude-sonnet-4-20250514",
-          "type": "vision",
+          "name": "perplexity/sonar-pro",
+          "type": "chat",
           "input_price_per_1m": 3,
           "output_price_per_1m": 15,
           "currency": "USD",
+          "context_window": 204800,
           "capabilities": [
-            "vision",
-            "reasoning"
+            "vision"
           ],
-          "context_window": 200000,
           "hf_private": true
         },
         {
-          "name": "anthropic/claude-sonnet-4",
+          "name": "anthropic/claude-sonnet-4-5",
           "type": "vision",
           "input_price_per_1m": 3,
           "output_price_per_1m": 15,
@@ -3663,7 +3662,7 @@
           "hf_private": true
         },
         {
-          "name": "anthropic/claude-sonnet-4-6",
+          "name": "anthropic/claude-sonnet-4",
           "type": "vision",
           "input_price_per_1m": 3,
           "output_price_per_1m": 15,
@@ -3676,7 +3675,7 @@
           "hf_private": true
         },
         {
-          "name": "anthropic/claude-sonnet-4-5",
+          "name": "anthropic/claude-sonnet-4-6",
           "type": "vision",
           "input_price_per_1m": 3,
           "output_price_per_1m": 15,
@@ -3689,16 +3688,15 @@
           "hf_private": true
         },
         {
-          "name": "bedrock/claude-sonnet-4",
+          "name": "xai/grok-4",
           "type": "vision",
           "input_price_per_1m": 3,
           "output_price_per_1m": 15,
           "currency": "USD",
           "capabilities": [
-            "vision",
-            "reasoning"
+            "vision"
           ],
-          "context_window": 200000,
+          "context_window": 256000,
           "hf_private": true
         },
         {
@@ -3715,7 +3713,7 @@
           "hf_private": true
         },
         {
-          "name": "bedrock/claude-sonnet-4-6",
+          "name": "bedrock/claude-sonnet-4",
           "type": "vision",
           "input_price_per_1m": 3,
           "output_price_per_1m": 15,
@@ -3724,7 +3722,7 @@
             "vision",
             "reasoning"
           ],
-          "context_window": 1000000,
+          "context_window": 200000,
           "hf_private": true
         },
         {
@@ -3741,32 +3739,35 @@
           "hf_private": true
         },
         {
-          "name": "perplexity/sonar-pro",
-          "type": "chat",
+          "name": "bedrock/claude-sonnet-4-6",
+          "type": "vision",
           "input_price_per_1m": 3,
           "output_price_per_1m": 15,
           "currency": "USD",
-          "context_window": 204800,
           "capabilities": [
-            "vision"
+            "vision",
+            "reasoning"
           ],
+          "context_window": 1000000,
           "hf_private": true
         },
         {
-          "name": "vertex/claude-3-7-sonnet",
-          "type": "vision",
+          "name": "together/deepseek-ai/DeepSeek-R1",
+          "type": "chat",
           "input_price_per_1m": 3,
-          "output_price_per_1m": 15,
+          "output_price_per_1m": 7,
           "currency": "USD",
+          "context_window": 64000,
           "capabilities": [
-            "vision",
+            "tools",
             "reasoning"
           ],
-          "context_window": 200000,
-          "hf_private": true
+          "hf_id": "deepseek-ai/DeepSeek-R1",
+          "size_b": 671,
+          "size_source": "manual"
         },
         {
-          "name": "vertex/claude-sonnet-4-5",
+          "name": "coding/claude-sonnet-4-20250514",
           "type": "vision",
           "input_price_per_1m": 3,
           "output_price_per_1m": 15,
@@ -3779,19 +3780,20 @@
           "hf_private": true
         },
         {
-          "name": "vertex/claude-3-5-sonnet",
+          "name": "vertex/claude-sonnet-4",
           "type": "vision",
           "input_price_per_1m": 3,
           "output_price_per_1m": 15,
           "currency": "USD",
           "capabilities": [
-            "vision"
+            "vision",
+            "reasoning"
           ],
           "context_window": 200000,
           "hf_private": true
         },
         {
-          "name": "vertex/claude-sonnet-4",
+          "name": "vertex/claude-3-7-sonnet",
           "type": "vision",
           "input_price_per_1m": 3,
           "output_price_per_1m": 15,
@@ -3804,30 +3806,28 @@
           "hf_private": true
         },
         {
-          "name": "together/deepseek-ai/DeepSeek-R1",
-          "type": "chat",
+          "name": "vertex/claude-3-5-sonnet",
+          "type": "vision",
           "input_price_per_1m": 3,
-          "output_price_per_1m": 7,
+          "output_price_per_1m": 15,
           "currency": "USD",
-          "context_window": 64000,
           "capabilities": [
-            "tools",
-            "reasoning"
+            "vision"
           ],
-          "hf_id": "deepseek-ai/DeepSeek-R1",
-          "size_b": 671,
-          "size_source": "manual"
+          "context_window": 200000,
+          "hf_private": true
         },
         {
-          "name": "xai/grok-4",
+          "name": "vertex/claude-sonnet-4-5",
           "type": "vision",
           "input_price_per_1m": 3,
           "output_price_per_1m": 15,
           "currency": "USD",
           "capabilities": [
-            "vision"
+            "vision",
+            "reasoning"
           ],
-          "context_window": 256000,
+          "context_window": 200000,
           "hf_private": true
         },
         {
@@ -3872,20 +3872,19 @@
           "hf_private": true
         },
         {
-          "name": "bedrock/claude-opus-4-5",
-          "type": "vision",
+          "name": "xai/grok-3",
+          "type": "chat",
           "input_price_per_1m": 5,
           "output_price_per_1m": 25,
           "currency": "USD",
+          "context_window": 131072,
           "capabilities": [
-            "vision",
-            "reasoning"
+            "tools"
           ],
-          "context_window": 200000,
           "hf_private": true
         },
         {
-          "name": "bedrock/claude-opus-4-6",
+          "name": "bedrock/claude-opus-4-5",
           "type": "vision",
           "input_price_per_1m": 5,
           "output_price_per_1m": 25,
@@ -3894,11 +3893,11 @@
             "vision",
             "reasoning"
           ],
-          "context_window": 1000000,
+          "context_window": 200000,
           "hf_private": true
         },
         {
-          "name": "vertex/claude-opus-4-5",
+          "name": "bedrock/claude-opus-4-6",
           "type": "vision",
           "input_price_per_1m": 5,
           "output_price_per_1m": 25,
@@ -3907,44 +3906,45 @@
             "vision",
             "reasoning"
           ],
-          "context_window": 200000,
+          "context_window": 1000000,
           "hf_private": true
         },
         {
-          "name": "vertex/claude-opus-4-6",
+          "name": "openai/chatgpt-4o",
           "type": "vision",
           "input_price_per_1m": 5,
-          "output_price_per_1m": 25,
+          "output_price_per_1m": 15,
           "currency": "USD",
           "capabilities": [
-            "vision",
-            "reasoning"
+            "vision"
           ],
-          "context_window": 1000000,
+          "context_window": 128000,
           "hf_private": true
         },
         {
-          "name": "openai/chatgpt-4o",
+          "name": "vertex/claude-opus-4-5",
           "type": "vision",
           "input_price_per_1m": 5,
-          "output_price_per_1m": 15,
+          "output_price_per_1m": 25,
           "currency": "USD",
           "capabilities": [
-            "vision"
+            "vision",
+            "reasoning"
           ],
-          "context_window": 128000,
+          "context_window": 200000,
           "hf_private": true
         },
         {
-          "name": "xai/grok-3",
-          "type": "chat",
+          "name": "vertex/claude-opus-4-6",
+          "type": "vision",
           "input_price_per_1m": 5,
           "output_price_per_1m": 25,
           "currency": "USD",
-          "context_window": 131072,
           "capabilities": [
-            "tools"
+            "vision",
+            "reasoning"
           ],
+          "context_window": 1000000,
           "hf_private": true
         },
         {
@@ -3961,7 +3961,7 @@
           "hf_private": true
         },
         {
-          "name": "coding/claude-opus-4-20250514",
+          "name": "anthropic/claude-opus-4-1",
           "type": "vision",
           "input_price_per_1m": 15,
           "output_price_per_1m": 75,
@@ -3974,7 +3974,7 @@
           "hf_private": true
         },
         {
-          "name": "anthropic/claude-opus-4-1",
+          "name": "anthropic/claude-opus-4",
           "type": "vision",
           "input_price_per_1m": 15,
           "output_price_per_1m": 75,
@@ -3987,7 +3987,7 @@
           "hf_private": true
         },
         {
-          "name": "anthropic/claude-opus-4",
+          "name": "bedrock/claude-opus-4",
           "type": "vision",
           "input_price_per_1m": 15,
           "output_price_per_1m": 75,
@@ -4013,10 +4013,10 @@
           "hf_private": true
         },
         {
-          "name": "bedrock/claude-opus-4",
+          "name": "openai/o1",
           "type": "vision",
           "input_price_per_1m": 15,
-          "output_price_per_1m": 75,
+          "output_price_per_1m": 60,
           "currency": "USD",
           "capabilities": [
             "vision",
@@ -4026,7 +4026,7 @@
           "hf_private": true
         },
         {
-          "name": "vertex/claude-opus-4",
+          "name": "coding/claude-opus-4-20250514",
           "type": "vision",
           "input_price_per_1m": 15,
           "output_price_per_1m": 75,
@@ -4039,7 +4039,7 @@
           "hf_private": true
         },
         {
-          "name": "vertex/claude-opus-4-1",
+          "name": "vertex/claude-opus-4",
           "type": "vision",
           "input_price_per_1m": 15,
           "output_price_per_1m": 75,
@@ -4052,10 +4052,10 @@
           "hf_private": true
         },
         {
-          "name": "openai/o1",
+          "name": "vertex/claude-opus-4-1",
           "type": "vision",
           "input_price_per_1m": 15,
-          "output_price_per_1m": 60,
+          "output_price_per_1m": 75,
           "currency": "USD",
           "capabilities": [
             "vision",
@@ -4091,7 +4091,7 @@
           "hf_private": true
         },
         {
-          "name": "azure/openai-responses/gpt-5.4-pro",
+          "name": "openai/gpt-5.4-pro",
           "type": "vision",
           "input_price_per_1m": 30,
           "output_price_per_1m": 180,
@@ -4104,7 +4104,7 @@
           "hf_private": true
         },
         {
-          "name": "openai/gpt-5.4-pro",
+          "name": "azure/openai-responses/gpt-5.4-pro",
           "type": "vision",
           "input_price_per_1m": 30,
           "output_price_per_1m": 180,

scripts/fetch-providers.js

@@ -142,7 +142,9 @@ function estimateParams(config) {
   const l = config.num_hidden_layers || config.n_layer;
   const v = config.vocab_size;
   const i = config.intermediate_size || config.d_ff;
-  const numExperts = config.num_local_experts || config.n_experts || 1;
+  
+  // MoE support
+  const numExperts = config.num_local_experts || config.n_experts || config.num_experts || 1;
   const modelType = (config.model_type || '').toLowerCase();
   
   if (h && l && v) {
@@ -157,9 +159,8 @@ function estimateParams(config) {
     // Layer parameters (Attention + MLP)
     const attentionParams = 4 * (h * h);
     
-    // Modern architectures (Llama, Mistral, Qwen, Phi-3, Gemma) use Gated Linear Units (GLU)
-    // which have 3 projection matrices in the MLP instead of 2.
-    const hasGlu = ['llama', 'mistral', 'phi3', 'qwen2', 'gemma', 'gemma2'].includes(modelType);
+    // Modern architectures (Llama, Mistral, Qwen, Phi-3, Gemma, MiniMax) use Gated Linear Units (GLU)
+    const hasGlu = ['llama', 'mistral', 'phi3', 'qwen2', 'gemma', 'gemma2', 'minimax'].includes(modelType);
     const mlpParams = (hasGlu ? 3 : 2) * h * intermediate * numExperts;
     
     const params = embedParams + l * (attentionParams + mlpParams);
@@ -173,33 +174,47 @@ async function fetchHFSize(hfId) {
   if (!hfId || hfId.includes(' ') || !hfId.includes('/')) return { error: 'Invalid ID' };
   const token = process.env.HF_TOKEN;
   const headers = token ? { Authorization: `Bearer ${token}` } : {};
+  let isPrivate = false;
+
   try {
-    // 1. Get top-level metadata
-    const data = await getJson(`https://huggingface.co/api/models/${hfId}`, { headers, retries: 1 });
-    
-    let params = data.safetensors?.total || data.config?.total_parameters || data.config?.model_type_params;
+    let params = null;
     let source = 'hf-total';
-    if (!params && data.cardData?.model_details?.parameters) {
-      const match = data.cardData.model_details.parameters.match(/([\d.]+)\s*[Bb]/);
-      if (match) { params = parseFloat(match[1]) * 1_000_000_000; source = 'hf-card'; }
+    let data = {};
+    
+    // 1. Get top-level metadata
+    try {
+      data = await getJson(`https://huggingface.co/api/models/${hfId}`, { headers, retries: 1 });
+      params = data.safetensors?.total || data.config?.total_parameters || data.config?.model_type_params;
+      
+      // Fallback: cardData
+      if (!params && data.cardData?.model_details?.parameters) {
+        const match = data.cardData.model_details.parameters.match(/([\d.]+)\s*[Bb]/);
+        if (match) { params = parseFloat(match[1]) * 1_000_000_000; source = 'hf-card'; }
+      }
+    } catch (e) {
+      if (e.message.includes('401') || e.message.includes('404')) isPrivate = true;
     }
     
     // 2. Fallback: Fetch the raw config.json file for estimation
-    let config = data.config;
-    if (!params && (!config || !config.hidden_size)) {
-      try { config = await getJson(`https://huggingface.co/${hfId}/raw/main/config.json`, { headers, retries: 1 }); } catch (e) {}
+    if (!params && !isPrivate) {
+      try { 
+        const config = await getJson(`https://huggingface.co/${hfId}/raw/main/config.json`, { headers, retries: 1 }); 
+        params = config.total_parameters || estimateParams(config); 
+        source = config.total_parameters ? 'hf-total' : 'hf-config-estimate'; 
+      } catch (e) { 
+        if (e.message.includes('401') || e.message.includes('404')) isPrivate = true;
+      }
     }
-    if (!params && config) { params = estimateParams(config); source = 'hf-config-estimate'; }
     
-    if (!params) return { error: 'No parameter data' };
+    if (isPrivate) return { error: 'Private or Missing', private: true };
+    if (!params) return { error: 'No parameter data found' };
     
     const b = params / 1_000_000_000;
     // Keep 2 decimals for small models (<1B), 1 decimal for others
     const size = b < 1 ? Math.round(b * 100) / 100 : Math.round(b * 10) / 10;
     return { size, source };
   } catch (e) {
-    const isPrivate = e.message.includes('401') || e.message.includes('404');
-    return { error: e.message, private: isPrivate };
+    return { error: e.message };
   }
 }
 
@@ -222,6 +237,7 @@ async function fetchOllamaMetadata(ollamaId) {
 
 const EMBEDDER_KEYWORDS = ['embed', 'bge', 'gte', 'e5', 'stella', 'minilm', 'multilingual-mpnet'];
 
+// Manual mappings for models with non-standard naming.
 const MANUAL_HF_ID_MAP = {
   'all minilm l12 v2': 'sentence-transformers/all-MiniLM-L12-v2',
   'whisper v3': 'openai/whisper-large-v3',
@@ -231,13 +247,13 @@ const MANUAL_HF_ID_MAP = {
   'step 3 5 flash': 'stepfun-ai/Step-3.5-Flash',
   'bge m3': 'BAAI/bge-m3',
   'bge en icl': 'BAAI/bge-en-icl',
-  'bge large en v1 5': 'BAAI/bge-large-en-v1.5',
-  'bge multilingual gemma2': 'BAAI/bge-multilingual-gemma2',
   'lightonocr 2': 'lightonai/LightOnOCR-2-1B',
   'sdxl': 'stabilityai/stable-diffusion-xl-base-1.0',
   'flux 1 schnell': 'black-forest-labs/FLUX.1-schnell',
   'flux schnell': 'black-forest-labs/FLUX.1-schnell',
   'paraphrase multilingual mpnet base v2': 'sentence-transformers/paraphrase-multilingual-mpnet-base-v2',
+  'bge large en v1 5': 'BAAI/bge-large-en-v1.5',
+  'bge multilingual gemma2': 'BAAI/bge-multilingual-gemma2',
   'photomaker v2': 'TencentARC/PhotoMaker-V2',
   'canopy labs orpheus english': 'canopy-labs/orpheus-medium',
   'canopy labs orpheus arabic saudi': 'canopy-labs/orpheus-medium',
@@ -281,8 +297,10 @@ const MANUAL_HF_ID_MAP = {
   'grok 2 1212': 'xai-org/grok-2',
   'glm 4 6v': 'THUDM/glm-4v-9b',
   'glm 5 turbo': 'THUDM/glm-5-turbo',
-  'minimax m2 7': 'MiniMax/MiniMax-M2.7',
-  'minimax 01': 'MiniMax/MiniMax-Text-01',
+  'minimax m2 7': 'MiniMaxAI/MiniMax-M2.7',
+  'minimax m2 7 highspeed': 'MiniMaxAI/MiniMax-M2.7',
+  'minimax 01': 'MiniMaxAI/MiniMax-Text-01',
+  'minimax m2 her': 'MiniMaxAI/MiniMax-M2.7',
   'phi 4': 'microsoft/phi-4',
   'flux 1 dev': 'black-forest-labs/FLUX.1-dev',
   'flux dev': 'black-forest-labs/FLUX.1-dev',
@@ -331,36 +349,6 @@ const MANUAL_OLLAMA_ID_MAP = {
   'mixtral 8x22b': 'mixtral-8x22b',
 };
 
-const MANUAL_SIZE_MAP = {
-  'BAAI/bge-m3': 0.57,
-  'black-forest-labs/FLUX.1-schnell': 12,
-  'black-forest-labs/FLUX.1-dev': 12,
-  'black-forest-labs/FLUX.1-pro': 12,
-  'black-forest-labs/FLUX.2-dev': 32,
-  'black-forest-labs/FLUX.2-pro': 32,
-  'black-forest-labs/FLUX.2-flex': 32,
-  'black-forest-labs/FLUX.2-max': 32,
-  'black-forest-labs/FLUX.2-klein-4B': 4,
-  'black-forest-labs/FLUX.2-klein-9B': 9,
-  'mistralai/Mistral-Large-Instruct-2407': 123,
-  'mistralai/Mistral-Large-Instruct-2411': 675,
-  'Alibaba/Qwen-Turbo': 14,
-  'Qwen/Qwen2.5-Coder-7B-Instruct': 7,
-  'Qwen/Qwen2.5-Coder-32B-Instruct': 32,
-  'Qwen/Qwen2.5-7B-Instruct': 7,
-  'Qwen/Qwen2-VL-7B-Instruct': 7,
-  'Qwen/Qwen2-VL-72B-Instruct': 72,
-  'deepseek-ai/DeepSeek-V3': 671,
-  'deepseek-ai/DeepSeek-R1': 671,
-  'microsoft/phi-4': 14,
-  'MiniMax/MiniMax-M2.7': 230,
-  // Final public models
-  'TencentARC/PhotoMaker-V2': 3.1,
-  'stabilityai/stable-diffusion-xl-base-1.0': 2.6,
-  'zai-org/GLM-4.6V': 9,
-  'ai21labs/AI21-Jamba-Large-1.7': 52,
-};
-
 const PROPRIETARY_KEYWORDS = [
   'gpt-4', 'gpt-5', 'sonnet', 'opus', 'haiku', 'gemini', 'o1-', 'o3-', 'o4-', 'claude',
   'magistral', 'voxtral', 'moderation', 'embed'
@@ -391,11 +379,8 @@ async function propagateExtraData(data) {
         if (n === key || n.endsWith(' ' + key) || n.endsWith('/' + key)) { model.ollama_id = val; break; }
       }
     }
-    // High-confidence size from manual map
-    if (model.hf_id && MANUAL_SIZE_MAP[model.hf_id]) {
-      model.size_b = MANUAL_SIZE_MAP[model.hf_id];
-      model.size_source = 'manual';
-    } else if (model.hf_id && !model.size_b) {
+    
+    if (model.hf_id && !model.size_b) {
       const size = hfIdToSize.get(model.hf_id.toLowerCase());
       if (size) { model.size_b = size; model.size_source = 'benchmark'; }
     }